identifier
stringlengths 11
32
| pdf_url
stringlengths 17
4.62k
⌀ | lang
stringclasses 120
values | error
stringclasses 1
value | title
stringlengths 2
500
⌀ | source_name
stringlengths 1
435
⌀ | publication_year
float64 1.9k
2.02k
| license
stringclasses 3
values | word_count
int64 0
1.64M
| text
stringlengths 1
9.75M
|
|---|---|---|---|---|---|---|---|---|---|
https://openalex.org/W2587176644
|
https://europepmc.org/articles/pmc5372064?pdf=render
|
English
| null |
Pharmacist provided medicines reconciliation within 24 hours of admission and on discharge: a randomised controlled pilot study
|
BMJ open
| 2,017
|
cc-by
| 6,657
|
ABSTRACT To cite: Cadman B, Wright D,
Bale A, et al. Pharmacist
provided medicines
reconciliation within 24 hours
of admission and on
discharge: a randomised
controlled pilot study. BMJ
Open 2017;7:e013647. doi:10.1136/bmjopen-2016-
013647 Strengths and limitations of this study Background: The UK government currently
recommends that all patients receive medicines
reconciliation (MR) from a member of the pharmacy
team within 24 hours of admission and subsequent
discharge. The cost-effectiveness of this intervention is
unknown. A pilot study to inform the design of a future
randomised controlled trial to determine effectiveness
and cost-effectiveness of a pharmacist-delivered
service was undertaken. ▪Pilot randomised controlled trial. ▪Intervention fidelity enhanced through compe-
tency assessment
of
medicine
reconciliation
providers. ▪Robust process for identifying unintentional dis-
crepancies at each stage developed to prevent
results contamination. ▪Pragmatic design and therefore elements of the
intervention found within the control arm. Method: Patients were recruited 7 days a week from 5
adult medical wards in 1 hospital over a 9 month
period and randomised using an automated system to
intervention (MR within 24 hours of admission and at
discharge) or usual care which may include MR
(control). Recruitment and retention rates were
determined. Length of stay (LOS), quality of life
(EQ-5D-3L), unintentional discrepancies (UDs) and
emergency readmission (ER) within 3 months were
tested as outcome measures. The feasibility of
identifying and measuring intervention-associated
resources was determined. ▸Prepublication history for
this paper is available online. To view these files please
visit the journal online
(http://dx.doi.org/10.1136/
bmjopen-2016-013647). ▪Limited response to request for patient data
3 months postdischarge. BACKGROUND Medicines reconciliation (MR) is defined by
the WHO as ‘the formal process in which
healthcare
professionals
partner
with
patients to ensure accurate and complete
medication information transfer at the inter-
faces of care’.1 Researchers have identified
unintentional error rates within hospital pre-
scriptions on admission of between 30% and
70%2–5 and these can include omission of
usual medicines, prescription of incorrect
dosages and addition of medicines which
have not been previously prescribed. The
majority of these errors are believed to result
from deficiencies in the MR process with
such errors known to contribute to patient
morbidity and mortality and increase the
length of hospital stay (LOS).6–10 Received 1 August 2016
Revised 7 November 2016
Accepted 15 December 2016 Result: 200 patients were randomised to either
intervention or control. Groups were comparable at
baseline. 95 (99%) patients in the intervention received
MR within 24 hours, while 62 (60.8%) control patients
received MR at some point during admission. The
intervention resolved 250 of the 255 UDs identified at
admission. Only 2 UDs were identified in the
intervention group at discharge compared with 268 in
the control. The median LOS was 94 hours in the
intervention arm and 118 hours in the control, with ER
rates of 17.9% and 26.7%, respectively. Assuming 5%
loss to follow-up 1120 patients (560 in each arm) are
required to detect a 6% reduction in 3-month ER rates. Conclusions: The results suggest that changes in
outcome measures resulting from MR within 24 hours
were in the appropriate direction and readmission
within 3 months is the most appropriate primary
outcome measure. A future study to determine
cost-effectiveness of the intervention is feasible and
warranted. For numbered affiliations see
end of article. Research Research Open Access Pharmacist provided medicines
reconciliation within 24 hours of
admission and on discharge: a
randomised controlled pilot study Brit Cadman,1 David Wright,2 Amanda Bale,1 Garry Barton,3,4 James Desborough,2
Eman A Hammad,5 Richard Holland,3 Helen Howe,1 Ian Nunney,3 Lisa Irvine3,4 Pharmacist provided medicines
reconciliation within 24 hours of
admission and on discharge: a
randomised controlled pilot study Brit Cadman,1 David Wright,2 Amanda Bale,1 Garry Barton,3,4 James Desborough,2
Eman A Hammad,5 Richard Holland,3 Helen Howe,1 Ian Nunney,3 Lisa Irvine3,4 Received 1 August 2016
Revised 7 November 2016
Accepted 15 December 2016 AIMS The aim of this study was therefore to pilot a RCT to
inform the design of a future definitive study to deter-
mine the clinical and cost-effectiveness of pharmacy pro-
viding a full MR service on admission and at discharge. The objectives of the pilot study were to: The aim of this study was therefore to pilot a RCT to
inform the design of a future definitive study to deter-
mine the clinical and cost-effectiveness of pharmacy pro-
viding a full MR service on admission and at discharge. The objectives of the pilot study were to: Intervention A standard operating procedure (SOP) based on hos-
pital guidelines, outlined in figure 1, was used to deliver
MR by a trained MR pharmacist (MRP) within 24 hours
of admission (including weekends) and at the point of
transfer of care out of hospital, or as soon as possible fol-
lowing patient discharge from hospital to the next care
provider. The
five
MRPs,
all
clinical
pharmacists
employed within the hospital, covered for each other’s
holidays, sick leave and absences wherever possible. y
p
MRPs recorded all unintentional discrepancies (UDs),
defined as differences between patient records with no
identifiable rationale, they identified between the infor-
mation they collated and the inpatient medication chart
on admission and again any differences between the
inpatient chart and discharge letter. MRPs followed up
on all identified UDs to ensure that they were addressed
prior to discharge. Despite national guidance few hospitals are providing
MR as envisioned by NICE for all patient admissions.18
Thus, it would appear that further high-quality evidence
which demonstrates cost-effectiveness is required to
ensure that resources are appropriately allocated to this
service in order to meet national recommendations. The most suitable approach to determine the cost-
effectiveness of a complex intervention such as MR is to
perform a RCT which collates data on cost from the
appropriate perspective and outcomes which are most
proximal to the intervention. Within the UK, it is add-
itionally necessary to collect data on quality of life and
mortality to enable the cost per quality-adjusted life year
(QALY) to be estimated. Recent guidance, however, sug-
gests that before an RCT of such nature is undertaken
feasibility testing and piloting are required.19 O S
Study design and location The trial was a randomised controlled pilot study under-
taken
at
Cambridge
University
Hospitals
NHS
Foundation Trust (CUHFT) on five adult medical wards
from a range of medical specialities where patients did
not routinely receive MR from a pharmacist within
24 hours of admission. One similar ward was identified
as a ‘backup’, in the eventuality that one of the study
wards was closed for any reason (eg, norovirus outbreak)
during the recruitment period. With the significant resources required for pharmacists
to deliver MR services, it is not adequate to demonstrate
reduction in errors (which may or may not result in
adverse drug events), it is also important in resource-
limited health systems to show that such investment con-
stitutes value for money. There is currently a recognised
lack of evidence supporting the cost-effectiveness of MR
interventions provided by pharmacists.16 A model built
in 2008 to estimate the likely cost-effectiveness of pre-
venting medication error at hospital admission using MR
suggested that a pharmacist-based intervention is likely
to be cost-effective but was based solely on US error data
and made assumptions concerning the severity of errors
prevented.17 METHODS Recent systematic reviews of hospital-based MR prac-
tices consistently demonstrate a reduction in medicine
discrepancies; however, this has not been shown to result
in reductions in postdischarge healthcare usage.13
14
When considering only pharmacist-led MR interventions
a 19% reduction in the rate of all-cause readmissions
was seen but similarly pooled data on mortality and com-
posite readmission and emergency department (ED)
visit did not find in favour of either pharmacist-led inter-
vention or usual care.15 Recent systematic reviews of hospital-based MR prac-
tices consistently demonstrate a reduction in medicine
discrepancies; however, this has not been shown to result
in reductions in postdischarge healthcare usage.13
14 Control Patients in the control arm received usual care which
may or may not consist of MR and where it was provided
it may not have occurred within 24 hours and could
either be delivered by a pharmacist or pharmacy techni-
cian. The MRPs within the intervention arm did not
deliver MR to control patients and the SOP used for
study intervention purposes was not automatically fol-
lowed within the control arm. For the purposes of the
study all MR details regarding interventions undertaken
within the control arm were recorded and costed. Consequently, within the UK, patient safety
guidance
issued
by
the
National
Patient
Safety Agency (NPSA) and the National
Institute for Health and Care Excellence
(NICE) recommended that policies for MR
should be implemented in hospitals for all
adult patient admissions, and that pharmacy
should be involved in the MR process within
24 hours of admission.11 NICE guidance on For numbered affiliations see
end of article. For numbered affiliations see
end of article. Correspondence to
Professor David Wright;
D.J.Wright@uea.ac.uk Trial registration number: ISRCTN23949491. Trial registration number: ISRCTN23949491. 1 Cadman B, et al. BMJ Open 2017;7:e013647. doi:10.1136/bmjopen-2016-013647 Open Access response to the intervention and quality of data
obtained; pharmacy involvement was based primarily on one ran-
domised controlled trial (RCT) which demonstrated
that the inclusion of the pharmacist in MR reduced the
error rate from 44% to 19%.2 Data on cost-effectiveness
which usually underpins recommendations made by
NICE12 are not available and therefore whether this
intervention represents an appropriate use of National
Health Service (NHS) resources is unknown. ▸Determine potential recruitment and retention rates; ▸Determine potential recruitment and retention rates; ▸Determine potential recruitment and retention rates;
▸Develop and test the process for measuring resource
usage associated with the intervention and use of
other NHS. Outcome measures Inclusion criteria Although undertaken as a pilot study with study aims to
identify the most suitable outcome measure, LOS was
nominally selected as the primary outcome measure for
this
pilot
trial. Secondary outcome
measures
were
unplanned
(emergency)
readmission
at
3 months,
quality of life (EQ-5D-3L) and UDs. ▸Adult (≥18 years of age); ▸Admitted with at least one prescribed medicine to
one of the five medical wards; ▸Patient had not already received MR from the phar-
macy team as part of routine pharmaceutical input at
the time of recruitment; ▸Identified from hospital computer system as having
been admitted straight from the ED to one of the five
participating wards within the previous 24 hours. Intervention fidelity To enhance intervention fidelity all MRPs were observed
by the principal investigator on at least three occasions
to confirm adherence to the SOP. All MRPs had pro-
vided MR to more than 30 patients in the year previous
to delivering the intervention for the trial. j
p
y
▸Identify the most suitable outcome measure for a
future definitive trial with respect to proximity and Cadman B, et al. BMJ Open 2017;7:e013647. doi:10.1136/bmjopen-2016-013647 Open Access Figure 1
Outline of service
standard operating procedure. GP, general practitioner. Open Access Recruitment Patients randomised to the control group received
usual care; this may have included elements of MR by
members of the pharmacy team and in some cases may
have occurred within 24 hours of admission but postran-
domisation. While this may have affected patients in the
control arm an intention-to-treat analysis was performed
and
consequently
for
the
purpose
of
the
analysis
patients remained in their allocated arm. A recruitment target of 200 patients was set for the
9-month pilot phase. Study wards were visited every
morning by the research assistant (RA) during the study
period to identify potential participants. The nurse in
charge of the ward confirmed that it was appropriate for
the patient to be approached to be consented to partici-
pate in the study. Patients were recruited based on the
following inclusion and exclusion criteria. Resource use The time taken by the pharmacy team to deliver the MR
was monitored in the intervention and control group (if
applicable). Additionally,
the
following
items
were
requested in both groups: Recruitment took place between July 2012 and April
2013 (9 months and 2 weeks), resulting in a recruitment
rate of 5.2 patients per 7 days. ▸Time in hospital (LOS); ▸Medication (in patient medication and GP medica-
tion list at 3 months); There was one postrandomisation exclusion in each
arm (they were subsequently found not to meet the
inclusion criteria), and were accordingly excluded from
all analyses. Table 1 summarises the characteristics of the
remaining
198
participants
(96
intervention
102
control). The groups were broadly comparable. );
▸Rehospitalisations; ▸Rehospitalisations; ▸Other healthcare contacts. With the exception of the final item, which included
all health professional contacts and was requested from
the participant at 3 months postdischarge, these were
extracted from medical records. One patient in the intervention arm did not receive
the MR as he was not on the ward when the pharmacist
visited. Data were erroneously not collected for this
patient
postrandomisation. The
time
taken
by
the
pharmacist to deliver the intervention was recorded for
the remaining 95 intervention participants, where the
mean total time was 48.6 min (range 2–195 min). In the Data collection To enable comparison of intervention and control
groups, age, gender, primary reason for admission, all
comorbidities and the admission ward was recorded. Additionally consented patients or their third party con-
sultees completed a quality of life score (EQ-5D-3L)20
on admission, including the related visual analogue
scale (VAS). p
p
g
p
With the intervention required to be delivered within
24 hours
of
admission,
patients
were
given
a
maximum
of
2 hours
to
consider
whether
they
wished to participate. Intervention patients received
MR
in
accordance
with
the
SOP. Information
obtained by the RA for the purposes of the study was
given to the MRP prior to the visit to prevent duplica-
tion of effort and to ensure that the patient was not
interviewed for the same information twice. LOS, reported in hours, was calculated as the differ-
ence in time from arrival at the hospital to the time of
discharge
as
recorded
in
the
hospital
information
support system (HISS). Unplanned readmissions to the
intervention hospital within the 3 months postdischarge
were also obtained from HISS. EQ-5D-3L responses were
also obtained via postal survey 3 months postdischarge,
allowing the calculation of QALY21 in the subsequent
economic evaluation. Randomisation was performed using the Norwich
Clinical Trials Unit automated service with patients
stratified by ward. When wards were later closed for
infection
control
reasons,
participants
on
the
‘backup’ ward were randomised and stratified as if
they had entered the closed ward. Cadman B, et al. BMJ Open 2017;7:e013647. doi:10.1136/bmjopen-2016-013647 3 UD identification on LOS taken from a study undertaken at St James
Hospital, Dublin22 gave quartiles for two groups as (3, 7,
5) and (2, 5, 12) days. To derive an estimate of variability
from this, an underlying log-normal distribution was
assumed, which is consistent with the position of the
medians, and its SD estimated using the geometric
mean of the ratios between the upper and lower quar-
tiles. This produced an estimated SD of 1.26 which
implied that a comparison between two groups of 100
patients would provide an expected half-width for the
95% CI of the difference between group means (on the
natural log scale) of 0.35. Translated back to the CI for
the ratio of average LOS between the intervention and
control groups would extend by a factor of about 1.4 on
either side of the point estimate. To enable the identification of UDs the following infor-
mation was photocopied by the research assistant (RA)
for
all
consented
patients
(both
intervention
and
control) and stored securely: ▸All versions of the inpatient medication chart(s) and
discharge letters; g
▸Medical notes during admission; ▸Medical notes during admission; ▸General
practitioner
(GP)
medication
list
on
admission; ▸GP medication list at 3-month postdischarge (when
received from GP surgery); ▸Any
additional
medicines-related
information
brought in by the patient on admission, for example,
copies of labels from patient medicines, handwritten
or typed medicine lists. yp
The RA was a trained nurse and consequently was
experienced in medical data collation and extraction. RESULTS Nine hundred and nineteen patients were assessed for
eligibility of which 224 did not meet inclusion criteria. Two hundred out of 310 patients who were subsequently
approached by the RA consented to take part in the
study (figure 2). Of those patients identified as poten-
tially eligible but not approached this was primarily
because either the nurse in charge of the ward advised
that the patient was not suitable to be approached or
that the end of the 24-hour window for intervention was
due to expire. All potential discrepancies which were identified at
the 3-month point as having translated into the patient
notes were reported to the patient’s GP. Data analysis As a pilot study descriptive statistics were used to deter-
mine the suitability of the different outcome measures
and report the variation in the differences in order to
determine a sample size for a future RCT. Similarly, com-
pletion rates are reported for each source of resource
use data and the EQ-5D-3L. Three months postdischarge the stored information
was used to develop an ‘accurate medication list’ for the
control arm patients by the research team on admission
and at discharge. These were then compared with the
inpatient chart on admission and discharge letter to
identify any discrepancies. Medical notes were subse-
quently reviewed, unblinded to group allocation, to
enable differentiation between those which were UDs
which could not be explained from the information
available and those which were intentional. The primary outcome variable, LOS, was reported
using median, arithmetic mean and geometric mean. The rate of Trust readmissions, Trust emergency read-
missions and mortality are also reported for both arms,
along with the mean change in the VAS from the
EQ-5D-3L. The
GP medication
list obtained
3 months
post-
discharge (where available) was used to enable the iden-
tification
of
discrepancies
which
still
remained
at
3 months. Without access to GP medical notes it was not
possible to establish whether identified discrepancies
were unintentional. Sample size calculation As a pilot study a formal power calculation was not per-
formed. The consequences for the precision of the
primary outcome variable (LOS) of the choice of
sample size were however estimated. Summary statistics Cadman B, et al. BMJ Open 2017;7:e013647. doi:10.1136/bmjopen-2016-013647 4 Open Access Figure 2
Consort diagram. GP, general practitioner; MR, medicines reconciliation. p Figure 2
Consort diagram. GP, general practitioner; MR, medicines reconciliation. group. Neither of the UDs in the intervention arm iden-
tified at discharge was present at 3 months. control group 62 (60.8%) participants received some
form of MR, 31 (30.4%) from a pharmacist (mean
reported time 15 min) and 31 (30.4%) from a pharmacy
technician (mean reported time 12 min). Twenty-five
(24.5%)
control
patients
received
MR
within
the
24-hour window. One hundred and fifty-four UDs identified in the
control arm were potentially related to medicines to be
prescribed postdischarge, that is, the remainder related
to medicines prescribed during admission only. Owing
to the limited number of GP records provided at
3 months data were only available for 82 (53.2%) UDs in
the control arm at 3 months and 37 out of the original
154 (24%) were found from the medical records pro-
vided to have been propagated into the patient notes. During the initial hospital admission 3 participants
died, with a further 11 deaths during the 3 months
follow-up period (see figure 2). In total six intervention
and eight control patients died during the trial period
(p=0.78, Fisher’s exact). Additionally, in the control
arm, one participant was lost to follow-up (address not
known) and one participant withdrew. After taking
account of the 1 patient who did not receive the MR
and a further loss to follow-up in the intervention arm,
this left a total of 88 available cases in the intervention
arm and 92 available cases in the control arm at final
assessment point. In terms of outcomes, there were com-
plete data available on LOS and readmission data. Table 3 provides a comparison of patient outcomes for
the intervention and control group. The results suggest
that LOS, mortality and rehospitalisation rates tend to
be lower in the intervention arm although statistical sig-
nificance was not demonstrated as 95% CIs overlapped. Based on those who responded, both groups had a
higher mean quality of life (based on the VAS) at the
3-month follow-up with improvement higher in the
control arm. Sample size calculation This difference between groups was not
significant. p
Table 2 provides a summary of the UDs which were
identified at each stage. Sixteen (16%) intervention
patients had no discrepancies at admission and dis-
charge, compared with 12 (12%) control patients. Overall, two UDs were known to remain at discharge in
the intervention arm compared with 268 in the control With regard to the response rates for the resource use
data, there were complete data available (for those on
whom it was requested) for LOS, medication data as
part of the original admission, readmissions (to the 5 Cadman B, et al. BMJ Open 2017;7:e013647. doi:10.1136/bmjopen-2016-013647 Open Access Table 1
Comparison of demographics at baseline
Demographic
Measure
Intervention (n=96)
Control (n=102)
Female
N (%)
45 (46.9)
60 (58.8)
Age (years)
Mean (SD)
67.6 (19.0)
65.4 (20.2)
Regular medicines
Mean (SD)
5.84 (4.07)
6.67 (4.64)
As required medicines
Mean (SD)
0.85 (2.08)
0.95 (2.53)
Ward
1
N (%)
26 (26.8)
27 (26.2)
2
N (%)
30 (30.9)
30 (29.1)
3
N (%)
10 (10.3)
9 (8.7)
4
N (%)
14 (14.4)
16 (15.5)
5
N (%)
16 (16.4)
14 (13.5)
6
N (%)
1 (1.03)
7 (6.8)
EQ-5D quality of life (visual analogue scale)
Mean (SD)
55.9 (23.2)
54.7 (23.5)
Reason for admission
Lower respiratory tract infection
N (%)
9 (9.2)
11 (10.7)
Troponin negative chest pain
N (%)
7 (7.2)
4 (3.9)
Heart failure
N (%)
2 (2.1)
5 (4.9)
Exacerbation chronic obstructive pulmonary disease
N (%)
4 (4.1)
3 (2.9)
Other
N (%)
73 (75)
79 (76.7) We consider that emergency rehospitalisation within
3 months
would
be
the
most
appropriate
primary
outcome measure for such a trial, as unlike the other
outcome measures tested it reflects all of the MR activity
which
occurs
in
secondary
and
primary
care. Furthermore, data collection was complete and this is a
patient-orientated outcome, unlike medication errors
which while representing a patient safety issue are a
measure of the prescribing process. same hospital) and the intervention pharmacist times. Of the 62 controls for whom pharmacist/pharmacy tech-
nician review occurred, the times were missing for N=27. At 3-month follow-up, medication data were retrieved
from GPs for 86 participants (94.5% of those from
whom it was requested) in each arm and 133 partici-
pants completed and returned both the EQ-5D-3L and
the health resource use questionnaires (66 intervention,
67 control; 73.5% of those requested from all living
participants). Sample size calculation Owing to the need to recruit patients before they
received MR as usual care, this reduced the generalis-
ability of the sample with all of those who had already
received MR being automatically excluded. This was
further compounded by recruitment activities which
were focussed towards mornings. Based on the pilot data, we calculated that for a full
trial, 1120 patients would need to be recruited to detect
a 6% reduction (conservative assumption, one SE below
9% reduction seen) in 3-month unplanned readmission
rates from a starting point of 26% with 90% power,
using a 5% significance level and assuming 5% loss to
follow-up. With a hospital requirement that all patients receive
MR within 24 hours of admission, it is unsurprising that
two-thirds of the control arm received some form of MR
during their hospitalisation, a quarter of whom received
this within 24 hours. There is no specific requirement
for MR on discharge, however, and this may explain
some of the differences seen between the two groups. The majority of discrepancies identified in the control
arm by the researchers were found not to have been
resolved
and
therefore
reasons
for
the
relative DISCUSSION It has
been suggested that organisations are probably unlikely
to repeat the benefits from MR services reported in the
literature if there are deficiencies in intervention inten-
sity and breadth.24 The results from the control arm of
this study support this assertion and suggest that if MR
of a similar nature to that seen in the intervention arm
was to be shown to be cost-effective, then this would
require significantly more pharmacist time. Considering evidence published poststudy completion,
limiting the study population to those over the age of 70
and including a postdischarge telephone call as part of
the
intervention
may
have
further
enhanced
the
intervention.13 In line with previous research, the intervention pre-
vented a large number of unintentional medicines-
related discrepancies both during admission and post-
discharge.3–6 The data obtained suggest that just less
than a quarter of UDs identified at discharge were
found to actually translate into primary care records at
3 months. While reasons for non-translation were not
elucidated, the research suggests that the use of number
of UDs at discharge as an outcome measure may over-
emphasise the problem. The proportion of patients screened for eligibility and
eventually recruited to the study was 20% and this could
have been improved by increasing the number of week-
ends covered (from 80% to 100%). Although some
patients were not suitable for inclusion in the study as
they had already been reviewed by a member of the
pharmacy team prior to being approached by the RA,
there was a sufficient number of patients available for
recruitment. Not all primary care medication lists were made avail-
able to researchers and approaches to addressing this
will require consideration for a future definitive study. Using data on ‘unplanned readmission at 3 months’
would
seem
to
be
the
most
appropriate
primary
outcome measure for a future definitive study as it is a
patient-orientated
outcome which
is
most
likely
to
reflect the effect of errors which occur at all stages of
the process. Similar to hospital readmission, LOS is a
cost which would be captured in any cost-effectiveness
analysis. LOS was however found to be largely skewed by
a small number of individuals who were admitted for
extended periods. DISCUSSION The results from this study which was performed to
inform the design of a future RCT suggest that even
though MR activities are taking place, such a trial is feas-
ible with reasonable recruitment and retention rates and
that both cost and outcome data can be effectively
obtained. Table 2
Comparison of UDs
Intervention
Control
Unintentional discrepancies
No. UDs
No. patients
No. per patient
No. UDs
No. patients
No. per patient
Admission
255
95
2.80
309
102
3.0
Resolved during hospital stay
250
95
2.74
Unknown
Remaining at discharge
2
91
0.02
268
99
2.71
UDs, unintentional discrepancies. 6
Cadman B, et al. BMJ Open 2017;7:e013647. doi:10.1136/bmjopen-2016-013647 Cadman B, et al. BMJ Open 2017;7:e013647. doi:10.1136/bmjopen-2016-013647 6 Open Access Table 3
Comparison of outcome measures
Outcome
Measure
N
Intervention
N
Control
Mean
difference
(SE of the
difference)
Length of stay (hours)
Geometric mean
(95% CI)
95
99.6 (76.59 to 129.63)
102
109.3 (87.0 to 137.3)
Median (range)
95
94.0 (12–1077)
102
117 (13–1546)
Arithmetic mean
(SD)
95
224.8 (293.1)
102
203.9 (246.8)
20.84 (38.75)
Hospital readmissions
N (%)
95
30 (31.6)
101
37 (36.6)
Hospital readmissions
(emergency)
N (%)
95
17 (17.9)
101
27 (26.7)
Mortality
N (%)
95
6 (6.3)
95
8 (7.8)
Quality of life visual
analogue scale change
from baseline (high score
better)
Mean (SD)
63
5.64 (23.6)
68
7.15 (26.2)
1.51 (4.36) Table 3
Comparison of outcome measures ineffectiveness of the control arm MR requires elucida-
tion through a detailed process evaluation. The process of collating all medicines-related data at
different time points and sealing it until 3 months post-
discharge provides an opportunity to identify discrepan-
cies without adversely affecting the intervention. While
the identification of UDs should be undertaken blind of
allocation, the resources required for this may not be
warranted when considering that the intentional or
unintentional nature of the discrepancy cannot always
be accurately determined. The average time spent on the intervention found
within this study was very similar to that reported in a
MR time and motion study23 but three times greater
than that in the control arm. The study SOP required
pharmacists to undertake initial MR, follow-up on all
interventions to ensure that discrepancies had been
addressed, assess all discharge letters for accuracy and
correct them. Patients in the control arm frequently did
not always receive all four elements and this probably
explains most of the difference in time provided. Author affiliations
1 Author affiliations
1Pharmacy Department, Cambridge University Hospitals, Cambridge, UK
2School of Pharmacy, University of East Anglia, Norwich, UK
3Norwich Medical School, University of East Anglia, Norwich, UK
4Norwich Clinical Trials Unit, University of East Anglia, Norwich, UK
5School of Pharmacy, University of Jordan, Jordan Author affiliations
1Pharmacy Department, Cambridge University Hospitals, Cambridge, UK
2School of Pharmacy, University of East Anglia, Norwich, UK
3Norwich Medical School, University of East Anglia, Norwich, UK
4Norwich Clinical Trials Unit, University of East Anglia, Norwich, UK
5School of Pharmacy, University of Jordan, Jordan Author affiliations
1Pharmacy Department, Cambridge University Hospitals, Cambridge, UK
2School of Pharmacy, University of East Anglia, Norwich, UK
3Norwich Medical School, University of East Anglia, Norwich, UK
4Norwich Clinical Trials Unit, University of East Anglia, Norwich, UK
5School of Pharmacy, University of Jordan, Jordan Twitter Follow David Wright @K-7833-2016 Acknowledgements The authors would like to thank Dr Tracey Sach for her
contribution in the design of the health economics element of the project and
in the development of the original grant proposal, Antony Warford for his
contribution to the management, delivery and dissemination of the project as
the patient and public involvement representative and Kellie Hempstead and
the pharmacists volunteering to provide the intervention at weekends in
particular Lynn Martin for their efforts in completing this study. The input by
the Norwich Clinical Trials Unit throughout the study is also acknowledged. Quality of data collection with respect to LOS, mortal-
ity and readmission rates was high as this information
was available from hospital records. Resource usage data
and quality of life scores were, however, only available
for two-thirds of participants at follow-up. Consequently
researchers powering a definitive study on readmission
rate will need to consider the possibility of there being
more missing data for the cost-effectiveness analysis and
imputation of missing data30 may be necessary to
address this. Contributors BC, EAH, DW, JD and RH participated in the conception and
design of this study. AB, BC, DW,GB, IN and LI participated in the analysis of
the data and interpretation of the results. AB, BC and DW drafted the article
and all other authors performed critical review of the article. All authors
approved the submission of this article. Funding This article presents independent research funded by the National
Institute for Health Research (NIHR) under its Research for Patient Benefit
(RfPB) Programme (Grant Reference Number PB-PG-0110-20116). Author affiliations
1 The views
expressed are those of the authors and not necessarily those of the NHS, the
NIHR or the Department of Health. This study was a pilot study and was not designed to
obtain a definitive answer to whether MR provided to all
patients within 24 hours of admission was cost-effective. However, it was conducted as an RCT, conforming to
expected standards and consequently it can be assumed
that it would be possible to perform a full-scale RCT in
the future. An internal pilot would be warranted in such
a trial as the trial should be multicentre in nature and
consequently local variations in recruitment rates and
service delivery would require identification and appro-
priate local adaptation. Additionally, costs related to
service delivery may differ between settings and conse-
quently
time
for
service
delivery
would
require
estimation. Disclaimer The views expressed in this publication are those of the author(s)
and not necessarily those of the NHS, the NIHR or the Department of Health. Competing interests None declared. Patient consent Obtained. Patient consent Obtained. Ethics approval Ethical approval was received on 14 June 2012 from NRES
Committee East of England—Essex Research Ethics Committee. Reference
number: 12/44/0143. Provenance and peer review Not commissioned; externally peer reviewed. Data sharing statement No additional data are available. Data sharing statement No additional data are available. Open Access This is an Open Access article distributed in accordance with
the terms of the Creative Commons Attribution (CC BY 4.0) license, which
permits others to distribute, remix, adapt and build upon this work, for
commercial use, provided the original work is properly cited. See: http://
creativecommons.org/licenses/by/4.0/ The pilot study has shown that it is feasible to perform
an
RCT
to
determine
the
effectiveness
and
cost-
effectiveness of a pharmacist MR within 24 hours of
admission and again at discharge. This study has demon-
strated that this form of intervention does appear to
reduce medication errors at discharge, and may reduce
LOS
and
hospital
readmissions. We
consider
that
unplanned readmission at 3 months is the most suitable
primary outcome measure but LOS, errors, mortality
and quality of life should be captured. DISCUSSION Furthermore, it is not affected by
errors which translate into primary care, that is, does When identifying UDs, we have assumed that the MRP gen-
erated list in the intervention arm and the RA generated list in
the control arm were accurate. Both are unrealistic assumptions
and ideally within a definitive study all data should have been
reviewed independent of the service and blinded to group alloca-
tion. The unblinded identification of MRs and inability to
confirm intentional or unintentional nature of errors in many
instances also means that the data on UDs must be treated with
further caution. 7 Cadman B, et al. BMJ Open 2017;7:e013647. doi:10.1136/bmjopen-2016-013647 Open Access not reflect the full impact of the service. Within the UK,
hospitals are penalised for unplanned readmissions
within 1 month of discharge and therefore collection of
this data may also be warranted for a UK-based definitive
study. understanding of the intervention. Pharmacists deliver-
ing the intervention arm within a definitive study should
follow an SOP and be trained to undertake the role to
ensure standardisation in delivery. While the results of
this pilot emulate other studies where prescribing errors
were reduced in the intervention arm, there is an add-
itional cost associated with providing the intervention
and therefore high-quality evidence from a multicentre
RCT is now needed to determine both its effectiveness
and cost-effectiveness. Unplanned readmission has been used as a primary
outcome measure within other similar MR trials.25–29
While
differences
in
unplanned
readmission
at
3 months have been demonstrated,28
29 this has fre-
quently not been the case at either 1 or 6 months.25–27
Within the first month, patients may still be using the
medication they were discharged with and consequently
this may lessen the impact of errors on the discharge
letter resulting from incorrect translation into primary
care. Kwan et al14 after systematically reviewing the litera-
ture suggest that unplanned readmission data should
probably be collected for more than 30 days post-
discharge. Unplanned readmission at 6 months will be
affected by more factors unrelated to the index admis-
sion than at 3 months and therefore it may be more dif-
ficult to identify the impact of MR intervention using
this outcome measure. REFERENCES 1. World Health Organisation. High 5s Fact Sheet: The High 5s
Assuring Medication Accuracy at Transitions of Care: Medicines
Reconciliation Standard Operating Procedure. http://www.who.int/
patientsafety/implementation/solutions/high5s/h5s-fact-sheet.pdf? ua=1 Additionally, a thorough process evaluation is war-
ranted
in
order
to
provide
a
more
complete 2. The University of Sheffield SoHaRRS. A systematic review of the
effectiveness and cost-effectiveness of interventions aimed at 8 Cadman B, et al. BMJ Open 2017;7:e013647. doi:10.1136/bmjopen-2016-013647 Open Access preventing medication error (medicines reconciliation) at hospital
admission. NICE, 2009. 17. Karnon J, Campbell F, Czoski-Murray C. Model-based
cost-effectiveness analysis of interventions aimed at preventing
medication error at hospital admission (medicines reconciliation). J Eval Clin Pract 2009;15:299–306. 3. Tim Dornan DA, Heathfield H, Lewis P, et al. Final report. An
in-depth investigation into causes of prescribing errors by foundation
trainees in relation to their medical education. EQUIP Study. General
Medical Council, 2009. 18. 18. Dodds L. East and South East England Specialist Pharmacy
Services Clinical Directorate. Results of a collaborative audit of
pharmacy-led Medicines Reconciliation (MR) in 56 Trusts across
E&SE England 2010. https://www.acutemedicine.org.uk/wp-content/
uploads/2014/04/Report_Collaborative_MR_Audit_Results_May_
2010.pdf&rct=j&frm=1&q=&esrc=s&sa=U&ved=0ahUKEwj1t63u-
LXSAhUC7hoKHVgYDz0QFggUMAA&usg=AFQjCNHYaRDB-
7Sg5SAOZNqpZXaWZhiECw. ,
4. Gray E, Ullah S, Lwin A, et al. Prescription errors in patients on an
acute medical assessment unit. R Coll Phys Edinb 2007;37:305–8. 5. McLeod SE, Lum E, Mitchell C. Value of medication reconciliation in
reducing medication errors on admission to hospital. J Pharm Pract
Res 2008;38:196–9. 6. Pippins JR, Gandhi TK, Hamann C, et al. Classifying and predicting
errors of inpatient medication reconciliation. J Gen Intern Med
2008;23:1414–22. 19. Medical Research Council. Developing and evaluating complex
interventions 2015. http://www.mrc.ac.uk/complexinterventionsguidance 7. The Audit Commission. A spoonful of sugar medicines management
in NHS hospitals. London. 2001. p
p
g
20. Brooks R. EuroQol: the current state of play. Health Policy
1996;37:53–72. 21. Gray AM, Clarke PM, Wolstenholme JL, et al. Applied methods of
cost-effectiveness analysis in healthcare. Oxford University Press,
2011. p
8. Dean B, Schachter M, Vincent C, et al. Prescribing errors in hospital
inpatients: their incidence and clinical significance. Qual Saf Health
Care 2002;11:340–4. 22. Moloney ED, Bennett K, Silke B. Effect of an acute medical
admission unit on key quality indicators assessed by funnel plots. Postgrad Med J 2007;83:659–63. 9. Department of Health. Management of medicines. A resource to
support implementation of the wider aspects of medicines
management for the National Service Frameworks for Diabetes,
Renal Services and Long-term Conditions. 2004. http://webarchive. nationalarchives.gov.uk/20130107105354/http:/www.dh.gov.uk/prod_
consum_dh/groups/dh_digitalassets/@dh/@en/documents/
digitalasset/dh_4088755.pdf 23. 30.
Rubin DB. Multiple imputation for non-response in surveys. Wiley
and Sons, 1987. REFERENCES Meguerditchian AN, Krotneva S, Reidel K, et al. Medication
reconciliation at admission and discharge: a time and motion study. BMC Health Serv Res 2013;13:1–11. ;
24. Pevnick JM, Shane R, Schnipper JL. The problem with medication
reconciliation. BMJ Qual Saf 2016;25:726–30. 10. Karnon J, McIntosh A, Dean J, et al. Modelling the expected net
benefits of interventions to reduce the burden of medication errors. J Health Serv Res Policy 2008;13:85–91. 25. Gillespie U, Alassaad A, Henrohn D, et al. A comprehensive
pharmacist intervention to reduce morbidity in patients 80 years or
older: a randomized controlled trial. Arch Intern Med
2009;169:894–900. 11. National Institute for Health and Clinical Excellence. Technical
patient safety solutions for medicines reconciliation on admission of
adults to hospital. NICE, 2007. 26. Spinewine A, Swine C, Dhillon S, et al. Effect of a collaborative
approach on the quality of prescribing for geriatric inpatients:
a randomized, controlled trial. J Am Geriatr Soc 2007;55:
658–65. p
,
12. NICE. Guide to the methods of technology appraisal 2013. National Institute of Health and Clinical Excellence (NICE)
publications, 2013. p
13. Mueller SK, Sponsler KC, Kripalani S, et al. Hospital-based
medication reconciliation practices: a systematic review. Arch Intern
Med 2012;172:1057–69. 27. Stowasser DS, Collins DM, Stowasser M. A randomised controlled
trial of medication liaison services—patient outcomes. J Pharm Pract
Res 2002;32:133–40. 14. Kwan JL, Lo L, Sampson M, et al. Medication reconciliation during
transitions of care as a patient safety strategy: a systematic review. Ann Intern Med 2013;158(5 Pt 2):397–403. 28. Makowsky MJ, Koshman SL, Midodzi WK, et al. Capturing
outcomes of clinical activities performed by a rounding pharmacist
practicing in a team environment: the COLLABORATE study
[NCT00351676]. Med Care 2009;47:642–50. (
)
15. Mekonnen AB, McLachlan AJ, Brien JA. Effectiveness of
pharmacist-led medication reconciliation programmes on clinical
outcomes at hospital transitions: a systematic review and
meta-analysis. BMJ Open 2016;6:e010003. [
]
29. Boso-Ribelles V, Montero-Hernandez M, Font-Noguera I. Evaluation
of a plan for cardiology medication reconciliation on admission, and
patient information at discharge in a teaching hospital. Eur J Hosp
Pharm Pract 2011;17:26–30. y
p
;
16. Hammad EA, Bale A, Wright DJ, et al. Pharmacy led medicine
reconciliation at hospital: a systematic review of effects and costs. Research in Social and Administrative Pharmacy, 2016. 30. Rubin DB. Multiple imputation for non-response in surveys. Wiley
and Sons, 1987. Cadman B, et al. BMJ Open 2017;7:e013647. doi:10.1136/bmjopen-2016-013647 9
|
https://openalex.org/W2169733554
|
https://dash.harvard.edu/bitstream/1/3512208/2/Banaji_PerformanceIndirect.pdf
|
English
| null |
Performance on Indirect Measures of Race Evaluation Predicts Amygdala Activation
|
Journal of cognitive neuroscience
| 2,000
|
cc-by
| 17,998
|
Terms of Use This article was downloaded from Harvard University’s DASH repository, and is made available
under the terms and conditions applicable to Other Posted Material, as set forth at http://
nrs.harvard.edu/urn-3:HUL.InstRepos:dash.current.terms-of-use#LAA Permanent link http://nrs.harvard.edu/urn-3:HUL.InstRepos:3512208 Published Version
doi:10.1162/089892900562552 doi:10.1162/089892900562552 Share Your Story The Harvard community has made this article openly available. Please share how this access benefits you. Submit a story . The Harvard community has made this article openly available. Please share how this access benefits you. Submit a story . Accessibility ()*+!)
(
#
#
!
#
"
"
# > )%*
#
" )-*
#
! .
"
'
" # (
"
)
/ 0 " %1112 # "
" / " %113*!
"
#
) '
"
2
0
#" 4" / '
" -5552 " 0
(
#" '
" / 6 " -5552 / 0 " %1132
7
" 8#
" 9 " 9 " / :"
%1132 ;4
" 9 " 7
" /
#" %11<2 7(
" %1=1*!
"
#
"
)
#
*
#
&#
!
!
"
#"
#
! $
#
%"
&#
'
#
#!
#
((
)
* #
)#
&
+&,
*"
)
*
!
$
#
-"
#
#
!
"
#
((
'
#
! &'
!
" ! # $
!
!
!
%
! %
&'
-
.
(
H G
H
#
H G
H
#
!
#
&#
#
H G
H
) '
"
2
7
!"
2 0
#" B" /
'
" -5552 6
!" %11=*! &
# " ##
#
" (
"
(
&#
)0 " %1=A*! #
#
# # #
! # " "
#
#
)
!" %11<*! ; #"
(
#
)6
" &#
"
"
" / 7
" %11%2 @ " " /
0
" %115*!
#
(
#! B
# #"
"
#
)&
!" %11A*!
(
"
#
?
'
);(
#
!"
*! -
. 6
#D
(
#
#
#
##
) $ / 0
" %11E*
#
#
!
"
#
&#
'
#
! $
#
%"
(
#
'
! $
#
-"
#
!
#
" #
! B
#
&#
#
#
)7
" 6" 6 " / '
"
2 6 " 6" /
4" %11=*!
#
"
#!
" #
#
#
! &
#
%
&
# #
" #
#
#
#
! -
.
&#
'
#
## ! 7
# ?
" (
'
#
#
#
! ; " '
#
##
"
! &
"
"
)
!!"
* #
)
!!"
* #
! ;
" '
#
&
(
)&* )6
!" %11=*
#
!
# FF
DD
(
!
#
?
# FF
DD
#
#
! & #(
)!!" !
" ! *
#
) #
&
!!G
#
*! '
4
#
#
FF DD FF
"DD
#
4
FFDD )'" " * FFDD
) " #"
*! #+,)# " %1=C*! # "
#D
#
?
); #" 6
" 7
" /
B"
2 B" @ "
!" %11=*!
#
#
# (
# )&" %11=2 &
!" %1112 8
/
" %11-*!
"
#
#
"
#
)B / & "
%113*! #
"
#D
#
#
#
#
)
!" %11A*"
#
) " %11=*! -
. B
#
#
)@
!" %115*
#
)7
" %11-2 ; #
!"
2 &
!"
%11A*! ()*+!)
(
(
&
#
(
#"
"
#"
#
" ##" (
! #
#
#
"
# #
?
#
# )7
" %1132 @7" %11A2 8" B" /
! "# "
$
#
#
'
) "
" 7 " / ;
" %11=2 @ "
6
" 6" / B" %11=2 B" .D0 "
!"
%11=2
!" %11=2
!" %11A*
#
# )K
" &(
# " / @7" %1132 "
#
" /
#(
" %11E2 B / 8" %1=<*
#
#
(
#
#
"
#
!
"
#
#
!
4
#
((
).*
!
.
$ . )* &
H
G
H H
G
H ! )*
)$6
#
*
!
#
"
#
#
#
# ?
(
! $ . )* &
H
G
H H
G
H ! )*
)$6
#
*
! $
#
H G
H "
)%%* I 3!-A"
J !55% ) ;
%*!
'
( (
(
) '
"
2 7
!" -5552 0 (
" %1=A*!
#(
"
)%E* I %!EE" I !%5" (
) ;
%*!
(
# )&
*
#
'
(
! '
%!=1
)
A
( %
(
*
!AA
4 -!CC )0 D (*! $ / 0
#
#
((
#
#
#
#> )* &
L
" )*
L
"
)*
# !
#
#
#
#
#
> & I !<-" J !5=2
> I !<C" J !532
# " ! $
#
#
'
) "
" 7 " / ;
" %11=2 @ "
6
" 6" / B" %11=2 B" .D0 "
!"
%11=2
!" %11=2
!" %11A*
#
# )K
" &(
# " / @7" %1132 "
#
" /
#(
" %11E2 B / 8" %1=<*
#
#
(
#
#
"
#
!
"
#
#
!
4
#
((
).*
!
. #
H G
H "
)%%* I 3!-A"
J !55% ) ;
%*!
'
( (
(
) '
"
2 7
!" -5552 0 (
" %1=A*!
#(
"
)%E* I %!EE" I !%5" (
) ;
%*!
(
# )&
*
#
'
(
! '
%!=1
)
A
( %
(
*
!AA
4 -!CC )0 D (*! $
B#
&
H G
H
"
%& &' %& &' #
H G
H "
)%%* I 3!-A"
J !55% ) ;
%*!
'
( (
(
) '
"
2 7
!" -5552 0 (
" %1=A*!
#(
"
)%E* I %!EE" I !%5" (
) ;
%*!
(
# )&
*
#
'
(
! '
%!=1
)
A
( %
(
*
!AA
4 -!CC )0 D (*!
#
"
#
#
#
# ?
(
! $
$
'
#
((
#
(( #
! &
'
#
#
((
#
! &
"
#
#
! &
;
E"
#
&
(
#
);
E*
);
E"
/
" %11=
*! 0
(
#
.
"
#
#
# ! &
;
E"
&
#
!
#
#
!
#
#
#
)
/ 7
" %1112 B
!" %111*!
"
(
& # !
#
(
"
)B" B" 9 " /
" %115*! $
)
" $ / 0
#
#
((
#
#
#
#> )* &
L
" )*
L
"
)*
# !
#
#
#
#
#
> & I !<-" J !5=2
> I !<C" J !532
# " ! )
"
(
) " M" 7# " 6" / 6
"
%11=2
!" %11=*! . #
#"
'
D
)%*
#
&
" )-*
#
((
" )E*
# !
)*
#
#
#"
((
#
(
!
"
#
'
!
.
#'
'
#
#
#(
!
#
((
'
! $
&
;
E"
#
#
#
! :"
##
(
# #
#
(
#!
(
#
#
!
(
#
&
#
((
) ;
-*!
#
(
)
;
-*!
#
#
# ) ;
-*!
"
#
#
(
( #
(
!
#
#
#
#
" #
#
! $
?"
#
#
(
#"
B$ ):(
# " $" 6
" / 0
" %1112 0
!" %11A*
#
$ 0 0#
(
#
#
((
#! )* &
L
"
(
>
(
# )
/
>
%3!A" <" %5!=*"
#
)E%!3" <" %-!-*"
)%C!%" <" EA!%*! )* $
L
"
(
>
(
# )--!%" <" %%!3*
#
)E%!=" <" %3!%2 C%!C" <" -!C*! -- %
<
%% 3*
#
)E% =
< %3 %2 C% C
<
- C* )--!%" <" %%!3*
#
)E%!=" <" %3!%2 C%!C" <" -!C*! %& &' "
$
#
%
#
(
#
H G
H
H G
H
!
"
# !
"
#
# ! *
#D
'
#
!
"
"
#
#
"
#
!
"
#
#
#
)8
(
/ M' "%1=5*! :"
(
#
# #
! &
#
&
"
#
)7
!" -5552
. " : " / ."
*!
"
(
#
#
#
#
"
#
); #
!"
2 &
!" %11A*! &
#
$
#
% -"
(
#
! ;
"
"
#
#
$
#
%"
#
#
#
&#
'
! $
&
#
4(
"
?
#
!
#
&
(
)
" " / '
"
-555*!
4
#
"
#
!
"
! -
/
#
#
$(
#
%
?
!
#
#
(
&#
)&" %11=2 ;
" %11=*!
$
#
%
"
#
$
#
%
#(
&#
#
&#
! *
#
#
!
"
#
#
'
#
#! &
"
#
#
#
! ;
#"
#(
#
(
#!
(
)
#
*
)
!" %11A*!
#
#
'
(
! &
# '
#
"
(
?
((
(( #
!
#
"
(
#
#
((
(( #
! *
:(
"
4
)
&*
#
#!
?
#"
" #
#
! $
$
#
-
$
#
%! 0
$
#
%" '
(
(
# ! %!1-
!A3
4 -!E<
)0 D (*! :"
$
#
%"
#
! &
#
#
# "
)%-*
I E!A%" J !5%"
#( "" )
&
?
D
##
#
# '
! &
"
! ;#
#
&
&#
#
&#
! :"
(
'
!
&#(
D
#
#
D
) '
"
*!
"
#
'
((
! #
"
'
#
#
! %(, *
#!+##
(
) / 0 " %1132
;4
!" %11<*! &
#
#
((
(
#
"
#
!
# (
#
#!
#
#
#
#
)B" @ "
!" %11=2
!" %11<2 @ "
@" " / B" %11<*
#
! .
# #
! .
#
#
# #
(
#
#
?
#
) " %11=2
!" %11=*!
"
#
#
(
!
# (
#
#
#
! %(, *
#!+##
(
#
##
#
! $
#
%"
#
((
) (
* #
)&
(
*"
)
*
! $
#
-"
#
!
"
#
((
'
?
#
" #
! ;
"
#
(
#!
"
# #
(
"
);
" %11=2 6 /
'
" %11<*!
"
?
"
'
! :
?
(
" "
?
(
#
! $
"
'
&"
#
#
#
! $
#
%! "
"
(
#
#
! $
#
%! "
"
(
#
#
! %(, *
#!+##
(
"
" #
"
!
#
#
!
#
"
!
#
#
# (
#
"
! .
#
##
!
"
)
* #
"
##"
D ##
! "-
.$ ) ( ( )&
B
# ?
"
##
)&0 B0"
*
4
! (
%(
#
# ?
? )< ##
" $ I %-
#" I A55 #" #
4 I -<A %1-"
(
I %!<A %!<A ##" ;.N I C5
C5 #*! ;
A(##
)
I - ##*
&0LB0
"
#
#! &#(
4
#
#
(
)
*
CL< ##
&0
#
#
?
#
#
4
)
(
/ " %11=*! 7
"
# ?
##
? )$ I E5 #"
I
E5 #" I %!< "
(
I E!%-<
E!%-< ##" #
4 I %-= AC" ;.N I C5 -5
#*!
#
#
#
(
"
"
%-
! 7
# ?
'
#
# !
! $
-
%= ! .$ ) ( ( )&
#
# #
! ; " '
#
##
! 7
" %-
# ?
%= ) I %!<
*!
" '
D
#
!
!
#
(#
(
#
! &
#
(
#
'
D
(
#
# )B*
#
#
(
#
)%11=*!
# #
6
);: I
<!- ##*!
'
"
#
#
#
4
(
) (
#
!" %11=*" #
!
#
#
#!
#
#
#
L
#
(
# ! +',
;
'
) #" #*
#
! &
-5 '
! & '
#
!
'
# #
5!EE
( %& &' !
#
# # '
!
) J !5<"
*
?
. (
! ; '
" .
#
#!
(
#
#!
#
#
#
#
!
#
'
#
((
"
#
(
)
" J !5<"
I %*
(
(
(( #
!
(
"
#
(
#
#
! #
#
#
.
#
)
" J !5<"
I 5"
0
!" %11= #
*! .$ ) ( ( )&
B
#
#
%-
'
&
#
(
#
(
# (
)%11=*!
# #
);: I <!- ##*! ;
"
'
D (#
(
)%*
&"
)-*
((
" )E*
# !
#
#
#! .
! +',
$ #
#
(
! &
(
# #
((
! +
& '
# "
(
!
# (
! &
#
"
"
! )
0 '
1 +
" #(
)@
!"
%1152 8
" %1A3*!
## )$6*
#
#
"
#
!
# <5(#
%55(
!
# ! & %=
A
!
!
-
C
#
!
#
'
D
# $6 )
B
#*
(
! &L&0
# '
D
! &
'
D
! B
"
$6
"
%5(:4"
(" (
!
! &
(
"
# $6
<5(#
"
#
%-5 #
! .$ /
&
'
!
#
! B
" )
/ ( $
& + '
4
#
#
"
#
(
4
)'" " *
) " #"
*! ;
" '
#
#
! ;
#
"
!
!
H
G
H
#
H
G
H
#(
! # '
&
##
!
&
#
#
!
'
#
& 2
4
)-=O*"
&
#
'
#
H
4
!
#
## #
" (
&#
! -
/
+',
'
)
#" #* (
#
! &
-A '
! & '
#
!
'
# #
5!EE
!
#
(
# # '
#
! ) (
$
(
#
%! +
&
## &
" &
:"
0"
9 "
9 "
@
8
9!" 0
B"
#
" 7 4
!
@
" 0 .D
" # 0
" :
;" 9 ;! 8 " 6
" 9 #
"
#
4" 9
!
(
#
(
! &
! &
! 0 '
1 +
(
'
D $6 #
4 )
I
2)%5* H <5*
(
'
#
! "3
.$ /
$#
# > FF7
#
#
DD2 FF
&#
!DD
(
#
#
# #(
"
(
(
(
!
#
&#
! $(!# !" 7
" ! 0!" /
#" 0! 9! )%11<*! N
#
#
> &
R
)
( +
) 3 %5%EL%5-3! " 9! &!" / 0 " ! )%113*!
(
#
> (
?
#
! 08
&
+
) "" <C%L<A5! ;
" ! ! )%11=*!
" '
"
#
! 7! ! 6
" ! ! ;
" / 6! @
4 )$!* (5
'1
)! -" ! E<3LC%%*! >
.
B! " &!" " 7!" 7#
" :!" &" !" " 0!"
/ 7#
" &! ! )%11<*! 7
#
#
# ! +
3 %%%<L%%%=! ;
" ! !" / " ! $! )%11%*! +
)- !*! > 6(:
!
" !" / 0 " 0! ! )%111*!
! 9! B!
" B! :! " / @! !
# )$!*"
( )! -1%LC%-*! 7
> &#
B! ; #" $! !" 6
" 0! 6!" 7
" !" / B" $! &! )
*! &
#
# > $
#
#!
" :! 0!" $
" ! @!" " B! 9!" 8 " ! &!"
" ! @!" " ! @!"
" ! !" :# " !" /
" ! )%11A*! $(!# &" ! &! )%11=*! # #
'#
!
" " C35LC3C! 7
" ! )%11-*!
#
! 9! B! &
)$!*" &( '
&
& & ( &
(
)--<LE5A*! >
! &" !" " 7!" :# " !" " &! !" 0" &! 9!"
B" $! &!" & " &!" @" 6! B!" / 7#
" &! ! )%111*!
#
# #!
"
%%%%L%%%3! 7
" ! )%113*!
>
#!
(
E=-LC5-! 7
" B! 6! )%1=1*!
'
>
(
#
#
! )
( +
) 3 A=5LA15! &
" &!"
" &!" B#" 7!" ;" :!"
#" !"
" 6!" /
B" ;! )%11A*!
#
#
#
#
#
! 4
%11%L-555! 7
" 9! ;!" 8#
" 8!" 9 " 0!" 9 " !" / :(
" &! )%113*! .
'
> &
#
! 08
&
+
) "" <%5L<C5! '
" ! ! )
*! #
#!
:! @!
" " 9! !
" !
" / &!
)$!*"
& &'
0
$5
'
6 7(
" 70> &#
B
&
! $" &! :!" / 0
" ! )%11E*!
(
;
" Q> :
! ;4
" ! :!" 9 " 9! $(!#
#
#
! =3<L==3! 6 " &! 6!" / '
" ! ! )%11<*! #
(
> &
" (
#"
! )
$
7 CL-3! 6 " &! 6!" 6" 9! @!" /
4" 9! @! )%11=*!
>
#
&
! )
( +
) - %CACL%C=5! " 9! !" M" M!" 7# " 9! $!" 6" 6! :!" /
6
" 9! 7! $! )%11=*!
##
>
##! +
# %%=<L%%=3! 6
" 0!" &#
" !" " ! !"
" 8!" / 7
" ! )%11%*! ;(
# > $
(
! )
# <==L<1<! " 0!"
" 9!" 7 " ! 9!" / ;
" 8! 9! )%11=*!
# #
> &
(
! 1C3L1<3! #" $!" ##" !"
#" ! 0!" (:
" !"
9
" !" 7
" &" " 9!" :" !" / #" B! )%11=*!
#
#
#
!
$
(
" -A%L-33! :# " ! !" $" ! 7!" 6
" ! !" / 0
" 7! 8! )%111*! &#
##
#
!
-=1L-1E! 8" ! !" B" 9! B!" /
" ! &! )%1=C*! 23
7
&#" ! " 9 "
0
"
6 0 "
7
"
7" &
6 "
:# " 8
@ " 8
@##"
9 @7" 9 8
#" 8
@ "
@
(
# "
" 8
. "
##
!
&# &
#
? B
?!
#
7 ;
)13(-A
$&B*"
;
) 13511E-C
*"
"3
%& &' %& &'
:
):<3A3-
*"
:
)EEE-
906*!
:
):<3A3-
*"
:
)EEE-
906*!
!
$ &
3
-=1LE55! 0
#" ! &!" 4" 9! !" / '
" ! ! )-555*!
(
& $
(
,(
#
>
! ; #
" ?
$
4
&! B" 7
#
B"
" A
B" =
;" "
%555E" &
4! P !! ; ?
&"
(
4
! '
" 7
#
B"
" B!.! -5=-5<" : " 0 5A<-5" &
#4
! '
P!! 23
; #
" ?
$
4
&! B" 7
#
B"
" A
B" =
;" "
%555E" &
4! P !! ; ?
&"
(
4
! '
" 7
#
B"
" B!.! -5=-5<" : " 0 5A<-5" &
#4
! '
P!! 0
#" ! &! B" 8! 9!" / '
" ! ! )-555*! )&
&
( & 5
5
&
'
(
(
#
>
! 7
" !" 6" 7! $!" 6 " &! 6!" / '
" ! ! )-555*! &
#
(&#
> $
#
(
#
! 08
&
+
) "3 E%ALE-=! $(!# &#(
?
> & #
! 1E3L1C<! B" $! &!" @ " 8! !" & " &! 8!" .D0 " 8! 9!"
;
" ! 8!" / " 7! ! )%11=*!
# #
#
##>
&
! - <-3L<C5! @ " 8! !" @7" 9! $!" " 7! 7!" / B" $! &! )%11<*! #
#(
#
# !
A=CALA=<<! B" $! &!" .D0 " 8! 9" 6
" 9! 0" & " &! 8"
6
" 0!" 7
" !" / 6" 9! 0! )%11=*! &
# #
! +5
/'
- %<-C! @ " B! 9!" " ! !" / 0
" ! ! )%115*! $#
"
"
! )
$
7
E33LE1<! B" &! " !" 6
" 9! !" 0" !" " ! !"
" B! !"
" 9!" /
" B! )%111*! 7
(
#
#
! +
#- %131L%1=%! @7" 9! $! )%11A*! &
'
>
# /
! K
" 6! 9!" &# " 9! @!" / @7" 9! $! )%113*! ; (
# #
#! %5-1L%5E1! " :"
#
" :!" /
#
" 8! )%11E*! $(!# #>
&
#
#
! !
/ @! ! ?
)$!*"
& & )C3ELC==*! > 6
B! 0
" @!" :
" ! 9!" ; " 9!" &
" ! !" " 0!" 8
"
7!" " 9!" / 6" 9! @! )%11A*! &#
(
#" #
#
! ) (
/( &
+
9+/ " =5%AL=5-%! 8
" &! !" /
" @! &! )%11-*! #
! 9! B! &
)$!*" &( '
5
&
& & ( &
(5
)! -<<LE5A*! >
! 0
" ! !"
" B!" " $!" B" 8! !"
;
" ! 8!" @
" 0!"
4" ! $!" /
4" ! &! )%11=*! K
#
((
#
>
( )
"
#
B
! 4
4
$ 3 %%3L%EE! 8
" 9! )%1A3*!
'
/
5
(
0
>
0
B! 8
(
" ! !" / M' " ! ! )%1=5*! &
#
(
#
4! +
<<3L<<=! B" $! &!" / & " &! 8! )%113*! $#
##>
# R
4
E%%LE%C! @ " 8! !" 6
" 0!" 6" 9! 0!" @7" 9! $!" / B" $! &! )%11=*! $(!#
#
#(
#
#
"
(
! (
)
( )& E3CLE3=! # " :!"
" 0!" / " @! )%113*! $
(
/&
( (
0#
> :
B!
0 " 9! B! )%1=A*!
#" #
"
# ! 9! ;! 7
/ ! @! 6
)$!*"
) ,(
(
&
(
& )! 1%L%-<*! . > &#
B!
" 0! 9!" / 7
" ! )%111*! B
#
(
> @
!
C-5LCE5!
" 9!" / " B! )%11=*! 5
8
& '
"5(
&
& /
'
&
>
#!
" 9!" " ! &!" / '
" ! ! )-555*!
(
&
&
(
7( '1
& ( 7
&
" >
B
B! " &! 7!"
" 7! @!"
" !" 8
" !"
" &!"
7" &! !" " ! !" / " ! @! )%11=*!
##
> ##
(
! +
# %%==L%=1%! " ! &!" 0
#" ! &!" '
" ! !" / 6 "
&! 6! )-555*! This article has been cited by: 1. N. O. Rule, J. B. Freeman, J. M. Moran, J. D. E. Gabrieli, R. B. Adams, N. Ambady. 2010. Voting behavior is reflected in
amygdala response across cultures. Social Cognitive and Affective Neuroscience . [CrossRef] 2. Andrea Lavazza, Mario De Caro. 2009. Not so Fast. On Some Bold Neuroscientific Claims Concerning Human Agency. Neuroethics
. [CrossRef] 3. John M. Doris. 2009. SKEPTICISM ABOUT PERSONS 1. Philosophical Issues 19:1, 57-91. [CrossRef] 4. Susanne Quadflieg, David J. Turk, Gordon D. Waiter, Jason P. Mitchell, Adrianna C. Jenkins, C. Neil Macrae. 2009. Exploring the
Neural Correlates of Social StereotypingExploring the Neural Correlates of Social Stereotyping. Journal of Cognitive Neuroscience
21:8, 1560-1570. [Abstract] [Full Text] [PDF] [PDF Plus] 5. YiNa Ma, JianQiao Ge, XiaoJing Xu, Yan Fan, ShengMin Yang, ShiHui Han. 2009. Asymmetric neurocognitive representation
of ethnic in-group/out-group faces. Chinese Science Bulletin 54:12, 2076-2081. [CrossRef] 6. Susan T. Fiske. 2009. From Dehumanization and Objectification to Rehumanization. Annals of the New York Academy of Sciences
1167:1, 31-34. [CrossRef] 7. Daniela Schiller, Jonathan B Freeman, Jason P Mitchell, James S Uleman, Elizabeth A Phelps. 2009. A neural mechanism of first
impressions. Nature Neuroscience 12:4, 508-514. [CrossRef] 8. Markus Quirin, Miguel Kazén, Sonja Rohrmann, Julius Kuhl. 2009. Implicit but Not Explicit Affectivity Predicts Circadian and
Reactive Cortisol: Using the Implicit Positive and Negative Affect Test. Journal of Personality 77:2, 401-426. [CrossRef] 9. Susan T. Fiske, Hilary B. Bergsieker, Ann Marie Russell, Lyle Williams. 2009. IMAGES OF BLACK AMERICANS. Du Bois
Review: Social Science Research on Race 6:01, 83. [CrossRef] 10. AGUSTÍN IBÁÑEZ, ANDRÉS HAYE, RAMIRO GONZÁLEZ, ESTEBAN HURTADO, RODRIGO HENRÍQUEZ. 2009. Multi-level analysis of cultural phenomena: The role of ERPs approach to prejudice. Journal for the Theory of Social Behaviour
39:1, 81-110. [CrossRef] 009. Forensische Psychiatrie im Zeitalter der „neuroscience“. Der Nervenarzt 80:3, 241-251. [CrossRef] 11. J.L. Müller. 2009. Forensische Psychiatrie im Zeitalter der „neuroscience“. Der Nervenarzt 80:3, 12. Jason P. Mitchell, Daniel L. Ames, Adrianna C. Jenkins, Mahzarin R. Banaji. 2009. Neural Correlates of Stereotype
ApplicationNeural Correlates of Stereotype Application. Journal of Cognitive Neuroscience 21:3, 594-604. [Abstract] [Full Text]
[PDF] [PDF Plus] 13. Carlos David Navarrete, Andreas Olsson, Arnold K. Ho, Wendy Berry Mendes, Lotte Thomsen, James Sidanius. 2009. Fear
Extinction to an Out-Group Face: The Role of Target Gender. Psychological Science 20:2, 155-158. [CrossRef] 14. J. Pasek, A. Tahk, Y. Lelkes, J. A. Krosnick, B. K. Payne, O. Akhtar, T. Tompson. 2009. $(!#
&
(
" >
B
B! " B! 9! )%11=*! ;"
" #
>
(
#
# #!
*
5
)
+
%33L%==! . " ! &!" : " 7! 0!" / ." ! &! )
*! #(
#>
#
?
#
&
! +
" B! 9!" " ! @!" $
" ! @!" " ! 0!" @"
! !" / 9
" ! &! )%11=*!
#
#
#
!
#
C%%LC%=! B" 9! N!" B" B! 9!" 9 " 8! !" /
" ! $! )%115*!
#
#! ) (
/( & +
9+/ # -<AL-<1! B" 9! N!" B" B! 9!" 9 " 8! !" /
" ! $! )%115*!
#
#! ) (
/( & +
9+/ # -<AL-<1! B" 9! B!" / 8" ! ! )%1=<*! $
(
( & +
9+ # -<A -<1! B" 9! B!" / 8" ! ! )%1=<*! $
( "#
%& &' This article has been cited by: Determinants of Turnout and Candidate
Choice in the 2008 U.S. Presidential Election: Illuminating the Impact of Racial Prejudice and Other Considerations. Public
Opinion Quarterly 73:5, 943-994. [CrossRef] 15. Ralph Adolphs. 2009. The Social Brain: Neural Basis of Social Knowledge. Annual Review of Psychology 60:1, 693-716. [CrossRef] 15. Ralph Adolphs. 2009. The Social Brain: Neural Basis of Social Knowledge. Annual Review of Psych 16. Martha J. Farah, M. Elizabeth Smith, Cyrena Gawuga, Dennis Lindsell, Dean Foster. 2009. Brain Imaging and Brain Privacy:
A Realistic Concern?Brain Imaging and Brain Privacy: A Realistic Concern?. Journal of Cognitive Neuroscience 21:1, 119-127. [Abstract] [Full Text] [PDF] [PDF Plus] 17. J. N. Bailenson, S. Iyengar, N. Yee, N. A. Collins. 2009. Facial Similarity between Voters and Candidates Causes Influence. Public
Opinion Quarterly 72:5, 935-961. [CrossRef] 18. LAURIE A. RUDMAN. 2009. The Validity of the Implicit Association Test Is a Scientific Certainty. Industrial and Organizational
Psychology 1:4, 426-429. [CrossRef] 19. Susan T. Fiske, Eugene Borgida. 2009. Providing Expert Knowledge in an Adversarial Context: Social Cognitive Science in
Employment Discrimination Cases. Annual Review of Law and Social Science 4:1, 123-148. [CrossRef] 20. C. Herbert, T. Ethofer, S. Anders, M. Junghofer, D. Wildgruber, W. Grodd, J. Kissler. 2008. Amygdala activation during reading
of emotional adjectives--an advantage for pleasant content. Social Cognitive and Affective Neuroscience 4:1, 35-49. [CrossRef] 21. Joan Y. Chiao, Tetsuya Iidaka, Heather L. Gordon, Junpei Nogawa, Moshe Bar, Elissa Aminoff, Norihiro Sadato, Nalini Ambady. 2008. Cultural Specificity in Amygdala Response to Fear FacesCultural Specificity in Amygdala Response to Fear Faces. Journal
of Cognitive Neuroscience 20:12, 2167-2174. [Abstract] [PDF] [PDF Plus] 22. Jay J. Van Bavel, Dominic J. Packer, William A. Cunningham. 2008. The Neural Substrates of In-Group Bias: A Functional
Magnetic Resonance Imaging Investigation. Psychological Science 19:11, 1131-1139. [CrossRef] 23. Phillip Atiba Goff, Margaret A. Thomas, Matthew Christian Jackson. 2008. “Ain’t I a Woman?”: Towards an Intersectional
Approach to Person Perception and Group-based Harms. Sex Roles 59:5-6, 392-403. [CrossRef] 24. Justin Storbeck, Gerald L. Clore. 2008. Affective Arousal as Information: How Affective Arousal Influences Judgments, Learning,
and Memory. Social and Personality Psychology Compass 2:5, 1824-1843. [CrossRef] 25. Hart Blanton, James Jaccard. 2008. Unconscious Racism: A Concept in Pursuit of a Measure. Annual Review of Sociology 34:1,
277-297. [CrossRef] 26. Karleyton C. Evans, Christopher I. Wright, Michelle M. Wedig, Andrea L. Gold, Mark H. Pollack, Scott L. Rauch. 2008. This article has been cited by: A
functional MRI study of amygdala responses to angry schematic faces in social anxiety disorder. Depression and Anxiety 25:6,
496-505. [CrossRef] 27. Leslie A. Zebrowitz, Benjamin White, Kristin Wieneke. 2008. Mere Exposure and Racial Prejudice: Exposure to Other-Race
Faces Increases Liking for Strangers of that Race. Social Cognition 26:3, 259-275. [CrossRef] 28. Daniel Kelly, Erica Roedder. 2008. Racial Cognition and the Ethics of Implicit Bias. Philosophy Comp der. 2008. Racial Cognition and the Ethics of Implicit Bias. Philosophy Compass 3:3, 522-540. [CrossRef 29. Leslie A. Zebrowitz, Joann M. Montepare. 2008. Social Psychological Face Perception: Why Appearance Matters. Social and
Personality Psychology Compass 2:3, 1497-1517. [CrossRef] 30. Lasana T. Harris, Susan T. Fiske. 2008. The Brooms in Fantasia: Neural Correlates of Anthropomorphizing Objects. Social
Cognition 26:2, 210-223. [CrossRef] 31. Brian A Wandell. 2008. What's in your mind?. Nature Neuroscience 11:4, 384-385. [CrossRef] 31. Brian A Wandell. 2008. What's in your mind?. Nature Neuroscience 11:4, 384-385. [CrossRef] 32. Damian Stanley, Elizabeth Phelps, Mahzarin Banaji. 2008. The Neural Basis of Implicit Attitudes. Current Directions in
Psychological Science 17:2, 164-170. [CrossRef] 33. Travis L. Dixon. 2008. Crime News and Racialized Beliefs: Understanding the Relationship Between Local News Viewing and
Perceptions of African Americans and Crime. Journal of Communication 58:1, 106-125. [CrossRef] 34. George Loewenstein, Scott Rick, Jonathan D. Cohen. 2008. Neuroeconomics. Annual Review of Psychology 59:1, 647-672. [CrossRef] 35. Kristin A. Lane, Jerry Kang, Mahzarin R. Banaji. 2008. Implicit Social Cognition and Law. Annual Review of Law and Social
Science 3:1, 427-451. [CrossRef] 36. Wendy Berry Mendes, Heather M. Gray, Rodolfo Mendoza-Denton, Brenda Major, Elissa S. Epel. 2007. Why Egalitarianism
Might Be Good for Your Health: Physiological Thriving During Stressful Intergroup Encounters. Psychological Science 18:11,
991-998. [CrossRef] 37. Kristine M. Knutson, Linda Mah, Charlotte F. Manly, Jordan Grafman. 2007. Neural correlates of automatic beliefs about gender
and race. Human Brain Mapping 28:10, 915-930. [CrossRef] 38. Andrew D. Engell, James V. Haxby, Alexander Todorov. 2007. Implicit Trustworthiness Decisions: Automatic Coding of Face
Properties in the Human AmygdalaImplicit Trustworthiness Decisions: Automatic Coding of Face Properties in the Human
Amygdala. Journal of Cognitive Neuroscience 19:9, 1508-1519. [Abstract] [PDF] [PDF Plus] 39. Dan Cassino, Charles S. Taber, Milton Lodge. 2007. Information processing and public opinion. Politische Vierteljahresschrift 48:2,
205-220. [CrossRef] 40. Bertram Gawronski, Etienne P. LeBel, Kurt R. Peters. 2007. What Do Implicit Measures Tell Us? Scrutinizing the Validity of
Three Common Assumptions. Thomas Fuchs. 2006. Ethical issues in neuroscience. Current Opinion in Psychiatry 19:6, 600-607. [Cro This article has been cited by: Perspectives on Psychological Science 2:2, 181-193. [CrossRef] 41. Ethan Kross, Tobias Egner, Kevin Ochsner, Joy Hirsch, Geraldine Downey. 2007. Neural Dynamics of Rejection SensitivityNeural
Dynamics of Rejection Sensitivity. Journal of Cognitive Neuroscience 19:6, 945-956. [Abstract] [PDF] [PDF Plus] 42. Skye McDonald. 2007. The Social, Emotional and Cultural Life of the Orbitofrontal Cortex. Brain Impairment 8:1, 41-51. [CrossRef] 43. Margaret L Eaton, Judy Illes. 2007. Commercializing cognitive neurotechnology—the ethical terrain. Nature Biotechnology 25:4,
393-397. [CrossRef] 44. Leslie A. Zebrowitz, P. Matthew Bronstad, Hoon Koo Lee. 2007. The Contribution of Face Familiarity to Ingroup Favoritism
and Stereotyping. Social Cognition 25:2, 306-338. [CrossRef] 45. Matthew D. Lieberman. 2007. Social Cognitive Neuroscience: A Review of Core Processes. Annual Review of Psychology 58:1,
259-289. [CrossRef] 46. Vickie M. Mays, Susan D. Cochran, Namdi W. Barnes. 2007. Race, Race-Based Discrimination, and Health Outcomes Among
African Americans. Annual Review of Psychology 58:1, 201-225. [CrossRef] 47. Thomas Fuchs. 2006. Ethical issues in neuroscience. Current Opinion in Psychiatry 19:6, 600-607. [CrossRef] 48. Fabio Sambataro, Savino Dimalta, Annabella Di Giorgio, Paolo Taurisano, Giuseppe Blasi, Tommaso Scarabino, Giuseppe
Giannatempo, Marcello Nardini, Alessandro Bertolino. 2006. Preferential responses in amygdala and insula during presentation
of facial contempt and disgust. European Journal of Neuroscience 24:8, 2355-2362. [CrossRef] 49. Leslie A. Zebrowitz. 2006. Finally, Faces Find Favor. Social Cognition 24:5, 657-701. [CrossRef] 50. Kurt Hugenberg, Sabine Sczesny. 2006. On Wonderful Women and Seeing Smiles: Social Categorization Moderates the Happy
Face Response Latency Advantage. Social Cognition 24:5, 516-539. [CrossRef] 51. Esther van den Wildenberg, Margreet Beckers, Femke van Lambaart, Patricia J. Conrod, Reinout W. Wiers. 2006. Is the Strength
of Implicit Alcohol Associations Correlated with Alcohol-induced Heart-rate Acceleration?. Alcoholism: Clinical and Experimental
Research 30:8, 1336-1348. [CrossRef] 52. Michael Siegrist, Carmen Keller, Marie-Eve Cousin. 2006. Implicit Attitudes Toward Nuclear Power and Mobile Phone Base
Stations: Support for the Affect Heuristic. Risk Analysis 26:4, 1021-1029. [CrossRef] 53. John-Dylan Haynes, Geraint Rees. 2006. Decoding mental states from brain activity in humans. Nature Reviews Neuroscience 7:7,
523-534. [CrossRef] 54. Anthony Charuvastra, Stephen Marder. 2006. Commentary on “TM and our models of informed consent” by Charles W. Lidz. Behavioral Sciences & the Law 24:4, 547-552. [CrossRef] 55. Danielle C. Turner, Barbara J. Sahakian. 2006. Ethical questions in functional neuroimaging and cognitive enhancement. Poiesis
& Praxis 4:2, 81-94. [CrossRef] 56. Christophe Blaison, Delphine Chassard, Jean-Luc Kop, Kamel Gana. 2006. This article has been cited by: L’IAT (Implicit Association Test) ou la mesure
des cognitions sociales implicites : Revue critique de la validité et des fondements théoriques des scores qu’il produit. L’Année
psychologique 106:02, 305. [CrossRef] 57. Kolawole S. Okuyemi, Joshua N. Powell, Cary R. Savage, Sandra B. Hall, Nicole Nollen, Laura M. Holsen, F. Joseph McClernon,
Jasjit S. Ahluwalia. 2006. Enhanced cue-elicited brain activation in African American compared with Caucasian smokers: an fMRI
study. Addiction Biology 11:1, 97-106. [CrossRef] 58. Aiden P. Gregg, Beate Seibt, Mahzarin R. Banaji. 2006. Easier done than undone: Asymmetry in the malleability of implicit
preferences. Journal of Personality and Social Psychology 90:1, 1-20. [CrossRef] 59. Elizabeth A. Phelps. 2006. Emotion and Cognition: Insights from Studies of the Human Amygdala. Annual Review of Psychology
57:1, 27-53. [CrossRef] 60. Raphael Bernier, Geraldine Dawson, Heracles Panagiotides, Sara Webb. 2005. Individuals with Autism Spectrum Disorder Show
Normal Responses to a Fear Potential Startle Paradigm. Journal of Autism and Developmental Disorders 35:5, 575-583. [CrossRef] 61. Elizabeth L. Haines, Laura J. Kray. 2005. Self-power associations: the possession of power impacts women's self-concepts. European Journal of Social Psychology 35:5, 643-662. [CrossRef] 62. Reinout W. Wiers, Jade van de Luitgaarden, Esther van den Wildenberg, Fren T. Y. Smulders. 2005. Challenging implicit and
explicit alcohol-related cognitions in young heavy drinkers. Addiction 100:6, 806-819. [CrossRef] 63. Matthew D Lieberman, Ahmad Hariri, Johanna M Jarcho, Naomi I Eisenberger, Susan Y Bookheimer. 2005. An fMRI
investigation of race-related amygdala activity in African-American and Caucasian-American individuals. Nature Neuroscience 8:6,
720-722. [CrossRef] 64. Luigi Castelli, Alexia Zecchini, Leyla Deamicis, Steven J. Sherman. 2005. The impact of implicit prejudice about the elderly on
the reaction to stereotype confirmation and disconfirmation. Current Psychology 24:2, 134-146. [CrossRef] 65. Colin Camerer, George Loewenstein, Drazen Prelec. 2005. Neuroeconomics: How Neuroscience Can Inform Economics. Journal
of Economic Literature 43:1, 9-64. [CrossRef] 66. Tom Buller. 2005. Can We Scan For Truth in a Society of Liars?. American Journal of Bioethics 5:2, 58-60. [CrossRef] 67. Stephanie Madon, Alison E. Smith, Max Guyll. 2005. Social Norms Regarding Protected Status and Threat Reactions to the
Stigmatized. Journal of Applied Social Psychology 35:3, 572-602. [CrossRef] 68. Robert H. Blank. 2005. The brain, aggression, and public policy. Politics and the Life Sciences 24:1 &amp; 2, 12-21. [CrossRef]
69. David C. Geary. 2005. The motivation to control and the origin of mind: Exploring the life–mind joint point in the Tree of 68. Robert H. Blank. 2005. This article has been cited by: The brain, aggression, and public policy. Politics and the Life Sciences 24:1 &amp; 2, 12-21. [CrossRef]
69. David C. Geary. 2005. The motivation to control and the origin of mind: Exploring the life–mind joint point in the Tree of
Knowledge System. Journal of Clinical Psychology 61:1, 21-46. [CrossRef] 69. David C. Geary. 2005. The motivation to control and the origin of mind: Exploring the life–min
Knowledge System. Journal of Clinical Psychology 61:1, 21-46. [CrossRef] g
y
J
f
y
gy
,
[
]
70. Martin J. Batty, Kyle R. Cave, Paul Pauli. 2005. Abstract Stimuli Associated With Threat Through Conditioning Cannot Be
Detected Preattentively. Emotion 5:4, 418-430. [CrossRef] 71. B. Keith Payne, Clara Michelle Cheng, Olesya Govorun, Brandon D. Stewart. 2005. An inkblot for attitudes: Affect misattribution
as implicit measurement. Journal of Personality and Social Psychology 89:3, 277-293. [CrossRef] 72. Mary E. Wheeler, Susan T. Fiske. 2005. Controlling Racial Prejudice. Psychological Science 16:1, 56-63. [CrossRef] 73. Kurt Hugenberg. 2005. Social categorization and the perception of facial affect: Target race moderates the response latency
advantage for happy faces. Emotion 5:3, 267-276. [CrossRef] 74. Jonathan C. Ziegert, Paul J. Hanges. 2005. Employment Discrimination: The Role of Implicit Attitudes, Motivation, and a
Climate for Racial Bias. Journal of Applied Psychology 90:3, 553-562. [CrossRef] 75. Brian A. Nosek. 2005. Moderators of the Relationship Between Implicit and Explicit Evaluation. Journal of Experimental
Psychology: General 134:4, 565-584. [CrossRef] 76. Jennifer L. Eberhardt. 2005. Imaging Race. American Psychologist 60:2, 181-190. [CrossRef] 77. Huajian Cai, N. Sriram, Anthony G. Greenwald, Sam G. McFarland. 2005. The Implicit Association Test's D Measure Can
Minimize a Cognitive Skill Confound: Comment on McFarland and Crouch (2002). Social Cognition 22:6, 673-684. [CrossRef] 78. William A. Cunningham, Marcia K. Johnson, Carol L. Raye, J. Chris Gatenby, John C. Gore, Mahzarin R. Banaji. 2005. Separable
Neural Components in the Processing of Black and White Faces. Psychological Science 15:12, 806-813. [CrossRef] 79. Pearl Chiu, Nalini Ambady, Patricia Deldin. 2004. Contingent Negative Variation to Emotional In- and Out-Group Stimuli
Differentiates High- and Low-Prejudiced IndividualsContingent Negative Variation to Emotional In- and Out-Group Stimuli
Differentiates High- and Low-Prejudiced Individuals. Journal of Cognitive Neuroscience 16:10, 1830-1839. [Abstract] [PDF] [PDF
Plus] 80. William A. Cunningham, Carol L. Raye, Marcia K. Johnson. 2004. This article has been cited by: Implicit and Explicit Evaluation: fMRI Correlates of Valence,
Emotional Intensity, and Control in the Processing of AttitudesImplicit and Explicit Evaluation: fMRI Correlates of Valence,
Emotional Intensity, and Control in the Processing of Attitudes. Journal of Cognitive Neuroscience 16:10, 1717-1729. [Abstract]
[PDF] [PDF Plus] 81. Colin F. Camerer, George Loewenstein, Drazen Prelec. 2004. Neuroeconomics: Why Economics Needs Brains. Scandinavian
Journal of Economics 106:3, 555-579. [CrossRef] 82. Cynthia Garcia Coll. 2004. The Interpenetration of Culture and Biology in Human Development. Research in Human Development
1:3, 145-159. [CrossRef] 83. Andrea S. Heberlein, Ralph Adolphs, Daniel Tranel, Hanna Damasio. 2004. Cortical Regions for Judgments of Emotions and
Personality Traits from Point-light WalkersCortical Regions for Judgments of Emotions and Personality Traits from Point-light
Walkers. Journal of Cognitive Neuroscience 16:7, 1143-1158. [Abstract] [PDF] [PDF Plus] 84. Fritz Strack, Roland Deutsch. 2004. Reflective and Impulsive Determinants of Social Behavior. Personality and Social Psychology
Review 8:3, 220-247. [CrossRef] 85. David DeSteno, Nilanjana Dasgupta, Monica Y. Bartlett, Aida Cajdric. 2004. Prejudice From Thin Air. The Effect of Emotion
on Automatic Intergroup Attitudes. Psychological Science 15:5, 319-324. [CrossRef] 86. John T. Cacioppo. 2004. Common Sense, Intuition, and Theory in Personality and Social Psychology. Personality and Social
Psychology Review 8:2, 114-122. [CrossRef] 87. Laurie A. Rudman. 2004. Sources of Implicit Attitudes. Current Directions in Psychological Scienc n. 2004. Sources of Implicit Attitudes. Current Directions in Psychological Science 13:2, 79-82. [CrossRe 88. H??kan Fischer, Johan Sandblom, Agneta Herlitz, Peter Fransson, Christopher I. Wright, Lars B??ckman. 2004. Sex-differential
brain activation during exposure to female and male faces. NeuroReport 15:2, 235-238. [CrossRef] 89. Frank Van Overwalle, Christophe Labiouse. 2004. A Recurrent Connectionist Model of Person Impression Formation. Personality
and Social Psychology Review 8:1, 28-61. [CrossRef] 90. F BRUNEL, B TIETJE, A GREENWALD. 2004. Is the Implicit Association Test a Valid and Valuable Measure of Implicit
Consumer Social Cognition?. Journal of Consumer Psychology 14:4, 385-404. [CrossRef] 91. Laurie A. Rudman, Stephanie A. Goodwin. 2004. Gender Differences in Automatic In-Group Bias: Why Do Women Like Women
More Than Men Like Men?. Journal of Personality and Social Psychology 87:4, 494-509. [CrossRef] 92. Hal Arkes, Philip Tetlock. 2004. TARGET ARTICLE: Attributions of Implicit Prejudice, or "Would Jesse Jackson 'Fail' the
Implicit Association Test?". Psychological Inquiry 15:4, 257-278. [CrossRef] 93. Matthew D. Lieberman, Johanna M. Jarcho, Ajay B. Satpute. 2004. Evidence-Based and Intuition-Based Self-Knowledge: An
fMRI Study. Journal of Personality and Social Psychology 87:4, 421-435. [CrossRef] 93. Matthew D. This article has been cited by: Lieberman, Johanna M. Jarcho, Ajay B. Satpute. 2004. Evidence-Based and Intuition-Based Self-Knowledge: An
fMRI Study. Journal of Personality and Social Psychology 87:4, 421-435. [CrossRef]
94. Chihiro KOBAYASHI, Koichi OKAMOTO. 2004. Applicability of the Implicit Association Test (IAT) to Industrial Psychology
f
S
i
SOCIOTECHNICA 2 353 361 [C
R f] 94. Chihiro KOBAYASHI, Koichi OKAMOTO. 2004. Applicability of the Implicit Association Test (IAT) to Industrial Psychology
for Society. SOCIOTECHNICA 2, 353-361. [CrossRef] 94. Chihiro KOBAYASHI, Koichi OKAMOTO. 2004. Applicability of the Implicit Association Test
for Society. SOCIOTECHNICA 2, 353-361. [CrossRef] 95. 2004. COMMENTARIES: Attributions of Implicit Prejudice, or "Would Jesse Jackson 'Fail' the Implicit Association Test?". Psychological Inquiry 15:4, 279-310. [CrossRef] 96. Michael A. Olson, Russell H. Fazio. 2004. Reducing the Influence of Extrapersonal Associations on the Implicit Association Test:
Personalizing the IAT. Journal of Personality and Social Psychology 86:5, 653-667. [CrossRef] 97. Luigi Castelli, Cristina Zogmaister, Eliot R. Smith, Luciano Arcuri. 2004. On the Automatic Evaluation of Social Exemplars. Journal of Personality and Social Psychology 86:3, 373-387. [CrossRef] 98. Matthew D. Lieberman, Darren Schreiber, Kevin N. Ochsner. 2004. Is Political Cognition Like Riding a Bicycle? How Cognitive
Neuroscience Can Inform Research on Political Thinking. Political Psychology 24:4, 681-704. [CrossRef] 99. Elizabeth A. Phelps, Laura A. Thomas. 2004. Race, Behavior, and the Brain: The Role of Neuroimaging in Understanding
Complex Social Behaviors. Political Psychology 24:4, 747-758. [CrossRef] 100. Y. Mouchetant-Rostaing, M. H. Giard. 2003. Electrophysiological Correlates of Age and Gender Perception on Human
FacesElectrophysiological Correlates of Age and Gender Perception on Human Faces. Journal of Cognitive Neuroscience 15:6,
900-910. [Abstract] [PDF] [PDF Plus] 101. Do-Yeong Kim. 2003. After the South and North Korea Summit: Malleability of Explicit and Implicit National Attitudes of
South Koreans. Peace and Conflict: Journal of Peace Psychology 9:2, 159-170. [CrossRef] 102. Russell H. Fazio, Michael A. Olson. 2003. Implicit Measures in Social Cognition Research: Their Meaning and Use. Annual
Review of Psychology 54:1, 297-327. [CrossRef] 103. Robert J. Sternberg. 2003. A duplex theory of hate: Development and application to terrorism, massacres, and genocide. Review
of General Psychology 7:3, 299-328. [CrossRef] 104. David M. Amodio, Eddie Harmon-Jones, Patricia G. Devine. 2003. Individual differences in the activation and control of affective
race bias as assessed by startle eyeblink response and self-report. Journal of Personality and Social Psychology 84:4, 738-753. [CrossRef] 105. Jennifer S. Beer, Erin A. Heerey, Dacher Keltner, Donatella Scabini, Robert T. Knight. 2003. This article has been cited by: The regulatory function of
self-conscious emotion: Insights from patients with orbitofrontal damage. Journal of Personality and Social Psychology 85:4, 594-604. [CrossRef] 106. Nilanjana Dasgupta, Anthony Greenwald, Mahzarin Banaji. 2003. The First Ontological Challenge to the IAT: Attitude or Mere
Familiarity?. Psychological Inquiry 14:3, 238-243. [CrossRef] 107. John T. Cacioppo, Gary G. Berntson, Tyler S. Lorig, Catherine J. Norris, Edith Rickett, Howard Nusbaum. 2003. Just because
you're imaging the brain doesn't mean you can stop using your head: A primer and set of first principles. Journal of Personality
and Social Psychology 85:4, 650-661. [CrossRef] 108. William A. Cunningham, Marcia K. Johnson, J. Chris Gatenby, John C. Gore, Mahzarin R. Banaji. 2003. Neural components
of social evaluation. Journal of Personality and Social Psychology 85:4, 639-649. [CrossRef] 109. Daniel T. Willingham, Elizabeth W. Dunn. 2003. What neuroimaging and brain localization can do, cannot do and should not
do for social psychology. Journal of Personality and Social Psychology 85:4, 662-671. [CrossRef] 110. Ralph Adolphs, Simon Baron-Cohen, Daniel Tranel. 2002. Impaired Recognition of Social Emotions following Amygdala
DamageImpaired Recognition of Social Emotions following Amygdala Damage. Journal of Cognitive Neuroscience 14:8, 1264-1274. [Abstract] [PDF] [PDF Plus] 111. Christopher I. Wright, Brian Martis, Lisa M. Shin, H??kan Fischer, Scott L. Rauch. 2002. Enhanced amygdala responses to
emotional versus neutral schematic facial expressions. Neuroreport 13:6, 785-790. [CrossRef] 112. Miles Hewstone, Mark Rubin, Hazel Willis. 2002. INTERGROUP BIAS. Annual Review of Psych 112. Miles Hewstone, Mark Rubin, Hazel Willis. 2002. INTERGROUP BIAS. Annual Review of Psychology 53:1, 575-604. [CrossRef]
113. Boris Egloff, Frank H. Wilhelm, Dana H. Neubauer, Iris B. Mauss, James J. Gross. 2002. Implicit anxiety measure predicts
cardiovascular reactivity to an evaluated speaking task. Emotion 2:1, 3-11. [CrossRef] 113. Boris Egloff, Frank H. Wilhelm, Dana H. Neubauer, Iris B. Mauss, James J. Gross. 2002. Implicit anxiety measure predicts
cardiovascular reactivity to an evaluated speaking task. Emotion 2:1, 3-11. [CrossRef] 114. John T. Cacioppo. 2002. Social neuroscience: Understanding the pieces fosters understanding the whole and vice versa. American
Psychologist 57:11, 819-831. [CrossRef] 115. Anthony G. Greenwald, Mahzarin R. Banaji, Laurie A. Rudman, Shelly D. Farnham, Brian A. Nosek, Deborah S. Mellott. 2002. A unified theory of implicit attitudes, stereotypes, self-esteem, and self-concept. Psychological Review 109:1, 3-25. [CrossRef] 116. Brian A. Nosek, Mahzarin Banaji, Anthony G. Greenwald. 2002. Harvesting implicit group attitudes and beliefs from a
demonstration web site. Group Dynamics: Theory, Research, and Practice 6:1, 101-115. [CrossRef] 117. 119. Kevin N. Ochsner, Matthew D. Lieberman. 2001. The emergence of social cognitive neuroscience. American Psychologist 56:9,
717-734. [CrossRef] 125. Andreas Olsson, Arne ��hmanThe Affective Neuroscience of Emotion: Automatic Activation, Interoception, and Emotion
Regulation . [CrossRef] 120. Ralph AdolphsAmygdala . [CrossRef]
121. William A. Cunningham, Jay J. Van BavelA Neural Analysis of Intergroup Perception and Evaluation . [CrossRef]
122. Ralph Adolphs, Michael MinzenbergSocial Cognition . [CrossRef]
123. L. Elizabeth Crawford, Barbara Luka, John T. CacioppoSocial Behavior . [CrossRef]
124. Anne C. Krendl, Todd F. HeathertonSelf versus Others/Self-Regulation . [CrossRef]
125. Andreas Olsson, Arne ��hmanThe Affective Neuroscience of Emotion: Automatic Activation, Interoception, and Emotion
Regulation . [CrossRef]
126. Michael Davis, Peter J. LangEmotion . [CrossRef] 121. William A. Cunningham, Jay J. Van BavelA Neural Analysis of Intergroup Perception and Evaluation . [CrossRef]
122. Ralph Adolphs, Michael MinzenbergSocial Cognition . [CrossRef]
123. L. Elizabeth Crawford, Barbara Luka, John T. CacioppoSocial Behavior . [CrossRef]
124. Anne C. Krendl, Todd F. HeathertonSelf versus Others/Self-Regulation . [CrossRef]
125. Andreas Olsson, Arne ��hmanThe Affective Neuroscience of Emotion: Automatic Activation, Interoception, and Emotion
R
l ti
[C
R f] This article has been cited by: Boris Egloff, Stefan C. Schmukle. 2002. Predictive validity of an implicit association test for assessing anxiety. Journal of Personality
and Social Psychology 83:6, 1441-1455. [CrossRef] 118. Paul J. Whalen, Lisa M. Shin, Sean C. McInerney, Håkan Fischer, Christopher I. Wright, Scott L. Rauch. 2001. A functional
MRI study of human amygdala responses to facial expressions of fear versus anger. Emotion 1:1, 70-83. [CrossRef] 119. Kevin N. Ochsner, Matthew D. Lieberman. 2001. The emergence of social cognitive neuroscience. American Psychologist 56:9,
717-734. [CrossRef]
120 R l h Ad l h A
d l
[C
R f] 119. Kevin N. Ochsner, Matthew D. Lieberman. 2001. The emergence of social cognitive neuroscience. American Psychologist 56:9,
717-734. [CrossRef] 120. Ralph AdolphsAmygdala . [CrossRef] 122. Ralph Adolphs, Michael MinzenbergSocial Cognition . [CrossRef] 122. Ralph Adolphs, Michael MinzenbergSocial Cognition . [CrossRef] 123. L. Elizabeth Crawford, Barbara Luka, John T. CacioppoSocial Behavior . [CrossRef] 124. Anne C. Krendl, Todd F. HeathertonSelf versus Others/Self-Regulation . [CrossRef] 124. Anne C. Krendl, Todd F. HeathertonSelf versus Others/Self-Regulation . [CrossRef] 125. Andreas Olsson, Arne ��hmanThe Affective Neuroscience of Emotion: Automatic Activation, Interoception, and Emotion
Regulation . [CrossRef] 126. Michael Davis, Peter J. LangEmotion . [CrossRef] 127. Susan T. FiskeCultural Processes . [CrossRef]
|
https://openalex.org/W3027779988
|
https://orca.cardiff.ac.uk/101525/1/art%253A10.1186%252Fs13063-017-1902-y.pdf
|
English
| null |
Causal inference with randomised clinical trials of chemotherapy : the importance of well-documented treatment side-effects
|
Trials
| 2,017
|
cc-by
| 302,137
|
MEETING ABSTRACTS Open Access Meeting abstracts from the 4th
International Clinical Trials Methodology
Conference (ICTMC) and the 38th Annual
Meeting of the Society for Clinical Trials Liverpool, UK. 07–10 May 2017 Published: 8 May 2017 Published: 8 May 2017 Published: 8 May 2017 Background
h
l g
The evaluation of innovation in surgery is a complex process
challenged by evolution of technique, operator learning curves,
inconsistent procedural quality, and strong treatment preferences
among patients and clinicians [1]. Given these challenges, the
development of early-stage novel surgical techniques has been
criticized for poor-quality study methodology and data reporting
[2, 3]. To address this, the IDEAL framework (Idea, Development,
Exploration, Assessment, Long-term follow-up) proposes a five
stage stepwise evaluation of innovative procedures to allow a
more transparent and ethical introduction of new techniques [4]. The IDEAL framework was proposed in 2009 and there has been
no systematic assessment of its use. We examine the uptake and
utilization of IDEAL by surgical innovators by reviewing the pub-
lished literature. Results We identified 311 papers citing one or more of the 11 key IDEAL
papers. Of
these,
30
described
having
followed
the
stage-
appropriate IDEAL recommendations to conduct their innovation
study. Interim analysis indicates considerable variation in uptake
between clinical specialties and geographical regions. We are cur-
rently undertaking more in-depth analysis on the studies of these Trials 2017, 18(Suppl 1):P2 Poster Presentations early users of IDEAL to examine how the framework and recom-
mendations have been used. We also plan to conduct qualitative
research with the Pis of these studies to learn more about how
useful they found IDEAL as a tool for their research plan. Discussion P1
Ideal framework and recommendations: a literature review of its
utilization by surgical innovators since 2009
Joshua Feinberg1, Claudia Ashton1, Allison Hirst1, Christopher Pennell2,
Peter McCulloch1
1
2 Since its inception in 2009, surgical researchers worldwide are
beginning to recognize and utilize the IDEAL recommendations. Early adopters have been concentrated within a few surgical
specialties and focused on the pre-RCT developmental stages of
IDEAL, where research guidance has previously been lacking. This
review of the literature will help the IDEAL Collaboration to learn
from the early adopters’ experiences and identify how to work
with future surgical innovators to develop IDEAL as a practical
framework
in
order
to
conduct
the
highest
quality
surgical
research. 1University of Oxford; 2Maimonides Medical Center
Correspondence: Joshua Feinberg
Trials 2017, 18(Suppl 1):P1 Methods We searched Web of Science to identify all articles published be-
tween 1st January 2009 and 30th September 2016 that cited any of
the 11 key papers published by the IDEAL Collaboration. All abstracts
were assessed by two independent researchers to identify papers ex-
plicitly describing using IDEAL recommendations to conduct their
primary research. Included papers were reviewed and categorized by
characteristics including clinical specialty area, type of journal, coun-
try of origin, publication date, and the IDEAL stage. Each paper was
further critiqued on how well it met the specified IDEAL stage recom-
mendations [1]. Development of a complex exercise intervention for prevention of
shoulder dysfunction in high-risk women following treatment for
breast cancer: prevention of shoulder problems trial (PROSPER)
Helen Richmond1, Cynthia Srikesavan2, Esther Williamson2, Jane Moser3,
Meredith Newman3, Sophie Rees1, Sarah E Lamb4, Julie Bruce1
1University of Warwick; 2University of Oxford; 3Oxford University Hospitals
NHS Foundation Trust; 4University of Oxford/University of Warwick
Correspondence: Helen Richmond
Trials 2017 18(Suppl 1):P2 References 1. Pennell, C.P., et al., Practical guide to the Idea, Development and
Exploration stages of the IDEAL Framework and Recommendations. British Journal of Surgery, 2016. 103(5): p. 607–615. 2. Angelos, P., The art of medicine The ethical challenges of surgical
innovation for patient care. Lancet, 2010. 376(9746): p. 1046–1047. 3. Ergina, P.L., et al., Surgical Innovation and Evaluation 2 Challenges in
evaluating surgical innovation. Lancet, 2009. 374(9695): p. 1097–1104. 4. Mcculloch, P., et al., Surgical Innovation and Evaluation 3 No surgical
innovation without evaluation: the IDEAL recommendations. Lancet,
2009. 374(9695): p. 1105–1112. Trials 2017, 18(Suppl 1):200
DOI 10.1186/s13063-017-1902-y Trials 2017, 18(Suppl 1):200
DOI 10.1186/s13063-017-1902-y 1.
Pennell, C.P., et al., Practical guide to the Idea, Development and
Exploration stages of the IDEAL Framework and Recommendations.
British Journal of Surgery, 2016. 103(5): p. 607–615.
2.
Angelos, P., The art of medicine The ethical challenges of surgical
innovation for patient care. Lancet, 2010. 376(9746): p. 1046–1047.
3.
Ergina, P.L., et al., Surgical Innovation and Evaluation 2 Challenges in
evaluating surgical innovation. Lancet, 2009. 374(9695): p. 1097–1104.
4.
Mcculloch, P., et al., Surgical Innovation and Evaluation 3 No surgical
innovation without evaluation: the IDEAL recommendations. Lancet,
2009. 374(9695): p. 1105–1112. Conclusions We followed the MRC theoretical framework to develop a multicompo-
nent exercise programme for the prevention of shoulder problems fol-
lowing breast cancer treatment. This complex intervention is currently
being evaluated within a large UK pragmatic RCT [ISRCTN35358984]. To
date, 105 women with newly diagnosed breast cancer have been
recruited from 12 centres across England. P4
Randomised controlled trials and realist evaluation: in what
contexts and how? Rebecca Randell1, Jon Hindmarsh2, Joanne Greenhalgh1, Natasha Alvarado3,
Peter Gardner1, Dawn Dowding4, Alexandra Cope1, Julie Croft1,
Andrew Long1, Alan Pearman1
1University of Leeds; 2King’s College London; 3Newcastle University;
4Columbia University Intervention development and treatment success in randomised
controlled trials of rehabilitation Rebecca Randell1, Jon Hindmarsh2, Joanne Greenhalgh1, Natasha Alvarado3,
Peter Gardner1, Dawn Dowding4, Alexandra Cope1, Julie Croft1,
Andrew Long1, Alan Pearman1
1University of Leeds; 2King’s College London; 3Newcastle University;
4Columbia University Rebecca Randell1, Jon Hindmarsh2, Joanne Greenhalgh1, Natasha Alvarado3,
Peter Gardner1, Dawn Dowding4, Alexandra Cope1, Julie Croft1,
Andrew Long1, Alan Pearman1
1
f
2
3 Jacqueline Hill, Claire Pentecost, Katie Finning, Angelique Hilli,
David A. Richards, Victoria A. Goodwin
University of Exeter
Correspondence: Jacqueline Hill
Trials 2017, 18(Suppl 1):P3 y
Correspondence: Rebecca Randell
Trials 2017, 18(Suppl 1):P4 g
Conclusions We have applied techniques for mixed methods analysis in innovative
ways to explore the relationship between intervention development
and treatment effects. This work may help us better understand the
role of intervention development in explaining why so few interven-
tions in rehabilitation that undergo experimental testing result in effect-
ive new treatments. Other factors, including the design and conduct of
fully-powered trials, may also help explain the relatively few number of
treatment successes and require further research. Methods We included 15 superiority RCTs funded by NIHR-HTA from 1997 to
July 2016, that evaluated a physical rehabilitation programme and re-
ported their main findings in a peer-reviewed journal or NIHR-HTA
monograph. We extracted data on intervention development in re-
spect of five areas described by the credeci 2 reporting criteria for
“development” and “feasibility & piloting”: (i) description of the inter-
vention’s underlying theoretical basis; (ii) description of all of the
intervention components; (iii) illustration of any intended interactions
between different components; (iv) description of the pilot test and
its impact on the definitive intervention; (v) consideration of the con-
text’s characteristics in intervention modelling. We coded the ex-
tracted data thematically. We classified primary outcome data into
one of six categories developed by Djulbegovic et al. (2008) to differ-
entiate studies where outcomes favour the intervention, the control,
demonstrate no difference between trials arms and are conclusive or
inconclusive. To examine the relationship between intervention de-
velopment and primary outcome data, we are applying novel mixed
methods analytical techniques. We are combining the narrative data
on intervention development with the numeric data on treatment
outcomes in a joint category/themes display: for each category de-
fined by Djulbegovic et al. we will present a summary of the the-
matic data on intervention development in each trial for whom the
category applies. In this way, we will compare the intervention devel-
opment work that has been undertaken for trials that result in differ-
ent outcomes. Patient and public involvement (PPI) was central to the development
of the PROSPER intervention from its inception. We engaged PPI
members from the initial application phase and have had ongoing
input throughout the project. In conjunction with PPI, development
work began with a comprehensive literature review to identify sys-
tematic reviews and RCTs of shoulder-specific exercises and general
physical activity during and after breast cancer treatment. This pro-
vided the broad theoretical basis for the content of a structured exer-
cise programme which was further developed and refined in a
workshop with clinical experts, researchers, and patient representa-
tives. Individual face-to-face interviews were then conducted with
seven women previously treated for breast cancer, providing feed-
back on intervention content and patient-facing materials. The PROS-
PER intervention was pilot tested with 18 women newly diagnosed
with breast cancer, at three hospital sites, allowing further refinement
to ensure feasibility for delivery within the UK NHS. Results We found that four trials were significantly in favour of the new treat-
ment, one was significantly in favour of the control, eight had a true
negative outcome and two were inconclusive. Our preliminary data ex-
traction reveals that the amount of (reported) intervention development
work undertaken prior to experimental testing differs considerably. We
are now applying our mixed methods analytical procedures to investi-
gate the relationship between outcomes and intervention development. Conclusions Background Shoulder dysfunction and pain following breast cancer treatment is
common, impacting upon postoperative quality of life. Exercise may
improve shoulder function and reduce the risk of postoperative © The Author(s). 2017 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0
International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and
reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to
the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver
(http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. Trials 2017, 18(Suppl 1):200 Page 2 of 235 Page 2 of 235 Trials 2017, 18(Suppl 1):200 found that very few new interventions achieved superior outcomes
relative to controls. To date, no research has examined why so few
rehabilitation interventions that undergo testing in RCTs result in ef-
fective new treatments. complications. However, there is uncertainty around the optimal timing
(commencement) and exercise dosage (frequency, intensity, length of
time and type of exercise) required for optimal results. We considered
Medical Research Council (MRC) guidance for the development of a
complex intervention, which highlights the need for a planned, phased
approach based on available evidence, appropriate theoretical princi-
ples and thorough piloting. We developed a complex intervention for
the prevention of shoulder dysfunction following breast cancer treat-
ment for evaluation within the framework of a large pragmatic multi-
centre randomised controlled trial in the UK NHS setting. M
h d complications. However, there is uncertainty around the optimal timing
(commencement) and exercise dosage (frequency, intensity, length of
time and type of exercise) required for optimal results. We considered
Medical Research Council (MRC) guidance for the development of a
complex intervention, which highlights the need for a planned, phased
approach based on available evidence, appropriate theoretical princi-
ples and thorough piloting. We developed a complex intervention for
the prevention of shoulder dysfunction following breast cancer treat-
ment for evaluation within the framework of a large pragmatic multi-
centre randomised controlled trial in the UK NHS setting. M th d (1) To establish work that has been undertaken to develop physical
rehabilitation interventions prior to testing in an NIHR-HTA funded
RCT. (2) To examine the relationship between intervention develop-
ment and the primary outcome of experimental testing. Methods Results The literature review identified several systematic reviews and new
clinical trials suggesting that early structured exercise, started within
a few days of surgery, versus delayed exercise may improve shoulder
range of movement (ROM) in the short and long term. Evidence sug-
gested that shoulder flexion and abduction be restricted to 90 de-
grees for the first postoperative week to reduce risk of increased
wound drainage. There was also evidence to suggest that postopera-
tive strength training was safe and that general physical activity can
enhance physical and psychological recovery. The final PROSPER ex-
ercise intervention, underpinned by evidence, comprised of three
main components: specific exercises targeting shoulder range of
motion and upper arm muscle strength, general physical activity,
and behavioural strategies to improve adherence. The exercise
programme is structured, individualised, supported by trained phys-
iotherapists, and delivered over a 12-month period with a focus upon
self-management at home. Women randomised to the exercise
programme receive three face-to-face sessions with a physiotherap-
ist, with the option of a further three appointments that can be deliv-
ered either face-to-face or by telephone. Background g
Randomised controlled trials (RCTs) of physical rehabilitation inter-
ventions evaluate multi-faceted interventions that are delivered in
complex healthcare systems. In a synthesis of the outcomes of trials
of rehabilitation interventions funded by the UK National Institute for
Health Research – Health Technology Programme (NIHR-HTA), we g
It is widely agreed that, if the aim is to inform policy and practice,
randomised controlled trials (RCTs) of complex interventions should
be coupled with process evaluations. Realist evaluation provides a
strong theoretical foundation to explore complex interventions, using
a process of eliciting, testing, and refining stakeholders’ theories of Page 3 of 235 Trials 2017, 18(Suppl 1):200 Page 3 of 235 Cluster randomised controlled trials (CRCT) are used extensively in
evaluations of healthcare interventions. However, cluster cross-over
randomised trials are novel: a recent systematic review identified
only 91 such studies [1]. While providing efficiency gains compared
to crcts, the cross-over design adds complexity to the design and
analyses. To date, the literature has been limited to the analysis of
binary outcomes [2,3]. how an intervention works, for whom, and in what contexts. There is
debate about the relationship between realist evaluation and RCTs. One concern is that RCTs take place in closely controlled contexts
and so do not allow for exploration of how different contexts shape
the outcomes of an intervention. In this presentation, we will draw
on our experience of undertaking a three-phase realist process evalu-
ation alongside an RCT comparing robotic and laparoscopic surgery
to address two methodological questions: (1) To what types of trials
can realist evaluation make a meaningful contribution?; and (2) How
is that contribution best achieved? The headpost [4] study is an international multicentre randomised
cross-over clinical trial comparing the effectiveness of the lying flat
(0°) head position with the sitting up (> = 30°) head position, applied
within the first 24 hours of admission to hospital for patients with
acute stroke, on functional outcome according to the modified
Rankin scale (MRS) by blind assessors at 90 days. A total of 114 sites
were allocated either to (a) lying flat head position or (b) sitting up
head position as the first intervention, to be applied to up to 70 con-
secutive stroke patients before crossing over to the other head pos-
ition. All eligible stroke patients presenting to the hospital from the
start date were to be prospectively and consecutively enrolled. Methods In Phase 1, a literature review identified stakeholders’ theories concern-
ing how robotic surgery becomes embedded into practice and its im-
pacts on teamwork. These were refined through interviews with theatre
teams across nine hospitals. In Phase 2, the theories were tested
through a multi-site case study across four hospitals. Case sites were se-
lected to ensure variation in the theatre teams’ experience of robotic
surgery, an important contextual factor within the theories. Data were
collected using multiple methods: structured and ethnographic obser-
vation; video analysis; qualitative interviews; and questionnaires. In
Phase 3, interviews were conducted at case sites with staff representing
other surgical disciplines, to assess generalisability of the findings. Results This presentation outlines the statistical analysis planning and con-
duct for the headpost study, taking account of its cluster cross-over
nature. The primary efficacy analysis was conducted using a hierarch-
ical cumulative logistic regression to allow direct modelling across all
levels of clustering by including both random cluster and random
cluster-period effects. The implications for the analysis of secondary
and safety outcomes as well as strategies for sensitivity analyses and
handling of missing data, are to be discussed. The focus will be on
practicalities of analysis rather than mathematical aspects of cluster
cross-over trials. While the RCT delivered important results on outcomes, the findings
from the realist process evaluation further enhanced our understand-
ing of the introduction of robotic surgery. The combination of
methods deployed enabled us to identify and interrogate a range of
perspectives on the differences between robotic and laparoscopic
surgery and the ways in which robotic surgery is implemented in dif-
ferent sites. Most strikingly, we were able to capture unanticipated
consequences of robotic surgery in terms of impacts on teamwork,
along with strategies used to counteract such unanticipated conse-
quences. These issues relate to the introduction of robotic surgery as
a surgeon-led process but which is dependent on support at differ-
ent levels of the organisation. The process evaluation directed our at-
tention to the importance of whole team training, experienced and
dedicated teams, and suitably sized operating theatres. l Background The
primary outcome was the modified Rankin score, a 7-level ordinal
scale between 0 (completely independent) and 6 (dead), which is
commonly used in stroke trials. References 1. Arnup SJ, Forbes AB, Kahan BC, et al. Appropriate statistical methods
were infrequently used in cluster-randomized crossover trials. J Clin Epidemiol
2016;74:40–50. 2. Turner RM, White IR and Croudace T. Analysis of cluster randomized cross-
over trial data: a comparison of methods. Stat Med 2007;26:274–289. Conclusions 3. Morgan KE, Forbes AB, Keogh RH, et al. Choosing appropriate analysis
methods for cluster randomised cross-over trials with a binary outcome. Stat Med 2016 Sept 28. Realist evaluation provided a robust framework to identify and test
stakeholders’ theories on deployment of robotic surgery. The results of
this study move beyond the RCT to deliver clear guidance on how to
deploy robotic surgery and how to ensure effective teamwork when
undertaking robotic surgery. So, realist evaluation can play a valuable
role alongside pragmatic rcts of complex interventions that seek to ex-
plore effectiveness in a range of contexts, eliciting theories about how
contexts shape outcomes and then collecting empirical data to test
and refine them. Theory elicitation should happen before the RCT to
ensure it secures relevant data to support testing of identified theories. 4. Muñoz-Venturelli P, Arima H, Lavados P, et al. Head Position in Stroke
Trial (headpost) - Sitting up vs lying flat, positioning of patients with
acute stroke: study protocol for a cluster randomised controlled trial. Trials 2015;16:256. P7
Implementing mobile electronic patient reported outcomes (EPRO)
in a long-term trial with an aging and diverse population
Ashley Hogan, Nicole Butler, Ashley N. Hogan, Alla Sapozhnikova,
Ella Temprosa
George Washington University
Correspondence: Ashley Hogan
Trials 2017, 18(Suppl 1):P7 Implementing mobile electronic patient reported outcomes (EPRO)
in a long-term trial with an aging and diverse population
Ashley Hogan, Nicole Butler, Ashley N. Hogan, Alla Sapozhnikova,
Ella Temprosa
George Washington University
Correspondence: Ashley Hogan
Trials 2017, 18(Suppl 1):P7 1.
Arnup SJ, Forbes AB, Kahan BC, et al. Appropriate statistical methods
were infrequently used in cluster-randomized crossover trials. J Clin Epidemiol
2016;74:40–50. p
Monitoring the Primary Outcome Data In order to monitor the completeness of the primary outcome data,
a monthly reporting system was developed by the trial statistician to
allow close analysis of data completeness. The reports revealed
17.9% of missing primary outcome data from babies known to be
alive at SD28. A large proportion of these did not have a reported
SD28 CUSS. This was due to a variety of causes, including transfer
out of neonates prior to SD28 from the recruiting site to smaller non-
participating units. In recent years, a growing trend toward global research has led to
randomized controlled trials (RCTs) becoming larger and increasingly
more complex. More patients are being enrolled entailing greater
use of multisite trials, case report forms (CRFs) are more complicated,
and larger budgets are necessary to accommodate for the greater
volume of participants and sites involved in a RCT. Centralized statis-
tical monitoring (CSM) is commonly used for guaranteeing data qual-
ity by detecting data issues early, such as errors, sloppiness,
tampering, and fraud, before significant problems occur. Through
off-site central monitoring, onsite monitoring can be more efficiently
targeted. Equally important to ensuring data quality is assessing the
adequacy of the trial design and performance. Design errors, if not
discovered and addressed early, can largely bias study findings and
make a trial difficult or impossible to interpret. Poor adherence to de-
sign and a lack of oversight can result in an unsuccessful trial with
drastic ramifications, including revoking one’s clinical and research
privileges, funding, and leaving a tarnished reputation. Consequently,
the purpose of this research was to apply CSM to the monitoring of
various aspects related to the design and performance of a clinical
trial. p
p
g
Measures to optimise the data The monthly reports allow the TMG to take measures to maximise
the completeness of the data obtained from the study. A transfer
pack was developed to inform new sites of required information and
an accompanying letter provided, to enable PIs to request primary
outcome data from colleagues within the new units. The SD28 win-
dow was extended from +/−3 days to −5/+10 days of SD28. This was
considered by the neonatologists on the TMG, and the independent
members of the TSC, to possess the same clinical validity. Evaluation of a state-wide chronic disease management program
on health service utilisation using a propensity-matched control
group Evaluation of a state-wide chronic disease management program
on health service utilisation using a propensity-matched control
group
2 Ashley Hogan, Nicole Butler, Ashley
Ella Temprosa
George Washington University
Correspondence: Ashley Hogan
Trials 2017, 18(Suppl 1):P7 Laurent Billot1, Kate Corcoran1, Alina Mcdonald1, Gawaine Powell-Davies2,
Anne-Marie Feyer1
1
2 Laurent Billot1, Kate Corcoran1, Alina Mcdonald1, Gawaine Powell-Davies2,
Anne-Marie Feyer1 y
1The George Institute for Global Health; 2Centre for Primary Health Care
and Equity, University of New South Wales, University of Sydney)
Correspondence: Laurent Billot
Trials 2017, 18(Suppl 1):P5 y
1The George Institute for Global Health; 2Centre for Primary Health Care
and Equity, University of New South Wales, University of Sydney)
Correspondence: Laurent Billot
Trials 2017, 18(Suppl 1):P5 y
1The George Institute for Global Health; 2Centre for Primary Health Care
and Equity, University of New South Wales, University of Sydney)
Correspondence: Laurent Billot
Trials 2017, 18(Suppl 1):P5 1The George Institute for Global Health; 2Centre for Primary Health Care
and Equity, University of New South Wales, University of Sydney)
Correspondence: Laurent Billot
Trials 2017, 18(Suppl 1):P5 The clinical research enterprise cannot escape the shift from paper case
report forms (CRF) to direct data entry of case report forms. This daunting
shift has the potential to reduce the workload of clinical sites and provide
an environmentally friendly source of data collection while also improv-
ing the quality and integrity of the data by removing the chance of tran-
scription errors, minimizing missing data, allowing for real time logic and
range checks, and leading to faster database locks. For our long-term
multi-center clinical trial, the use of mobile electronic patient reported
outcomes (EPRO) for self-administered questionnaires was a clear first
step towards this shift implemented within our custom built web-based
data collection and management system called MIDAS (Multi-modal Inte-
grated Data Acquisition System). Mobile EPRO for self-administered ques-
tionnaires increases flexibility of visit flow, and allows for the collection of
sensitive information such as questions about sexual health. This abstract is not included here as it has already been published. P9
Data monitoring committee overseeing multiple international
randomised controlled trials
1
2
3 Data collection via mobile data entry for six self-administered ques-
tionnaires began in August 2016 and was accompanied by a survey
to assess user acceptability. Of the 300 visits completed to date, 90%
used the mobile EPRO version with nearly 100% survey response
rate. This presentation will present the results of the survey as well
as feedback from participants and staff including utilization rates,
overall experience, font size, button size, view preference, ease of
use, and whether paper or mobile entry is preferred. We will share
results of the survey overall and by demographic subgroups using
the ~1,000 visits expected by the time of the presentation. The COPE (Consortium for Organ Preservation in Europe) include
three clinical trials to improve preservation and reconditioning strat-
egies for kidneys and livers procured for transplantation aiming to in-
crease the number and quality of grafts used. P8
Optimising primary outcome data collection in a neonatal trial
Alison J. Deary1, Karen Willoughby2, Ana Mora1, Anna Curley3
1NHSBT Clinical Trials Unit, Long Road, Cambridge, CB2 0PT, UK;
2Department of Obstetrics and Gynaecology, Box 223, Level 2 Rosie
Hospital Robinson Way, Cambridge CB2 OSW, UK; 3Neonatal Unit,
National Maternity Hospital, Holles Street, Dublin 2, Eire
Correspondence: Alison J. Deary
Trials 2017, 18(Suppl 1):P8 y
Despite the trials being led at different centres, they are centrally
managed from one main centre where the Principal Investigator, the
project’s governance and management are based. This is one of the
reason why it was decided to set up a single ‘combined’ Data Moni-
toring Committee to oversee the three trials with a single six-
monthly meeting to review all three trials. This seems to be the most convenient approach in similar situations/
settings as it reduces the number of meetings to organise as well as
expenses. However, it does not come without difficulties particularly
when the same person is preparing the reports for all the studies
and multiple sites and/or countries are involved. p
Monitoring the Primary Outcome Data If no scan
had been obtained within the new extended timeframe, our medical
experts, or, in some cases, independent expert, were given approval
to impute the primary outcome given sufficient supporting clinical
evidence. Evaluation of a state-wide chronic disease management program
on health service utilisation using a propensity-matched control
group P6
Analysis of the head position in stroke trial (headpost): an
international cluster randomised cross-over trial
Laurent Billot, headpost Steering Committee
The George Institute for Global Health
Correspondence: Laurent Billot
Trials 2017, 18(Suppl 1):P6 Trials 2017, 18(Suppl 1):200 Page 4 of 235 Page 4 of 235 Concern for EPRO implementation and anxiety flourished when mak-
ing considerations for the aging and diverse population of the trial
for whom the use of mobile devices may be less ubiquitous. The
aging study population is majority female, and ethnically diverse. During the implementation of EPRO for self-administered question-
naires, we kept in mind the needs of elderly participants with cogni-
tive decline, dexterity problems, and visual impairments as well as
the needs of participants who speak English as a second language or
those with disabilities in reading and writing. This piece of work shows the value of the statisticians and data team
on the trial management team working together to improve the sci-
entific integrity of the study. Our missing primary outcome data cur-
rently stands at approximately 1.4%. Liaising closely with research
site teams and maintaining good relationships is crucial to trial
success. This piece of work shows the value of the statisticians and data team
on the trial management team working together to improve the sci-
entific integrity of the study. Our missing primary outcome data cur-
rently stands at approximately 1.4%. Liaising closely with research
site teams and maintaining good relationships is crucial to trial
success. P9
Data monitoring committee overseeing multiple international
randomised controlled trials
Virginia Chiocchia1, Susan Dutton2, Rutger Ploeg3
1Centre for Statistics in Medicine (CSM) and Surgical Intervention Trials
Unit (SITU), University of Oxford; 2Oxford Clinical Trials Research Unit
(OCTRU) and Centre for Statistics in Medicine (CSM), University of
Oxford; 3Nuffield Department of Surgical Sciences, University of Oxford
Correspondence: Virginia Chiocchia
Trials 2017, 18(Suppl 1):P9 Surveillance of clinical trial performance using centralized
statistical monitoring
1
2
2
2 p
Monitoring the Primary Outcome Data Background planet-2 (ISRCTN87736839) is an international multicentre trial of
platelet count thresholds for prophylactic platelet transfusions in pre-
term neonates. The trial commenced recruitment in June 2011 and
to date 573/660 neonates have been randomised to one of 2 arms. Depending on their allocated threshold, the baby receives a platelet
transfusion when platelet counts drops to either below 50x10^9 or
25x10^9. The primary outcome measure for planet-2 is the propor-
tion of patients who either die or experience a major bleed up to
and including Study Day 28 (SD28). A cranial ultrasound scan (CUSS)
at SD28 is the prime marker for major intracranial bleeds at this
point. p
The different benefits and challenges experienced will be illustrated
in order to provide a helpful reference to anyone that may consider
this option in similar situations. P10
Surveillance of clinical trial performance using centralized
statistical monitoring
Eileen Stock1, Zhibao Mi2, Kousick Biswas2, Ilana Belitskaya-Levy2
1Department of Veterans Affairs; 2Cooperative Studies Program
Coordinating Center, Department of Veterans Affairs
Correspondence: Eileen Stock
Trials 2017, 18(Suppl 1):P10 Methods g
g
Four searches were run on the entire trial record. The following search
terms were used: "feasibility trial", "feasibility study", "pilot trial" and
"pilot study" and 3039 unique trial records were identified. The unique
trial records ids were extracted from the search results and then the
trial records were downloaded. Data such as the trial title, target sample
size, recruitment start date, recruitment end date, the longitude and
latitude of the recruiting centre were then extracted from the records,
using regular expressions, and collated into an Excel where open-
ended text fields (e.g., target sample size) were manually cleaned. Four searches were run on the entire trial record. The following search
terms were used: "feasibility trial", "feasibility study", "pilot trial" and
"pilot study" and 3039 unique trial records were identified. The unique
trial records ids were extracted from the search results and then the
trial records were downloaded. Data such as the trial title, target sample
size, recruitment start date, recruitment end date, the longitude and
latitude of the recruiting centre were then extracted from the records,
using regular expressions, and collated into an Excel where open-
ended text fields (e.g., target sample size) were manually cleaned. Shiny, a web application framework for R, was then used to create
an online tool to interrogate the data. For various health conditions,
specified by the researcher, the tool can be used to obtain descrip-
tive summaries and graphical displays of pilot and feasibility studies
for the following factors: period of recruitment, target sample size,
target recruitment rate per month, location of trial centres. The Collaborative Studies Coordinating Center (CSCC) in the Department
of Biostatistics at the University of North Carolina serves as the coordinat-
ing center for ARIC and provides the infrastructure for the data collection
using the CSCC-developed, web-based data management system, Caro-
lina Data Acquisition and Reporting Tool (CDART). q
p
g
Neurocognitive test data collection in ARIC began at Visit 2 (1990–92)
and was repeated in Visits 3 (1993–95) and 4 (1996–98) using 3 neuro-
cognitive tests. An ancillary study was conducted in 2004–06 on a
subset of the ARIC cohort where the test battery was expanded. At Visit
5 (2011–13), the expanded neurocognitive test battery was collected
on 6538 participants, enabling the investigators to examine cognitive
function changes over 24 years, particularly in the areas of memory,
language and executive function. Result and Conclusions This monthly report system provides the information to allow the
trial manager to contact the site teams a few days before each ran-
domised baby reaches SD28 to remind them of the need to perform
a CUSS and this has proved very effective in optimising the data
completeness. Study design quality metrics assessed for anomalies included adher-
ence to inclusion and exclusion criteria, recruitment, administration
of treatment, blinding, visit scheduling, patient follow-up, data Trials 2017, 18(Suppl 1):200 Trials 2017, 18(Suppl 1):200 Page 5 of 235 Page 5 of 235 immediately available for comparison to Visit 5 factor scores through
an application called from CDART. The behind the scenes program-
ming calculates the Visit 6 factor scores for the cognitive areas of
interest allowing for immediate determination of cognitive domain
failure and generalized cognitive decline compared to Visit 5 per-
formance, despite the fact that not all participants completed the
exact same battery at each visit. submission, and the reporting of safety measures. Each metric can
be evaluated across sites as in a multisite RCT, or across clinicians to
assist in identifying potential threats to a trial’s performance. A pro-
gram was developed to apply CSM for monitoring the performance
of a clinical trial. CSM was applied monthly, in conjunction with regu-
larly scheduled risk-based monitoring. For continuous measures of trial
performance, modified boxplots described distributions, differences in
the proportion of outliers were assessed using chi-square analyses, dif-
ferences by site were examined with analysis of variance (or the non-
parametric equivalent) and further assessed using pairwise tests, and
homogeneity of variance and sites with outlying or inlying variance
were also determined. Confidence bands were used to provide add-
itional monitoring of trial performance. For categorical measures, chi-
square analyses and logistic regression were employed. The participants who show failure in at least 1 cognitive domain and
significant global cognitive decline from Visit 5 will have additional data
collected from a proxy or informant and will undergo a complete data
review by members of the classification committee in order to deter-
mine neurocognitive status as dementia, MCI, normal, or unclassifiable. y
g
g
y
CSM applied to study design elements can be used to assess trial
performance over time throughout the duration of a study. P12
An online tool for exploring recruitment achievability for a
feasibility and pilot studies in the UK y
p
Andrew Brand, Nicola Totton, Paul Brock
Bangor University
Correspondence: Andrew Brand
Trials 2017, 18(Suppl 1):P12 The aim of our online tool, is to use openly available data to help in-
form researchers, in the UK, whether a given target size, is broadly
achievable for a feasibility or pilot study investigating a specific
health condition. Information obtained from the online tool may also
further help determine a suitable recruitment period for a feasibility
or pilot study investigating a given health condition. P11
Operationalizing the use of latent variables in the process of
determining an ARIC participant’s neurocognitive status at visit 6
Sheila Burgard1, James Bartow1, Sonia Davis1, Alden Gross2, Tom Mosley3,
Richey Sharrett2
1University of North Carolina; 2Johns Hopkins University; 3University of
Mississippi Medical Center
Correspondence: Sheila Burgard
Trials 2017, 18(Suppl 1):P11 Operationalizing the use of latent variables in the process of
determining an ARIC participant’s neurocognitive status at visit 6
Sheila Burgard1, James Bartow1, Sonia Davis1, Alden Gross2, Tom Mosley3,
Richey Sharrett2
1
2
3 Operationalizing the use of latent variables in the process of
determining an ARIC participant’s neurocognitive status at visit 6
Sheila Burgard1, James Bartow1, Sonia Davis1, Alden Gross2, Tom Mosley3,
Richey Sharrett2
1
2
3 p
y
g
g
g
Ideally, data on the actual sample sizes obtain in the feasibility and
pilot studies would have been more informative than the target size
data. Unfortunately, we were unable to find an openly available
source for this data. However we feel that the target sample size
data, along with the recruitment period can provide a rough guide
to the achievability of recruitment targets for feasibility and pilot
studies. For instance, if a pilot study had a target sample size of 60
and a recruitment period of 18 months for a study investigating a
health condition you are interested in, you might want to reconsider
running a similar pilot study with a target size of 100 for 6 months. We therefore believe that this data has value in making informed de-
cisions with regard to recruitment for a feasibility and pilot studies. We identified UK Clinical Trial Gateway (UKCTG) as providing the best
source of UK based data to harvest. The UKCTG was set up by the
National Institute for Health Research (NIHR) to essentially help re-
cruit people to clinical trials in the UK. P12
An online tool for exploring recruitment achievability for a
feasibility and pilot studies in the UK Because there were no facil-
ities for downloading data from the UKCTG website, a web scraping
methodological was adopted and implemented using R. y
Ideally, data on the actual sample sizes obtain in the feasibility and
pilot studies would have been more informative than the target size
data. Unfortunately, we were unable to find an openly available
source for this data. However we feel that the target sample size
data, along with the recruitment period can provide a rough guide
to the achievability of recruitment targets for feasibility and pilot
studies. For instance, if a pilot study had a target sample size of 60
and a recruitment period of 18 months for a study investigating a
health condition you are interested in, you might want to reconsider
running a similar pilot study with a target size of 100 for 6 months. We therefore believe that this data has value in making informed de-
cisions with regard to recruitment for a feasibility and pilot studies. 1University of North Carolina; 2Johns Hopkins University; 3University of
Mississippi Medical Center
Correspondence: Sheila Burgard
Trials 2017, 18(Suppl 1):P11 Methods A challenge to these longitudinal
analyses has been that the neurocognitive measures change over time
due to scientific improvements in the instruments. A group of ARIC
investigators employed factor analysis to level differing cognitive test
batteries over visits to common, comparable measurements in the area
of general cognition and the 3 cognitive domains of interest (Gross
et.al., Epidemiology vol 26, no 6, 11/2015). g
g
p
y
Shiny, a web application framework for R, was then used to create
an online tool to interrogate the data. For various health conditions,
specified by the researcher, the tool can be used to obtain descrip-
tive summaries and graphical displays of pilot and feasibility studies
for the following factors: period of recruitment, target sample size,
target recruitment rate per month, location of trial centres. P13
Is it possible to randomise patients to potentially not receive a
dressing after surgery? Preliminary findings of the NIHR HTA
Bluebelle pilot randomised controlled trial
Leila Rooshenas1, The Bluebelle Study Group2
1University of Bristol; 2University of Bristol and University of Birmingham
Correspondence: Leila Rooshenas
Trials 2017, 18(Suppl 1):P13 Background g
Dementia and mild cognitive impairment (MCI) pose a large and
increasing health and societal burden on the aging US population. In
1987–1989
the
NHLBI-supported
prospective
epidemiologic
Atherosclerosis Risk in Communities (ARIC) study enrolled 15,792
participants from 4 distinct US geographical regions in order to investi-
gate the causes of atherosclerosis and its clinical outcomes, including
cognitive function. Since visit 1 in 1987–1989, there have been 4
follow-up visits for the cohort. ARIC is uniquely suited to contribute crit-
ical information on the vascular, and potentially preventable, contribu-
tions to MCI and dementia of different origins. g
y
p
We identified UK Clinical Trial Gateway (UKCTG) as providing the best
source of UK based data to harvest. The UKCTG was set up by the
National Institute for Health Research (NIHR) to essentially help re-
cruit people to clinical trials in the UK. Because there were no facil-
ities for downloading data from the UKCTG website, a web scraping
methodological was adopted and implemented using R. Result and Conclusions Monitor-
ing trial performance helps to ensure the validity of a study and its
design, consistency in reporting across sites and clinicians, and that a
study's hypotheses are not being compromised. Continual monitor-
ing of study design quality metrics through CSM enables corrective
action to be taken early enough to address any potential threats to
the design of a RCT, while also simultaneously improving data quality
and the credibility of a study and its findings. p
Objective Visit 6 is underway with continued neurocognitive emphasis that will
allow quantification of cognitive decline, estimation of the incidence
of mild cognitive impairment (MCI) and dementia, and tracking of
progression from MCI at V5 to dementia. These measures will be Leila Rooshenas , The Bluebelle Study Group
1University of Bristol; 2University of Bristol and University of Birmingham
Correspondence: Leila Rooshenas
Trials 2017, 18(Suppl 1):P13 Trials 2017, 18(Suppl 1):200 Page 6 of 235 Page 6 of 235 y
Results Recruitment: Achieving the required sample of n = 50 proved to be
impossible over an 18 month recruitment period. For example, dur-
ing a four-month screening period, coinciding with a relaxation of in-
clusion criteria 434 patients were screened, 85 were found to be
eligible for inclusion, with only 6 successfully recruited. Only 8 index
cases were secured across the study duration. Support: Family support structures were found to be weak, with a
number of eligible candidates reporting strained family relationships
as a deterrent to participation. Family size: Many potential index cases did not have enough siblings
and/or children required to participate. Motivation: Index cases lacked motivation, both in relation to their
condition and willingness to participate. Age: The tight inclusion criteria for age of index cases (45–65 years)
were found to be restrictive. Data analysis: This proved difficult due to the small sample size and
the clustering of family data. p
Design Cross-sectional feasibility study of index cases diagnosed with T2D
and their first degree relatives (siblings and offspring). Index cases
were recruited from the diabetes information database (DIAMOND)
of a hospital in Northern Ireland. p
Method Sample: The DIAMOND database was screened to identify adults with
T2D, aged 45–65 years, with at least two siblings and two offspring,
willing to participate in the study. For this feasibility study 50 partici-
pants were sought (i.e.10 index cases each with 4 first degree rela-
tives, spanning two generations). Measures: A range of lifestyle
factors, biochemical and clinical markers were collected for all partici-
pants. Location of the Study: The rationale underpinning the suitabil-
ity of this location for the study was based on existing knowledge: 1. As Northern Ireland comprises the most homogenous population
group in the UK, it was believed the majority of offspring would live
locally; 2. The close family structure encountered in Northern Ireland
would lead to strong support for research projects that involve a
family member. Adults undergoing elective and emergency abdominal surgery were
invited to take part in the pilot RCT. Recruitment took place between
March-November 2016, across four NHS hospitals in England. Re-
search nurses and surgeons provided information about the study in
advance of surgery and obtained written consent. Patients who en-
tered the RCT and health care professionals involved in their care
were invited to take part in semi-structured interviews, to explore
the acceptability of the dressing strategies under comparison. Results
Recruitment figures met or exceeded targets across all centres. The
numbers of patients approached and the proportion consenting indi-
cated that a main trial would be feasible (446 approached, 363 con-
sented, and 326 randomised, as of October 2016). Qualitative
interviews provided further evidence to suggest that randomisation
to the three dressing strategies was acceptable. Patients’ wound
healing experiences were similar across all groups, with no notable
clinical or practical concerns. Contrary to health care professionals’
prior assumptions, some patients reported practical advantages of
not having a dressing, reflecting on the ‘low maintenance’ nature of
wound care. Health care professionals did not report any particular
difficulties in caring for patients in any of the groups, and did not
perceive any changes to other aspects of their practice. The number
of recorded protocol deviations and retention rates are currently
undergoing analysis and will be available at the conference. Conclusion Scaling up: lessons from a feasibility study involving people with
type 2 diabetes and their families yp
Vivien Coates1, Karen McGuigan2, Alison Gallagher1, Brendan Bunting1,
Maurice O'Kane3, Tracy Donaghy3, Geraldine Horigan1, Maranna Sweeney1
1Ulster University; 2North West Research, NI; 3Western Health & Social
Care Trust Feasibility studies are routinely performed in a variety of clinical areas
to help provide evidence prior to major monetary investment, hu-
man resource and patient recruitment to a large randomised con-
trolled trial (RCT). They can assess a variety of aspects including
recruitment potential, multi-centre operational coordination and lo-
gistical aspects of administering the intervention. As viability is their Correspondence: Vivien Coates
Trials 2017, 18(Suppl 1):P14 Correspondence: Vivien Coates
Trials 2017, 18(Suppl 1):P14 P14 P15
40 is the magic number
Laura Pankhurst, Ana Mora, Alison J. Deary, Dave Collett
NHS Blood and Transplant
Correspondence: Laura Pankhurst
Trials 2017, 18(Suppl 1):P15 P15
40 is the magic number
Laura Pankhurst, Ana Mora, Alison J. Deary, Dave Collett
NHS Blood and Transplant
Correspondence: Laura Pankhurst
Trials 2017, 18(Suppl 1):P15 Background (relating to diet and exercise) are recognised as important risk factors
for the development of T2D, interventions at the level of the individ-
ual to modify these are challenging. Evidence suggests that lifestyle
behaviours are passed through families, from one generation to an-
other. Therefore, when designing T2D interventions, it may be im-
portant to consider behaviours developed within the shared family
environment. g
Recruiting to randomised controlled trials (RCTs) can be difficult,
especially when habitual clinical practices are compared with lesser-
known or novel approaches. Surgical RCTs can be particularly chal-
lenging, due to ingrained clinician preferences and doctrine. Post-
surgical wound care is an aspect of surgery in need of high quality
evidence. It is common to apply dressings over closed wounds after
most adult operations, despite there being limited evidence to sup-
port or refute this practice. The NIHR-funded Bluebelle study aimed
to determine the feasibility of an RCT that randomises patients to dif-
ferent wound dressing strategies, including ‘no dressing’ (where the
wound is exposed to air). The funder and health care professionals
were sceptical about whether ‘no dressing’ would be acceptable to
patients and clinical professionals, and questioned whether an RCT
could successfully recruit participants. The Bluebelle study was thus
funded to investigate these uncertainties. It consisted of two phases:
a preliminary phase to explore current practice and select appropri-
ate comparators (Phase A), and an external pilot RCT (phase B). In-
formed by phase A findings, the pilot RCT sought to randomise
patients to receiving either a ‘simple dressing’, 'glue-as-a-dressing’, or
‘no dressing’. The pilot addressed a number of objectives to deter-
mine whether a full-scale RCT could be delivered. Two objectives
were to investigate whether recruitment was feasible (target of 330
patients), and explore whether the comparison groups were accept-
able to patients and health care professionals. Methods Aim To investigate the impact of the shared family environment on risk
factors for T2D, and to determine the feasibility of conducting a fully
powered study using this methodology. D
i Conclusion The feasibility study provided key insights, impacting on scaling up deci-
sions. We now know that identifying index cases for this study through a
hospital data base is ineffective and would be better suited to a primary
care setting. The data gathering methods and instruments worked effect-
ively. In light of the difficulties encountered in the feasibility study, it was
agreed that a fully powered study would not be developed. This pilot RCT demonstrated that it is feasible to recruit patients to
an RCT of different wound dressing strategies, including ‘no dress-
ing’. A full-scale trial will be designed on the basis of these findings,
providing
other
aspects
of
trial
conduct
(e.g. Retention)
are
acceptable. Methods Like other research organisations, NHS Blood and Transplant (NHSBT)
considers feasibility studies to be essential prior to significant invest-
ment in a subsequent full scale RCT. As such, NHSBT have funded a
number of feasibility studies, which have then improved the design
and conduct of RCTs and larger research projects that have ultim-
ately lead to changes in clinical practice. The NIHR Health Technology Assessment (HTA) and Research for
Patient Benefit (rfpb) programme databases (as available from the
NIHR website) were screened for pilot/feasibility studies of surgical
interventions funded between 2005 and 2015. Pilot/feasibility work
was defined as: Any research undertaken before a main study
intended to inform the design and/or conduct of a future main
study. A surgical intervention was defined as: A diagnostic, thera-
peutic or adjunctive invasive intervention performed by a trained
clinician, using hands, instruments and/or devices. Studies which
were not pilot/feasibility work or where the surgical intervention was
a co-intervention were excluded. It was rationalised that research
funded by the NIHR programmes would embrace the higher quality
methodological features necessary to identify the key design features
of interest and will have been peer-reviewed as part of the funding
process. Protocols for all included studies and the associated data
sources were collated, including, where available, published papers
from the pilot/feasibility work and the consequent main trial. A data
extraction form was developed and piloted a priori enabling elicit-
ation of the pilot/feasibility work rationale, and exploration of the as-
sociations of key design features of pilot/feasibility work with the
planning, conduct and outcome of any subsequent definitive main
trial. The NHSBT Clinical Trials Unit has a growing portfolio of feasibility
studies in transfusion medicine with five studies having a sample size
of around the magic number of 40 patients: in set up REAL and
DRIVE,
currently
recruiting
REDDS
(ISRCTN26088319)
and
EFIT
(ISRCTN67540073); and completed CRYOSTAT (ISRCTN55509212). Al-
though formal sample size calculations are not needed for feasibility
studies, it is important that required patient numbers are properly
justified. Although there is some guidance on this in the literature
(for example Julious (2005), Billingham (2013), Teare (2014) and
Whitehead (2016)) the background to the sample size for our feasibil-
ity studies will be described and illustrated. Results 1341 studies funded by the HTA and rfpb NIHR programmes be-
tween 2005 and 2015 were identified and screened, with 73 (5.4%)
meeting the inclusion criteria. 30 (41%) were rcts with an internal
pilot phase and 43 (59%) were other feasibility work. This included
28 (65%) randomised pilot studies, 3 (7%) non randomised pilot stud-
ies and 12 (28%) other types of feasibility study, of which 8 (66%)
were systematic reviews. Further findings, including the rationale for
pilot/feasibility work and the associations of key design features with
main trial design and/or conduct, will be presented. Conclusions Correspondence: Katherine Fairhurst
Background Poor research design, conduct and analysis contribute to significant
research waste. This is further compounded by the limited reporting
and dissemination of results. Pilot and feasibility work has the poten-
tial to contribute to the success of subsequent definitive main trials. It allows areas of methodological uncertainty in the main trial proto-
col to be addressed and resolved before the main trial begins. Whilst
it is particularly important to the design of trials of complex interven-
tions such as surgery, little is known about how to optimally design
pilot and feasibility work to inform surgical trials. Methods Our magic number of 40 is regarded as a compromise between the
need for a short timescale in which feasibility can be assessed, suffi-
cient data to allow recruitment rates to be determined in representa-
tive centres, and whether the study interventions can be delivered
successfully. Some general observations on the design of these stud-
ies will also be included, concluding with a summary of the research
which has resulted from our completed feasibility studies. Estimating the cost of prescribed medications in economic
evaluation: does the current method reflect the true cost to the
English NHS? Evidence from the comet feasibility study
Kirsty Garfield, Matthew J. Ridd, Sandra P. Hollinghurst
University of Bristol P16
Key design features of pilot and feasibility studies to inform
successful surgical trials: a systematic analysis of funded studies
Katherine Fairhurst1, Jane Blazeby2, Shelley Potter2, Amanda Blatch-Jones3,
Ceri Rowlands2, Carrol Gamble2, Kerry Avery2
1University of Bristol; 2MRC conduct-II Hub for Trials Methodology
Research & Centre for Surgical Research, University of Bristol; 3National
Institute for Health Research Evaluation, Trials and Studies Coordinating
Centre (NETSCC), University of Southampton Key design features of pilot and feasibility studies to inform
successful surgical trials: a systematic analysis of funded studies
Katherine Fairhurst1, Jane Blazeby2, Shelley Potter2, Amanda Blatch-Jones3,
Ceri Rowlands2, Carrol Gamble2, Kerry Avery2 Key design features of pilot and feasibility studies to inform
successful surgical trials: a systematic analysis of funded studies
Katherine Fairhurst1, Jane Blazeby2, Shelley Potter2, Amanda Blatch-Jones3,
Ceri Rowlands2, Carrol Gamble2, Kerry Avery2 y
Correspondence: Kirsty Garfield
Trials 2017, 18(Suppl 1):P17 Correspondence: Kirsty Garfield
Trials 2017, 18(Suppl 1):P17 1University of Bristol; 2MRC conduct-II Hub for Trials Methodology
Research & Centre for Surgical Research, University of Bristol; 3National
Institute for Health Research Evaluation, Trials and Studies Coordinating
Centre (NETSCC), University of Southampton Background g
Economic evaluation guidance states that resource use should be
valued using relevant unit costs. The most frequently used source for
valuing prescribed medication use in the UK is the British National
Formulary (BNF). However, from the perspective of the UK National
Health Service (NHS), it is not clear whether this source reflects the
true cost to the NHS. y
Trials 2017, 18(Suppl 1):P16 References Julious SA (2005) Sample size of 12 per group rule of thumb for a pilot
study. Pharmaceutical Statistics, 4: 287–291. Billingham SAM, Whitehead AL, Julious SA (2013) An audit of sample sizes for
pilot and feasibility trials being undertaken in the United Kingdom
registered in the United Kingdom Clinical Research Network database. BMC Medical Research Methodology, 13: 104. Conclusions Teare MD, Dimairo M, Shephard N, Hayman A, Whitehead A and Walters
SJ (2014) Sample size requirements to estimate key design parameters
from external pilot randomised controlled trials: a simulation study. Trials, 15: 264. The findings will inform a qualitative study comprising in depth
semi-structured interviews and consensus methods to explore the
perceptions and experiences of key stakeholders involved in pilot/
feasibility studies of surgical interventions. This work is important to
develop future recommendations for the optimal design and con-
duct of pilot/feasibility work of surgical interventions. Whitehead AL, Julious SA, Cooper CL, Campbell MJ (2016) Estimating the
sample size for a pilot randomised trial to minimise the overall trial
sample size for the external pilot and main trial for a continuous
outcome variable. Statistical Methods in Medical Research, Background The rapid and recent global increase in prevalence of type 2 diabetes
(T2D)[1,2] is of great concern. Although adverse lifestyle behaviours Page 7 of 235 Trials 2017, 18(Suppl 1):200 Trials 2017, 18(Suppl 1):200 Page 7 of 235 Page 7 of 235 understand key design features associated with the optimal design
and conduct of main surgical trials. Methods understand key design features associated with the optimal design
and conduct of main surgical trials. Methods main aim, small sample sizes are used and so feasibility studies rarely
have sufficient power to assess clinically important treatment
differences. Background g
Cost-effectiveness analysis (CEA) of randomised controlled trials pro-
vide key evidence to inform health care decision making. Missing
data is a particularly challenging issue in CEA because a large propor-
tion of patients may not complete resource use or quality of life
questionnaires. Multiple imputation (MI) is commonly used to impute
the missing values by conditioning on the observed data, assuming
the data are “missing at random” (MAR). However, a major concern is
that the missing data are often related to the unobserved values, a
mechanism also known as “missing not at random” (MNAR). For ex-
ample, patients whose health is relatively poor may be less likely to
complete quality of life questionnaires, even after conditioning on
the observed data. Unless missing data are addressed appropriately
under transparent assumptions, CEA studies may provide misleading
estimates of effectiveness and cost-effectiveness, and potentially lead
to wrong decisions. Iryna Schlackow1, Alastair Gray2, Linda Sharples3, Chris Jackson4,
Nicky Welton5, Borislava Mihaylova2 g
Conclusions Using this method may lead to more accurate estimates of the true
cost to the NHS of prescribed medications, however assumptions
around pharmacy discounts were required to estimate costs. Estimat-
ing costs using this method is more time intensive when compared
to applying published unit costs from the BNF or PCA. Whilst using
this method for intervention medications can provide sensitivity ana-
lyses around intervention costs, the value added of using this
method to cost concomitant medications may be limited when con-
sidering the researcher time required. Results We identified a method for estimating the NHS cost of prescribed
medications dispensed by community pharmacists. This method in-
corporates the basic price of the medication, pharmacy discounts,
dispensing fees, payments for consumables and containers, and
other associated costs. The unit cost of all intervention emollients es-
timated using the alternative method were higher than costs listed
in the BNF and PCA. The largest difference in unit costs was for
Aveeno lotion, whereby the cost listed in the BNF and PCA was £5.33
and the cost estimated using the alternative method was £7.23. The
smallest difference was for Doublebase gel at £6.09 in the PCA and
£6.22 using the alternative method. g
j
Based on the identified manuscripts, and the reviewers’ comments, a
taxonomy of methods will be suggested, with methods classification
based on the main driver of survival (e.g. a single cause of death,
cause-specific mortality, non-fatal disease events or other disease
markers); underlying epidemiological disease model (e.g. Natural his-
tory of the disease and competing risks); and assumptions about the
treatment effect over time. Interdependence between these factors,
with the appropriateness, advantages and limitations of each ap-
proach and implications for performing cost-effectiveness analyses
will be discussed. Methods and interim results A pearl growing strategy was applied to identify manuscripts that
contained novel extrapolation methods, with the emphasis on
methods largely based on a single randomised clinical trial. Firstly, a
scoping search of the PubMed database was performed to identify
recent methodological papers. Subsequently, reference lists of in-
cluded manuscripts were checked, and finally, a panel of experts was
asked to suggest further potentially relevant published methods. Method description was extracted using a pre-defined template. Ex-
tracted information included the context that motivated method de-
velopment (e.g. the need to incorporate cause-specific mortality);
type of data used for the extrapolation (e.g. from an RCT, general
population or a matched cohort); detailed statistical/modelling Methods The COMET study sought to determine the feasibility of conducting a
randomised controlled trial in young children with eczema. Children
were recruited from primary care and randomised to one of four
commonly used emollients. The study also explored the feasibility of
both collecting and costing the data required to perform an eco-
nomic evaluation in this setting. As part of this we explored whether
published prescribed medication costs from the BNF and Prescription
Cost Analysis (PCA) represented the true cost to the NHS. In order to
estimate the cost to the NHS we identified the method by which
community pharmacies are reimbursed for the medications they To systematically analyse the protocols and published papers of
funded pilot and feasibility studies of surgical interventions to Trials 2017, 18(Suppl 1):200 Trials 2017, 18(Suppl 1):200 Page 8 of 235 prescribe. Unit costs of the four intervention emollients were esti-
mated using this method and compared to unit costs from the BNF
and PCA. The total cost of study emollients prescribed over the trial
period were also estimated and compared using the different
methods. methodology; comments on generalisability and usability (e.g. neces-
sary assumptions, incorporation of uncertainty and sensitivity analyses,
compatibility with a cost-effectiveness framework, implementation in
standard software); main strengths and comparison with other
methods. A reviewers’ opinion, based on a consensus between at least
two reviewers, was provided on whether the method accommodated
aspects commonly of interest in cost-effectiveness analyses, such as
heterogeneous population as well as the main driver behind the ex-
trapolated survival (eg major nonfatal adverse events). P19
Cost-effectiveness analysis of clinical trials with missing data: using
multiple imputation to address data missing not at random
Baptiste Leurent, Manuel Gomes, James Carpenter
London School of Hygiene & Tropical Medicine
Correspondence: Baptiste Leurent
Trials 2017, 18(Suppl 1):P19 P19
Cost-effectiveness analysis of clinical trials with missing data: using
multiple imputation to address data missing not at random
Baptiste Leurent, Manuel Gomes, James Carpenter
London School of Hygiene & Tropical Medicine
Correspondence: Baptiste Leurent
Trials 2017, 18(Suppl 1):P19 P18
Methods for extrapolation from clinical trial data to inform
economic evaluations: a taxonomy
Iryna Schlackow1, Alastair Gray2, Linda Sharples3, Chris Jackson4,
Nicky Welton5, Borislava Mihaylova2
1University of Oxford; 2Nuffield Department of Population Health,
University of Oxford); 3Leeds Institute of Clinical Trials Research,
University of Leeds; 4MRC Biostatistics Unit, Cambridge; 5School of
Social and Community Medicine, University of Bristol
Correspondence: Iryna Schlackow
Trials 2017, 18(Suppl 1):P18 Methods for extrapolation from clinical trial data to inform
economic evaluations: a taxonomy
Iryna Schlackow1, Alastair Gray2, Linda Sharples3, Chris Jackson4,
Nicky Welton5, Borislava Mihaylova2
1University of Oxford; 2Nuffield Department of Population Health,
University of Oxford); 3Leeds Institute of Clinical Trials Research,
University of Leeds; 4MRC Biostatistics Unit, Cambridge; 5School of
Social and Community Medicine, University of Bristol
Correspondence: Iryna Schlackow
Trials 2017, 18(Suppl 1):P18 Background Lifetime economic evaluations are often performed alongside rando-
mised clinical trials, to incorporate long-term effects of interventions. However, due to the limited duration of most randomised controlled
trials, extrapolation of components such as survival, beyond study
data is required. Aim To review extrapolation methods that are currently used in economic
evaluations and to provide a taxonomy of these methods while dis-
cussing motivation, advantages and limitations behind each ap-
proach in the context of a cost-effectiveness framework. To provide an accessible framework to perform sensitivity analyses in
CEA of clinical trials with data missing not at random. We first conducted a review of recently published CEA to assess the
extent of missing data and approaches commonly used to address
them. We also held discussions with various stakeholders (conduct-
ing or using trial-based CEA) to identify the main barriers and strat-
egies to wider use of these methods. Based on these findings, we
proposed a practical framework to conduct sensitivity analyses when
data are anticipated to be MNAR. We applied this framework to the
Ten Top Tips trial, which evaluates an intervention for weight man-
agement in primary care. This study illustrates a typical trial-based
CEA, in which key endpoints such as self-reported QOL are likely to
be MNAR. Conclusions The choice of an appropriate method depends on a range of factors,
including presence of competing risks, specifics of the disease nat-
ural history and assumptions on the treatment effect. Care must be
taken in understanding the available options and their limitations
prior to embarking on extrapolation. The increase in availability of
relevant data is likely to contribute to emergence of novel ap-
proaches to support extrapolation efforts. The COMET study was independent research funded by the National
Institute
for
Health
Research
(Research
for
Patient
Benefit
Programme, PB-PG- 0712–28056). The views expressed in the publi-
cation are those of the author(s) and not necessarily those of the
NHS, the National Institute for Health Research or the Department of
Health. Conclusions Whilst there is variability in CRN resourcing nationally, the HIWG
standardises the conduct of research in primary care settings, im-
proving consistency and engagement with the primary care research
infrastructure. Utilising GP clinical systems to embed research tools,
results in simple, efficient and effective methods for primary care
partners to conduct research. Scaling up of the HIWG over time will
allow the group to provide a service for other clinical research teams
conducting research in the primary care setting. Despite these useful features, the practical application of the EVSI in
trial design has been restricted due to computational issues. How-
ever, recently methods been developed to overcome these computa-
tional barriers allowing researchers to use the EVSI when designing
clinical trials. This will become more important as economic consider-
ations come to the forefront of decision making for Clinical Trials. We
will discuss the interpretation of the EVSI and how it can be used to
aid trial design by finding economically viable designs. We will then
discuss the recent computational advances for the EVSI that allow re-
searchers to use this tool in practice to aid their decision making. Background Background
The routine use of electronic patient records (EPRs) in primary care
provides opportunities and challenges for researchers conducting
clinical trials in this setting. Although the use of EPRs to search for
eligible patient populations is well established they can also be used
as a resource to improve trial conduct and quality. The Footprints in
Primary Care study is a feasibility study and pilot cluster randomised
trial exploring the acceptability of a GP practice level intervention for
frequently attending patients. Two key components of the interven-
tion are; increased continuity of care with a named GP, and delivery
of a psychosocial consultation technique called BATHE. Development of a health informatics working group to enhance
the conduct of clinical trials in primary care
Sarah Lawton1 Simon Wathall2 Sarah Lawton , Simon Wathall
1Keele Clinical Trials Unit; 2Keele Clinical Trials Unit and NIHR Clinical
Research Network: West Midlands
Correspondence: Sarah Lawton
Trials 2017, 18(Suppl 1):P21 p
Methods A joint HI Working Group (HIWG) between Keele CTU and CRN WM
has been established to oversee, develop, support, track and quality
assure the HI operational activity for research. A range of innovative
methods have been developed by the working group, which can be
embedded into existing GP clinical systems, to include; eligibility and
recruitment searches, data collection templates, pop-ups and elec-
tronic tools to aid referrals and clinical assessments. These methods
are tailored on a bespoke basis to the requirements of individual
clinical research teams to perform feasibility, identification, eligibility,
screening, recruitment, tagging and data collection functions and are
provided together with instructions for use. Reference [1] Graffy J et al. Trials within trials - Researcher, funder and ethical
perspectives on the practicality and acceptability of nesting trials of
recruitment methods in existing primary care trials. 2010 Use of primary care electronic records to monitor and improve
intervention delivery of a GP practice level intervention
Clare Thomas1, Rebecca Barnes1, Helen Cramer1, Sandra Hollinghurst1,
Sue Jackson2, Charlie Record3, Chris Metcalfe1, David Kessler1
1University of Bristol; 2University of Surrey; 3Frome Valley Medical Centre
Correspondence: Clare Thomas
Trials 2017, 18(Suppl 1):P22 Results 100% of Keele CTU supported research activity involving general
practices has utilised the HIWG. The groups’ innovations assist to imple-
ment a robust, standardised and automated method of performing re-
search activity in primary care settings. Greater precision of sample
identification, reduced paperwork and increased efficiencies can be
achieved, assisting with the retention of research participants, resulting
in accessible interrogation and interpretation of research data. Conclusions The Expected Value of Sample Information (EVSI) quantifies the ex-
pected monetary value of a specific future trial. Theoretically, this
could be an important tool for trial design for two reasons. Firstly, it
would be possible to compare the monetary value of the trial directly
with its cost to determine whether the trial is worthwhile. More im-
portantly the EVSI could find the optimal trial design in terms of
monetary benefit by comparing the trial value and cost for different
trial designs. Results Our review provided further evidence that missing data was a com-
mon issue in trial-based CEA (median complete cases was 63%), and Trials 2017, 18(Suppl 1):200 Page 9 of 235 Page 9 of 235 that sensitivity analyses under MNAR assumptions were rarely con-
ducted (4%). During our discussions with stakeholders, the main bar-
rier identified were the lack of practical guidance and software code
to perform such analyses. We found that the pattern-mixture model
was a desirable approach in CEA because it frames the sensitivity
analysis in terms of differences between observed and missing data,
which is readily understood by the different stakeholders. We illus-
trated how this approach can be easily implemented with standard
missing data methods such as MI, and provided a framework for con-
ducting sensitivity analyses under a broad range of assumptions. This
framework also addressed the elicitation of the plausible missing
data mechanisms, and the reporting of results. Application to the
Ten Top Tips trial showed that results can be very sensitive to the as-
sumptions about the missing data. For example, the intervention was
likely to be cost-effective under the MAR assumption, but appear not
cost-effective for some of the MNAR scenarios. Background: Primary care infrastructure is complex and requires a
number of different strategies which are innovative, efficient and
transferable in order to successfully coordinate, recruit and retain
both sites and participants in primary care research. Background: Primary care infrastructure is complex and requires a
number of different strategies which are innovative, efficient and
transferable in order to successfully coordinate, recruit and retain
both sites and participants in primary care research. y
Keele CTU is a registered UKCRC CTU, specialising in the develop-
ment and delivery of both feasibility and definitive multicentre ran-
domised clinical trials, an increasing portfolio of Clinical Trials of
Investigational Medicinal Products (CTIMPs) and epidemiology stud-
ies in both primary care settings and at the secondary care interface. Keele CTU has a strong HI function, with over 12 years’ experience in
utilising primary care clinical systems and strong links with CRN WM. CRN WM is one of 15 clinical research delivery arms of the NHS. They
are responsible for ensuring the effective delivery of research within
the primary care infrastructure throughout the WM area. Methods Conclusions Missing data in CEA of clinical trials can result in misleading conclu-
sions. This study proposes an accessible framework to perform CEA
under a wide range of missing data assumptions, which will help fu-
ture studies provide more transparent and robust evidence to inform
decision-making. P20
Value of sample information as a tool in clinical trial design
Anna Heath, Gianluca Baio
University College London
Correspondence: Anna Heath
Trials 2017, 18(Suppl 1):P20 Biospecimen management system that streamlines processes and
reduces inherent challenges Biospecimen management system that streamlines processes and
reduces inherent challenges
Ella Zadorozny, David E. Hallam, Tamara Haller, Sharon M. Lawlor
University of Pittsburgh
Correspondence: Ella Zadorozny
Trials 2017, 18(Suppl 1):P23 g
Ella Zadorozny, David E. Hallam, Tamara Haller, Sharon M. Lawlor
University of Pittsburgh
Correspondence: Ella Zadorozny
Trials 2017, 18(Suppl 1):P23 We propose that a more targeted approach to drug re-supply will ad-
dress these issues by both reducing the volumes of drugs delivered to
sites and at the same time reducing the amount of drug wastage. Utilis-
ing the central trial database allows us to identify exactly which post-
randomisation visits are upcoming at each site and to assign deliveries
to sites based upon this. So, if a site had a run of equal treatment allo-
cations then our supply algorithm will dictate that drug supplies at this
site six months later be weighted accordingly rather than issuing equal
amounts of each drug to the site. Using this mechanism will help plan-
ners more easily determine how many drugs will be needed for a trial
and allow them to reduce the amount of contingency required and
hence reduce the costs of running a drug trial. Correspondence: Ella Zado
Trials 2017, 18(Suppl 1):P23 Developing procedures for biospecimen collection, processing, ship-
ping, and storage that yield high quality research samples and data
present many challenges in multi-center studies. Studies that require
real-time and batch shipments from clinical sites to numerous central
testing laboratories or biospecimen repositories increase the com-
plexities required to assure integrity of the biospecimens and related
data. The data management development team in the Epidemiology Data
Center (EDC), Graduate School of Public Health, at the University of
Pittsburgh has designed a web-based Sample Tracking System (STS) to
streamline sample tracking and shipping from point of collection to
testing laboratories and repositories. The system is flexible, scalable,
and can be customized easily to meet the needs of individual studies. Modules included in the STS are: entry and editing via barcode scan-
ner or keyboard, generation of shipping manifests, and receipt con-
firmation at the batch and sample level, with database audit trails for
all modules. Automated email notifications alert laboratory/repository
personnel of incoming shipments and clinical site personnel of ship-
ments received. Background Achieving and maintaining participant recruitment to clinical re-
search, and specifically, clinical trials in primary care, is known to be
challenging [1]. Experience gained from research supported by Keele
Clinical Trials Unit (CTU), shows that targeted Health Informatic (HI)
support early in the design phase of clinical trials may enhance the
conduct of research and improve recruitment and retention rates. A
collaborative approach involving Keele CTU and the NIHR Clinical Re-
search Network: West Midlands (CRN WM) in the use of HI has been
developed to embed clinical research within primary care settings. Page 10 of 235 Page 10 of 235 Page 10 of 235 Trials 2017, 18(Suppl 1):200 Methods and
laboratory/repository
personnel,
facilitating
smooth
study
startup. It was designed to accommodate unlimited clinical sites, la-
boratory/repository destinations, sample types, and samples/aliquots
with minimal setup time or expertise on the part of EDC data man-
agement personnel. Data management personnel use administrative
tools to define study name, site codes, sample types, sample names/
titles, sample states (e.g. Frozen, ambient), barcode formats, labora-
tory/repository names, and protocol timepoints, and to define the re-
lationships
among
samples,
studies,
sites,
and
laboratories/
repositories. Optional settings are provided for default volume, vol-
ume/unit (ml, μg, slide, image), minimum and maximum volume/
unit, and earliest sample date. There are options to initialize barcodes
in the database and then utilize initialized barcodes to provide vali-
dations (e.g. Site, participant ID, sample type, timepoint) at the time
of sample entry. At the time of receipt of shipments, the system al-
lows receiving personnel to resolve issues and input comments at
the batch or sample level. Automated searches were set up within the EPR system in the four
intervention practices. These were designed to collect consultation
data, such as the number and type of consultations and name of
consulting GP, for patients eligible for the Footprints in Primary Care
study. Information on study GP use of the BATHE technique, denoted
by the GP adding a pre-specified read-code to the EPR when they
had used the technique in consultations with study patients, were
also collected. These automated searches were run in the practices
every 6 weeks during the 12 month intervention period and anon-
ymised data emailed to the research team. Consultations data were
also collected for the same patients for the 12 months prior to the
start of the study to provide a baseline comparison. Biospecimen management system that streamlines processes and
reduces inherent challenges Claire Kerr, Mairi Warren
University of Glasgow
Correspondence: Claire Kerr
Trials 2017, 18(Suppl 1):P25 Background
The Robertson Centre for Biostatistics conducts and supports collab-
orative research in clinical trials through the design, conduct, analysis Results The collection of data from EPRs at regular time points allowed the
research team to monitor intervention delivery whilst the study was
ongoing. This included assessment of the extent to which continuity
of care had increased and the reach and dose of the BATHE consult-
ation technique i.e. with how many patients had BATHE been used
and on how many occasions. This made it possible for issues with
intervention delivery, such as the low uptake of the BATHE technique
amongst GPs or difficulty booking appointments with the named GP,
to be followed up with study practice staff. Individualised feedback
could also be provided to practices during top-up training sessions
with the aim of improving intervention delivery. Furthermore the
positive impact of these training sessions could be demonstrated by
looking at subsequent EPR data. The STS is in use on several EDC projects and has facilitated
biospecimen-related processes, reduced data management effort for
system setup, maintenance, and monitoring, streamlined site and la-
boratory/repository sample-related processes, and has improved real-
time validations and the quality of sample-related data. P24
A targeted approach to drug-supply in RCTs limits wastage and
can reduce costs. The experience of the MS-smart trial
Allan Walker, Moira Ross
University Of Edinburgh Clinical Trials Unit
Correspondence: Allan Walker
Trials 2017, 18(Suppl 1):P24 g
Conclusions Allan Walker, Moira Ross
University Of Edinburgh Clinical Trials Unit
Correspondence: Allan Walker
Trials 2017, 18(Suppl 1):P24 Within the Footprints in Primary Care study the use of data from eprs
has been important for monitoring intervention delivery, reach and
dose, in providing feedback to participating practice staff, and in
helping to select a maximum-variation sample of staff and patients
for interview. This information, alongside qualitative interview and
observational data, has been instrumental to our understanding of
the feasibility and acceptability of the intervention. This approach
however is not without its challenges and further consideration is
needed regarding how the process of data collection and the colla-
tion of feedback would be delivered on a larger scale or in real-world
implementation. The MS-Smart trial is a four-arm phase IIB randomised, double-blind
placebo controlled clinical trial comparing the efficacy of neuropro-
tective drugs in secondary progressive multiple sclerosis. g
y p
g
p
Treatment allocation is by minimisation without a site stratification
element. Participant follow up is over two years and each participant
has at least 6 post-randomisation clinic visits where trial drugs are
provided. The cost of the trial drugs is significant so all reasonable steps should
be taken to limit oversupply at site leading to drug wastage. pp y
g
g
g
Sending equal amounts of each of the four drugs to site pharmacies
leads to wastage as the treatment allocation method does not guaran-
tee a balance of allocated treatments among recruits at each site. In
addition, site pharmacies often have limited storage space and find it
difficult to accommodate deliveries of large volumes of trial drugs. Design Des g
The VA NEPHRON-D study was a multi-center, double blind, ran-
domized clinical trial to assess the effect of ACEI and ARB combined
vs. ARB alone on the progression of kidney disease in individuals
with diabetes and proteinuria. The safety endpoints of the trial in-
cluded serious adverse events (SAE), acute kidney injury (AKI),
hyperkalemia and mortality. A subset of the participants (~62%)
who enrolled in a long-term follow-up substudy were consented for
data collection via the EMR. For those participants with consent,
data accumulated in their medical records during the study period
were extracted from the VA Corporate Data Warehouse (CDW). We
accessed the CDW centrally, captured the safety data and com-
pared these records with those collected by the study personnel at
VA Medical Centers participating in the VA NEPHRON-D trial. This
assessment examines both general and study-specific safety end-
points, and more importantly, provides evidence for how to use ex-
tracted EMR data for documenting SAE and study outcomes in
futures studies. Methods Over the past 6 years the Centre, in consultation with staff, has cus-
tomised and developed an MS sharepoint site to manage key project
information and activities relating to clinical studies including: Project
planning and management; Change management; Document con-
trol; Study communication; Management reporting Automated solution for tracking electronic case report form
completion Elizabeth Hill, Joanna Illambas, Eddie Heath, Charlotte Friend,
Hassan Nawrozzadeh, Emma Hall, Claire Snowdon, Judith Bliss,
Rebecca Lewis The Institute of Cancer Research
Correspondence: Elizabeth Hill
Trials 2017, 18(Suppl 1):P26 Background The ICR-CTSU introduced electronic data capture (EDC) in 2012. This
necessitated development of a solution to automatically monitor
electronic case report form (ECRF) completion and track timely com-
pletion of ECRFs. Background Electronic medical records (EMRs) are now frequently used for col-
lecting patient-level data for clinical trials. With the Veterans Affairs
(VA) Healthcare System, EMR data have been widely used in clinical
trials to assess eligibility and facilitate referrals for recruitment, and
to conduct follow-up and safety monitoring. More recently, the EMR
is being used for point-of-care randomization trials and for conduct-
ing trials from central location. Despite the great potential efficiency
of using the EMR, it is of interest and importance to evaluate the in-
tegrity of data captured from the EMR through a centralized monitor-
ing algorithm without involvement of research personnel compared
to that collected by local investigators or coordinators under protocol
conditions. This investigation assesses the verification of safety data
collection. D
i The MS sharepoint site has been further developed to support: Func-
tional areas; Archival; Audit Management; Centre Communication;
Risk Management Result Hospital admission data were obtained from CDW's acute care,
extended care, and observational care records. Study-collected
SAEs were consolidated into a single hospital stay for comparison
with EMR records. A high level of matching was found using the
CDW to verify SAE reported during the active trial for hospital ad-
missions within the VA healthcare system. Hospitalization records
that were stored as scanned notes from non-VA admissions were
not included as CDW records, which is an issue that still needs to
be addressed for obtaining a more complete data collection. Also,
identifying individual SAEs during the same hospitalization stay
requires further investigation. AKI was a major safety endpoint in
the study. Different definitions of AKI based on ICD-9 codes and
change of creatinine during hospitalization were applied in the
CDW data searches. The search results varied significantly de-
pending on the AKI definition applied. Likewise, hyperkalemia
identified by the CDW laboratory datasets had some discrepan-
cies from the active trial setting where diagnosis of hyperkalemia
was a combination of potassium level and other clinical factors. Details of the comparisons for each safety endpoint will be
presented. A two part solution was developed: 1. Schedule forms were created within the EDC clinical database. These forms display details of ECRF expected and completed dates
per trial participant for every visit and form (dependent on the par-
ticipant’s treatment allocation and pathway within the trial). The ex-
pected date of each ECRF can be calculated from any date field
captured within the EDC system and is tailored as needed depending
on requirements for each individual ECRF. The ECRF completed date
uses a standard ECRF field “date form submitted”. As forms are com-
pleted by site staff, ECRF completion progress can be viewed in real-
time on the schedule forms. 2. An in-house C#.net Windows application was developed for use by
ICR-CTSU to read the schedule form data from the EDC system and
calculate ECRF compliance data as required. Compliance data can be
provided per trial to produce outstanding ECRF reports for provision
to site and to review ECRF response rates by form and participating
site. g
Conclusion
h MS sharepoint has been a key tool in providing a consistent ap-
proach to managing projects however, it has been recognised that
the system should continue to evolve in order to meet changing
regulatory and Centre requirements. The Centre continues to identify other areas where MS sharepoint
could be used to aid process and quality improvement. p
Challenges g
Prior to the introduction of EDC, sites posted paper CRFs to the ICR-
CTSU. Once received, CRFs were manually tracked onto an ICR-CTSU
legacy system which also provided CRF compliance reports. With the
introduction of EDC, a solution was required to record real-time com-
pletion of ECRFs within the EDC system and to calculate ECRF com-
pliance data for review and reporting purposes. S l
i Ascertaining study participant safety using centralized electronic
medical records in a clinical trial setting — lessons learned from
the veterans affairs NEPHRON-D trial Ascertaining study participant safety using centralized electronic
medical records in a clinical trial setting — lessons learned from
the veterans affairs NEPHRON-D trial Yuan Huang, Gary Johnson, Tassos Kyriakides, Jane H. Zhang
CSPCC, VA Connecticut Healthcare System West Haven; Yale University
Correspondence: Yuan Huang
Trials 2017, 18(Suppl 1):P27 Background The STS can be implemented as a stand-alone system or integrated
with a data management system. It is efficient in regard to database
setup and implementation and is user-friendly and intuitive for site Page 11 of 235 Trials 2017, 18(Suppl 1):200 assist trial staff at sites with monitoring expected ECRF completion
time points for individual trial subjects. assist trial staff at sites with monitoring expected ECRF completion
time points for individual trial subjects. and interpretation of clinical trials and other well conducted studies. The Centre’s staff consists of biostatisticians, database managers, soft-
ware developers, technicians, health informaticians, health econom-
ics, project managers and administrative staff contributing to some
120 clinical studies at present. Involvement in this volume of clinical
studies has led the Centre to identify a software solution to more ef-
fectively project manage our involvement in these studies whilst sup-
porting the requirements of the Centre’s internal Standard Operating
Procedures (sops) and Good Clinical Practice (GCP). and interpretation of clinical trials and other well conducted studies. The Centre’s staff consists of biostatisticians, database managers, soft-
ware developers, technicians, health informaticians, health econom-
ics, project managers and administrative staff contributing to some
120 clinical studies at present. Involvement in this volume of clinical
studies has led the Centre to identify a software solution to more ef-
fectively project manage our involvement in these studies whilst sup-
porting the requirements of the Centre’s internal Standard Operating
Procedures (sops) and Good Clinical Practice (GCP). P27
Ascertaining study participant safety using centralized electronic
medical records in a clinical trial setting — lessons learned from
the veterans affairs NEPHRON-D trial
Yuan Huang, Gary Johnson, Tassos Kyriakides, Jane H. Zhang
CSPCC, VA Connecticut Healthcare System West Haven; Yale University
Correspondence: Yuan Huang
Trials 2017, 18(Suppl 1):P27 P27
Ascertaining study participant safety using centralized electronic
medical records in a clinical trial setting — lessons learned from
the veterans affairs NEPHRON-D trial P28
Producing CDISC compliant data and metadata for regulatory
submissions William Stevens, Karl Wallendszus, Martin Landray
University of Oxford
Correspondence: William Stevens
Trials 2017, 18(Suppl 1):P28 Background There is numerous security measures that can be employed to safe-
guard online systems, however due to the complex layered architec-
ture of today’s applications there are various potential weak points. While following best practices should reduce the risk of malicious
parties gaining access to systems, often there are financial or bureau-
cratic obstacles to following best practices. Keeping all software and
hardware components maintained with current patches represents a
considerable amount of work and cost. Despite all this effort there is
always the potential of previously unknown zero day exploits being
discovered, new strains of malware being created and a dizzying
array of new ways to trick computer users into disclosing their cre-
dentials or granting access to third parties. An intrusion detection
system (IDS) monitors a network or systems for malicious activity or
policy violations. The use of an IDS, or combination of different IDS
systems are generally considered best practice. There are very di-
verse approaches to IDS implementation ranging from configurable
rule based systems to machine learning adaptive systems therefore it
can be advantageous to employ more than one IDS. An IDS is an im-
portant security tool however they are of limited use if a malicious
party compromises a system account and performs similar actions
e.g. Accessing the trial database. Worse still an IDS is entirely blind to
application level activity as most web applications utilise a single sys-
tem account to perform all actions. g
Steps
h The main tasks involved in producing these items are: −Assess how
collected data maps to SDTM datasets and outline this in annotated
case report forms (CRFs). - Decide which ADAM datasets are needed
for analysis, based on the Protocol and Data Analysis Plan. - Trans-
form SDTM data into relevant ADAM datasets. - Generate ‘define.xml’
metadata documents. - Validate all datasets and metadata, correcting
or documenting errors. - Produce guidance notes for the SDTM and
ADAM datasets. Background The purpose of the data-related components of an FDA regulatory
submission is to enable an FDA reviewer to understand the clinical
trial data that was collected, check the consistency of the data,
understand how analysis datasets were produced, and recreate se-
lected analyses. Our experience is based on using the Clinical Data Interchange Stan-
dards Consortium (CDISC) standards (http://www.cdisc.org/) for pre-
paring regulatory submissions for 3 trials totalling 65,000 randomized
participants. Study Data Tabulation Model (SDTM) datasets represent
trial data in a standardised form. Analysis Data Model (ADAM) data-
sets are derived from SDTM datasets, and represent data in a form
that is easy to analyse and report on. ‘define.xml’ documents contain
metadata for SDTM and ADAM datasets. Brief guidance notes accom-
pany the datasets, explaining anything that cannot be understood
using the metadata. How do you detect and deal with compromised EDC accounts?
William Aitchison, Sharon Kean, Jonathan Gibb Correspondence: William Aitchison
Trials 2017, 18(Suppl 1):P29 Correspondence: William Aitchison
Trials 2017, 18(Suppl 1):P29 Objective
The objective is to devise solution approaches given the scenario
where, despite all best security practises being employed there exists Conclusion This investigation identifies several factors that affect the quality of
EMR-mediated safety data collection compared to active study condi-
tions and establishes the importance of an additional level of clinical
review of EMR data. This solution provides a real-time automatic ECRF tracking system
that allows central review of ECRF compliance data as required. The
user-friendly schedule forms within the EDC clinical database also Trials 2017, 18(Suppl 1):200 Page 12 of 235 Page 12 of 235 P28
Producing CDISC compliant data and metadata for regulatory
submissions
William Stevens, Karl Wallendszus, Martin Landray
University of Oxford
Correspondence: William Stevens
Trials 2017, 18(Suppl 1):P28 P28
Producing CDISC compliant data and metadata for regulatory
submissions
William Stevens, Karl Wallendszus, Martin Landray
University of Oxford
Correspondence: William Stevens
Trials 2017, 18(Suppl 1):P28 the possibility that malicious parties could still gain access to some
element of the system architecture, how can systems be designed to
detect malicious activity by legitimate but compromised user, appli-
cation or system accounts? Furthermore the question - when mali-
cious activity is detected, what automated and external processes
should occur must be explored. Conclusion Bespoke, modular and light-weight tools were useful during the de-
velopment of our process for generating regulatory submission pack-
ages because these tools are rapidly adaptable. The automated test
suite helps prevent changes from having unanticipated conse-
quences. From the perspective of programming and data modelling,
the CDISC standards have some limitations which could be readily
addressed in future versions of the standards. A review of the essentials and pitfalls of the Lugano classification
in malignant lymphoma trials g
y
p
Dewen Yang, David Raunig
ICON Clinical Research
Correspondence: Dewen Yang
Trials 2017, 18(Suppl 1):P30 The core language has a small codebase (approx. 2000 lines of code)
and few non-standard dependencies. Most of the functionality of the
system
is
expressed
in
well-documented
parameterized
units
(approx. 4000 lines of code). An automated test suite (approx. 4000
lines of code) verifies the functionality of each unit. Correspondence: Dewen Y
Trials 2017, 18(Suppl 1):P30 Correspondence: Dewen Y
Trials 2017, 18(Suppl 1):P30 To facilitate the comparison of patients and results by providing a
standardized guidance on how data should be analyzed for therapy,
response criteria for non-Hodgkin lymphoma (NHL) were published
in 1999 by an international working group (IWG). The revision for
both NHL and Hodgkin lymphoma (HL) was published in 2007 to in-
corporate PET and bone marrow biopsy in response assessment. After years of experience with the 2007 criteria and recognizing the
imaging technique progress, the 2nd revision called the Lugano clas-
sification was published in 2014 to assess lymphoma therapeutic re-
sponse in clinical trials. The Lugano guidelines have enhanced
interpretation of CT assessment, imaging schedules, and PET scoring
implications, rules for handling missing anatomy and challenging
scenarios for the given therapeutic under investigation. The Lugano
classification provides a renewed opportunity to guide lymphoma
diagnosis and clinical management based on imaging findings. The
new criteria also have been increasingly adopted in many lymphoma
trials since its publication. Nevertheless, certain aspects of the new
criteria lack sufficient detail for explicit interpretation and a few fea-
tures open to potential pitfalls which need particular attention and
further discussion. For instance, the five-point scale (5-PS) for FDG-
PET assessment was incorporated to evaluate tumor metabolic re-
sponse assessment in FDG-avid lymphoma types, but the 5-PS, Method We propose integrating simple IDS methods into the application and
database layers. By identifying simple activity rules to identify un-
usual usage the application and database can react in an appropriate
manner based on the associated level of risk. Conclusion We use bespoke software tools for these steps (except validation,
which is performed using industry standard software). SDTM and ADAM datasets are stored in a relational database. Data-
sets are defined and produced using a domain-specific language that
permits XML elements to be associated with parameterized units of
software which generally perform SQL code generation (which can
be executed to perform a data transformation), but which may also
do other things, such as the generation of documents. Some exam-
ples are: −Conversion of units for a defined set of lab results, while
checking that there are no unexpected combinations of lab test and
units. - Estimating dates from partial dates and upper and lower
limits. - Generating CDISC define.xml documents. The authors will present an overview of IDS style methods suitable to
clinical EDC systems, how to implement them and how to structure a
framework for responding to them. P31
Will you walk a little faster? - joining the database development
dance
1
2
2
2 Will you walk a little faster? - joining the database development
dance
1
2
2
2 Writing of a manuscript, abstract, or other document in a research
environment is a collaborative effort which oftentimes involves indi-
viduals from academia, industry, and government agencies. Topics
are proposed and must be managed according to study timelines
and may require considerable time and resources to track over the
course of a study. The data management development team in the
Epidemiology Data Center (EDC), Graduate School of Public Health,
at the University of Pittsburgh has designed a web-based Presenta-
tions and Publications System (PNP) to streamline work flow, provide
a repository for completed works, and facilitate tracking and report-
ing of the presentation and publication process. Correspondence: Mary Rauchenberger
Trials 2017, 18(Suppl 1):P31 Problem Trialists often feel that the release of a validated database is a limit-
ing factor in the timeline of opening a clinical trial. There is an inher-
ent tension between (i) the desire to be able to change requirements
(such as Case Report Forms, eligibility and validation checks) as late
as possible and (ii) the need for those requirements to be finalised
early on so that development and testing can take place. We will de-
scribe several approaches we have taken to address this dilemma. These focus initially on technical solutions, using our bespoke clinical
data management system, developed using MS SQL Server and.NET. We will then expand to look at how these can be enhanced with
process changes. This has led to a culture change resulting in much
wider participation in the database development project, a livelier
dance with more partners on the dancefloor. g
p
p
p
The system is comprised of a Pre-proposal module, which allows
users to quickly enter potential topics, and a Proposal module, which
begins when a more fully developed topic is submitted. g
y
The Pre-Proposal module facilitates sharing topic ideas and allows
topics to be ranked and prioritized. Potential collaborators use this
module to indicate an interest in participating in a writing group. Ap-
proved topics are moved into the Proposal module for development
into an abstract, manuscript or preliminary analysis proposal. The Proposal module is used to submit a more detailed description
of the topic, set priorities for the proposal, and track and manage
the activities and content. The main page of the Proposal module
provides access to all abstracts, manuscripts, and grant proposals
submitted for the project and contains key information such as the
status of the proposal and the latest activity. Proposals are managed
via a tracking page, which has tabs for the submitted proposal form,
summary information (e.g. Stage and status of the proposal), detailed
proposal tracking activities, and a reference library. Proposal activities
are grouped into pre-defined categories (e.g. Writing group, re-
viewers, scientific meetings, and journals); these categories are also
available as individual tabs to allow reporting all manuscripts in a
particular category. Objective Objective
The objective is to devise solution approaches given the scenario
where, despite all best security practises being employed there exists Trials 2017, 18(Suppl 1):200 Trials 2017, 18(Suppl 1):200 Page 13 of 235 Page 13 of 235 copied from Deauville criteria, relies on a vague description of quali-
tatively assessing “Change of the hottest lesion” And no definitive
guidance on “Significant change in FDG uptake”; moderately/mark-
edly higher than liver or whether quantitative uptake measurements
are allowed as the cut-off reference for the score 4 or 5; beside of
the imaging scan window, imaging findings on CT and FDG PET-CT
can be rarely conflicting. In addition, progressive disease with regard
to splenomegaly assesses response with regard to both the baseline
and to ‘prior increase’ which, if interpreted one way, can lead to ex-
treme enlargement without progression. On the other hand, spleno-
megaly can be caused by lymphoma-unrelated causes such as portal
hypertension or use of hematoietic growth factors which make a
question if splenomegaly alone can be used to define the progres-
sive disease. To provide the most accurate assessment of response to
therapeutic intervention, it is essential that trial oncologists and radi-
ologists not only have a tangible understanding of the Lugano Classi-
fication, but also proper insight into the practical limitations of the
criteria. We will review the essential elements and provide few exam-
ples to illustrate the limitations and ambiguity that can arise from dif-
ferent interpretations of the Lugano classification. Furthermore, some
suggestions will be made to stimulate further improvement in clinical
trial settings. copied from Deauville criteria, relies on a vague description of quali-
tatively assessing “Change of the hottest lesion” And no definitive
guidance on “Significant change in FDG uptake”; moderately/mark-
edly higher than liver or whether quantitative uptake measurements
are allowed as the cut-off reference for the score 4 or 5; beside of
the imaging scan window, imaging findings on CT and FDG PET-CT
can be rarely conflicting. In addition, progressive disease with regard
to splenomegaly assesses response with regard to both the baseline
and to ‘prior increase’ which, if interpreted one way, can lead to ex-
treme enlargement without progression. On the other hand, spleno-
megaly can be caused by lymphoma-unrelated causes such as portal
hypertension or use of hematoietic growth factors which make a
question if splenomegaly alone can be used to define the progres-
sive disease. Objective To provide the most accurate assessment of response to
therapeutic intervention, it is essential that trial oncologists and radi-
ologists not only have a tangible understanding of the Lugano Classi-
fication, but also proper insight into the practical limitations of the
criteria. We will review the essential elements and provide few exam-
ples to illustrate the limitations and ambiguity that can arise from dif-
ferent interpretations of the Lugano classification. Furthermore, some
suggestions will be made to stimulate further improvement in clinical
trial settings. development and encourage ownership. Rapid coding approaches,
using group sessions and peer review, and group testing sessions,
implementing fixes in real-time, have also been implemented to ac-
celerate progress. The more agile dance is now perhaps a casual
group samba, involving developers, data managers, data scientists,
and business analysts. Di
i Discussion Ultimately though, there is a limit to how fast you can dance. The
culture change needed requires much earlier penetration into the
trial project timeline, looking at team resourcing and key decision
timepoints. Involving the database team at the earliest stages helps
with understanding how the proposed trial flow can best be imple-
mented, and with prioritisation of agreements needed for timely de-
livery of the validated database. The dance becomes a unit-wide
quadrille, with multiple partners and movements. Or, maybe more
appropriately for this conference, a ceilidh! P32
Presentation and publication system (PNP): a tool to facilitate
efficient tracking and reporting of the presentation and
publication process
Tamara Haller, David E. Hallam, Sharon M. Lawlor, Ella Zadorozny
University of Pittsburgh
Correspondence: Tamara Haller
Trials 2017, 18(Suppl 1):P32 Tamara Haller, David E. Hallam, Sharon M. Lawlor, Ella Zadorozny
University of Pittsburgh
Correspondence: Tamara Haller
Trials 2017, 18(Suppl 1):P32 Correspondence: Tamara Hall
Trials 2017, 18(Suppl 1):P32 P31
Will you walk a little faster? - joining the database development
dance
Mary Rauchenberger1, Kenneth Babigumira2, Chiara Borg2, Emma Little2,
Nancy Tappenden2, Matthew R. Sydes2, Nadine Van Looy2
1MRC Clinical Trials Unit at UCL, Institute of Clinical Trials and
Methodology, UCL, London, UK; 2MRC London Hub for Trials
Methodology Research, London, UK
Correspondence: Mary Rauchenberger
Trials 2017, 18(Suppl 1):P31 Our approach The technical solution concentrates on auto-generation. In our
model, Excel is used to document the user requirements as meta-
data. This allows users to engage with a familiar tool to specify con-
ditions in a structured method. Once reviewed and finalised, the
spreadsheet is uploaded into the database and the metadata is used
to generate the database tables, triggers and procedures that pro-
vide the necessary functionality (such as audit trail, query generation,
etc.). The metadata also provides the input to a customised code
generator which produces the front-end code for data entry screens
and validations. Common code modules and standard field names
produce a consistent interface, with core functionality and generic el-
ements that can be easily reused across projects. The tempo of the
dance for the database developers moves from a waltz to a quick-
step. We have also looked at development methodology, moving
away from waterfall approaches and adopting elements of agile pro-
ject management and development into our processes. Key to this is
the phased approach, concentrating on what needs to be included
in the initial release and keeping to firm release dates, prioritising
the product backlog for each release. Self-organising teams, feasible
in larger trials units, bring more resource to a project at critical
timepoints. Workshops with the trial team help with metadata The PNP system was designed to allow the user to quickly configure
the system based on the study’s requirements through a set-up wiz-
ard. The wizard does not require that all elements be pre-defined,
but allows the users to configure the system throughout the process. Reports created in Crystal Reports or SAS are supported by the PNP
system and allow the users to create customized reports at the pro-
ject and proposal level. Access to the PNP system is restricted ac-
cording to a user’s project role and permissions assigned. In summary, the PNP system is a tool that can help to organize the
process of writing a manuscript, abstract, or research grant while re-
ducing the personnel time and effort needed for communication and
coordination among the collaborators. In summary, the PNP system is a tool that can help to organize the
process of writing a manuscript, abstract, or research grant while re-
ducing the personnel time and effort needed for communication and
coordination among the collaborators. Page 14 of 235 Trials 2017, 18(Suppl 1):200 Page 14 of 235 Background The NIHR (National Institute for Health Research) is the research arm
of the NHS and is the most integrated clinical research system in the
world. It invests about one percent of the NHSD budget in research
to improve the health and wealth of the nation. 1University of Bristol; 2Ulster University; 3Institute of Clinical Trials and
Methodology Correspondence: Alex Nicolson
Trials 2017, 18(Suppl 1):P33 The NIHR funds the RDS (Research Design Service) to provide design
and methodological support to health and social care researchers
across England to develop grant applications to the NIHR (Programme
Grants for Applied Research, Research for Patient Benefit, Health Tech-
nology Assessment, Public Health Research, Invention for Innovations,
Health Services and Delivery Research etc.) And other national peer-
reviewed funding programmes. NIHR research design service
Mark Mullee
University of Southampton
Trials 2017, 18(Suppl 1):P34 Alex Nicolson1, Anne Daykin1, Karen Coulman1, Clare Clement1,
Helen Cramer1, Carrol Gamble1, Rhiannon Macefield1, Sharon
McCann1, Gillian W. Shorter2, Mathew R. Sydes3 More than the emperor’s new clothes: enhancing meaningful
patient and public involvement in trial oversight committees
through qualitative research with eight clinical trials facing
challenges More than the emperor’s new clothes: enhancing meaningful
patient and public involvement in trial oversight committees
through qualitative research with eight clinical trials facing
challenges NIHR research design service
Mark Mullee
University of Southampton
Trials 2017, 18(Suppl 1):P34 Public involvement in research The RDS has been at the forefront of the NIHR drive to ensure that
members of the public play an important role in developing success-
ful grant applications. The RDS has been particularly active and pio-
neering in the area of Public Involvement, from design of the
research study through to dissemination of research findings. The RDS recently worked in partnership with the Wessex Institute,
University of Southampton on a successful bid to host INVOLVE
(funded by NIHR to support active public involvement in research). The expertise and regional networks of the RDS were recognised as
an important component of the partnership. NIHR RDS metrics
h
l Analysis revealed the importance interviewees placed on the role
of PPI to provide a patient voice within trial oversight. PPI was gen-
erally favoured within TOCs, but several tensions arose relating to
meaningful PPI implementation at TSC and TMG levels. Lack of clar-
ity about what PPI is and whether it was needed led to inclusion of
those representatives who, perhaps, were not best equipped with
the appropriate skills, experience and attributes. Representatives
who lacked detailed knowledge or familiarity with trial method-
ology and technical language found it difficult to understand and
contribute to meetings. Interviewees felt it was important when
selecting representatives to consider whether they truly had em-
pathy for the trial population or had possible ‘hidden agendas’. Consideration of PPI representatives’ commitments and circum-
stance outside of trial oversight was important for ongoing engage-
ment and attendance. Participants saw a need for training and or
mentoring of PPI representatives to foster appropriate involvement
and contribution. However, there was no clear consensus of who
was or should be responsible for enabling or providing such train-
ing and support. The RDS remit includes increasing the quality and quantity of re-
search applications. Since 2009, the RDS has supported: The RDS remit includes increasing the quality and quantity of re-
search applications. Since 2009, the RDS has supported:
17,949 projects, 2,705 outline applications submitted with 1,111
shortlisted (43% success rate), 6,432 full applications submitted with
2,209 funded (36% success rate). search applications. Since 2009, the RDS has supported:
17,949 projects, 2,705 outline applications submitted with 1,111
shortlisted (43% success rate), 6,432 full applications submitted with
2,209 funded (36% success rate). The RDS also provides triage for under-prepared or misplaced fund-
ing applications. Thus, reducing waste in terms of the time and re-
source used by NIHR funding programmes to review poor quality
applications. pp
One NIHR The RDS is recognised as the ‘local face of the NIHR’. It has become
an intermediary between national NIHR structures (Collaboration for
Leadership in Applied Health Research and Care (CLAHRC), Clinical
Research Networks, Clinical Trials Units, Biomedical Research Centres
and NHS Trust R&D etc.) and local investigators and organisations. The RDS is recognised as the ‘local face of the NIHR’. It has become
an intermediary between national NIHR structures (Collaboration for
Leadership in Applied Health Research and Care (CLAHRC), Clinical
Research Networks, Clinical Trials Units, Biomedical Research Centres
and NHS Trust R&D etc.) and local investigators and organisations. The RDS has often facilitated local partnerships, to pursue ‘One NIHR’. It has brought together various components of the NIHR at local and
regional levels, to share good practice, look for efficiencies of delivery
and to enable investigators and organisations to have a more
streamlined access to support and advice. The RDS has often facilitated local partnerships, to pursue ‘One NIHR’. It has brought together various components of the NIHR at local and
regional levels, to share good practice, look for efficiencies of delivery
and to enable investigators and organisations to have a more
streamlined access to support and advice. g
pp
Conclusion To truly enable PPI representatives to speak on behalf of patient or
public voice and ensure meaningful contributions of such represen-
tatives within trial oversight, more thought needs to be given to de-
signing the involvement of PPI in TOCs. This includes clarification
around roles and what would constitute optimal involvement at dif-
ferent oversight levels and stages of trials. To ensure ongoing worth-
while PPI, training and support needs of contributors needs to be
reflected upon and provided, and consideration needs to be given to
PPI selection and TOC meeting conduct to ensure attendance and
engagement is maintained. Background The value of Patient and Public Involvement (PPI) in trial oversight is
increasingly recognised; at present it is a requirement for most UK re-
search funding bodies to involve PPI members in Trial Oversight
Committees (TOCs) including Trial Steering Committees (TSCs) and
Trial Management Groups (TMGs). However, there is little evidence-
based guidance to optimise their roles and inputs. The actions and
experiences of TOC members including PPI representatives were cap-
tured to inform recommendations about enhancing PPI contribution
to trial oversight. This was carried out within the context of a larger
multi-method study which aimed to explore the role and function of
TOCs, and their contribution to trial conduct. h d The RDS is a national service delivered by ten regions covering England. NIHR RDS (research design service) expertise Methodological advice is provided to researchers by teams of Ad-
visers
whose
expertise
includes
statistics,
qualitative
research
methods, health economics, systematic reviews, health psychology
and behavioural science. The RDS has an important role in referring individuals to appropriate
sources of advice, outside of the RDS, where appropriate. For ex-
ample, referrals to those with specialist expertise in intellectual prop-
erty or to a local Clinical Research Network for practical help in
identifying and recruiting patients to studies. TOC meetings of eight large phase III UK trials that were undergoing
challenges (e.g. Recruitment issues, protocol deviation or amend-
ments) were observed by a qualitative researcher and audio-
recorded. Interviews explored PPI in interviewees’ trials and where
they thought PPI contributors were best placed. PPI representatives
also reflected on their personal experience of TOC meetings, their
understanding of their roles and how they felt they had influenced
trial conduct. Data (meeting transcripts, field notes and interview
transcripts) was analysed thematically using techniques of constant
comparison. Public involvement in research p
Results Seven TSC and six TMGs (n = 13) were observed and six of the meet-
ings had PPI present (3 TSC, 3 TMG). Sixty-six semi-structured inter-
views were carried out with fifty-two members of these TOCs which
included three PPI representatives. NIHR RDS metrics Methods Different level of efforts including government, society, university, and
industry have been devoted to increasing the number of “qualified”
biostatisticians in Japan, and in October 2016, Japan Agency for Med-
ical Research and Development (AMED) have decided to fund the two
universities, Kyoto University (KU) and University of Tokyo to develop a
new program for training the next generation biostatisticians with em-
phasis in clinical trials, under the public and private partnership with
the Japan Pharmaceutical Manufacturers Association (JPMA). Each of
two universities formed the alliance to develop the program: KU with
KU Hospital and National Cerebral and Cardiovascular Center (NCVC),
and UT with UT Hospital and National Cancer Center. A 16-item questionnaire assessing signs, symptoms and interventions
potentially indicative of SSI was developed using standard methods. Patients undergoing general abdominal surgery and women under-
going caesarean section were recruited from three UK hospital trusts. Participants were sent the new questionnaire to complete approxi-
mately 30 days after surgery and return by post (self-assessment). Short “debriefing” questions to assess ease of completion were in-
cluded. Healthcare professionals attempted to contact participants
approximately 30–35 days after surgery and complete the new ques-
tionnaire via telephone (observer assessment). A proportion of partic-
ipants (limited by study resources) were seen face-to-face 4–8 weeks
after surgery and classified as having an SSI or not using the Center
for Disease Control (CDC) classifications for wound infection (refer-
ence standard). These assessors were blinded to participants’ self-
assessment and observer assessment. Analyses, which are ongoing,
will: 1) compare participant (self-assessment) and healthcare profes-
sional (observer assessment) responses, 2) examine the sensitivity of
the questionnaire for identifying symptoms compared to similar cri-
teria in the reference standard, 3) test a clinician-lead hypothesised
scale structure and scoring system for determining SSI outcome, 4)
examine the discriminative ability of the questionnaire to identify po-
tential SSI “problems” Using a set of receiver operating characteristic
(ROC) curves and 5) assess the reliability of the questionnaire. Results In this presentation, we briefly review the current issues in MPH-level
biostatistical education and training in Japan, and outline our plan and
activities for developing the educational and training program for the
next generation biostatisticians. Assessing the impact of a funder’s recommendation on
consideration and uptake of core outcome sets in funding
applications
1
1
2 P37
Clinical and psychometric validation of a new outcome measure:
methods to assess measurement properties in the absence of a
'gold' standard
Rhiannon Macefield, on behalf of the Bluebelle Study Group
University of Bristol
Correspondence: Rhiannon Macefield
Trials 2017, 18(Suppl 1):P37 P37
Clinical and psychometric validation of a new outcome measure:
methods to assess measurement properties in the absence of a
'gold' standard
Rhiannon Macefield, on behalf of the Bluebelle Study Group
University of Bristol
Correspondence: Rhiannon Macefield
Trials 2017, 18(Suppl 1):P37 Karen Barnes1, Jamie J. Kirkham1, Mike Clarke2, Paula R. Williamson1
1University of Liverpool; 2Queen’s University Belfast
Correspondence: Karen Barnes
Trials 2017, 18(Suppl 1):P38 Karen Barnes1, Jamie J. Kirkham1, Mike Clarke2, Paula R. Williamson1
1University of Liverpool; 2Queen’s University Belfast Correspondence: Karen Barnes
Trials 2017, 18(Suppl 1):P38 Conclusion Examination of the clinical validity and measurement properties of a
new SSI outcome measure is ongoing. Different thresholds for SSI
“problem” scores may be needed when assessments are made by
participants or healthcare professionals. Qualitative work to further
understand the difference in agreement between participant and
healthcare professional reports of symptoms would be beneficial. P35 P35
A program for training the next generation of biostatisticians in
japan: developing on-the-job training at NCVC
Toshimitsu Hamasaki1, Haruko Yamamoto1, Shiro Tanaka2, T. Shun Sato2
1National Cerebral and Cardiovascular Center; 2Kyoto University School
of Public Health
Correspondence: Toshimitsu Hamasaki
Trials 2017, 18(Suppl 1):P35 A program for training the next generation of biostat
japan: developing on-the-job training at NCVC
1
1
2 j p
p
g
j
g
Toshimitsu Hamasaki1, Haruko Yamamoto1, Shiro Tanaka2, T. Shun Sato2
1National Cerebral and Cardiovascular Center; 2Kyoto University School
of Public Health Correspondence: Toshimitsu Hamasaki
Trials 2017, 18(Suppl 1):P35 Correspondence: Toshimitsu Hamasaki
Trials 2017, 18(Suppl 1):P35 Page 15 of 235 Page 15 of 235 Trials 2017, 18(Suppl 1):200 Statistical contributions to clinical trials and medical product devel-
opment have been well-recognized in Japan since the ICH-E9 guide-
line “Statistical Principles for Clinical Trials” Was implemented in
1998, where the guideline helped trigger the revelation that there is
a shortage of qualified statisticians who can comprehend and imple-
ment the principles outlined in the guideline and improve the quality
and integrity of the trials being conducted. Although the number of
educational programs for Master and phd level biostatisticians at uni-
versities have been greatly increased during the last two decades, at
this period, the supply of new graduates in biostatistics in Japan is
relatively steady while the demand is increased dramatically. over a certain threshold can be interpreted as clinically meaningful
or “problematic”. Standard methods to identify such thresholds re-
quire an established reference standard and the use of receiver oper-
ating characteristic
(ROC) curves. We have developed
a new
questionnaire to assess wounds for surgical site infection (SSI), with a
view to it being used as an outcome measure in a future trial. Valid-
ation, however, is challenging because the diagnostic accuracy of the
established reference standard is imperfect and estimates of sensitiv-
ity and specificity may therefore be biased. The aim of this study is
to explore the clinical validity and measurement properties of the
new measure in the absence of a “gold” standard. Methods over a certain threshold can be interpreted as clinically meaningful
or “problematic”. Standard methods to identify such thresholds re-
quire an established reference standard and the use of receiver oper-
ating characteristic
(ROC) curves. Methods Our developed program is very unique
to combine the two learning approach to gain skill and knowledge of
clinical trials-related biostatistics: learnings (i) by being taught, by study-
ing it, or by researching it through structured courses/modules at KU
School of Public Health and (ii) by experiencing it in practical situations
(i.e., On-the-Job (OJT) Training) at KU Hospital or NCVC. We describe
our developed OJT training program at NCVC. P36
Efficient group-sequential designs for monitoring two time-to-event
outcomes in clinical trials
Toshimitsu Hamasaki1, Koko Asakura1, Tomoyuki Sugimoto2, Scott R. Evans3,
Haruko Yamamoto1, Chin-Fu Hsiao4
1National Cerebral and Cardiovascular Center; 2Kagoshima University;
3Harvard T.H. Chan School of Public Health; 4National Health Research
Institutes
Correspondence: Toshimitsu Hamasaki
Trials 2017, 18(Suppl 1):P36 36
Efficient group-sequential designs for monitoring two time-to-event
outcomes in clinical trials
1
1
2
3 416 participants were recruited. Participants completed and returned
300/414 (72.5%) questionnaires (self-assessments). Healthcare profes-
sionals successfully contacted 306/414 (73.9%) participants and com-
pleted questionnaires via telephone (observer assessments). Face to
face assessments were made for 115 (27.7%) participants (reference
standard). Participants found the questionnaire quick and straightfor-
ward to complete, with few missing data. Initial analyses of partici-
pant and healthcare professional responses show that symptoms are
reported a little more severe in self-assessments compared to obser-
ver assessments; a consistent trend observed for all eight symptom-
related items. Other planned analyses are ongoing, pending add-
itional data from a pilot RCT where all participants (n = 330) were
scheduled to receive a reference standard assessment. C
l
i Correspondence: Toshimitsu Hamasaki
Trials 2017, 18(Suppl 1):P36 We discuss logrank test-based methods for early efficacy or futility
evaluation in group-sequential clinical trials designed to compare
two interventions using two time-to-event outcomes. We consider
three typical situations (1) both events are non-composite and non-
fatal, (2) both events are non-composite but one event is fatal, and
(3) one event is composite but other is fatal and non-composite. We
outline strategies for rejecting the null hypothesis associated with
two inferential goals, evaluating if a test intervention is superior to a
control intervention on: (1) both outcomes (multiple co-primary end-
points: MCPE), and (2) at least one outcome (multiple primary end-
points: MPE). We provide an example to illustrate the methods and
discuss practical considerations when designing these trials. Background Background
Patients’ health outcomes and experiences are often measured using
validated questionnaires. Responses are usually scored and values P35 We have developed
a new
questionnaire to assess wounds for surgical site infection (SSI), with a
view to it being used as an outcome measure in a future trial. Valid-
ation, however, is challenging because the diagnostic accuracy of the
established reference standard is imperfect and estimates of sensitiv-
ity and specificity may therefore be biased. The aim of this study is
to explore the clinical validity and measurement properties of the
new measure in the absence of a “gold” standard. Methods Background g
A systematic review published in 2014 [1] identified 198 published
core outcome sets (COS) and a recent update found that this figure
had increased to 227 by the end of that year [2]. The details of these Trials 2017, 18(Suppl 1):200 Page 16 of 235 Page 16 of 235 COS, along with others that are planned and in development, are re-
corded in the COMET (Core Outcome Measures in Effectiveness Tri-
als) database. As the number of COS grows, it is important to assess
their uptake by clinical trialists because the continued development
of COS, without their implementation, could add to waste in re-
search, and would mean that those using the results of trials to make
decisions about healthcare will not realise the benefits that using
COS can provide. Methods and results All published articles reporting at least one short-term composite
outcome assessed within three months of cardiac surgery were
identified. One hundred and fifty four papers were identified,
reporting 166 composite outcomes; 64 different adverse events
were included across the composite outcomes. Death was a com-
ponent in the majority of composites (135/166, 81%), as were
cerebrovascular events (105/166, 63%), myocardial infarction (MI)
(81/166, 49%), renal failure/acute kidney injury (AKI) (78/166, 47%)
and reoperation/revascularisation (42/166, 25%). Two “established”
composite outcomes were identified in the review, Major Adverse
Cardiac Events (MACE) and Major Adverse Cardiac and Cerebro-
vascular Events (MACCE), but the definitions for both differed
across studies. Assuming MACCE includes death, cerebrovascular
events, MI and reoperation/revascularisation, 16/166 composites
included these four components; 12 of these 16 also included
other adverse events, suggesting that the currently used compos-
ite outcomes are based on, but not restricted to, existing MACCE
definitions. Other adverse events that were commonly included
together in composite outcomes were renal failure and death/
cerebrovascular event, and prolonged ventilation and death/cere-
brovascular event. Analysis Following extraction of the above data, the following analysis will be
performed: – Assessment of the number and proportion of NIHR HTA
applications referencing the COMET database or a COS
published in the COMET database pp
g
published in the COMET database – Assessment of the number and proportion of NIHR HTA
applications using a COS, if one exists, in their research Results and Conclusions Results and Conclusions Results and conclusions will be presented following examination
of all funded and non-funded applications to the NIHR HTA
researcher-led, commissioned and themed call funding streams
from January 2012 to December 2015 (n = 281). The sample con-
sists of applications for both randomised trials (n = 189) and evi-
dence syntheses (n = 92). Method The completed application form and detailed project description of
each NIHR HTA application will be examined for: Evidence that the COMET database had been searched to establish
whether or not a COS exists
Reference to a COS study published in the COMET database
Evidence that a COS was included in the application if one exists
Evidence that a COS was not included in the application where
one exists Evidence that the COMET database had been searched to establish
whether or not a COS exists Reference to a COS study published in the COMET database
E id
h
COS
i
l d d i
h
li
i
if
i Reference to a COS study published in the COMET database
Evidence that a COS was included in the application if one exists Reference to a COS study published in the COMET database
Evidence that a COS was included in the application if one exists Evidence that a COS was not included in the application where
one exists Reasons given for not including a COS where one exists Reasons given for not including a COS where one exists Reasons given for not including a COS where one exists
Rationale for outcome choice in the absence of a COS Rationale for outcome choice in the absence of a COS The majority of composite outcomes were binary outcomes (any
event vs. none) that gave equal importance to all components. Two studies investigated the relative weighting assigned to ad-
verse events in MACCE, both among patients and one among
trialists, and reported that respondents assigned different weight-
ings to each of the adverse events within the composite. Differ-
ences between the weightings assigned by patients and clinical
trialists were also reported, with patients rating MI and stroke the
same as or worse than death, but trialists rating death as the most
severe. Background Composite outcomes are often reported in randomised controlled tri-
als, particularly for safety endpoints. Use of a composite endpoint
can allow a study to provide information about safety when the rates
of component adverse events are low, but risks aggregating events
that are not affected by the intervention. We undertook a literature
review to explore the variability in composite outcomes used in car-
diac surgery studies, to inform the development of an objective
measure of recovery. p
In January 2012 the guidance for NIHR HTA funding recommended
‘details should include justification of the use of outcome measures
where a legitimate choice exists between alternatives. Where estab-
lished Core Outcomes exist they should be included amongst the list
of outcomes unless there is good reason to do otherwise. Please see
The COMET Initiative website at www.comet-initiative.org to identify
whether Core Outcomes have been established.’ This study will as-
sess the extent to which this recommendation has been followed by
NIHR HTA applicants from January 2012, when the recommendation
was introduced, to December 2015. References [1] Gargon E, et al. Choosing important health outcomes for comparative
effectiveness research: a systematic review. Plos ONE 2014; 9: e99111. [2] Gorst SL, et al. Choosing important health outcomes for comparative
effectiveness research: an updated review and user survey. Plos ONE
2016; 11: e0146444. [2] Gorst SL, et al. Choosing important health outcomes for comparative
effectiveness research: an updated review and user survey. Plos ONE
2016; 11: e0146444. P40
Evaluation of interventions for informed consent for randomised
controlled trials (ELICIT): results from a systematic review and
interviews towards developing a core outcome set
Katie Gillies1, Heidi Gardner1, Alex Duthie1, Cynthia Fraser1, Vikki Entwistle1,
Shaun Treweek1, Paula Williamson2, Marion Campbell1
1University of Aberdeen; 2Liverpool University
Correspondence: Katie Gillies
Trials 2017, 18(Suppl 1):P40 Discussion These assessments will be used to draw conclusions about the po-
tential impact on the use of COS of a research funder’s recommenda-
tion about their use. This review has highlighted the variability in the way composite
outcomes for cardiac surgery studies have been defined. The
range of events included supports the need for the development
of a composite outcome including a range of adverse events to
give a more complete picture of recovery. Furthermore, these
findings support the need for composite outcomes to incorporate
weightings, particularly when adverse events differ in their impact
on patient recovery, and for the views of both patients and clini-
cians to be considered when assessing the relative importance of
different adverse events if the composite outcome is intended to
give an overall assessment of recovery. Variation was seen in the
definitions used for some events (e.g. renal failure) across studies;
there is a need for consistent definitions to be agreed to aid syn-
thesis of results from different cardiac surgery studies in meta-
analyses. Results A total of 9375 participants were requested to complete diary cards over
the three time periods. Generally, diaries were well completed with 69%
of participants completing all four diaries, and 83% completing at least
one diary card. Completion rates were consistent across each of the three
time intervals. There was a small but statistically significant increase in the
proportion of people not returning a diary over the three successive time
periods (p < 0.001). Those allocated to complete diary cards were more
likely to withdraw from follow-up questionnaires than those not allocated
to complete diaries in the same 4 month period. This was a small but con-
sistent effect over the entire study (difference in rates of ~2%). In those
participants who returned all diary cards and a corresponding question-
naire, falls were underreported in the questionnaire. People who returned
no diaries were older, had poorer levels of physical and mental health,
and had poorer cognitive function as well as a higher number of falls and
fractures reported in their corresponding follow up questionnaires. Conclusions Jared Foster1, Ranran Dong2, Qian Shi1
1Mayo Clinic; 2The Ohio State University
Correspondence: Jared Foster
Trials 2017, 18(Suppl 1):P41 Most contemporary methods in the field of surrogate endpoint
evaluation involve assessing the degree to which average treat-
ment effects on the surrogate and true endpoints are correlated
(i.e. The trial-level surrogacy), using data from a (generally) small
number of randomized clinical trials RCT). Because the number of
relevant clinical trials is generally small, these methods may pro-
duce estimates of trial-level surrogacy that are highly variable. To
this end, we consider the evaluation of potential surrogate end-
points within a personalized medicine framework. In particular, we
consider a two-step procedure. In step 1, the surrogate and true
endpoints are modeled as a function of treatment received, and
other patient characteristics. Using these models, we obtain esti-
mated,
conditional
(on
patient
characteristics),
subject-specific
treatment effects on the true and potential surrogate endpoints for
each patient. In step 2, the estimated, subject-specific treatment ef-
fects on the true endpoint are modeled as a function of those on
the surrogate endpoint using linear regression, and the trial-level
surrogacy is estimated using the R-Squared from this model. P41
Surrogate endpoint evaluation in a personalized medicine
framework
1
2
1 P41
Surrogate endpoint evaluation in a personalized medicine
framework P39
Variability in composite outcomes reported in cardiac surgery
studies: a literature review Rachel Maishman1, Barnaby C. Reeves1, Umberto Benedetto2,
Chris A. Rogers1
1University of Bristol Clinical Trials and Evaluation Unit; 2Bristol Heart
Institute, University of Bristol
Correspondence: Rachel Maishman
Trials 2017, 18(Suppl 1):P39 This abstract is not included here as it has already been published. Page 17 of 235 Trials 2017, 18(Suppl 1):200 Page 17 of 235 P41
Surrogate endpoint evaluation in a personalized medicine
framework
Jared Foster1, Ranran Dong2, Qian Shi1
1Mayo Clinic; 2The Ohio State University
Correspondence: Jared Foster
Trials 2017, 18(Suppl 1):P41 P43
Designing trial outcomes for rare diseases
1
1 P43
Designing trial outcomes for rare diseases
Eftychia Psarelli1, Trevor F. Cox1, Lakshminarayan Ranganath2
1Liverpool Cancer Trials Unit, University of Liverpool; 2Royal Liverpool
University Hospital
Correspondence: Eftychia Psarelli
Trials 2017, 18(Suppl 1):P43 Background
ll Falls are a substantial health risk in older people. The collection of ac-
curate falls data is problematic within clinical trials at several levels1. In particular there are issues with reporting falls when these events
are associated with recall bias. Different data collection methods
have been proposed to minimise bias. In the prefit trial2 we per-
formed a study within a trial (SWAT3) to compare two common
methods’ daily falls diaries and retrospective reporting within quar-
terly questionnaires. Swats are an increasingly popular method to in-
vestigate uncertainties faced by researchers when conducting and
designing randomised controlled trials. P43
Designing trial outcomes for rare diseases
1
1 P42
Comparison and impact of prospective and retrospective falls data
completion methods in the prefit trial: results of a randomised
methodology study within a trial (SWAT)
James Griffin1, Emma J. Withers2, Ranjit Lall2, Julie Bruce2, Susanne Finnegan2,
Sallie E. Lamb3, prefit Study Group2
1Warwick Clinical Trials Unit; 2Warwick Clinical Trials Unit, University of
Warwick; 3Kadoorie Centre for Critical Care Research and Education,
John Radcliffe Hospital, Nuffield Department of Orthopaedics,
Rheumatology and Musculoskeletal Sciences, University of Oxford
Correspondence: James Griffin
Trials 2017, 18(Suppl 1):P42 The selection of appropriate endpoints is of paramount importance for a
clinical trial to meet its objectives. For some diseases it is difficult to
choose a single endpoint or a few multiple endpoints that measure the
disease from which a comparison of treatments can be made. This can
be especially true for some rare diseases, where a major challenge in clin-
ical trial design is the lack of a validated well-characterised efficacy end-
point. In order to assess disease severity in people with a rare condition
such as alkaptonuria (AKU) - an orphan inborn homogentisate dioxygen-
ase enzyme deficiency resulting in accumulation of homogentisic acid - a
new tool was developed. The AKU Severity Score Index (AKUSSI) incorpo-
rates multiple, clinically meaningful outcomes that can be described in a
single score. AKUSSI consists of both subjective and objective features
that have been selected on current knowledge of the disease and it is
sensitive to all morbid features of the condition. This score is a quantifi-
able, multidisciplinary assessment system, with the potential of reflecting
changes in disease severity over time. Clinical experts, patients and statis-
ticians were part of the development team. Tools like AKUSSI that de-
scribe disease manifestations can be used to compare disease across
patients at different time points for other complex and multi-systemic
diseases. Details and rationale of the AKUSSI tool that is now used as an
outcome in a Phase III efficacy study (SONIA 2) will be described, with
special attention to issues arising from the rarity of the disease. P44
A systematic search of clinicaltrials.gov to assess the uptake of
core outcome sets
Jamie J Kirkham1, Mike Clarke2, Paula R Williamson1
1MRC North West Hub for Trials Methodology Research, Department of
Biostatistics, University of Liverpool, Liverpool, UK; 2Northern Ireland
Hub for Trials Methodology Research, Centre for Public Health,
Queen’s University Belfast, Belfast, UK
Correspondence: Jamie J Kirkham
Trials 2017, 18(Suppl 1):P44 Results Pre-
liminary simulation studies suggest that, in many cases (when ap-
propriate models are selected for the surrogate and true endpoint,
and when certain other assumptions hold), this estimate of trial-
level surrogacy has dramatically lower variance than some more
traditional estimates of trial-level surrogacy. This SWAT provides evidence that allocation to complete prospective
diary cards alongside four-monthly retrospective postal questionnaires
has a small but significant effect on withdrawal from the main trial. Retrospective and prospective falls data are not consistently reported
when collected simultaneously. People who did not return diaries were
systematically in poorer health than those who completed all allocated
diary cards. Swats are an efficient additional component of RCT design
and should be considered to improve the design of future trials. Concealing the randomised allocation in trials: experience from
the thermic trials Using a logic model and
quantitative and qualitati
feasibility study incorpora
Daniel Hind
University of Sheffield
Trials 2017, 18(Suppl 1):P46 y
y
p
Daniel Hind
University of Sheffield
Trials 2017, 18(Suppl 1):P46 Background Correspondence: Julia Edwards
Trials 2017, 18(Suppl 1):P45 Correspondence: Julia Edwards
Trials 2017, 18(Suppl 1):P45 Funders often encourage the use of both qualitative and quantitative
data in evaluations. Such evaluations are sometimes seen as limited
without formal approaches to the integration of qualitative and
quantitative data [1], and dismissed as multi-method rather than
truly mixed-method. Qualitative research is encouraged during feasi-
bility/pilot work [2]. We used a version of a protocol suggested by
Farmer and colleagues [3] to integrate and compare quantitative and
qualitative findings (methodological triangulation of data sets) in a
mixed-methods feasibility study of a hydrotherapy intervention for
Duchenne Muscular Dystrophy (NIHR HTA 12/144/04). Methods Background
I
di
i In paediatric open-heart surgery body cooling during cardiopulmonary
bypass (CPB) is commonly used to help protect vital organs. However,
hypothermia can have detrimental effects. Thermic-1 was a parallel-
group open randomised controlled trial which recruited 59 children
undergoing heart surgery between 2002 and 2004. Patients were
randomised to receive either hypothermic (28 °C) or normothermic
(35 °C −37 °C) CPB. Thermic-2 followed on from Thermic-1, rando-
mising 141 patients between 2012 and 2014. The co-primary out-
comes included intubation time and length of post-operative stay. Methods A logic model, a tool used to evaluate the implementation of a care
programme [4], was developed with collaborating interventionists. We reviewed qualitative and quantitative datasets to identify compo-
nents of the intervention logic model (“sorting”). A convergence cod-
ing matrix summarized similarities and differences between data sets
for each of 17 logic model components, selecting examples to dem-
onstrate how each had contributed to the intervention’s success or
failure (“convergence coding”). We applied a convergence coding
scheme: “agreement”; “partial agreement”; “silence”; or, “dissonance”. We quantified the level of agreement between data sets (“conver-
gence assessment”) And highlighted their different contributions to
the research question (“completeness comparison”). We shared the
triangulated results with team members and other selected stake-
holders at a face-to-face meeting, for feedback, allowing points of
disagreement
to
be
discussed
and
changes
in
interpretation
incorporated. Randomisation: The 10-year gap between phases saw changes in
randomisation systems. In Thermic-1 allocations were placed in
opaque sequentially numbered sealed envelopes, which were given
to the clinical fellow managing the study. Thermic-2 was managed
by the clinical trials unit with allocation determined by secure com-
puterised system. Data capture: Data capture processes also changed
between the two phases. A clinical fellow collected data on Excel
spreadsheets in Thermic 1, whereas data were collected by research
nurses in Thermic-2 and then entered into a purpose-designed data-
base. Statistical analysis: Data from the two trials were pooled in one
overall analysis adjusted for study phase. Interaction terms were
added to the models to examine differences between trial phases. Res lts Discussion The imbalance in baseline characteristics suggests that Thermic-1 re-
sults are at high risk of bias due to inadequate concealment of ran-
domisation. Allocation compliance was only collected in Thermic-2,
so the true extent of non-compliance could not be determined. Add-
itionally, the differing results for post-operative stay suggest the
study was also at risk of detection bias; the age and gender differ-
ences did not account for the difference observed. While the deci-
sion to extubate is protocol driven, the decision to discharge
patients lies with the clinical team. The results illustrate the import-
ance of methodological rigour in the design and conduct of clinical
trials and provide a valuable example of the importance of working
with methodologists. We selected a different methods appropriate to the commissioning
brief, but did not implement methods independently. A formal
mixed-methods approach allowed the robust use of qualitative data
used to explain quantitative findings. References
1. O’Cathain A: BMJ 2010, 341(sep17 1):C4587-C4587. 2. O’Cathain A. Health Technol Assess 2014, 18:1–197, V-Vi. 3. Farmer T. Qual Health Res 2006, 16:377–94. 4. Mclaughlin JA. Eval Program Plann. 1999 Mar;22(1):65–72. References
1. O’Cathain A: BMJ 2010, 341(sep17 1):C4587-C4587. 2. O’Cathain A. Health Technol Assess 2014, 18:1–197, V-Vi. 3. Farmer T. Qual Health Res 2006, 16:377–94. 4. Mclaughlin JA. Eval Program Plann. 1999 Mar;22(1):65–72. p
Results Baseline characteristics: Imbalances in patient demographics were
observed in Thermic-1; participants allocated to the normothermic
group were on average 3 years older (median 7.5 years [IQR 3.5-10.6]
vs 4.3 [2.2-11.5]) and more likely to be male (68% vs. 48%). In con-
trast, in Thermic-2 no imbalance was observed; the median age was
2.3 years (0.5-5.2) in the normothermic group vs 2.9 (0.5-6.0) and
there were similar proportions of males in the two groups (43% vs. 44%). Primary outcomes: Pooling the data across both phases,
intubation time was slightly shorter in the normothermic group
(median 10.6 hours [IQR 5.9-25.3] vs 16.4 [6.1-26.6]), although this
was not statistically significant (hazard ratio [HR] 1.14, 95% CI 0.86-1.51,
p-value = 0.36). The median duration of post-operative stay was 6.0 days
in both groups (IQR 5.0-7.0); HR 1.06 (95% CI 0.80-1.40), p-value =
0.70. Examining the results by phase found no difference in treat-
ment estimates for intubation time. However a significant difference
between the two phases was found for length of stay (p-value for inter-
action = 0.079). The estimated HR was 1.57 (95% CI 0.93-2.64) in
Thermic-1, i.e. Marginally favouring the normothermic group, compared
to 0.90 (95% CI 0.65-1.26) in Thermic-2. There was agreement on six components, silence on eight (areas
only amenable to qualitative assessment), and dissonance on two. The areas of dissonance concerned session attendance and interven-
tion optimisation. In each case, a naïve reading of the quantitative
data could lead to an overly simplistic attribution of cause. For ses-
sion attendance, quantitative sub-studies pointed to illness or simple
non-appearance of the family; the qualitative data revealed that the
convenience of available timeslots played a strong role in non-
attendance for some families. Similarly, quantitative data identified
an apparent failure, on the part of several physiotherapists, to opti-
mise the intervention; the qualitative data revealed this to be part of
a misunderstanding, with therapists wrongly assuming that the study
required them to apply the manual prescriptively or extensively, ra-
ther in a focused and more achievable way proposed at training. Those same therapists were aware and concerned that therapy was
not optimised. Qualitative research contributed data to 15/17 logic
model components; quantitative components contributed to nine. Samples from the convergence coding matrix are presented in the
presentation. Feedback from stakeholders confirmed the account of-
fered and adequate explanation of events observed in the study. Discussion g
g
Methods The prefit trial recruited community dwelling older people from pri-
mary care. We compared alternative falls reporting methods to assess
the impact on the likelihood of response, prevalence and pattern of
missing values, and agreement between data sources. We also com-
pared baseline participant characteristics by completion status. Par-
ticipants were asked to complete a four month period of prospective
fall diary completion; participants were randomly allocated to one of
the periods (baseline to 4 months, 5 months to 8 months or 9 months
to 12 months). Falls diaries were produced in a calendar format,
posted to participants in a pack of four, with a covering instruction
letter. Participants also completed follow-up questionnaires, contain-
ing a retrospective question on number of falls in the preceding
months at 4, 8, 12 and 18 months post randomisation. core outcome sets
Jamie J Kirkham1, Mike Clarke2, Paula R Williamson1
1MRC North West Hub for Trials Methodology Research, Department of
Biostatistics, University of Liverpool, Liverpool, UK; 2Northern Ireland
Hub for Trials Methodology Research, Centre for Public Health,
Queen’s University Belfast, Belfast, UK
Correspondence: Jamie J Kirkham
Trials 2017, 18(Suppl 1):P44 Correspondence: Jamie J Kirkham
Trials 2017, 18(Suppl 1):P44 This abstract is not included here as it has already been published. Trials 2017, 18(Suppl 1):200 Page 18 of 235 Concealing the randomised allocation in trials: experience from
the thermic trials
Julia Edwards1, Katie Pike1, Sarah Baos2, Massimo Caputo3,
Chris A. Rogers1
1Clinical Trials and Evaluation Unit, School of Clinical Sciences, University
of Bristol; 2School of Social and Community Medicine, University of
Bristol; 3Bristol Royal Hospital for Children, Division of Women and
Children University Hospitals Bristol NHS Foundation Trust Using a logic model and a triangulation protocol for integrating
quantitative and qualitative research data in a mixed-methods
feasibility study incorporating an external pilot RCT References
1.
O’Cathain A: BMJ 2010, 341(sep17 1):C4587-C4587.
2.
O’Cathain A. Health Technol Assess 2014, 18:1–197, V-Vi.
3.
Farmer T. Qual Health Res 2006, 16:377–94.
4.
Mclaughlin JA. Eval Program Plann. 1999 Mar;22(1):65–72. References Page 19 of 235 Page 19 of 235 Trials 2017, 18(Suppl 1):200 p
Conclusions Data demonstrate that PNs were generally recording responses to
case-finding
questions
using
the
ENHANCE
EMIS
template
as
intended, suggesting that this process within the ENHANCE study
was feasible and accurate. PNs were asked to record patient re-
sponses on a new computer template while maintaining a patient-
centred dialogue and completing an integrated ENHANCE review
within the available timeframe, so it is unsurprising that some typing
errors or discrepancies may occur. Nonetheless, it is helpful to ac-
knowledge that these may exist, as template data is often used for fi-
delity checking of intervention delivery within trials. We have
identified difficulties in the use of case-finding questions that could
be addressed through PN training in a future main trial. P49
Exploring understanding of neural stem cell transplantation (NSCT)
as an intervention for Huntington’s Disease (HD)
Richard Hellyar Exploring understanding of neural stem cell transplantation (NSCT)
as an intervention for Huntington’s Disease (HD)
Richard Hellyar
School of Healthcare Sciences, Cardiff University
Trials 2017, 18(Suppl 1):P49 Objectives Objectives Background Neural Stem Cell Transplantation (NSCT) has been identified as a po-
tential therapeutic intervention for the treatment of Huntington’s dis-
ease (HD) (Dunnett and Rosser, 2007). This neurosurgical procedure
utilises stem cells, which are injected into the mid-brain of affected
individuals and are intended to improve symptoms (Lindvall and
Bjorkland, 2000). Previous research, utilising NSCT, has briefly ac-
knowledged ethical sensitivity including the source of cells utilised,
alongside the hopes of HD patients surrounding the intervention
(Bachoud-Levi et al., 2000). The understanding of NSCT amongst po-
tential beneficiaries has however yet to be explored in depth. With
future clinical trials being planned to explore the intervention, this
proposed qualitative project seeks to redress this gap and it is envis-
aged that the understanding gained will inform information giving,
recruitment strategies and care pathway planning in such a way as
to augment any future participant experience. p
p
Conclusions Methods Methods Patients and PNs in four general practices were asked to give consent
for their ENHANCE consultations to be audio-recorded for fidelity
checking (24 patients and seven PNs consented). 12 patients also gave
consent for the research team to access their medical record data,
which included the ENHANCE template data (entered by six PNs during
ENHANCE reviews). Consultation recordings for these 12 patients were
compared with corresponding ENHANCE EMIS template data entered
by the PNs, to identify and explore any discrepancies. Background In depth semi structured interviews were conducted with a purpose-
ful sample of healthcare and research professionals responsible for
recruitment in three RCTs in different disease sites in surgical oncol-
ogy (oesophgago-gastric, thoracic and colorectal). Interviews were
audio recorded, transcribed verbatim and analysed thematically. Sampling, data collection and analysis were undertaken iteratively
and concurrently. The ENHANCE pilot trial aimed to test the feasibility and acceptability
of integrating case-finding for osteoarthritis, anxiety and depression
within extended primary care nurse-led long-term condition (LTC) re-
view consultations. Training was delivered to general practice nurses
(PNs) to deliver the ENHANCE reviews, supported by an adapted
EMIS LTC computer template. Results This analysis explored the extent to which data recorded by the PNs
in the ENHANCE EMIS template reflected the content of discussions
and case-finding in ENHANCE LTC review consultations. The findings
form part of a process evaluation exploring the ways in which PNs
delivered ENHANCE LTC reviews. Thirty six interviews were conducted with recruiters at seven differ-
ent hospital sites. Sites in which a culture of clinical collaboration
within and across disciplines existed recruited more participants than
those in which individual clinicians tended to work in isolation. The
multidisciplinary team meeting (tumour board meeting) appeared to
facilitate cross disciplinary collaboration and was an important factor
in determining the ability of individual sites to effectively recruit. The
degree to which individual specialty teams within each centre were
in equipoise influenced study engagement. Exploring discrepancies between long-term condition review
consultation audio-recordings and computer template data (the
ENHANCE pilot trial) Trials in surgical oncology frequently experience issues with recruit-
ing adequate numbers of participants. This is particularly difficult
within RCTS involving interventions which are routinely delivered by
different clinical specialties (such as surgery and oncology based
treatments). Teamwork between individual healthcare professionals
and specialty and research teams has been highlighted as a signifi-
cant factor in recruitment. This study evaluated aspects of teamwork
which were important in recruitment to three RCTs in surgical
oncology. Jennifer Liddle, Sarah A. Lawton, Carolyn A. Chew-Graham, Emma L. Healey,
Christian D. Mallen, Clare Jinks
Keele University
Correspondence: Jennifer Liddle
Trials 2017, 18(Suppl 1):P47 Jennifer Liddle, Sarah A. Lawton, Carolyn A. Chew-Graham, Emma L. Healey,
Christian D. Mallen, Clare Jinks Jennifer Liddle, Sarah A. Lawton, Carolyn A. Chew-Graham, Emma L. Healey,
Christian D. Mallen, Clare Jinks Correspondence: Jennifer Liddle
Trials 2017, 18(Suppl 1):P47 q p
Discussion This study has demonstrated several aspects of teamwork that ap-
pear to be important for recruitment in trials in surgical oncology. Understanding these aspects of teamwork will aid the development
of guidance on team relevant issues that should be considered in
trial management and the development of interventions that will fa-
cilitate teamwork and improve future recruitment to RCTs. Use of the ENHANCE case-finding questions in the audio-recorded
ENHANCE LTC review consultations was high. The majority of patient
responses to case-finding questions/tools in the audio-recordings
matched those recorded by PNs through the new ENHANCE EMIS
template, however, 12 discrepancies between the audio-recordings
and EMIS computer template data were identified, arising from five
of the consultations (with three PNs). Discrepancies included: re-
sponses to case-finding questions not matching; responses recorded
in the template data for questions not asked in the audio-recording;
missing template data for questions that were in the audio-
recording. Some discrepancies appeared to arise from PNs’ under-
standings of what constituted a legitimate “Yes” or “No” response to
the case-finding questions for depression and anxiety. There was also
evidence that PNs sometimes attempted to question, dismiss or nor-
malise patients’ initial responses. References
h
d To the best of our knowledge this is the first training toolkit that has
been developed to assist trial managers in planning, designing, doc-
umenting and evaluating staff training within clinical research. Fur-
ther validation of the toolkit is required to assess its practical use in a
variety of clinical trial settings. Bachoud-Levi, A,C. Et al. 2000. Safety and tolerability of interstriatal neural
allografts in five patients with Huntington’s disease. Experimental
Neurology 161, pp 194–202. Dunnett, S, B. Rosser, A, E. 2007. Stem cell transplantation for Huntington’s
disease. Experimental Neurology 203, pp 279–292. Lindvall, O. Bjorklund, A. 2000. First steps towards cell therapy for
Huntington’s disease. The Lancet. 356, pp 1945–1946. Lindvall, O. Bjorklund, A. 2000. First steps towards cell thera
Huntington’s disease. The Lancet. 356, pp 1945–1946. P51
Use of simulations to explore recruitment and the impact of late
availability of experimental arms in the pivotalboost trial
Nuria Porta1, Clare Griffin1, Isabel Syndikus2, John Staffurth 3,
Peter Hoskin4, David Dearnaley5, Ann Henry6, Brendan Carey6,
Alison Tree5, Rebecca Lewis1
1The Institute of Cancer Research; 2The Clatterbridge Cancer Centre;
3Velindre NHS Trustl; 4Mount Vernon Cancer Centre; 5Royal Marsden
NHS Foundation Trust; 6Leeds University Teaching Hospitals
Correspondence: Nuria Porta
Trials 2017, 18(Suppl 1):P51 y
Results As future clinical trials of NSCT are due to be undertaken in the
United Kingdom in the near future, it is important that this (anon-
ymised) information from this thesis is shared with Professionals,
working within Clinical Trials, in order to support recruitment strat-
egies and information provision. Methods The content of the training toolkit was developed by combining i)
qualitative data obtained from semi-structured interviews with trial
managers (n = 6) and healthcare professionals (n = 13) working on six
purposefully selected case studies of the ATLAS project; ii) responses
to questionnaires (n = 120) used to evaluate site staff and facilitators’
experience of site initiation training sessions, iii) a review of existing
regulations and guidance documents from various regulatory bodies
(MRC, HRA, MHRA, FDA) on training requirements in clinical research;
and iv) a review of existing literature on the processes of learning,
training and development. The training toolkit was then evaluated in
two-stages. Firstly, semi-structured follow-up interviews with the trial
managers (n = 6) facilitating trial-specific training sessions in the six
participating ATLAS studies were undertaken and the toolkit was
amended in light of the feedback received. At the second stage,
feedback was sought on the revised toolkit from trial managers at-
tending scheduled meetings (n = 2) in two established Clinical Trial
Units in Bristol. Aims To develop and validate the ATLAS training toolkit that can be uti-
lised by trial management teams when planning training of staff
within clinical trials. Part of the training toolkit also aims to evaluate
the process of trial-specific training provided to site staff during the
site initiation process. g
Method The primary aim of this research is to gain insight into the perceptions
and understanding about Neural Stem Cell Transplantation (NSCT)
amongst potential recipients. The information gained is then intended
to inform and underpin the development of information giving ap-
proaches for potential NSCT recipients and ensure their issues are ad-
dressed in the development of consent procedures and care pathways. Firstly three purposively targeted Specialist Professionals, from the field
of NSCT, have been approached via email, consented and interviewed
(semi-structured) in order to explore their past experience. The re-
corded interviews addressed their recollections of the recipient Effective teamwork is crucial to maximising recruitment to
randomised controlled trials in surgical oncology
h
l
ll Sean Strong, Sangeetha Paramas
Jane Blazeby
University of Bristol
Correspondence: Sean Strong
Trials 2017, 18(Suppl 1):P48 Page 20 of 235 Trials 2017, 18(Suppl 1):200 Page 20 of 235 Page 20 of 235 selecting appropriate mode of delivery; ii) Designing the training
plan; iii) Delivering and documenting training; iv) Evaluating training
and v) Identifying additional training needs and re-training of staff. Each element is supplemented by support documents (including
flowcharts and template documents) that can be utilised by trial
managers as guides when planning trial-specific staff training. Over-
all, the training toolkit was positively received and was considered a
useful reference document encouraging active thinking of staff train-
ing during the early stages of study design. Most trial managers felt
that the decision-making flowchart provided useful prompts to assist
trial managers in selecting the appropriate mode of training during
the decision-making process. The training plan template was also
viewed as a helpful document for recording decisions about the ap-
propriate level of training required for each study. The training feed-
back forms were regarded as invaluable documents in identifying
key areas where additional training is required and improving future
training sessions. experience, their understanding, questions, queries and concerns with
regards to NSCT. A thematic analysis of these interviews has been
undertaken and used to inform and guide the development of
minimally-structured interviews with six, genetically positive, individuals
who have yet to show symptoms of HD. Emergent themes thus far in-
clude Making Sense via Contrast, Chronological Risk, Ethical Dissonance
and Familial/Community Drivers and Brakes. This second phase, using
minimally-structured qualitative interviews, is intended to elicit the per-
ceptions and understanding surrounding NSCT as an intervention
amongst potential recipients. Aims To investigate, via simulation of recruitment, how the three elements
above impact recruitment and imbalance between treatment arms
and how adaption of the allocation ratio could minimise imbalances. Methods We assumed recruitment would take 54 months and with staggered
opening, all 40 sites would be open by 24 months. Expected site-
specific monthly accrual rates and availability of boost technologies
were obtained via site feasibility questionnaires. An expected month
of opening and when the boost arms would be available at each site
was inferred using survey results and clinician input. Recruitment
was assumed to follow a Poisson distribution with site-specific
monthly accrual rates. For each patient accrued at a specific month
we simulated the boost volume, risk group and suitability for receiv-
ing a boost, so the patient could be allocated to the 2-arm or 4-arm
randomisation accordingly. We performed initial simulations with a Development and first evaluation of the atlas training toolkit for
clinical trials
1
1
1
1 Athanasia Gravani1, Marcus Jepson1, Caroline Wilson1, Athene Lane1,
Chris Rogers2 1MRC conduct-II Hub for Trials Methodology Research, School of Social
and Community Medicine, University of Bristol, Bristol, UK; 2Clinical Trials
and Evaluation Unit, School of Clinical Sciences, University of Bristol,
Bristol, UK Correspondence: Nuria Porta
Trials 2017, 18(Suppl 1):P51 Correspondence: Athanasia Gravani
Trials 2017, 18(Suppl 1):P50 Background
pivotalboost (CRUK/16/018) is a 4-arm phase III randomised trial in
patients with node negative, high or intermediate risk localised pros-
tate cancer currently in set-up. 1952 patients will be randomised to
receive (A) standard prostate intensity modulated radiotherapy
(IMRT); (B) A with pelvic node IMRT; (C) A with a prostate boost; or
(D) A with pelvic node IMRT and a prostate boost. The prostate boost
can be delivered by IMRT or by high dose rate brachytherapy (HDRB). Availability of the boost arms C and D depends on: (1) A suitable
boost tumour volume identified by functional MRI. (2) Availability of
boost technologies - participating sites can open initially to A vs B
randomisation with the boost arms (i.e. 4-arm randomisation) open-
ing later. (3) Patient suitability and fitness. The study is powered to
compare each experimental arm with control. Due to the above re-
cruitment restrictions for the boost arms, power was reduced for the
boost comparisons (85% power for A vs B, 80% A vs C and A vs D),
giving a design where the trial population will be split 9:9:8:8 across
arms. Background
Trial-specific training is highly varied across trials and there is great
uncertainty on the best ways to provide training to facilitate trial
conduct. g
Method These participants will be recruited from
an Asymptomatic Huntington’s Disease clinic. experience, their understanding, questions, queries and concerns with
regards to NSCT. A thematic analysis of these interviews has been
undertaken and used to inform and guide the development of
minimally-structured interviews with six, genetically positive, individuals
who have yet to show symptoms of HD. Emergent themes thus far in-
clude Making Sense via Contrast, Chronological Risk, Ethical Dissonance
and Familial/Community Drivers and Brakes. This second phase, using
minimally-structured qualitative interviews, is intended to elicit the per-
ceptions and understanding surrounding NSCT as an intervention
amongst potential recipients. These participants will be recruited from
an Asymptomatic Huntington’s Disease clinic. Conclusions Results indicate that drug reduction is possible and safe. However
focused support and alternative interventions are required. The
results of the qualitative study and reflections on the challenges
faced provide important insights into the experiences of people
taking part in drug reduction studies that should influence future
trial development. Simulation of recruitment proved useful to understand the potential
imbalances that may occur during the trial and led to a cost-effective
strategy of different allocation ratios during the trial to correct for ini-
tial imbalance. A pilot randomised controlled trial of community led anti-
psychotic drug reduction for adults with learning disabilities:
ANDREA-LD P53
Barriers to recruitment from primary care into a trial in secondary
care settings: experience from the feasibility study of IBIS-3 trial
Adedayo Oke1, Jill Knox1, Jermaine Tan1, Benoit Aigret1, Peter Schmid1,
Robert E. Coleman2, Jack Cuzick1, Mangesh A. Thorat1
1Queen Mary University of London; 2University of Sheffield
Correspondence: Adedayo Oke
Trials 2017, 18(Suppl 1):P53 Elizabeth Randell, Rachel McNamara, Lianna Angel, David Gillespie,
Andrea Meek, Mike Kerr
Cardiff University
Correspondence: Elizabeth Randell
Trials 2017, 18(Suppl 1):P52 Elizabeth Randell, Rachel McNamara, Lianna Angel, David Gillespie,
Andrea Meek, Mike Kerr Elizabeth Randell, Rachel McNamara, Lianna Angel, David Gillespie,
Andrea Meek, Mike Kerr Elizabeth Randell, Rachel McNamara, L
Andrea Meek, Mike Kerr
Cardiff University
Correspondence: Elizabeth Randell
Trials 2017, 18(Suppl 1):P52 y
Correspondence: Elizabeth Randell
Trials 2017, 18(Suppl 1):P52 Results The toolkit has five components each focusing on a particular elem-
ent of the training cycle: i) Specifying initial training needs and Page 21 of 235 Trials 2017, 18(Suppl 1):200 1:1:1:1 allocation ratio and reviewed monthly mean recruitment per
treatment, allocation ratio to control (X:A) and probability of complet-
ing recruitment before the planned time. We explored the impact of
delays in opening the boost arms on prolonging the recruitment
period. Results Simulations showed that using a 1:1:1:1 allocation ratio causes an ini-
tial imbalance with more patients allocated to A and B as expected
by late opening of boost arms, which could result in an imbalance at
the end of recruitment in favour of the control arm; though infre-
quent, some simulated trials had up to 25% more patients in one
group than another. Initial use of 2:2:3:3 allocation ratio appeared to
protect against such imbalances. Recruitment by arm will be moni-
tored as the trial progresses with a planned adaption to a 1:1:1:1 allo-
cation ratio part way through recruitment. Methodological challenges faced in setting up and delivering the trial
included: recruitment of principal investigators and sites equipped to
distribute medication; recruitment of participants and carers; obtain-
ing consent according to regulations surrounding trials for this vul-
nerable
population;
ensuring
maintenance
of
the
blind
and
dispensing medication to participants; carers subjective assumptions
of trial arm allocation. g
Method ANDREA-LD was a two arm individually randomised (1:1) double
blind placebo controlled drug reduction trial. The majority of recruit-
ment was through community learning disabilities teams in South
East Wales and South West England. Participants were adults with LD
prescribed risperidone for treatment of challenging behaviour with
no known current psychosis or previous recurrence of psychosis fol-
lowing prior drug reduction. Carers also consented to their involve-
ment in the trial. ment rate
Method Five Clinical Research Networks (CRNs) invited GP practices close to
trial’s participating Secondary Care Sites (SCS) to join as Participant
Identification Centres (PICs) on our behalf. GPs who agreed to partici-
pate as PICs screened their databases to identify potentially eligible
patients and wrote to these patients inviting them to participate in
the trial by contacting the trial’s central coordinating office (CCO). The CCO further checked eligibility and referred patients to their
local SCS. After 6 months of original request, a brief survey to identify
main reasons for non-participation was sent to all GPs who declined
participation. Results Of the 22 participants randomised, 13 (59.1%) achieved progression
through all four stages of reduction. Follow-up data at six and nine-
months post-randomisation was obtained for 17 participants (77.3%
of those randomised) with 10 intervention and seven control partici-
pants followed up. There were no significant changes in participants’
levels of aggression or challenging behaviour at the end of the
study. participat
Results The level of support provided to both the CCO and GPs varied across
5 CRNs potentially impacting GP participation rate. Overall, only 5%
GPs agreed to participate and only 23 of 800 (3%) subsequently
responded to the survey. The main reasons identified for non-
participation were lack of time/resources to carry out database
search (61%) and/or review medical records to confirm eligibility
(48%), request coming at a busy time (9%) e.g. Calendar or financial
year-end, and insufficient funding (26%). Encouragingly, 26% of GPs
that completed the survey indicated willingness to participate at the
time of the survey. The intervention was a double blinded drug reduction programme
leading to full withdrawal within six months. The control group main-
tained baseline treatment. Treatment achieved at six months was
maintained for a further three months under blind conditions. The
blind was broken at nine months following final data collection. Feasibility outcomes were number and proportion of: (i) sites progres-
sing from initial approach to participant recruitment (ii) recruited partic-
ipants who progressed through the trial. Trial arms were also compared
regarding; Modified Overt Aggression Scale; Aberrant Behaviour Check-
list; PAS-ADD checklist; Antipsychotic Side-effect Checklist; Dyskinesia
Identification System Condensed User Scale; Client Service Receipt In-
ventory; use of other interventions for challenging behaviour; use of as
required medication; psychotropic medication use. Background Data suggests there are 50,000 adults with learning disabilities (LD)
in England and Wales currently prescribed antipsychotic medication. Illness in this population is high, including significant rates of challen-
ging behaviour and mental illness with particular concern over use
of anti-psychotic drugs prescribed for reasons other than treatment
of psychosis. Control of challenging behaviour is the primary reason
why such medications are prescribed, despite the absence of good
evidence of therapeutic effect for this. This innovative study was ini-
tially conducted in primary care however due to complexities sur-
rounding set up and recruitment, continued in community learning
disabilities teams as a feasibility study. The primary objective was to
assess feasibility of recruitment and retention, and explore non-
efficacy based barriers to a blinded anti-psychotic medication with-
drawal programme for adults with LD without psychosis compared
to treatment as usual. A secondary objective was to compare trial
arms regarding clinical outcomes. g
Oestrogen Receptor (ER) positive breast cancer (ERBC) is now a
chronic disease with high 5-year survival rates. However, a large pro-
portion of cases continue to be at a substantial risk of recurrence up
to 20 years from diagnosis. Trials of interventions designed to pre-
vent late recurrences in ERBC face a unique challenge. These inter-
ventions often need to be carried out in secondary care setting
when patients have already been discharged back into primary care. Therefore recruitment from the primary care setting is important for
such trials. The IBIS-3 feasibility study is a randomised controlled trial
(RCT) of interventions in long-term survivors of ERBC with recruit-
ment rates from primary case as one of its objectives. Conclusion This is the largest embedded trial to test the impact of a recruitment
or PPIR intervention. Advertising PPIR using a leaflet had no benefits
for improving recruitment or response rates. Our findings contrast
with the literature suggesting advertising PPIR benefits trial recruit-
ment. We will discuss implications of our findings for trial recruit-
ment, research and policy. Background Correspondence: Adwoa Hughes-Morley
Trials 2017, 18(Suppl 1):P54 g
Recruitment to randomised controlled trials (RCT) remains one of
the key challenges in trial management. Patient aversion to ran-
domisation is often cited as a reason why patients choose not to
enroll in RCTs. For many recruiters and patients alike, ‘randomisa-
tion’ appears a challenging concept, yet one that requires commu-
nicating and understanding given its centrality to informed consent
and trial recruitment. The UK National Research Ethics Service
(NRES) has produced guidance on how to describe randomisation
simply and clearly in written patient information. We investigated
how recruiters described randomisation in recruitment appoint-
ments and compared this with a framework based on the NRES
guidance. Methods
d We undertook a cluster randomised controlled trial, embedded in an
ongoing “Host” Mental health trial (the “EQUIP” Trial). EQUIP was a
cluster randomised controlled trial recruiting service users with a
diagnosis of severe mental illness. In EQUIP, mental health teams in
England were randomised to an intervention group to receive train-
ing to improve service user and carer involvement in care planning,
or to a “no training” control group. The recruitment intervention ad-
vertising PPIR was informed by a systematic review, a qualitative
study of patients who declined a trial, social comparison theory and
a workshop that included mental health service users and trialists. Using Participatory Design methods, we collaborated with PPIR part-
ners (service users and carers) to design a recruitment intervention
using a leaflet format to advertise the nature and function of the
PPIR in EQUIP to potential participants. Professional graphic design
aimed to optimise the intervention’s readability and impact. Service
users being approached into EQUIP were randomised to the PPIR
intervention or not, alongside the standard trial information. The pri-
mary outcome was the proportion of participants enrolled in EQUIP. The secondary outcomes included the proportion expressing interest
in enrolling. Analysis was by intention to treat and used generalised
linear mixed models. Aims A maximum variation sample of 64 audio-recorded recruitment ap-
pointments was purposefully sampled from five RCTS to encompass
a range of recruiters, surgical and non-surgical trials and cancer and
non-cancer conditions. Using the NRES guidance for written patient
information as a hypothesised ideal explanation of randomisation,
an analytical framework was developed identifying five interlinked
concepts considered necessary for a clear exposition of randomisa-
tion. This analytic framework was applied to extracts from consulta-
tions during which randomisation was discussed using content
analysis, assessing whether the concepts were absent or present
and explicit or implicit, according to coding rules derived from the
data. We aimed to develop an intervention directly advertising PPIR in a
trial to potential participants and evaluate its impact on trial recruit-
ment and response rates. Results We randomised 34 mental health teams and 8182 potential partici-
pants were invited. For the primary outcome, 4% of patients receiv-
ing the PPIR leaflet were enrolled vs. 5.3% in the control group. After
adjusting for mental health team cluster size, levels of deprivation
and care quality rating, the intervention was not effective for improv-
ing recruitment rates (adjusted OR = 0.75, 95% CI = 0.53 to 1.07, p =
0.113). For the secondary outcome 7.3% of potential participants re-
ceiving the PPIR leaflet responded positively to the invitation to par-
ticipate, vs. 7.9% in the control group. The intervention was not
effective for improving response rates (adjusted OR = 0.74, 95% CI = Does advertising patient and public involvement in a trial to
potential participants improve recruitment and response rates? An
embedded cluster randomised trial Adwoa Hughes-Morley1, Mark Hann2, Claire Fraser3, Oonagh Meade4,
Karina Lovell3, Bridget Young5, Chris Roberts6, Lindsey Cree3,
Donna More3, Neil O’Leary7 Adwoa Hughes-Morley1, Mark Hann2, Claire Fraser3, Oonagh Meade4,
Karina Lovell3, Bridget Young5, Chris Roberts6, Lindsey Cree3,
Donna More3, Neil O’Leary7
2 P55
How do recruiters present randomisation during trial recruitment? An evaluation of current practice
Carmel Conefrey, Julia Wade, Marcus Jepson, Daisy Elliott, Jenny Donovan,
The Quintet Team
University of Bristol
Correspondence: Carmel Conefrey
Trials 2017, 18(Suppl 1):P55 1University of Manchester and University of York; 2NIHR School for
Primary Care Research, University of Manchester; 3School of Nursing,
Midwifery and Social Work, University of Manchester; 4School of Health
Sciences, The University of Nottingham; 5MRC North West Hub for Trials
Methodology Research, University of Liverpool; 6Department of
Biostatistics, University of Manchester; 7Centre For Medical Gerontology,
Trinity College Dublin Biostatistics, University of Manchester; 7Centre For Medical Gerontology,
Trinity College Dublin Results Two key findings emerged. Firstly, recruiter explanations of and for
randomisation tended to be incomplete when evaluated against
the NRES informed framework: in nearly 45% (29) of cases, three or
fewer components were present. Only five of the 64 encounters in-
cluded mention of all five concepts and in only two of these were
all five concepts made explicit. Secondly, recruiters referred to
some concepts more frequently than others to articulate the ration-
ale for randomisation. Whilst most recruiters referred to ‘clinical
equipoise’ and ‘the need for a number of patient treatment groups’,
few referred to ‘the need for patient groups to be similar except for
the treatment allocated’. Where expressed, recruiters tended to
convey ‘the need to compare treatment effects’ and ‘that chance
determines assignment to a treatment allocation’, implicitly rather
than explicitly. Background There is emerging evidence that patient and public involvement in
research (PPIR) may increase participant recruitment into randomised
controlled trials. However, it is not clear how to use PPIR to improve
trial recruitment. Whilst publicly funded trials in the UK and else-
where routinely use PPIR to improve design and conduct, such trials
on the whole do not advertise their use of PPIR to potential partici-
pants. Effective advertising of PPIR in trials to potential participants
might increase enrolment rates, through trials being perceived to be
more trustworthy, relevant and socially valid. Conclusions Wide variations exist in the level of support provided to GPs across
CRNs. Ensuring uniform and higher levels of support including fund-
ing to help overcome time/resources scarcity barriers is likely to Page 22 of 235 Page 22 of 235 Page 22 of 235 Trials 2017, 18(Suppl 1):200 0.53 to 1.04, p = 0.082). The intervention was not effective for any
other outcomes measured. improve GP participation as PICs for trials in secondary care settings. A re-request for participation from CRNs, made at a time when prac-
tices are less busy should also be considered as a measure to im-
prove participation. p
Conclusion An evaluation of recruiter practice during recruitment consultations
across a range of trials showed that recruiters did not explicitly
communicate key concepts identified by NRES as fundamental to a
clear definition of randomisation. There is a need to understand
whether all aspects of the NRES guidance are necessary for the
communication of randomisation, and which are the key concepts
that are essential to facilitate patient understanding and assure in-
formed consent. Page 23 of 235 Trials 2017, 18(Suppl 1):200 Page 23 of 235 Obtaining consent in the pre-hospital setting: consent procedures
from the rapid intervention with glyceryl trinitrate in hypertensive
stroke trial-2 (right-2) Paramedics are equipped to assess and recognise patients with sus-
pected stroke in the out-of-hospital setting. Treatment is highly time-
dependent but definitive intervention for stroke is currently limited to
in-hospital therapies. Commencing treatment in the pre-hospital set-
ting could dramatically reduce time to treatment. The rapid interven-
tion with glyceryl trinitrate in hypertensive stroke trial (RIGHT-2) is
assessing the safety and efficacy of pre-hospital ambulance-based
paramedic-delivered glyceryl trinitrate (GTN) when administered ultra-
acutely after stroke. Whilst ambulance-based paramedic-delivered
stroke trials have been done in the UK in single site pilot trials, they
have not been done across multiple ambulance services and hospital
sites in the UK. It is important for paramedics to have awareness of
Good Clinical Practice (GCP) principles and to be trained in trial proce-
dures. Methods used to train paramedics need to account for the fact
that paramedics have little time at work not on shift to complete train-
ing and may be reliant on them completing training in their own time. Methods ( g
)
Polly Scutt, Mark Dixon, Jason P. Appleton, Philip M. Bath
University of Nottingham
Correspondence: Polly Scutt
Trials 2017, 18(Suppl 1):P57 Sample size adaptations in a randomised controlled biomarker
based strategy (hybrid) trial: experience from the OUTSMART trial
Dominic Stringer Kimberley Goldsmith Janet L Peacock Leanne M Gardner Proxy consent can ensure patients are enrolled rapidly into emer-
gency clinical trials. In the RIGHT-2 trial, patients with a severe stroke,
who may benefit from the intervention, are able to take part in the
study when they would otherwise be excluded, which boosts recruit-
ment and ensures the trial population is representative of the popu-
lation the intervention is intended for. y
Caroline Murphy, Anthony Dorling
Kings College London
Correspondence: Dominic Stringer
Trials 2017, 18(Suppl 1):P59 Methods
h Ethics approval was obtained to allow proxy consent to enable ran-
domisation into the RIGHT-2 trial within the 4 hour recruitment win-
dow. Informed consent or proxy consent is taken at the stroke scene
or in the ambulance. Brief assessment of capacity is performed by
the paramedic explaining to the patient that they have had a sus-
pected stroke, their BP may need lowering, and that a patch will be
applied that might lower their BP. The paramedic then asks the pa-
tient what the suspected diagnosis is (‘stroke’), what might need to
be done to their BP (‘lower’), and how this will be done (‘patch’). Pa-
tients with capacity give written or witnessed oral consent to the
paramedic. If a patient lacks capacity, proxy consent is obtained from
a relative, carer or friend acting as a personal consultee, if available,
or by the paramedic witnessed by another member of the ambu-
lance staff at the scene. For participants who did not have capacity
at the time of randomisation, consent is verified in hospital with
themselves or a relative (if the participant still lacks capacity). Results co te t
Result Five ambulance services are currently recruiting into the RIGHT-2 trial. From these, 958 paramedics expressed interest in being involved with the
RIGHT-2 trial, of which 628 (65.6%) have completed the online training as-
sessment. Feedback from paramedics suggests that face-to-face is their
preferred method of training, however, sessions need to be repeated sev-
eral times to allow paramedics who are on rotating shift patterns to at-
tend. This takes up a considerable amount of time for the research
paramedic who has to travel large distances across the ambulance ser-
vice. Remote webinars were well attended, with some paramedics attend-
ing multiple sessions to recap on key points. As with face-to-face sessions,
multiple sessions are required for a reliable uptake of paramedics. Conclusion As of 28th October 2016, 247 participants have been enrolled into
the RIGHT-2 trial. 127 (51.4%) participants gave their own consent. Proxy consent was given by a relative/carer/friend for 97 (39.3%) par-
ticipants, and by a paramedic for 23 (9.3%) participants. The median
time to consent for all participants was 58 minutes. After the partici-
pants reached hospital, 141 (61.8%) gave their own consent, 45
(19.7%) had continued consent by a relative or close friend and 42
(18.4%) had no further consent after proxy consent was taken in the
ambulance. Patients who had proxy consent in the ambulance had a
more severe stroke, median [IQR] National Institutes of Health Stroke
Scale score 12.5 [5, 18] versus 4 [2, 7] for those who gave consent
themselves. Training for paramedics who recruit patients into clinical trials needs
to cover the necessary elements of GCP as well as trial procedures. It
must be easy to access and succinct in order for them to complete
training around their normal work schedule. A remote webinar pro-
vides balance between accessibility for paramedics and ability to
interact with those delivering the training. Background Obtaining consent in the pre-hospital setting: consent procedures
from the rapid intervention with glyceryl trinitrate in hypertensive
stroke trial-2 (right-2) ing and m
Methods Paramedics working in ambulance services involved with RIGHT-2 who
express interest in recruiting patients into the trial are invited to watch
the training video. The training video lasts for 1 hour and contains de-
tails on trial procedures and elements of GCP relevant to paramedics
recruiting patients. The video is available over the internet so para-
medics are able to watch and revisit it whenever they choose so they
are able to complete the training in the small amount of time they
have available. Training has been delivered in face-to-face small group
sessions by Research Paramedics from participating ambulance trusts
and members of the RIGHT-2 team. Training has also been delivered by
a remote webinar, where the RIGHT-2 team deliver the training over
the internet, which allows for interaction between paramedics and
those delivering the training. Once paramedics have been trained they
must complete an online assessment questionnaire based around the
content of the video before they are able to recruit patients. R
lt Conclusion P59
Sample size adaptations in a randomised controlled biomarker
based strategy (hybrid) trial: experience from the OUTSMART trial
Dominic Stringer, Kimberley Goldsmith, Janet L. Peacock, Leanne M. Gardner,
Caroline Murphy, Anthony Dorling
Kings College London
Correspondence: Dominic Stringer
Trials 2017, 18(Suppl 1):P59 Background Stroke is a severe and often fatal or disabling condition. Despite treat-
ment effects in acute stroke being predominantly time dependent (e.g. Thrombolysis and thrombectomy), proven treatments are hospital
based. Commencing treatment in the pre-hospital setting could dra-
matically reduce time to treatment. The rapid intervention with glyceryl
trinitrate in hypertensive stroke trial-2 (RIGHT-2) recruits patients in the
pre-hospital setting within 4 hours of stroke onset. Obtaining consent
in emergency situations can be difficult, especially when the time win-
dow for recruitment is short. Proxy consent allows patients to be re-
cruited when they lack capacity to give consent themselves, a common
scenario in people suffering a stroke. Conversely, a waiver of consent
offers the opportunity to include all eligible patients but may disregard
the initial choice of patients who have capacity to make an informed
decision regarding participation in research. h d Background The Pulmonary Metastasectomy in Colorectal Cancer (pulmicc) trial
completed its feasibility phase in 2015. Surgically treated colorectal
cancer patients, with newly diagnosed lung metastases, were rando-
mised to continued active monitoring or pulmonary metastasectomy
followed by active monitoring. Randomisation was a two stage
process; Stage 1 investigations assessed fitness for surgery and eligi-
bility for Stage 2 randomisation. A key trial criterion was clinician un-
certainty regarding the benefit of surgery in the light of the patient’s
test results. The trial was anticipated to be challenging for both clini-
cians and patients. Both patient information, and healthcare profes-
sional, training DVDs were produced to assist with trial discussions
and decision making. Additionally a patient survey was conducted to
examine patients’ views about the trial. The first strategy used to improve efficiency was the incorporation of
rescreening HLA Ab- participants in the trial design, with participants
converting to HLA Ab + in the unblinded group moving on to opti-
mised immunosuppression. The known prevalence of HLA Ab + in renal transplant recipients is ap-
proximately 25%, DSA account for 1/3rd of these, and the known inci-
dence of de novo DSA development is 3%. Sample size calculations
based on these known rates estimated requiring 2800 randomised partici-
pants for 324 DSA+ participants to allow comparison of the effect of bio-
marker led immunosuppression optimisation in these patients. Sixteen
months into recruitment both the prevalence and incidence of DSA+ was
lower than expected. This led to the application of a second strategy for
efficiency improvement; a change in the primary outcome from binary to
time to event (time to graft failure, approved by the DMC and TSC). The
sample size calculation was amended both to reflect this change and to
take into account the lower than expected DSA+ rates, retaining trial
power. The amended sample size required 165 DSA+ participants from an
estimated 2357 to be recruited. This change also meant there was already
sufficient numbers of HLA Ab + DSA- and HLA Ab- participants recruited. As recruitment continued, the overall proportion of DSA+ participants
in the trial increased as the DSA prevalence and incidence rates normal-
ised, and also as a consequence of the increasing pool of participants
to screen as more HLA Ab- participants were randomised. The latter
sort of complexity would generally only be simplistically accounted for
in sample size calculations. P60 Heidi Gardner, Cynthia Fraser, Graeme MacLennan, Shaun Treweek
University of Aberdeen Methods for training paramedics to recruit patients into the rapid
intervention with glyceryl trinitrate in hypertensive stroke trial-2
(right-2) OUTSMART is an ongoing multi-centre randomised controlled trial test-
ing whether a combined structured biomarker screening programme
and optimized immunosuppression treatment regimen can reduce risk
of graft failure in kidney transplant patients. HLA antibodies (HLA Ab+),
particularly if they contain donor specific antibodies against the graft
(DSA+) are prognostic biomarkers for graft failure. However it is unclear
how best to treat patients positive for the biomarkers. Trials 2017, 18(Suppl 1):200 Page 24 of 235 Page 24 of 235 The study design involves screening kidney transplant patients to de-
termine if they are positive or negative for HLA antibodies and if
HLA Ab+, whether they have donor specific antibodies (DSA+)
against the graft. Antibody screening results are initially blinded, and
then participants are randomised 1:1 to blinding or unblinding of
their HLA Ab status. The blinded group remain treated as they were
at baseline (standard care) and the unblinded HLA Ab + group are
treated with an optimized immunosuppression intervention. Perceptions of the utility and barriers of using electronic health
records for patient screening in clinical trials: an in-depth
interviews study of site coordinators Perceptions of the utility and barriers of using electronic health
records for patient screening in clinical trials: an in-depth
interviews study of site coordinators
1
1
2
3 Correspondence: Heidi Gardner
Trials 2017, 18(Suppl 1):P60 Emily O’Brien1, Diane Bloom1, Carol Koro2, Jamie Lorimer3, Sudha R. Raman1,
Robert J. Mentz1, Bradley G. Hammill1, Lisa G. Berdan1, Ty Rorick1,
Salim Janmohamed3
1
2
3 Emily O’Brien1, Diane Bloom1, Carol Koro2, Jamie Lorimer3, Sudha R. Raman1
Robert J. Mentz1, Bradley G. Hammill1, Lisa G. Berdan1, Ty Rorick1,
Salim Janmohamed3 This abstract is not included here as it has already been published. 1Duke University; 2Glaxosmithkline & Merck & Co.; 3Glaxosmithkline
Correspondence: Emily O’Brien
Trials 2017, 18(Suppl 1):P62 P61
Surveying patients: views on trial information provision and
decision making using the ‘accept/decline’ clinical trials
questionnaire
Kathryn Monson1, Tom Treasure2, Chris Brew-Graves3, Valerie Jenkins4,
Lesley Fallowfield4
1Brighton & Sussex Medical School, University of Sussex; 2Clinical
Operational Research Unit, University College London; 3Surgical &
Interventional Trials Unit, University College London; 4Sussex Health
Outcomes Research & Education in Cancer (SHORE-C), Brighton & Sussex
Medical School, University of Sussex
Correspondence: Kathryn Monson
Trials 2017, 18(Suppl 1):P61 Method Following pulmicc stage 1 tests, patients eligible for randomisation
(pulmicc stage 2) were offered an 'Accept/Decline’ Questionnaire to
complete following their decision to either proceed to randomisation
or decline pulmicc stage 2. This 16 item, Likert scale, self-report ques-
tionnaire explores aspects of trial information provision, patients’ con-
cerns about their illness, influence of friends, family and doctor, and
concerns regarding randomisation (V Jenkins, L Fallowfield, 2000). It en-
ables the collection of patients’views on key issues surrounding trial in-
formation provision and decision-making in a structured, quantitative
manner. Patients also identify their most important reason for accept-
ing or declining study participation. The questions are worded generic-
ally to enable widespread use in randomised trials. R
lt Background Close monitoring of biomarker rates and on-
going sample size updates can address such issues and improve trial ef-
ficiency. This has led to outsmart meeting recruitment targets earlier
than expected, avoiding unnecessary randomisation of participants. Conclusions The known prevalence of HLA Ab + in renal transplant recipients is ap-
proximately 25%, DSA account for 1/3rd of these, and the known inci-
dence of de novo DSA development is 3%. Sample size calculations
based on these known rates estimated requiring 2800 randomised partici-
pants for 324 DSA+ participants to allow comparison of the effect of bio-
marker led immunosuppression optimisation in these patients. Sixteen
months into recruitment both the prevalence and incidence of DSA+ was
lower than expected. This led to the application of a second strategy for
efficiency improvement; a change in the primary outcome from binary to
time to event (time to graft failure, approved by the DMC and TSC). The
sample size calculation was amended both to reflect this change and to
take into account the lower than expected DSA+ rates, retaining trial
power. The amended sample size required 165 DSA+ participants from an
estimated 2357 to be recruited. This change also meant there was already
sufficient numbers of HLA Ab + DSA- and HLA Ab- participants recruited. y
Result p
p
As recruitment continued, the overall proportion of DSA+ participants
in the trial increased as the DSA prevalence and incidence rates normal-
ised, and also as a consequence of the increasing pool of participants
to screen as more HLA Ab- participants were randomised. The latter
sort of complexity would generally only be simplistically accounted for
in sample size calculations. Close monitoring of biomarker rates and on-
going sample size updates can address such issues and improve trial ef-
ficiency. This has led to outsmart meeting recruitment targets earlier
than expected, avoiding unnecessary randomisation of participants. Conclusions Questionnaires were returned by 54 randomised patients and 57 who
declined randomisation. The majority 106/111 (95%) indicated that
they had received sufficient written information about the study and
110/111 (99%) indicated that the doctor had told them what they
needed to know about the trial. Of patients who agreed to randomisa-
tion, 43/54 (80%) thought the trial offered the best treatment available
and 48/54 (89%) were satisfied that either treatment in the trial would
be suitable for them. Twenty five patients (44%) who declined random-
isation were satisfied that either treatment in the trial would be suitable
for them but 40/57 (70%) wanted the doctor to choose their treatment
rather than be randomised by a computer. The results did not highlight
significant problems such as patients feeling unable to say ‘no’ or con-
cerns that their illness might get worse unless they joined the study. We have been able to use the information, together with clinicians’
views on their experiences of the feasibility phase of the trial, to iden-
tify potential barriers to recruitment and enable strategies to be put in
place to address these. Conclusion: We found the questionnaire easy to
administer and acceptable to both patients who declined or agreed to
join pulmicc stage 2. It is an efficient tool for collecting relevant views
from patients regarding potential drivers and barriers to recruitment. Pre-planned ongoing rescreening of biomarker negative participants
and flexible reconsideration of the primary outcome allowed both en-
richment for individuals with the biomarker of interest and dynamic
modification of the sample size, leading to improved trial efficiency. Where possible, time-to-event or continuous primary outcomes should
be used in trials, especially where recruitment might be difficult and/or
biomarkers of interest are rare. Background The Electronic Health Record (EHR) is a rich source of clinical data
that holds promise for improving clinical trial conduct. However, little
information is available on site-level barriers to optimal use of EHR
systems in contemporary trials, particularly with respect to screening
and enrollment. More data is needed on the current use and associ-
ated challenges of using the EHR to identify trial participants. Objective j
We described existing site-level processes for using the EHR for
screening and recruitment of potential participants for an ongoing Trials 2017, 18(Suppl 1):200 Trials 2017, 18(Suppl 1):200 Page 25 of 235 Page 25 of 235 clinical trial. We also ascertained information on successful recruit-
ment strategies and key barriers to using the EHR for trial recruit-
ment from the perspective of site coordinators. Methods In this study, the statements included on the cards relates to the in-
formation items recommended by HRA for inclusion in a PIL. Twenty
trial stakeholders were recruited (10 potential trial participants [PTPs]
and 10 research nurses [RNs]) completed the card sort within one-to-
one think-aloud interviews. To contextualise the card sort, PTPs were
asked to imagine they had been approached to participate in a
phase III RCT comparing treatments A and B for a chronic condition. RNs were asked to think about potential participants making the de-
cision to take part in the same phase III RCT. In this study, the statements included on the cards relates to the in-
formation items recommended by HRA for inclusion in a PIL. Twenty
trial stakeholders were recruited (10 potential trial participants [PTPs]
and 10 research nurses [RNs]) completed the card sort within one-to-
one think-aloud interviews. To contextualise the card sort, PTPs were
asked to imagine they had been approached to participate in a
phase III RCT comparing treatments A and B for a chronic condition. RNs were asked to think about potential participants making the de-
cision to take part in the same phase III RCT. Qualitative focus groups were conducted with 18 study coordinators
and site investigators at sites actively participating in the global multi-
center HARMONY Outcomes trial, an ongoing randomized controlled
study to evaluate the effect of albiglutide on cardiovascular events in
patients with Type 2 diabetes (Clinicaltrials.gov ID: NCT02465515). Inter-
views were conducted by a professional moderator using a semi-
structured, open-ended topic guide and were analyzed to identify com-
mon cross-site themes. Background Focus group participants represented research
sites in the United States (n = 14), the United Kingdom (n = 2), Canada
(n = 1), and Denmark (n = 1), with the majority based in multi-physician
or hospital-based practices. Both stakeholder groups ranked the following three statements
in their top four most important statements: “possible disadvan-
tages and risks of taking part”, “possible advantages of taking
part” and “possible side effects of trial treatment”. Both stake-
holder groups ranked “who is funding the research” among their
least
important
statements. There
were
differences
between
groups in the other statements ranked as least important. RNs in-
cluded “who has approved the study”, “how have patients and
the public been involved in the design of the study” and “has
the scientific quality of the study been checked” among their
least important statements. PTPs ranked “will expenses be reim-
bursed”, “will there be any impact on any insurance policies” and
“will I receive any payments for taking part” among their least
important statements. Objectives To review the consent, recruitment and retention rates for single and
multi-centre randomised control trials funded by the United King-
dom’s National Institute for Health Research (NIHR) Health Technol-
ogy Assessment (HTA) Programme. Background Substantial amounts of public funds are invested in health research
worldwide. Publicly funded randomised controlled trials (RCTs) often
recruit participants at a slower than anticipated rate. Many trials fail
to reach their planned sample size within the envisaged trial time-
scale and trial funding envelope. A recent survey amongst the Direc-
tors of the Clinical Trials Units registered with the UK NIHR Clinical
Research Network identified priorities for research into the method-
ology of trials. The top three priorities were improving recruitment,
choice of outcomes, and improving retention. Correspondence: Karen Inne
Trials 2017, 18(Suppl 1):P63 p
Trials 2017, 18(Suppl 1):P63 A Patient Information Leaflet (PIL) is a requirement for UK health-
related research studies. Health Research Authority (HRA) guidance
lists 36 topic areas for inclusion in a PIL. However, there is limited
evidence about whether stakeholders believe these items to be of
importance when considering participation in a Randomised Con-
trolled Trial (RCT). This study identified and assessed which items of
information trial stakeholders ranked as most important and the rea-
sons for this. P64
Recruitment and retention of participants in randomised
controlled trials: a review of trials funded by the United Kingdom
health technology assessment programme
Stephen Walters, Inês Bonacho dos Anjos Henriques-Cadby, Oscar Bortolami,
Laura Flight, Daniel Hind, Richard M. Jacques, Christopher Knox, Nadin,
Joanne Rothwell, Michael Surtees
University of Sheffield
Correspondence: Stephen Walters
Trials 2017, 18(Suppl 1):P64 P64
Recruitment and retention of participants in randomised
controlled trials: a review of trials funded by the United Kingdom
health technology assessment programme
Stephen Walters, Inês Bonacho dos Anjos Henriques-Cadby, Oscar Bortolami,
Laura Flight, Daniel Hind, Richard M. Jacques, Christopher Knox, Nadin,
Joanne Rothwell, Michael Surtees
University of Sheffield
Correspondence: Stephen Walters
Trials 2017, 18(Suppl 1):P64 The majority of study coordinators in an ongoing diabetes trial re-
ported that the EHR was the primary modality used to identify po-
tential trial participants. Key barriers to full use of the EHR for
recruitment included limitations on access to medical records and
lack of research modules designed to support screening. Despite
these barriers, the use of EHR systems for screening is viewed as an
improvement over non-EHR-based methods. P63
The importance of informational items in a randomised controlled
trial participant information leaflet: a mixed method study
Karen Innes, Katie Gillies, Seonaidh Cotton
Marion Campbell Health Services Research Unit, University of Aberdeen,
Aberdeen, UK
Correspondence: Karen Innes
Trials 2017, 18(Suppl 1):P63 p
Results
f Most focus group participants reported that the EHR was the primary
modality used for screening, with the application of study-specific
EHR queries in conjunction with medical chart review to generate a
list of potentially eligible patients. In addition to EHR-based screen-
ing, most site coordinators reported using a multipronged approach
of high- and low-yield trial recruitment strategies, including asking
non-study investigators at the site to refer potentially eligible partici-
pants, posting fliers in clinics, sending mass mailings, and consulting
lists of names of past participants for future studies. Several key bar-
riers to use of the EHR system for recruitment were reported, includ-
ing limitations on accessing individual patient records without
informed consent, access to billing-only modules rather than re-
search modules, limitations on the number of search parameters,
and site-level restrictions on cold-calling patients meeting study cri-
teria. Coordinators reported that, despite these barriers, using an EHR
system has dramatically improved the perceived yield and timeframe
relative to traditional, paper-based screening methods. l This study is one of the first to explore how different stakeholder
groups rank the information contained in an RCT PIL. Similarities exist
between both stakeholder groups in statements ranked as most im-
portant, but there are differences in the least important statements. These results have implications for researchers developing PILs for
RCTs. Further research is required to identify any association between
the information provided in PILs and the decision-making process
around RCT participation. References Based on this review for most publicly funded trials the recruitment
rate is likely to be between 1 and 2 participants per centre per week
(4 to 10 a month). There is considerable variation in the consent, re-
cruitment and retention rates in publicly funded RCTs. In practice, re-
cruitment
rates
will
vary,
depending
on
whether
the
target
population is acute, where opportunistic recruitment will target inci-
dent cases, or chronic, where database recruitment can effectively
target prevalent cases. It will also vary according to whether the
intervention is therapeutic or preventive and the base incidence and
prevalence rate of the condition. Investigators should bear this in
mind at the planning stage of their study and not be overly optimis-
tic about their recruitment projections. 1. Edwards P, Roberts I, Clarke M, diguiseppi C, Wentz R, Kwan I, et al. Methods to increase response to postal and electronic questionnaires. Cochrane Database Syst Rev. 2009;3, MR000008. 2. Brueton V, Tierney J, Stenning S, Nazareth I, Meredith S, Harding S, et al. Systematic review of strategies to reduce attrition in randomised trials. Cochrane Database Syst Rev. 2013;12, MR000032. gy
Methods Our mixed method study used aspects of Q-methodology (a card
sort technique) and simultaneous cognitive interviews (think aloud). This mixed methods approach captures data on subjective opinions
held around a particular area of interest. The card sort technique pro-
vides participants with a set of “cards” (statements describing specific
information items) which they rank according to their opinion of rela-
tive importance. A specially formatted grid is used to capture the
relative rankings. While the participant completes the card sort, they
are encouraged to use the think-aloud technique to verbalise their
thoughts. HTA reports of individually randomised single or multi-centre rcts
published from the start of 2004 to the end of April 2016 were
reviewed. Data extraction Information was extracted, relating to the trial char-
acteristics, sample size, recruitment and retention by two independ-
ent reviewers. Main outcome measures Target sample size and whether it was
achieved; recruitment rates (number of participants recruited per
centre per month) and retention rates (randomised participants
retained and assessed with valid primary outcome data). Page 26 of 235 Trials 2017, 18(Suppl 1):200 Page 26 of 235 Page 26 of 235 increase in response rates (before 71.4%, after 75.9%) but it was not
statistically significant, 95% CI [0.87,1.80]. Background
l Non-muscle invasive bladder cancer (NMIBC) is a locally recurring dis-
ease for which patients undergo long term surveillance following ini-
tial diagnosis. CALIBER is a multicentre phase II feasibility study
comparing intravesical chemotherapy (chemoresection) with surgery
(standard of care) in patients with recurrent low risk NMIBC (2:1 che-
moresection:surgery randomisation). The primary aim is to assess
complete response to chemoresection and the trial is randomised to
test feasibility of recruitment to a larger randomised phase III trial. It was anticipated that patient recruitment would be challenging due
to the need to identify potential participants at the time of recur-
rence prior to treatment, complex risk stratification criteria and varied
treatment pathways across participating sites. As such we developed
recruitment aids with the aim of raising awareness amongst potential
participants, ensuring site staff remain aware of the trial and promot-
ing effective liaison between site staff when suitable patients are
identified. Background During routine monitoring in the ethos study (a surgical trial compar-
ing Stapled Haemorrhoidopexy with Traditional Haemorrhoidectomy
for the treatment of grade II-IV haemorrhoids), it was found that the
response rates to the 12 and 24 month follow-up postal question-
naires were lower than expected. Literature reviews looking at
methods to increase response rates identified monetary incentives as
one potential way to boost response rates1-2. Two Studies With-in a
Trial (swats) were conducted within ethos to assess the effectiveness
of a small unconditional voucher and a higher value conditional vou-
cher on response rates to the postal questionnaires. Following no ef-
fect of a lower value voucher incentive (£5.00) being found in
increasing response rates in the study (SWAT1), the team designed
an additional study to evaluate if a higher value monetary incentive
would be more effective in increasing questionnaire response rates. Methods Methods From the outset of the trial, ethics approved short patient informa-
tion leaflets and posters have been available to highlight the trial to
patients attending surveillance visits. A staff poster was also provided
to raise awareness amongst staff conducting surveillance. A CALIBER
specific risk calculation tool was introduced in March 2016 as an aid
to assess eligibility. We surveyed 34 participating centres about their
use of these aids and their use of the tools was compared to their
average recruitment. Participants enrolled in ethos who had not yet received their 12 and/
or 24 months follow-up questionnaires were included in SWAT2. All
participants were sent a covering letter with their postal question-
naires which informed them that they would receive a £30 high
street voucher as a token of appreciation upon receipt of a com-
pleted questionnaire. The primary analysis was a before and after
analysis of the effect of the voucher in increasing response rates at
each time-point. A sensitivity analysis was also carried out due to the
overlapping influence of SWAT 1. Results increase in response rates (before 71.4%, after 75.9%) but it was not
statistically significant, 95% CI [0.87,1.80]. This review identified 151 individually randomised controlled trials
from 778 NIHR HTA reports. The final recruitment target sample size
was achieved in 56% (85/151) of the RCTs and more than 80% of the
final target sample size was achieved for 79% of the RCTs (119/151). For 34% (52/151) of trials the original sample size target was revised
(downward in 79% (41/52)). The median recruitment rate (partici-
pants per centre per month) was found to be 0.92 (IQR 0.43 to 2.79)
and the median retention rate (proportion of participants with valid
primary outcome data at follow-up) was estimated at 89% (IQR 79%
to 97%). y
g
Discussion Both studies highlight that, despite current literature to the contrary,
the use of monetary incentives may not increase questionnaire re-
sponse rates in all study populations and could even have a negative
impact. There are a number of contextual aspects which may explain
this unexpected finding. Care is needed when introducing a new
intervention into an ongoing trial. Future evaluations of incentives
are needed to explore the impact of contextual issues which may
moderate their impact and influence in different study settings. P66
Recruitment aids for a phase II randomised trial in low risk bladder
cancer
1
1
2
3 Steven Penegar1, Rebecca Lewis1, James Catto2, Joanne Cresswell3,
Leyshon Griffiths4, Micki Hill1, John Kelly5, Allen Knight6, John McGrath7,
Laura Wiley1
1
2
3 Do higher monetary incentives improve response rates part-way
through a randomised control trial? 1The Institute of Cancer Research; 2University of Sheffield; 3South Tees
Hospitals NHS Foundation Trust; 4University Hospitals of Leicester NHS
Trust; 5University College London; 6Patient representative; 7Royal Devon
& Exeter NHS Foundation Trust Do higher monetary incentives improve response rates part-way
through a randomised control trial? Jessica Wood1, Jonathan A. Cook2, Jemma Hudson1, Alison McDonald1,
Hanne Bruhn3, Angus J. M. Watson4
1Centre for Healthcare Randomised Trials (chart), Health Services
Research Unit, University of Aberdeen; 2Nuffield Department of
Orthopaedics, Rheumatology & Musculoskeletal Sciences, University of
Oxford; 3Health Economics Research Unit, University of Aberdeen;
4Department of Surgery, NHS Highland
Correspondence: Jessica Wood
Trials 2017, 18(Suppl 1):P65 Do higher monetary incentives improve response rates part way
through a randomised control trial? Jessica Wood1, Jonathan A. Cook2, Jemma Hudson1, Alison McDonald1,
Hanne Bruhn3, Angus J. M. Watson4
1Centre for Healthcare Randomised Trials (chart), Health Services
Research Unit, University of Aberdeen; 2Nuffield Department of
Orthopaedics, Rheumatology & Musculoskeletal Sciences, University of
Oxford; 3Health Economics Research Unit, University of Aberdeen;
4Department of Surgery, NHS Highland
Correspondence: Jessica Wood
Trials 2017, 18(Suppl 1):P65 Correspondence: Steven Penegar
Trials 2017, 18(Suppl 1):P66 g
Results Responses were received from 26/34 centres. 25/26 (96%) are using
at least one of the short patient information leaflet, patient poster,
clinician poster or eligibility. Average monthly recruitment does not
appear to increase with increased use of the tools, with a median re-
cruitment of 0.21 for the 8/26 (31%) sites using two tools and 0.03
for the 6/26 (23%) sites using all four. Since distributing the CALIBER risk calculator, the number of eligibil-
ity queries received by the coordinating clinical trials unit has sub-
stantially decreased. Initial feedback from centres suggests it is a
useful tool for local pre-screening. Centres are advised to print the Responses were received from 26/34 centres. 25/26 (96%) are using
at least one of the short patient information leaflet, patient poster,
clinician poster or eligibility. Average monthly recruitment does not
appear to increase with increased use of the tools, with a median re-
cruitment of 0.21 for the 8/26 (31%) sites using two tools and 0.03
for the 6/26 (23%) sites using all four. A cross-cutting approach to clinical trial success: the US
Department of Veterans Affairs’ network of dedicated enrollment
sites (NODES) model A cross-cutting approach to clinical trial success: the US
Department of Veterans Affairs’ network of dedicated enrollment
sites (NODES) model Marcus Johnson1, Aliya Asghar2, Tawni Kenworthy-Heinige3, Debra Condon4,
Karen Bratcher5, Meghan O'Leary6, Danielle Beck7, Cyenthia Willis8,
Grant D. Huang9
1
2 Background Clinical trials are a critical component of biomedical research and
provide valuable insights into effective means for enhancing patient
care and establishing new therapies. Recruitment into clinical trials
remains a key determinant to study completion and success. Barriers
to achieving enrollment targets include distrust of the medical com-
munity and clinical research, lack of awareness or understanding
about clinical trials and eligibility criteria, and concerns about the lo-
gistics of participation, such as required travel, the time involved with
participating, and potential costs. While various strategies have been
proposed, it is unclear how broadly they apply when different popu-
lations, diseases, and/or study goals are involved. The ability to ef-
fectively overcome challenges may require approaches that focus
more on addressing shared interests among sites in overcoming clin-
ical trial barriers. g
CSP NODES piloted a "mentoring" (or hub-spoke) model in which a
Node site would more directly work with a study site to identify and
overcome barriers to recruitment, compliance, and data quality. Aims 1. Determine the impact of an external research site mentoring
model on study recruitment. 2. Examine the study site-level charac-
teristics that facilitate or impede study recruitment. M
h d The Colonoscopy Versus Fecal Immunochemical Test in Reducing
Mortality From Colorectal Cancer (CONFIRM) (CSP #577)3 study is a
large, simple, multicenter, randomized, parallel group trial directly
comparing screening colonoscopy with annual FIT screening in aver-
age risk individuals. Each of the 9 Node sites was paired with a low
performing (recruitment) CSP #577 study site. One Node site was
assigned two low recruiting sites for a total of 10 pilot sites. The re-
spective Node Manager then worked with the study site and the
West Haven CSP Coordinating Center (WHCSPCC) 4 to perform the
following: Research site mentoring: a novel approach to improving study
recruitment 1US Department of Veterans Affairs; 2VA Long Beach Healthcare System,
US Department of Veterans Affairs; 3VA Portland Health Care System;
4Minneapolis VA Health Care System; 5VA Palo Alto Health Care System;
6Durham VA Medical Center, US Department of Veterans Affairs; 7VA
San Diego Healthcare System, US Department of Veterans Affairs; 8VA
North Texas Healthcare System, US Department of Veterans Affairs;
9VA Cooperative Studies Program Central Office, US Department of
Veterans Affairs Marcus Johnson, Margaret Antonelli, Lynn Tommessilli, Beata Planeta
US Department of Veterans Affairs
Correspondence: Marcus Johnson
Trials 2017, 18(Suppl 1):P67 Marcus Johnson, Margaret Antonelli, Lynn Tommessilli, Beata Planeta
US Department of Veterans Affairs Methods The Department of Veterans Affairs (VA) Cooperative Studies Pro-
gram (CSP) is a clinical research infrastructure embedded within the
nation’s largest integrated health care system. The VA Network of
Dedicated Enrollment Sites (NODES) is a consortium of nine sites
intended to provide systematic site-level solutions to issues that arise
during the conduct of VA CSP clinical research [1]. Each NODES site
is represented at each VA Medical Center (VAMC) by a Director (or
team of co-directors/associate directors) and a Manager. Additionally,
each site has clinical support staff, including nurses and research as-
sistants, designated to assist multiple CSP clinical trials locally. Within
the context of a large, integrated health care system, NODES goals
are to: 1) enhance recruitment for clinical trials; 2) create study effi-
ciencies; 3) improve communication and disseminate best practices;
and 4) provide broader expertise in the design and conduct of VA
clinical research. Initial pilot activities were conducted for establish-
ing more cross-cutting approaches to improving recruitment. Results Created a site management checklist to determine the current state
of local study operations; Used the site management checklist to
conduct interviews with site study staff; Used the feedback that was
gathered during the site interviews to create study improvement
plans that contained performance metrics to measure criteria related
to recruitment, compliance, and data quality; Held regular conference
calls independently with study sites and WHCSPCC to monitor pro-
gress. The pilot was conducted over a 6-month period from February
2016-June 2016. Limitations The impact of introduction of different tools on recruitment could
not be confirmed as most have been available since the trial com-
menced. The reduction in eligibility queries since introduction of the
recurrence calculation tool may be a result of increased centre ex-
perience. In addition, the use of tools may be confounded with fac-
tors such as centre size and frequency of patient screening for the
trial. Background The VA Cooperative Studies Program's (CSP)1 Network of Dedicated
Enrollment Sites (NODES) is a consortium of 9 VA medical centers
(VAMCs) that have teams (Nodes) in place dedicated to conducting
CSP studies to enhance the overall performance, compliance, and
management of CSP multi-site clinical trials. Each Node site has a Dir-
ector (MD/PhD), Manager (Clinical Trial Nurse, Research Project Man-
ager), and Research Assistant(s). Correspondence: Marcus Johnson
Trials 2017, 18(Suppl 1):P68 pp
Results In total 586 and 562 participants were included in the 12 and
24 month analyses respectively in SWAT2. Results showed no statis-
tical evidence of an effect on the response rates at both 12 and
24 month time-points. Similarly, the sensitivity analyses results
showed no evidence of a difference in the 12 month response rates
after the incentive was given. At 24 months there was a slight Since distributing the CALIBER risk calculator, the number of eligibil-
ity queries received by the coordinating clinical trials unit has sub-
stantially decreased. Initial feedback from centres suggests it is a
useful tool for local pre-screening. Centres are advised to print the Page 27 of 235 Trials 2017, 18(Suppl 1):200 Page 27 of 235 Trials 2017, 18(Suppl 1):200 completed score calculation and retain in the patient notes to docu-
ment this eligibility assessment. of
recruitment
at
community-based
outpatient
clinics,
lack
of
utilization of the full spectrum of recruitment materials e.g. Letters,
flyers, participant screening algorithms (electronic medical records),
etc., unmotivated/disengaged study staff, lack of clinical referrals,
and uneven distribution of duties across study teams. Having a sub-
ject matter expert that was external to the CSP coordinating center
and could serve as a mentor was beneficial for the pilot sites. The
pilot provided a resource to the site that worked within a similar en-
vironment and could provide specific, site-level guidance on how to
resolve some of the recruitment issues/barriers that they faced. Conclusion of
recruitment
at
community-based
outpatient
clinics,
lack
of
utilization of the full spectrum of recruitment materials e.g. Letters,
flyers, participant screening algorithms (electronic medical records),
etc., unmotivated/disengaged study staff, lack of clinical referrals,
and uneven distribution of duties across study teams. Having a sub-
ject matter expert that was external to the CSP coordinating center
and could serve as a mentor was beneficial for the pilot sites. The
pilot provided a resource to the site that worked within a similar en-
vironment and could provide specific, site-level guidance on how to
resolve some of the recruitment issues/barriers that they faced. Conclusion Conclusions With provision of targeted recruitment aids, centre staff training and
ongoing support from the coordinating clinical trials unit, potential
barriers to recruitment in a trial with challenging patient identifica-
tion pathways and complex eligibility criteria can be managed effect-
ively. However there is no obvious increase in recruitment with
increased use of recruitment aids. In order to robustly evaluate the
impact of recruitment aid interventions they should be introduced in
a controlled manner to facilitate assessment of within and between
centre pre- and post- intervention accrual rates. The site mentoring model was successful in increasing participant re-
cruitment at study sites in a large, simple, multicenter, randomized,
parallel group trial in the VA healthcare system. Conclusion NODES addressed barriers in various aspects of clinical trial recruit-
ment and management by working collaboratively to solve problems
with multiple stakeholders. Varied practices and operational changes
in CSP research related to recruitment, staff training and research
methodology were implemented by taking an overall, system wide
approach. Many challenges with patient recruitment experienced
within CSP are similar to those encountered by other multi-site gov-
ernment or private industry clinical trials. As a result, the solutions to
these recruitment problems presented by NODES may be transfer-
able to other healthcare settings. Results Results The ten Study sites that participated in the pilot mentorship had an
average improvement of 4.9 participants enrolled per month vs. An
average improvement of 1.3 participants enrolled per month at the
27 study sites that were not part of the pilot. Some common issues/
barriers to recruitment that the pilot sites faced are as follows: lack NODES addressed key barriers affecting clinical trial outcomes at
study-specific and organizational levels. Results of these activities are
presented in categories related to 1) implementing innovative partici-
pant recruitment strategies, 2) creating site-level efficiencies for study Trials 2017, 18(Suppl 1):200 Page 28 of 235 Page 28 of 235 P70
Small sample corrections for cluster randomised trials: implications
for power and type I error rate P70
Small sample corrections for cluster randomised trials: implications
for power and type I error rate
Clemence Leyrat1, Katy Morgan1, Baptiste Leurent1, Brennan Kahan2
1London School of Hygiene and Tropical Medicine; 2Queen Mary
University of London
Correspondence: Clemence Leyrat
Trials 2017, 18(Suppl 1):P70 g
Tackling health inequalities has been a Scottish Government priority
since 2007. General Practitioners (GPs) at the Deep End is a collabor-
ation of general medical practices serving the 100 most deprived
populations in Scotland, based on the proportion of patients on the
practice list with postcodes in the most deprived 15% of Scottish
data zones. Eighty-six of these 100 practices are in the NHS Greater
Glasgow and Clyde Health Board area. The Deep End Links Worker
Programme was designed to prevent and reduce health inequalities
in Scotland, and support people living in the most deprived areas of
Scotland to ‘live well’ In their communities. It provides resources to
General Practices serving these populations to develop a ‘links ap-
proach’. Practices can refer patients to a Links Worker, who works
with the patient to identify and enable access to appropriate
community-based resources. The argument is that increasing and en-
abling local activities can enhance community connection, trust and
cohesion. Hence, the aim of Links Worker is to act as catalyst to hope
and self-determination, by using the strong relationship with patients
that exists in General Practices as a natural community hub. Part of
the evaluation of the programme involved a comparison of patient
and staff outcomes measured in 7 Intervention practices, with those
from 8 Comparator practices. These 15 practices were allocated to
the Intervention and Comparison arms at random, prior to the in-
volvement of the evaluation team. Methods We performed a simulation study to assess both the type I error rate
and the power of parallel two-arm CRTs with a continuous outcome
analysed with cluster-level methods, mixed models or GEE. For
cluster-level analysis, we studied the performance of a linear model
of cluster means without correction, a linear model weighted by the
cluster size or weighted by the variance components and a Wilcoxon
test. For mixed models, we assessed the performance of a Z-test, as
well as three degree of freedom corrections: Satterthwaite, Kenward-
Roger and the between-within method. Finally, for GEE, we com-
pared the performance of a Z test using model-based and robust
standard errors and a small sample correction proposed by Fay and
Graubard. We studied the impact of varying the intraclass correlation
coefficient (ICC), the number of clusters randomised and the vari-
ability in cluster size. Results operations and management, and 3) establishing metrics to more ef-
fectively evaluate site and network performance. Initial network ef-
forts produced several lessons and best practices for common
clinical trial problems. Additionally, innovations for wider adoption
across CSP studies were developed. Such strategies include mobile
recruitment, algorithmic inclusion/exclusion data programs for re-
cruitment activities, staff cross-training and mentorship, and stan-
dardized performance reporting. Some metrics were also used for
overall network performance. The results confirmed that when only few clusters are randomised,
inflated type I errors are observed and this inflation increases with
the ICC and with the variability in cluster size. Amongst the com-
pared methods, only the cluster-level model weighted on the vari-
ance components and mixed models with Satterthwaite or Kenward-
Roger corrections maintained the type I error rate at or below 5% in
all scenarios. Second, in terms of power, individual-level analyses out-
performed cluster-level analyses, but the power remained low for
fewer than 20 clusters randomised. Moreover, when the number of
clusters was very small (<8), the degree of freedom corrections lead
to very low type I errors (<2%), thus reducing the power to between
30 and 50%. Background Cluster randomised trials (CRTs) are increasingly implemented to as-
sess the effectiveness of interventions in settings in which individual
randomisation is impossible or challenging. Three main analysis strat-
egies have been proposed to analyse CRTs: cluster-level analysis,
mixed-models and generalised estimating equations (GEE). Whereas
the former approach maintains the nominal type I error rate, that is,
the chance to detect an effect when there is not, the last two lead to
inflated type I error rates when the number of clusters is small or the
cluster size varies. Small sample corrections have been proposed for
mixed models and GEE to circumvent this problem, but the impact
of these methods on power is still unclear. Objective The primary aim of the evaluation was to assess the effectiveness of
the Links Worker Programme in achieving the intended outcomes at
patient, practice and community levels. Methods Conclusions When the number of randomised clusters is small, appropriate cor-
rections must be used to maintain an appropriate type I error rate. GEE approaches are not recommended, but a weighted cluster-level
analysis or a mixed model with a Satterthwaite or Kenward-Roger de-
gree of freedom correction can maintain an appropriate type I error. However, these approaches lead to an important decrease in power
when fewer than 20 clusters are randomised, so adjustment of the
sample size is required at the design stage when such corrections
are used. No common denominator: a review of outcome measures in IVF
RCTs Jack Wilkinson1, Stephen A Roberts1, Marian Showell2, Daniel R Brison3,
Andy Vail1 The Glasgow deep end links worker programme evaluation:
analysis implication of an unusual randomised study design
Andisheh Bakhshi, Alex McConnachie, Bridie Fitzpatrick, Kate O’Donnell,
Mhairi McKenzie, Kathyrn Skivington, Nai Chng, Mathew Smith,
Sally Wyke, Stewart Mercer
University of Glasgow
Correspondence: Andisheh Bakhshi
Trials 2017, 18(Suppl 1):P71 y
1University of Manchester; 2University of Auckland; 3Central Manchester
University NHS Foundation Trust
Correspondence: Jack Wilkinson
Trials 2017, 18(Suppl 1):P69 1University of Manchester; 2University of Auckland; 3Central Manchester
University NHS Foundation Trust This abstract is not included here as it has already been published. p
, p
Methods A quasi-experimental evaluation design was decided by the Scottish
government as part of their funding conditions. Among 15 General
Practices that submitted a formal expression of interest in having a
Links Worker attached to their team, patients’ outcomes in 7 Gen-
erals Practices with an attached Links Worker will be compared with
those from 8 General Practices that do not have an attached Links
Worker. The intervention group are patients who were referred to Trials 2017, 18(Suppl 1):200 Page 29 of 235 Page 29 of 235 the Links Worker, but the comparator group are a random sample of
the practice population. By design, the intervention group is very dif-
ferent from the comparator group. Therefore, simple between-group
comparisons, which would be appropriate for most randomised stud-
ies, will not be appropriate. The main statistical analyses have been
defined in terms of mixed effects regression models, to account for
clustering of outcomes at the practice level, with adjustment for dif-
ferences in baseline covariates. In addition, other methods will be ex-
plored, aiming to control for the selection bias inherent in the study
design (e.g. With respect to age, gender, deprivation and comorbidi-
ties), such as nearest neighbour matching and propensity score
analysis. whether the treatment warrants further investigation. A limitation of
single-arm designs is that the results of the trial may be unreliable
predominantly due to selection bias. Therapeutic benefits may gener-
ally be smaller than differences in outcome due to baseline charac-
teristics. Detailed description of the baseline prognostic factors is of
little help in determining for example whether a group of patients
with poor prognosis has been recruited into the trial or whether the
treatment is not truly worthy of further study. Buyse (2000) argues
that randomisation should be considered more often for early trials
of experimental treatments. The calibrated design (Herson & Carter 1986) is a randomised single-
stage design utilising a binary endpoint. The design differs from the
typical randomised trial, as the “control” Group is not employed to
provide a comparison for the experimental treatment, but to evalu-
ate whether the sample population who receive the experimental
treatment has the capability of showing a response. The design es-
sentially constitutes two separate designs; one for the experimental
arm and one for the calibration arm. Results The final analysis is underway. Some results of the evaluation will be
presented, with particular focus on the implications of this unusual de-
sign, and the results obtained using alternative analysis approaches. P72
Group sequential methods for monitoring multi-arm clinical trials
Danni Liu1, Michele Melia1, for the Diabetic Retinopathy Clinical
Research Network2
1Jaeb Center for Health Research; 2DRCR.net
Correspondence: Danni Liu
Trials 2017, 18(Suppl 1):P72 Trials 2017, 18(Suppl 1):P72 The Myeloma UK Clinical Trials Network developed the muktwelve
trial; a randomised phase II study to assess the progression-free sur-
vival of a potential treatment regimen in relapsed and refractory
multiple myeloma. A calibration group will receive a control treat-
ment, and will be used to evaluate the validity of the historic control
used in the experimental group. Sixty patients are randomised on a
3:1 basis to experimental and control arms respectively. The sample
size was based primarily upon the experimental arm. Due to prag-
matic constraints, there is insufficient power to conduct formal hy-
pothesis testing in the calibration arm. However the inclusion of this
arm is necessary to safeguard against selection bias and give context
for the historic control rate. In comparison with conventional two-arm clinical trials, multi-arm
clinical trials provide investigators with the ability to directly compare
more than two competing treatments in a single trial setting. The
multi-arm trial design optimizes the efficiency of a trial, and even re-
duces the required total sample size if all experimental treatments
share a single control arm. It has been shown that a multi-arm trial
design can have economic and ethical benefits, such that it allows
for more efficient resource allocation and cost savings compared
with two separate trials, as well as the possibility of dropping an in-
ferior experimental treatment in the interim or even stopping the
study early if there is strong evidence for efficacy or futility. y
y
y
y
It is common in multi-arm trials that researchers are more interested
in simultaneously monitoring all pairwise comparisons than just a
global test. Given that the probability of falsely rejecting the null hy-
pothesis is inflated when multiple pairwise hypothesis tests are per-
formed repeatedly in a single study, several multiple comparison
procedures have been generalized to the context of group sequential
testing to preserve the experiment-wise type I error rate, even when
an inferior treatment arm is dropped during interim monitoring. Results Some examples are the generalization of the simple Bonferroni pro-
cedure, the Pocock’s procedure, the O’Brien-Fleming procedure, the
Fisher’s Least Significant Difference method, and the Newman-Keuls
procedure. We review the use of a calibration arm in phase II oncology trials and
the reasons for implementing such an approach, with an application
to the muktwelve study. We also assess the possibility of designing
the trial in a Bayesian setting, with the intention of more formally
using the calibration arm. It is postulated that the uncertainty around
the historic control rate can be better modelled by using this ap-
proach. One possibility would be to adapt the use of commensurate
priors, which can be utilized in a two-arm setting with a formal com-
parison to assess historic and concurrent heterogeneity (Hobbs, Car-
lin & Sargent 2013). p
In this presentation, we will discuss group sequential methods for
monitoring clinical trials with multiple treatment groups. Two re-
cently completed Phase III multi-center randomized clinical trials
evaluating treatments for diabetic macular edema conducted by the
Diabetic Retinopathy Clinical Research Network (DRCR.net) will be
used as examples. We will apply several group sequential methods
to these two fixed-sample studies and demonstrate the design and
conduct of statistical interim monitoring for efficacy under two dis-
tinct scenarios: comparisons with a control group and all pairwise
comparisons. Sample size re-estimation in cross-over trials: a simulation study
investigating the type I error, power and sample size in the AIM
HY-INFORM study Sample size re-estimation in cross-over trials: a simulation study
investigating the type I error, power and sample size in the AIM
HY-INFORM study y
Julie Wych, Adrian Mander
University of Cambridge
Correspondence: Julie Wych
Trials 2017, 18(Suppl 1):P74 Hypertension is the single biggest contributor to the global burden
of disease in the UK. It is widely accepted that ethnicity is one factor
that is associated with hypertension and which influences the re-
sponse to existing first-line antihypertensive treatments. In the UK
hypertension treatment is stratified by age and self-defined ethnicity
(SDE), problems associated with this include a lack of data from UK
populations supporting the current SDE stratification and no refer-
ence to South Asians – the largest ethnic minority group in the UK. The primary objective of the AIM HY-INFORM study is to determine if
the response to existing first-line anti-hypertensive drugs differs by
ethnic group for patients on mono- or dual therapies. p
, p
Methods The experimental arm is set up
using a single-stage design using an exact binomial distribution
(A’Hern 2001) with corresponding “recommend” and “abandon” cut
points specified against a historic control. Outcomes in the calibra-
tion arm are used to assess whether the assumptions for the historic
control are acceptable and whether the response rate lies within the
expected range. If the response rate is not comparable, the conclu-
sions from the experimental arm are questioned. Results The work pre-
sented here will consider patients on a monotherapy treatment re-
gime. The study design is a 3-period 3-treatment cross-over trial in a P73
Calibrated phase II oncology design in a bayesian setting
Jessica Kendall, Duncan Wilson, Sarah Brown, Andrew Hall
University of Leeds
Correspondence: Jessica Kendall
Trials 2017, 18(Suppl 1):P73 p
Trials 2017, 18(Suppl 1):P73 Phase II oncology designs commonly seek to assess the potential ef-
ficacy of a treatment. Single-arm trials can be utilised comparing
against a historic control, with decision-making cut points indicating Trials 2017, 18(Suppl 1):200 Trials 2017, 18(Suppl 1):200 Page 30 of 235 Page 30 of 235 Page 30 of 235 multi-ethnic cohort of hypertensives using a linear mixed effects
model with subject as a random effect. With the absence of prior es-
timates of the within-subject SD, one problem with this multilevel
design is the calculation of the required sample size to ensure the
desired power to detect a single ethnic by treatment interaction. Sample-size re-estimation designs can be used in this context to
change the sample size according to accrued information in a statis-
tically robust way. Ahead of trial recruitment, a simulation study was
carried out with the main aims of (i) Assessing the properties of the
hypothesis tests for the sample size defined in the AIM HY-INFORM
study protocol; (ii) Estimating the fixed (single ethnic by treatment
interaction) and random (within-subject SD) estimates of interest
along with their summary and performance measures; (iii) Simulating
an interim analysis after 50 subjects have completed their treatment
sequence to re-assess the sample size calculation. Results and
performance measures will show that the hypothesis-generating
procedure attains a size of 0.05 for 1000 simulations with a
protocol sample size of 660 subjects for different within and
between-subject SDs. The estimated power is in line with that
achieved in the study protocol and an underestimated assumed
within-subject SD requires a larger than planned study sample
size; providing a means of preserving the power of the study, a
distinct advantage over a fixed design. We propose to compare the result of the primary analysis with alterna-
tive methodologies, including time series analyses, which treat the data
continuously and incorporate the time-dependent correlation between
measurements. In addition, we are interested in determining if the
CGM data and clinical data on subject treatment can be used to further
optimize the current clinical algorithm and improve glucose control. Methodological challenges in the react study, a randomized
controlled trial of real time continuous glucose monitoring in
neonatal intensive care
1
2
3
3 Many strategies for treating cancers use combinations of drugs or mul-
tiple forms of treatment (e.g. Concurrent chemoradiotherapy). In most
early phase trials of two therapies (labelled as A and B, say) a fixed dose
of agent A is administered and only the dose of agent B is escalated. The aim is to identify a recommended phase II dose combination
(RP2DC), i.e. The largest dose of agent B that, when combined with the
fixed dose of agent A, has a chance of causing a dose-limiting toxicity
(DLT) close to some predefined limit. Currently, more combination ther-
apy trials allow both treatments to be escalated; patients entering the
trial receive the best dose from a grid of possible combinations, and
one or more RP2DCs can be considered for use in phase II. However,
modelling the relationship between dose combination and toxicity can
be challenging since most parametric models require many parameters
to be flexible enough, and model assessment is impossible given the
limited data available in phase I trials. 1University of Cambridge and Cambridge Clinical Trials Unit,
Addenbrooke’s Hospital; 2Cambridge Clinical Trials Unit; 3University of
Cambridge and Cambridge University Hospitals NHS Foundation Trust
Trials 2017, 18(Suppl 1):P75 P77
A model-free Bayesian adaptive design for combination therapy
dose-finding trials with censored time-to-toxicity data
1
2
3 Graham Wheeler1, Michael J. Sweeting2, Adrian P. Mander3
1University College London; 2University of Cambridge; 3MRC Biostatistics
Unit Hub for Trials Methodology Research
Correspondence: Graham Wheeler
Trials 2017, 18(Suppl 1):P77 P75
Methodological challenges in the react study, a randomized
controlled trial of real time continuous glucose monitoring in
neonatal intensive care
Julia Forman1, Simon J. Bond2, Catherine Guy3, David Dunger3,
Kathryn Beardsall3
1University of Cambridge and Cambridge Clinical Trials Unit,
Addenbrooke’s Hospital; 2Cambridge Clinical Trials Unit; 3University of
Cambridge and Cambridge University Hospitals NHS Foundation Trust
Trials 2017, 18(Suppl 1):P75 Methodological challenges in the react study, a randomized
controlled trial of real time continuous glucose monitoring in
neonatal intensive care
2
3
3 Background In utero, glucose levels are normally maintained between 4–6 mmol/L. Infants born preterm are at risk of both hyperglycaemia (20-86%) and
hypoglycaemia (17%), both of which have been associated with in-
creased mortality and morbidity. In neonatal intensive care, clinical
practice relies on intermittent blood glucose monitoring. The REACT
Trial aims to evaluate the role of real time continuous glucose monitor-
ing (CGM) in the detection and management of hyperglycaemia and
hypoglycaemia in these babies. REACT will thus provide a wealth of in-
formation, combining both continuous and clinical data, and present
challenges in statistical analyses regarding how to optimally interpret
and use these results. The product of independent beta probabilities escalation (PIPE) de-
sign, a model-free approach for identifying multiple RP2DCs in dual-
agent phase I trials, is being used in ORCA-2, a phase I trial seeking
optimum dose and schedule combinations of olaparib in patients
with advanced head and neck cancer. However, the DLT observation
period for each patient is 13 weeks, with up to 40 patients planned
for a dose-escalation phase and another 10–30 patients planned for
a dose-expansion cohort. In trials using radiotherapy, some toxicities
can occur months after treatment, so long DLT observation periods
are required to ensure dlts are accurately captured and future pa-
tients are not at risk of excessive toxicity. In both settings, it is im-
practical to wait until all current patients have completed follow-up
before treating the next patient. Using data from patients that have
partially and fully completed DLT follow-up at the current time could
potentially reduce study duration and costs, particularly for trials of
combination therapies where sample sizes should be larger than
single-agent trials and recruitment is faster than expected. Trial design REACT is an international multicentre randomised controlled trial and
will recruit 200 subjects within 24 hours of birth, with a birth weight
<1200 g. Subjects will be randomized equally to two parallel arms. All babies will have an Enlite sensor (Medtronic, Northridge, CA, USA)
inserted and linked to a Medtronic Minimed 640G monitor for data
collection. In the intervention arm the real time sensor data will be
used for clinical management. In the control arm the data will be col-
lected blind to the clinical team caring for the baby. In both study
arms the data will be recorded every five minutes for six days. The
primary endpoint for the trial is the difference between the arms in
the percentage of time sensor glucose is in the target range of 2.6-
10 mmol/l within the first six days of life. y
Methodological challenges We therefore propose an extension to the PIPE design that uses censored
toxicity and complete follow-up outcomes to assist with dose-escalation
decisions. We show how different recruitment rates affect both trial con-
duct and results relative to a trial that requires complete patient follow-
up. We consider scenarios where time-to-toxicity is distributed earlier, uni-
formly, or later in the DLT observation window and use an adaptive
weighting procedure that alters the amount of information each patient
provides based on previous DLT times. In the context of the ORCA-2 trial,
we obtain substantial reductions in trial duration, with comparable ex-
perimentation and recommendation properties to the planned design. Methodological challenges Results Trial registration and funding This trial is registered with the ISRCTN (number 12793535) and
funded by the NIHR Efficacy and Mechanism Evaluation Programme. The Efficacy and Mechanism Evaluation programme is funded by the
MRC and NIHR, with contributions from the CSO in Scotland, NISCHR
in Wales and the HSC R&D, Public Health Agency in Northern Ireland. This report is managed by the NIHR Evaluation, Trials and Studies Co-
ordinating Centre (NETSCC) (Efficacy and Mechanism Evaluation, 11/
133/07 Real Time Continuous Glucose Monitoring in Neonatal Inten-
sive care). The views expressed in this publication are those of the
author(s) and not necessarily those of the MRC, NHS the National In-
stitute for Health Research or the Department of Health. P77
A model-free Bayesian adaptive design for combination therapy
dose-finding trials with censored time-to-toxicity data
Graham Wheeler1, Michael J. Sweeting2, Adrian P. Mander3
1University College London; 2University of Cambridge; 3MRC Biostatistics
Unit Hub for Trials Methodology Research
Correspondence: Graham Wheeler
Trials 2017, 18(Suppl 1):P77 Methodological challenges Evaluating continuous data, upon which dynamic treatment deci-
sions are made, presents challenges for analysis. The primary analysis
has a clear interpretation, but it ignores the time dependence of the
data, and dichotomises the results: within/outside the target range. Therefore it cannot detect any time-dependent treatment effects. Furthermore, as with all dichotomisations, it is unduly influenced by
the choice of boundaries that define the target range. There is a pau-
city of alternatives that correct both of these issues, and offer a clin-
ically valuable interpretation. Page 31 of 235 Trials 2017, 18(Suppl 1):200 P78
A two-stage, phase II clinical trial design with nested criteria for
early stopping and efficacy
Michelle DeVeaux, Michael J. Kane, Daniel Zelterman
Yale School of Epidemiology and Public Health
Trials 2017, 18(Suppl 1):P78 To overcome these challenges multiple imputation using chained
equations (“Ice” Command in Stata v14.0) was used to impute the
missing data items. Subsequently multivariable fractional polynomial
models were fitted on the imputed dataset (“Mfpmi” Command),
within a Cox model (“Stcox” Command). This command performs
backwards selection to select variables that are predictive of mortal-
ity, whilst finding the most suitable functional form of such covari-
ates, within a time to event model. Finally, the proportional hazards
assumption was checked in the final model, using standard methods. Discussion We propose a two-stage design for a single arm clinical trial with an
early stopping rule for safety. This design employs different criteria
to assess early stopping and efficacy. The early stopping rule is based
on a criteria that can be determined more quickly than that for effi-
cacy. These separate criteria are also nested in the sense that efficacy
is a special case of, but usually not identical to, the early stopping cri-
teria. The addition of a curtailed sampling scheme allows for early
decisions to be made before all of the data has been observed. The
design readily allows for planning in terms of statistical significance,
power, and expected sample size. This method is illustrated with a
Phase II design comparing patients treated for lung cancer with a
novel drug combination to a historical control. In this example, the
early stopping rule is based on the number of patients who exhibit
progression-free survival (PFS) at 2 months post treatment follow-up. Efficacy is judged by the number of patients who have PFS at
6 months. Background Infection is a major concern in UK hospitals and it is estimated that
up to 8% of inpatients have an infection. The death rate from these
infections can reach 10-30% depending on the patient and patho-
gen. A number of non-modifiable patient factors (e.g. Comorbidities
and infection severity) are known to impact adversely on outcome. However there are limited data available from large multicentre stud-
ies to investigate the importance of modifiable risk factors. ‘Blood
Stream Infection: Focus on outcomes’ is a multicentre, prospective
observational study with the primary aim of identifying modifiable
risk factors associated with all-cause mortality in patients with one of
six key pathogens. Modifiable data collected includes staffing levels,
antibiotic use (in particular the timing of appropriate therapy) and
use of intravenous lines. Analysis approach Although the primary purpose of the study is to identify and esti-
mate the effect of modifiable factors, the analyses need to take the
non-modifiable risk factors into account. To maximise the degrees of
freedom available, the analysis was split into two stages. For the first
stage, a Cox model was fitted for the non-modifiable risk factors only
with the aim of deriving a risk scorer which quantifies each patient’s
risk of mortality. The second stage of the modelling is investigating
the modifiable risk factors and the risk score derived in the first stage
is included as a covariate (analysis underway). Methodological challenges The use of multivariable fractional polynomials within survival ana-
lysis models using imputed data can be useful to find a best fitting
model for a dataset with missing data. The code in order to achieve
this is available in standard statistical packages, such as Stata. Frac-
tional polynomials can be difficult for non-statisticians to grasp and
may not be the best choice in settings where straightforward inter-
pretability of coefficients is required. Methods We used patient-level data from the English NHS Patient Reported
Outcome Measures between 2012/13 and 2014/15. We included data
from 126,064 patients who responded to all seven pain component
questions of the six-month post-operative OKS questionnaire. The
pain component includes questions on level of pain, night pain, pain
while walking, standing up, limping, interference with work, and con-
fidence. All questions had five response levels from 0 (most pain) to
4 (no pain) so that the pain component subscale ranges from 0
(most pain) to 28 (no pain). Dataset Background Background
About 20% of patients who undergo primary total knee replacement
(TKR) surgery in the UK experience chronic pain after their operation. The provision of healthcare services for these patients has been
found to be patchy and inconsistent in the NHS. Although chronic
pain is understood to be pain persisting for several months, the level
that pain must persist for a patient to be considered in chronic pain
is not defined. The aim of this work was to identify a cut-off point in
the pain component subscale of the Oxford Knee Score (OKS) that
could be used to identify patients in chronic pain following a primary
TKR. Dataset A total of 1,676 patients were included in the study across 5 centres. The dataset comprises 48 modifiable and 38 non-modifiable factors. The overall mortality rate is 20.8% (95% CI: 18.8% - 22.8%). We adopted a data-driven approach in order to derive groups with
different levels of pain using cluster analysis. We applied a hierarch-
ical method of clustering whereby a multi-level hierarchical tree was
created by repetitively splitting data into clusters. “similar” observa-
tions (based on inter-observation distance) were placed in the same
cluster. Clusters were then split until no further dissimilarity could be
found, or until the maximum number of clusters was reached. The
cluster analysis was run for an increasing maximum number of clus-
ters from two to 10. Clusters were then examined based on their dis-
tribution over the range of the pain component subscale to identify
if the cluster with the lowest scores (highest pain) was stable as the
number of clusters increased. If a stable cluster was found, its highest
values would be identified as the cut-off point. An oxford knee score cut-off point to identify patients with
chronic pain after knee replacement for a complex intervention
trial Sara Khalid1, Vicky Wylde2, Rachael Gooberman-Hill2, Andrew Judge1,
Rafael Pinedo-Villanueva1 Sara Khalid1, Vicky Wylde2, Rachael Gooberman-Hill2, Andrew Judge1,
Rafael Pinedo-Villanueva1 1University of Oxford; 2University of Bristol
Correspondence: Sara Khalid
Trials 2017, 18(Suppl 1):P80 1University of Oxford; 2University of Bristol
Correspondence: Sara Khalid
Trials 2017, 18(Suppl 1):P80 P79
Analysis challenges in blood stream infection: focus on outcomes
study
Rebecca Evans1, Katie Pike1, Alasdair MacGowan2, Chris A. Rogers1
1Clinical Trials and Evaluation Unit, University of Bristol; 2Southmead
Hospital, North Bristol NHS Trust
Correspondence: Rebecca Evans
Trials 2017, 18(Suppl 1):P79 Results The first challenge encountered was missing data; data were missing
for between 10% and 45% of patients for some of the key data
items. Secondly, in order to ensure the calculated risk score provides
the best summary of the relationship between the non-modifiable
factors and survival, it was important to ensure the most suitable
functional form of each continuous covariate was used. Finally, the
modelling required a survival analysis framework, which included en-
suring that the appropriate model assumptions were met. The distribution of the hierarchical clusters over the pain component
subscale showed a changing shape for the highest pain group when
the maximum number of clusters was set to two or three, but a
largely consistent distribution was observed when the number of
clusters was set to four or higher. The highest score for the pain
component subscale for the high-pain cluster was 24 for two or three
clusters, but it converged to 14 for four clusters and above. Trials 2017, 18(Suppl 1):200 Page 32 of 235 Trials 2017, 18(Suppl 1):200 Page 32 of 235 P82 The web tool provides an interactive graphical user interface that al-
lows users to easily conduct simulations and assess the best design for
meeting the primary objective of the proposed trial. Adaptive designs
and further information are available at http://cqs.mc.vanderbilt.edu/
shiny/adaptivedesigns/and will be updated soon. Background In phase I oncology clinical trials, the operating characteristics of
adaptive designs are used to evaluate the performance of adaptive
designs via a simulation study. Research has shown that no single es-
calation method has proven superior in all circumstances. Thus, an
interactive web application with a comprehensive score has been de-
veloped to find an appropriate adaptive design for conducting an
oncology phase I trial. Correspondence: Susan Hala
Trials 2017, 18(Suppl 1):P81 Residuals in the proportional hazards (PH) model are useful in detect-
ing outliers or influential points in clinical trials by testing the propor-
tional hazards assumption and exploring functional form. Assuming
proportional hazards and non-informative censoring, the full likeli-
hood approach is used to obtain score and deviance residuals. The
first residual is based on the ideas used in obtaining the score-type
residuals in partial likelihood approach. The second type of residual
is based on the concept of the deviance residuals. We conduct simu-
lations and compare the performance of the full likelihood residuals
with other common residuals that are based on the partial likelihood
approach. In addition, the graphical approaches are used to illustrate
the applications of these residuals using some real life examples in
clinical trials. gy
Methods The web application evaluates twelve different designs: two versions
of the 3 + 3 design, accelerated titration design (ATD), biased coin
design (BCD), k-in-a-row (KIR) design, two versions of the continual
reassessment method (CRM) design, escalation with overdose control
(EWOC) design, escalation based on toxicity interval (EBTI) design,
the modified toxicity probability interval (mtpi) design, Bayesian opti-
mal interval design (BOIN) and T-statistics design. The dfcrm, bcrm
and BOIN packages in R software are used for CRM, EWOC, EBTI and
BOIN designs. Through simulation studies with a matched sample
size, a comprehensive score is used to evaluate the performance of
selected adaptive designs with desired parameters as well as differ-
ent scenarios. Susan.halabi@duke.edu P82
Application of recent NEJM recommendations for supplementary
analyses of positive or failed randomized clinical trials
Mark Van Natta, Laura Wilson, Katherine Yates, James Tonascia
Johns Hopkins Bloomberg School of Public Health
Correspondence: Mark Van Natta
Trials 2017, 18(Suppl 1):P82 The cohort multiple randomised controlled trial: methodological
lessons from a practical application (the protects trial)
1
2
3
3 Recently, Pocock and Stone (NEJM, 2016) proposed recommenda-
tions for reporting the results of randomized clinical trials depending
on whether the primary outcome was "positive" and another set of
recommendations when the outcome was "failed." We show that
these recommendations are difficult to implement in the body of pa-
pers for journals with limits on words, tables, and figures (e.g., 2700
words and 5 tables + figures for NEJM) in the main article; however,
the recommendations can be effectively implemented in online sup-
plementary tables and figures to add value to the reporting of the
RCT. Conclusions acid for non-cirrhotic, non-alcoholic steatohepatitis trial (Lancet,
2014) and Nortriptyline for Idiopathic Gastroparesis trial (JAMA,
2013). Our study identified a stable high-pain group with consistent OKS
pain component scores between 0 and 14 using the hierarchical clus-
ter method. This cut-off point will provide a useful way to identify
patients for our trial on post-operative management of chronic pain
after TKR in the UK, and we expect that it will be equally useful for
other trials focused on patients with chronic pain after knee replace-
ment. Further work to better understand the uncertainty around this
cut-off point is recommended before adoption. Conclusions Recommendations from Pocock and Stone can be incorporated into
the original article’s RCT’s main or supplementary analyses. Background P84
The cohort multiple randomised controlled trial: methodological
lessons from a practical application (the protects trial)
David Reeves1, Kelly Howells2, Amy Blackmore3, Mark Hann3,
Maria Panagioti3, Peter Bower3
1University of Manchester; 2Centre for Primary Care, University of
Manchester; 3Manchester, Manchester UK, University of Manchester
Correspondence: David Reeves
Trials 2017, 18(Suppl 1):P84 Acknowledgement p
gy
Sheau-Chiann Chen, Yu Shyr
Vanderbilt University Medical Center
Correspondence: Sheau-Chiann Chen
Trials 2017, 18(Suppl 1):P83 This abstract presents independent research funded by the UK NIHR. Sheau-Chiann Chen, Yu Shyr
Vanderbilt University Medical Center
Correspondence: Sheau-Chiann Chen
Trials 2017, 18(Suppl 1):P83 P81
Two new residuals in survival analysis with full likelihood
Susan Halabi, Sandipan Dutta
1Duke University
Correspondence: Susan Halabi
Trials 2017, 18(Suppl 1):P81 Methods
h
l Controlled Randomised Trials often struggle to recruit and there is
interest in innovative trial designs that can more effectively recruit
and retain patients and make the trials more efficient and patient-
centred. One innovation is the ‘cohort multiple randomised con-
trolled trial’ (CMRCT). Under a standard pragmatic RCT (pRCT) all pa-
tients are told about the different treatments in the trial arms,
including any new treatment, but only half are randomised to that
new treatment. The CMRCT design aims to make the trial consent
procedure more like standard health care, where people are only
asked to consent to treatments they are being offered and are not
told about treatments they cannot access. Under this design a sub-
stantial cohort of participants is recruited, then followed up at regu-
lar time intervals. To trial a new treatment, all eligible participants are
identified
and
a
random
sample
offered
the
treatment. The
remaining
eligible
patients
(those
not
offered
the
treatment) The analysis recommendations for ‘positive’ RCTs include: 1) display
of both relative and absolute risk of primary outcome; 2) use of 95%
confidence intervals; 3) analysis of parts if a composite primary out-
come; 4) analysis of secondary outcomes; and 5) subgroup analysis. The recommendations for ‘failed’ RCTs include: 1) display of exact
p-value to assess trend; 2) use of 95% confidence intervals; 3)
power calculations; 4) subgroup analysis; 5) analysis of secondary
outcomes; 6) alternative analyses including covariate adjustment
and as-treated analysis; and 7) meta-analysis using external data. Results We show how these recommendations can be implicated in practice
using data from two published trials sponsored by the National Insti-
tute of Diabetes and Digestive and Kidney Disease (NIDDK), one posi-
tive and one failed: Farnesoid X nuclear receptor ligand obeticholic Trials 2017, 18(Suppl 1):200 Trials 2017, 18(Suppl 1):200 Page 33 of 235 Page 33 of 235 constitute the control arm. These patients are not informed about
the trial or about treatments they will not receive. Advocates of the
CMRCT design claim significant advantages regarding recruitment,
patient centredness, and efficiency. Since the design was first pro-
posed a number of patient cohorts and related CMRCT s have been
established but very few have yet reported and good evidence for
these claims is lacking. We established the CLASSIC cohort of 4,377
patients with long-term conditions and are currently conducting a
CMRCT (PROTECTS) of a telephone-based health coaching interven-
tion. Split-plot designs: sample size considerations
1
2 Correspondence: Beatriz Goulao
Trials 2017, 18(Suppl 1):P85 Correspondence: Beatriz Goulao
Trials 2017, 18(Suppl 1):P85 Methods
h
l In the process of conducting PROTECTS, use of the CMRCT de-
sign has raised many methodological and statistical issues so far not
addressed in the literature. In this paper we consider these issues, re-
port how we tackled them within CLASSIC and PROTECTS, and their
implications for the design, conduct and analysis of CMRCTs. Results p
Conclusion We have discovered many challenges to the use of the CMRCT de-
sign in actual practice. Primary amongst these are issues around
power and sample size calculation, and the nature of the treatment
effect being estimated, which have not previously received adequate
attention. The rate of patient non-consent to treatment is a critical
factor in determining sample sizes for both the CMRCT and the host
cohort, and also efficiency relative to a pRCT. We have also found
that some sampling practices commonly applied in pragmatic trials,
when applied to a CMRCT, can result in selection bias and the intro-
duction of unintended differences between trial arms. The fixed data
collection points that are a feature of CMRCTs can result in high vari-
ation in the intervals between measurement and treatment that is
less controllable than in more conventional designs and can cause
problems in analysis. CMRCT -specific CONSORT guidance may be
indicated. Current sample size calculations in S-P RCTs are either non-existent
or incomplete. Researchers calculating a sample size for an S-P de-
sign should: 1. Indicate explicitly the target differences expected for
the cluster and individual-level interventions 2. Base sample size cal-
culations on the cluster-level intervention if the target differences ex-
pected at both levels are similar 3. Use simulation if a smaller target
difference at the individual-level is expected to estimate the number
of participants that need to be recruited The S-P design is an effi-
cient way to assess two interventions, when one of the interventions
needs to be randomised at the cluster-level. Observational versus randomised data: using a fractional factorial
RCT to compare results
Jennifer Bell1, Rhian M. Daniel2, Pollyanna Hardy1, Peter Brocklehurst3
1University of Oxford; 2London School of Hygiene and Tropical
Medicine; 3University of Birmingham Observational versus randomised data: using a fractional factorial
RCT to compare results
Jennifer Bell1, Rhian M. Daniel2, Pollyanna Hardy1, Peter Brocklehurst3
1University of Oxford; 2London School of Hygiene and Tropical
Medicine; 3University of Birmingham
Correspondence: Jennifer Bell
Trials 2017, 18(Suppl 1):P86 Background The split-plot (S-P) design is historically associated with agriculture
studies, but more recently used in healthcare research. The S-P is a
complex design that has both cluster randomised and factorial ele-
ments, but is distinguished by two levels of randomisation: one at a
cluster-level and one at a lower or individual level. In a previous re-
view, we identified twelve S-P randomised controlled clinical trials
(RCTs). Nine reported a sample size calculation and all 9 based the
sample size on the cluster randomisation element ignoring the indi-
vidual randomisation element of the S-P design. Background Background
In clinical research randomised controlled trials (RCTs) are seen as
the ‘gold standard’ for providing evidence to evaluate health care in-
terventions. Randomisation can ensure balance of baseline character-
istics between the intervention groups. In observational studies there
are often systematic differences between groups, typically analysed
using regression adjusting for measured confounders. However, pro-
pensity scores (PS) are an increasingly used alternative. This analysis
uses the unique opportunity provided by a large fractional factorial
RCT to investigate whether similar conclusions can be reached from
the results of the randomised interventions and their equivalent ob-
servational data from the non-randomised interventions within the
same RCT. The observational data are analysed using regression ad-
justment and propensity scores methods. The RCT investigated was
CORONIS, a 2x2x2x2x2 fractional factorial RCT comparing caesarean
section techniques on 15,935 women. Methods Methods We used Monte-Carlo simulations to investigate the relationship be-
tween the number of clusters (5–45 per arm) with: intra-cluster cor-
relation (0.02, 0.06 and 0.1); intervention target differences at the
cluster-level and individual-level (0, 7.5, 15 for each); and statistical
power in a S-P design for both for the cluster and patient-level inter-
ventions. Current simulations assumed no interaction between inter-
ventions and a fixed cluster size of 25 but this will be extended to
varying levels of interaction and cluster sizes. Simulated data sets
were analysed using a mixed-effects model with a random-effect at
the cluster level in Stata 14. section te
Methods One intervention pair from CORONIS (repair of uterus: exteriorisation
vs. Intra-abdominal) is assessed for its effect on the primary outcome,
death or maternal infectious morbidity. The results of five analyses
are presented: using the randomised intervention: the unadjusted,
marginal risk ratio (RR), and using the non-randomised intervention:
logistic regression to derive the marginal RR, and an inverse probabil-
ity of treatment weighting propensity score (IPTW PS) model to de-
rive the marginal RR. The results of these analyses are compared. Results To estimate the optimal sample size for S-P designs and how sample
size calculations should be reported. Results We found that power for the cluster and individual-level depended on
the intervention target differences expected. If both target differences
were similar, a sample size based on the cluster-level intervention leads
to an overpowered comparison at the individual –level. The cluster-
level power is similar using simulation or applying a standard cluster
RCT formula. For a fixed cluster-level target difference, as the ICC in-
creased, there was an increase in power to detect target differences at
the individual –level due to increased overall sample size. However, if
the individual-level target difference was smaller than the cluster-level
there was a point at which the sample size and power should be based
upon the individual rather than the cluster-level target difference. For
example, we observed that when the individual-level target difference
is smaller than the cluster-level by 10% or more for an ICC of 0.01, the
sample size should be based on the individual-level difference. Conclusion Conclusions The CMRCT research design is an intriguing development that may
offer several potential advantages over conventional designs. How-
ever, there are many challenges to the use of this design in actual
practice. Further research and methodological developments are
needed to determine whether, and in which contexts, the design can
live up to its initial promise. Background Often randomised controlled trials measure an outcome repeatedly
over the study period. An area under the curve (AUC) approach sum-
marises serial measurements using a single measure. Missing data can
occur at one or more time-points; it is unclear what the optimum
method to use is when missing data are present. The aim of this work
was to explore different analysis strategies for dealing with missing
data for an AUC outcome in the ethos trial that compared two surgical
interventions, stapled haemorrhoidopexy (SH) and traditional haemor-
rhoidectomy (TH) for treating haemorrhoids. An AUC approach was
used because it was hypothesised that the interventions would have
different recovery trajectories with respect to quality of life. h d As anticipated, results varied depending on the true underlying tox-
icity profile. Under the conventional assumption that toxicity grad-
ually increases with increasing dose level, all non-standard designs
had higher MTD and overall selection rates than the standard 3 + 3
design. However, the non-standard design with the highest MTD se-
lection rates, the CRM, was too aggressive and over-estimated the
true MTD most frequently, resulting in the lowest overall selection
rates among the non-standard designs. Overall selection rates for the
CCD, BOIN, mtpi, and mtpi2 were all within two percentage points of
one another and consideration of logistical complexities as well as
design familiarity in choosing among these is reasonable. For a fairly
constant toxicity profile that is safe, all non-standard designs resulted
in higher MTD and overall selection rates than the standard 3 + 3 de-
sign. The CRM appeared most aggressive in escalating and recom-
mending the highest dose level which resulted in higher overall
selection rates, followed in order by BOIN, CCD/mtpi, and mtpi2. With
a jump in toxicities between adjacent dose levels, the standard 3 + 3
design more often recognized when the MTD had been exceeded
compared to the non-standard designs; non-standard designs too
frequently over-estimated the MTD, resulting in overall success rates
that were either similar to or lower than the overall success rate
when using the standard 3 + 3 design. Thus, the conservative nature
of the standard 3 + 3 design was preferable under these scenarios. rive the m
Results The unadjusted analysis of the randomised interventions provides no
evidence of a difference in effect of repair method on the primary
outcome (RR 0.94, 95% CI (0.80 to 1.11), SE = 0.08, n = 5925). Regres-
sion analysis on the non-randomised interventions adjusting for mea-
sured confounding shows similar results to that of the randomised
interventions, but is less precise (RR 1.01, 95% CI (0.72 to 1.44), SE =
0.18, n = 5894) and very similar to the IPTW PS analysis (RR 0.98, 95%
CI (0.70 to 1.39), SE = 0.18, n = 5925). Trials 2017, 18(Suppl 1):200 Page 34 of 235 Trials 2017, 18(Suppl 1):200 Page 34 of 235 A comparison of methods to handle missing data in the analysis of
an area under the curve outcome A comparison of methods to handle missing data in the analysis of
an area under the curve outcome
Jemma Hudson1, Jessica Wood1, Angus Watson2, Jonathan Cook3
1University of Aberdeen; 2NHS Highland; 3University of Oxford
Trials 2017, 18(Suppl 1):P87 Six Phase I designs (3 + 3, CCD, BOIN, mtpi, mtpi2, and CRM), each
followed by a standard Phase II (Simon’s optimal 2-stage) and Phase
III (1:1 randomized group sequential with two interim analyses) study
were implemented. Dose limiting toxicity and response data were as-
sumed binomially distributed, and survival data exponentially distrib-
uted. Eight toxicity profiles representing gradually increasing toxicity
across dose levels, fairly constant toxicity that is considered safe, and
a jump in toxicity between two adjacent dose levels were each eval-
uated with a linear response/survival profile using 4000 simulations. Results Jemma Hudson1, Jessica Wood1, Angus Watson2, Jonathan Cook3
1University of Aberdeen; 2NHS Highland; 3University of Oxford
Trials 2017, 18(Suppl 1):P87 Methods A comparison of methods to handle missing data in the analysis of
an area under the curve outcome Methods The primary outcome in ethos was health related quality of life mea-
sured using the EQ-5D over a 24-month follow-up period (baseline, 1, 3
and 6 weeks post-surgery and 12 and 24 months post-randomisation). The AUC was derived using the trapezoidal rule. There was a substantial
amount of participants with missing data (30%). The analysis strategies
were; 1) complete-case analysis (defined as data available at each time-
point); 2) minimal data analysis (including all participants with at least
one shorter-term and one longer-term follow-up measure); 3) last ob-
servation carried forward (LOCF); 4) simple imputation (intervention
group mean at that time-point); and 5) multiple imputation (MI). We
used linear regression with adjustment for design variables in Stata 14. Simulations will be carried out to assess the statistical properties of each
methods for a range of follow-up profiles and missing data patterns. Seven hundred seventy-seven participants were randomised to SH
(389) or TH (388). Analysis of 570 participants with minimal data
favoured TH: mean difference in AUC −0.073 95% CI (−0.140, −0.006);
p = 0.034. The complete case (N = 400: −0.057 95% CI (−0.113, −0.001);
p = 0.046), simple imputation (N = 774: 0.054 95% CI (−0.089, −0.019);
p = 0.004) and MI (N = 774: −0.054 95% CI (−0.107, −0.000); p = 0.049)
analyses were similar. The LOCF analysis was not consistent with other
approaches (N = 774: 0.025 95% CI (−0.058, 0.109); p = 0.538). Conclusion Extending the two-stage patient preference design for binary
outcomes with stratification Background The standard 3 + 3 Phase I design remains the most widely used
Phase I design in practice, despite an increasing number of both
rule-based and model-based designs that range in complexity, but
generally outperform the standard (Yuan et al., 2016). Few have inte-
grated common measures of Phase I design performance such as
correct selection of the maximum tolerated dose (MTD), average
number of dose-limiting toxicities and average number of patients
treated above the MTD with a measure of overall success. We aimed
to characterize the ability to recognize a safe and efficacious drug by
the end of Phase III using six Phase I clinical trial designs, each
followed by a standard Phase II and Phase III design. Methods The results from the analysis on the non-randomised interventions il-
lustrate the importance of adjusting for confounders when analysing
observational data. Results based on regression adjustment and pro-
pensity score analysis are comparable, but the latter has the added
benefit of greater transparency when assessing balance of the base-
line characteristics between the groups. It is possible for confounding
to be controlled for using standard regression adjustment or IPTW
propensity scores, though this may depend on data quality, which
this study benefited from. Extending the two-stage patient preference design for binary
outcomes with stratification The complete-case, minimal data, simple imputation and MI analyses
were in broad agreement, but LOCF was not. This was because SH
had a shorter recovery compared to TH, using LOCF to impute the
longer-term missing outcome biased estimates. LOCF should not be
used to impute missing data for an AUC outcome when interven-
tions have potentially different recovery trajectories. Denise Esserman, Briana Cameron, Peter Peduzzi
Yale University
Denise Esserman
Trials 2017, 18(Suppl 1):P90 Denise Esserman, Briana Cameron, Peter Peduzzi Denise Esserman, Briana Cameron, Peter Peduzzi
Yale University
Denise Esserman
Trials 2017, 18(Suppl 1):P90 Patient preference plays a role in clinical practice, and is at the heart
of patient-centered outcomes research, thus ignoring the impact on
outcomes would be unrealistic. Furthermore, a patient may have a
different psychological response to a treatment he/she deems more
favorable. Patient preference can have a substantial impact on a
study’s outcome, particularly when it is not feasible to conduct a
blinded study. While the completely randomized design, the trad-
itional clinical trial setting where individuals or clusters are randomly
allocated to one of multiple treatment groups, is the gold standard
for assessing a treatment effect (the average effect a particular Background In
short, selection of a Phase I design should be based on the under-
lying toxicity profile that is anticipated, with appropriate safeguards,
and should consider the MTD selection rate in conjunction with
over-dosing and under-dosing errors that influence the overall selec-
tion rate of a favorable drug. P88 P88
Overall success rate of a safe and efficacious drug: results using six
phase I designs, each followed by phase II and III trials using
standard designs
Amy Ruppert, Abigail B. Shoben
The Ohio State University
Correspondence: Amy Ruppert
Trials 2017, 18(Suppl 1):P88 Overall success rate of a safe and efficacious drug: results using six
phase I designs, each followed by phase II and III trials using
standard designs standard designs
Amy Ruppert, Abigail B. Shoben
The Ohio State University
Correspondence: Amy Ruppert
Trials 2017, 18(Suppl 1):P88 Page 35 of 235 Page 35 of 235 Trials 2017, 18(Suppl 1):200 Trials 2017, 18(Suppl 1):200 Page 35 of 235 evidence of efficacy, while observational data provides evidence of
effectiveness (Piantadosi 1997). It is not surprising that the overall ef-
fectiveness of a treatment would be attenuated when used in the
general population. The discrepancy between the unadjusted and
adjusted findings highlight the importance of developing standards
for evaluating quality of observational data analyses to ensure proper
control of confounding. We are currently developing a software as-
sistant that will assist in standardization of studies using linked SEER-
Medicare data. Recently published trial findings have similar compari-
sons with observational data. Hamdy et al. (10-Year Outcomes after
Monitoring, Surgery, or Radiotherapy for Localized Prostate Cancer,
NEJM, Advance release) found no statistically significant differences
in mortality among men with localized prostate cancer randomized
to monitoring, surgery, or radiotherapy. However, fewer than 1.2% of
men in all groups died from prostate cancer at 10 years. The point
estimates were similar to a SEER-Medicare analysis (Wong et al. Sur-
vival Associated with Treatment vs Observation of Localized Prostate
Cancer in Elderly Men JAMA 2006). Unlike the randomized trial, the
observational data findings were statistically significant, perhaps be-
cause the sample size was over 50 times larger. Conclusion treatment will have in a specified population), this design ignores
the role patient preference may have on study outcomes; they are
not estimable in this design. The two-stage trial design first proposed
by Rucker, also known as the doubly randomized preference trial,
enables researchers to disentangle the treatment effect from those
effects resulting from choosing a treatment. ,
Methods We identified women diagnosed with node positive breast cancer
treated by mastectomy from 1990 to 2008 in the SEER database. We
examined the effectiveness of radiotherapy on survival outcomes
using adjusted Poisson regressions, confirmed by Cox or Fine & Grey
competing risk regressions. We compared our findings with those re-
ported in a meta-analysis of clinical trials as reported in the Journal
of Clinical Oncology. Decomposing the effects of the study population on null results:
the look ahead trial
Peter Kaufmann
University of Colorado College of Nursing
Trials 2017, 18(Suppl 1):P92 Decomposing the effects of the study population on null results:
the look ahead trial
Peter Kaufmann
University of Colorado College of Nursing
Trials 2017, 18(Suppl 1):P92 Peter Kaufmann Obesity continues to be a major risk factor for diabetes and is esti-
mated to cause 365,000 deaths annually in the US, thus placing it as
the third cause of death after Heart Disease and Malignant Neo-
plasms. The Look AHEAD trial sought to determine whether the
highly successful lifestyle intervention employed in the Diabetes Pre-
vention Program to reduce incident diabetes among pre-diabetic in-
dividuals is effective in reducing the incidence of major acute
cardiovascular events. The Look AHEAD trial randomly assigned
5,145 overweight or obese individuals with type 2 diabetes to either
a control intervention consisting of Diabetes Support and Education
(DSE) or an intensive lifestyle intervention (ILI) consisting of a weight
loss program and increased physical activity. The six-month intensive
intervention was tapered to a maintenance phase for the remainder
of the trial, which had a maximum follow-up of 13.5 years and 90%
statistical power to detect an 18% reduction in cardiovascular dis-
ease. After the trail was launched, the event rate in the control arm
for the primary outcome measure (a composite of death from cardio-
vascular causes, non-fatal MI and non-fatal stroke) was observed to
be only 0.7%, per year, much lower than the design event rate of
3.125% per year. In spite of an adjustment to the primary outcome
by adding hospitalization for angina as defined by American Heart
Association criteria, and extending the design follow-up from 10.5 to
13.5 years, the trial was stopped for futility after 11 years maximum
follow-up. Trials 2017, 18(Suppl 1):P91 Results The published meta-analysis found that radiotherapy had a protect-
ive effect on breast cancer specific survival (Rate Ratio [RR] = 0.84,
95% Confidence Interval [CI] 0.76 to 0.94), and overall survival (RR =
0.89, 95% CI 0.81-0.97). In the SEER data, we found that the un-
adjusted effect of radiotherapy on breast cancer specific death was
harmful, RR = 1.29 (95% CI 1.25-1.33), but that the adjusted effect
was beneficial, RR = 0.91 (95% CI 0.88-0.94). The unadjusted effect of
radiotherapy on overall survival was RR = 1.08 (95% CI 1.05-1.11),
while the adjusted effect was 0.87 (95% CI 0.84-0.89). Adjustment for
the number of positive nodes had a primary confounder impact re-
sponsible for the qualitative discrepancy between the unadjusted
and adjusted findings. In an effort to understand the null results, we examined the baseline
characteristics of the enrolled trial participants and compared them
to baseline characteristics of participants in other contemporary
major clinical trials in diabetes. Look AHEAD participants were found
to be of younger age, with a higher proportion of females, a lower
proportion of history of cardiovascular disease, and shorter duration
of diabetes that those enrolled in comparable clinical trials. The pro-
file suggests a much lower risk for cardiovascular events than had
been anticipated, approaching a floor effect for benefit of an inter-
vention. The Look AHEAD experience has considerable implications
not only for estimating event rates for the purpose of sample size
calculations but for methods of managing safety concerns, screening
for eligibility as well as monitoring the characteristics of enrolled par-
ticipants in real time. These factors will be discussed in the context
of other clinical trials with null results. P88 While the use of the
two-stage trial design is becoming more prevalent, especially as the
emphasis for use of decision aids continues to grow and the number
of trials testing behavioral interventions increases, there is still a large
gap in the methods available to design and ultimately analyze these
trials. Often the primary outcome of interest is not measured on a
continuous scale; typically, binary outcomes (e.g. Are patients satis-
fied with their treatment) are used. In addition, we are often inter-
ested in accounting for important covariates (e.g. Age, gender, and/
or type of insurance coverage) that may have an impact on the out-
come of interest, or may influence the preference rate (e.g. Men may
have a stronger preference for a surgical intervention, while woman
may have a stronger preference for a medical intervention). Cur-
rently, no methods exist to accommodate these scenarios. We
present our extensions of the two-stage clinical trial design for sam-
ple size determination and analysis for binary outcomes with stratifi-
cation and give closed form sample size formulas. evidence of efficacy, while observational data provides evidence of
effectiveness (Piantadosi 1997). It is not surprising that the overall ef-
fectiveness of a treatment would be attenuated when used in the
general population. The discrepancy between the unadjusted and
adjusted findings highlight the importance of developing standards
for evaluating quality of observational data analyses to ensure proper
control of confounding. We are currently developing a software as-
sistant that will assist in standardization of studies using linked SEER-
Medicare data. Recently published trial findings have similar compari-
sons with observational data. Hamdy et al. (10-Year Outcomes after
Monitoring, Surgery, or Radiotherapy for Localized Prostate Cancer,
NEJM, Advance release) found no statistically significant differences
in mortality among men with localized prostate cancer randomized
to monitoring, surgery, or radiotherapy. However, fewer than 1.2% of
men in all groups died from prostate cancer at 10 years. The point
estimates were similar to a SEER-Medicare analysis (Wong et al. Sur-
vival Associated with Treatment vs Observation of Localized Prostate
Cancer in Elderly Men JAMA 2006). Unlike the randomized trial, the
observational data findings were statistically significant, perhaps be-
cause the sample size was over 50 times larger. Conclusion Using properly analyzed observational data can provide generalizable
effectiveness information in a non-trial population. Background
ll
l Well-run clinical trials represent the gold standard for assessing effi-
cacy of interventions. Using observational (i.e. Non-randomized) data
to determine treatment efficacy requires statistical adjustment and
often untestable assumptions. P88 P91
Pragmatic verification of cancer clinical trial efficacy findings using
the surveillance epidemiology and end results (SEER) database
Brian Egleston1, Elin Sigurdson2, Elizabeth A. Handorf2, Eric A. Ross2,
Slobodan Vucetic3, Yu-Ning Wong2, Richard J. Bleicher2
1Temple University Health System; 2Fox Chase Cancer Center;
3Temple University
Correspondence: Brian Egleston
Trials 2017, 18(Suppl 1):P91 Objective We determined the degree to which SEER (a large generalized co-
hort) could replicate findings from the Early Breast Cancer Trialists'
Collaborative Group Meta-Analyses of Randomized Trials (a highly se-
lective cohort). This was in part motivated by a research letter on the
subject (McGale et al. Can Observational Data Replace Randomized
Trials, Journal of Clinical Oncology 2016, 34(27):3355–3356). Background Permuted Block Randomisation (PBR) was first suggested in 1952 by
Austin Bradford Hill [1] to restrict the possible degree of imbalance
that might occur in a stratified randomised trial. In the following sixty
years, several alternative methods have been proposed and well-
studied as regards the trade-off between imbalance control and pre-
dictability. Such methods include - but are not limited to - the class
of biased coin designs, the big stick design, the class of urn designs,
the maximal procedure and the block urn design, almost all of which
have shown to have lower predictability than their permuted block
counterparts. Despite the developments, recent review articles have
found that individually-randomised trials performing stratified ran-
domisation (using randomisation within mutually-exclusive strata,
rather than covariate-adaptive randomisation methods) almost exclu-
sively use PBR to generate the allocation sequence. In addition, a re-
cent article on the subject [2] stated that ‘there is no argument in the
literature to suggest that the permuted block design is better than or
even as good as the [Maximum Tolerable Imbalance] procedures’. The
question must be asked as to why statisticians continue to recommend
the use of the inferior PBR method over any other that has been shown
to be better at reducing the risk of selection bias. M th d y
We will present best practices for implementation of sex as a bio-
logical variable in the various phases of a clinical trial, and will in-
clude examples from the National Institute on Drug Abuse (NIDA)-
funded grants. The first step in implementation involves a rigorous
literature review that would explain how sex may influence the study
design based on previous preclinical or clinical research. If there is a
reasonable foundation of existing research, sex-specific hypotheses
could be generated, including primary, secondary or exploratory hy-
potheses. The next step entails developing a study design, which
should include a statistical analysis plan that provides for subgroup
analyses identifying differences in the intervention effect by sex. Such subgroup analyses should be implemented using interaction
models to test whether the treatment effect differs across sexes, or
an analogous approach if there is no modeling. Recognizing that
most clinical trials are not powered to detect differences based on
gender, these analyses are exploratory in nature. In progress reports
and publications, the study findings should include whether sex dif-
ferences were, or were not, detected. j
Discussion j
g
Discussion Although our adjusted SEER estimates were less beneficial in magni-
tude than the clinical trial estimates, they were consistent in direc-
tion and significance. Of note, clinical trial data often provides Page 36 of 235 Trials 2017, 18(Suppl 1):200 Page 36 of 235 Page 36 of 235 In January 2016, a new National Institutes of Health (NIH) policy went
into effect requiring that researchers consider sex as a biological vari-
able in animal and human studies (see NOT-OT-15-102 Guidance). This requires grant applicants of NIH-funded research studies to ex-
plain how sex will be factored into research design, data analyses
and reporting, requiring strong justification for studying only one
sex. The policy is meant to increase the quality and generalizability
of biomedical research, thus enhancing the reproducibility and trans-
latability of research in the biomedical field. In January 2016, a new National Institutes of Health (NIH) policy went
into effect requiring that researchers consider sex as a biological vari-
able in animal and human studies (see NOT-OT-15-102 Guidance). This requires grant applicants of NIH-funded research studies to ex-
plain how sex will be factored into research design, data analyses
and reporting, requiring strong justification for studying only one
sex. The policy is meant to increase the quality and generalizability
of biomedical research, thus enhancing the reproducibility and trans-
latability of research in the biomedical field. q
Results Justifications given by statisticians for using PBR and varying-size PBR in-
cluded questions around the motivation of clinicians to subvert the ran-
domisation sequence, ability to correctly implement the alternative
methods, a belief that weaknesses of fixed-size permuted blocks are over-
come by use of randomly-varying block sizes and that alternative methods
do not yield sufficient reductions in predictability to justify their use. Conclusions Phase I clinical trials are typically set up to establish the safety of a
proposed drug, study the pharmacokinetics and pharmacodynamics
of this drug and to identify a dose which is suitable for taking for-
ward to a further trial. Good design of Phase I studies is often chal-
lenging, due to limited evidence to inform study protocols. The
traditional approach for Phase I trials uses prespecified rules to assign
patients to dose levels and choose the recommended dose for the
next study, typically the ‘3 + 3’ design or variations. However, while
easy to implement, the operating characteristics of rule-based de-
signs tend to be unattractive. Not only can such designs lead to poor
decision making regarding the future investigation of the drug, but
they may also expose unnecessary numbers of participants to in-
appropriate doses. Adaptive designs, such as the Continual Reassess-
ment Method (CRM), which seek to model a dose–response curve
using all available information offer an alternative, and can be con-
veniently carried out within a Bayesian framework. These model-
based designs are now well-established in cancer, but much less so
in other clinical areas. Since statisticians make recommendations about appropriate methods
of allocation sequence generation, take up of better randomisation
methods depends on educating statisticians as to existence of alterna-
tive methods, that they can be readily implemented, and that the con-
vergence strategy is as big a risk of selection bias as the ‘perfect
prediction strategy’, if not moreso. P93
What barriers exist to statisticians recommending alternative
methods to permuted block randomisation? Colin Everett
University of Leeds
Trials 2017, 18(Suppl 1):P93 References [1] Hill AB. The Clinical Trial. N Engl J Med 1952; 247:113–119. [2] Berger VW, Bejleric K, Agnor R. Comparing MTI randomization procedures
to blocked randomization. Statistics in Medicine. Statist. Med. 2016, 35
685–694. doi: 10.1002/sim.6637 P94
Considering sex as a biological variable in research design, data
analyses and reporting
Eve Jelstrom1, Abigail G. Matthews1, Dikla Shmueli-Blumberg1,
Robert Lindblad1, Paul Van Veldhuisen1, Carmen Rosa2
1The EMMES Corporation; 2The National Institute on Drug Abuse (NIDA)
Correspondence: Eve Jelstrom
Trials 2017, 18(Suppl 1):P94 Background Grantees are also required to
report annually on the enrollment of males and females so that this
can be monitored throughout the implementation of the trial. Presentations were given to statisticians at the Leeds Institute for Clin-
ical Trials Research. In one, presented to an unscientifically-selected
sample of statisticians, two alternatives were introduced in a scenario
where members of independent oversight committees objected to use
of Varying-size PBR in an open-label randomised trial, requesting justifi-
cation for not using either of the suggested alternatives. (Soares and
Wu’s Big Stick Method and Zhao and Weng’s Block Urn Design) In the
second - open to all statisticians - any alternatives were presented in a
meeting, and statisticians were invited to discuss reasons for current
PBR use and invited to discuss justifications either to continue using
PBR, or to use other methods in trials involving restricted randomisa-
tion sequences within mutually-exclusive strata. This new policy guides researchers to take into account whether
there are biological factors related to sex which should be explored
in the study design or approached differently than originally
planned. The NIH policy will have an impact on the planning and
the conduct of clinical trials in humans and potentially new rela-
tionships between disease entities and sex will be explored and
given more weight. 96
Developing a Bayesian adaptive design for a phase I clinical trial: a
case study for a novel HIV treatment
Alexina Mason1, Alan Winston2, Deborah Ashby2
1London School of Hygiene and Tropical Medicine; 2Imperial
College London
Correspondence: Alexina Mason
Trials 2017, 18(Suppl 1):P96 Tradeoffs of a randomize, then consent approach to improving
cluster participation rates in cluster randomize trials
Abigail Shoben ,
cluster participation rates
Abigail Shoben
The Ohio State University
Trials 2017, 18(Suppl 1):P97 Cluster randomized trials (CRTs) are increasingly being used in public
health research to test interventions that are delivered at a cluster
level (e.g., in schools, hospitals, clinics, etc.). From a statistical per-
spective, the ideal for these trials is first to consent (recruit) partici-
pating clusters, then obtain consent from individuals participating
from each cluster (if needed), and finally randomize each cluster to a
treatment arm. This ideal minimizes the possibility of bias in the esti-
mated treatment effect and preserves the internal validity of the trial. However, this ideal requires that clusters agree to study participation
and randomization, which in practice may be difficult and instead re-
sult in clusters simply choosing not to participate in the study. Such
nonparticipation by clusters may limit the external validity of study
findings. Motivated by a school-based trial of physical activity promo-
tion programs in Ohio Appalachia, we discuss strengths and weak-
ness of an alternative approach where clusters are randomized first
and then approached for consent to study participation. This ap-
proach has the potential to improve cluster consent rates, but risks
bias due to differential participation rates by factors that may also in-
fluence the outcome. By providing a framework for when this bias
may occur and its potential magnitude, we provide guidance for fu-
ture studies about the statistical tradeoffs between (1) the traditional
consent then randomize approach and (2) the alternative randomize
then consent approach under various assumptions about cluster par-
ticipation rates and factors influencing a cluster’s decision to consent. P99
Biomarker-guided clinical trial designs: sample size calculations
with survival endpoints
Miranta Antoniou, Ruwanthi Kolamunnage-Dona, Andrea L Jorgensen
Department of Biostatistics, Institute of Translational Medicine, University
of Liverpool & MRC North West Hub For Trials Methodology Research
Correspondence: Miranta Antoniou
Trials 2017, 18(Suppl 1):P99 Biomarker-guided treatment is a rapidly developing area of medicine,
where treatment choice is personalised according to one or more of
an individual’s biomarker measurements. A number of biomarker-
guided trial designs have been proposed in the past decade, includ-
ing both adaptive and non-adaptive trial designs which test the ef-
fectiveness of a biomarker-guided approach to treatment with the
aim of improving patient health. Considering sex as a biological variable in research design, data
analyses and reporting A phase I study to assess the safety, pharmacokinetic profile and
antiretroviral efficacy of C34-PEG4-Chol, a novel once-weekly pep-
tide fusion inhibitor for the treatment of HIV-infection, was set-up
with MRC funding. During the study work up, Bayesian adaptive de-
signs based on the CRM were compared with a more standard
rule-based design using simulation studies based on seven test Page 37 of 235 Trials 2017, 18(Suppl 1):200 Trials 2017, 18(Suppl 1):200 Page 37 of 235 While randomised controlled trials remain the gold standard for the
evaluation of new therapies, the development of targeted therapies,
disease monitoring, and the concomitant increase in stratification of
patients presents new challenges in trial design. Increasingly, patient
eligibility becomes dependent on on variables which are known after
trial enrolment. Especially in conditions such as haematological ma-
lignancies, where delays in therapy can prove costly, treatment mo-
dalities may need to be amended in real time to take into account
molecular or genetic factors, where the test result is only available
some days after the start of treatment, or a patient’s minimal residual
disease status, again only available at the start of the next course of
treatment. It is therefore imperative to be able to direct therapy ap-
propriately, and allow prompt randomisation to the correct targeted
therapy. In the context of Acute Myeloid Leukaemia, there are a
number of potential targeted therapies which would typically start
after a 7–10 day course of chemotherapy. To avoid the dilution of re-
sults from patients not suitable for the therapy, randomisation needs
to take place once eligibility is known, but before targeted treat-
ment is due to start. Similarly, in an evaluation of minimal residual
disease monitoring, only those patients with a suitable target
should be randomised between monitor and no monitor. There is
therefore a need to ensure communication between clinicians, trials
office and the different accredited laboratories so that prompt and
appropriate randomisation takes place, allowing patients access to
an appropriate targeted therapy, and giving maximal power to de-
tect treatment differences. We present a generalised approach to
managing such trials, based upon an integrated computer system,
automated notification emails, and monitoring of take-up rates. The
approach is flexible enough to allow for several different targeted
therapies given in addition to chemotherapy in a factorial design,
real-time risk adapted therapy options, and the evaluation of the
benefits of sequential disease monitoring using digital PCR. Considering sex as a biological variable in research design, data
analyses and reporting The
approach builds upon the AML15 trial, which was an early rando-
mised evaluation of targeted therapy, and has been successfully
used with a network of over 100 sites in the UK, Europe, Australia
and New Zealand. scenarios, with the aim of choosing a design that would maximise
the scientific information gained from the study [1]. A dose-
inefficacy curve rather than the more usual dose-toxicity curve was
modelled. In determining the implementation details, five key ques-
tions were addressed: 1) how is the endpoint defined? 2) how will
the target dose be identified? 3) what are plausible scenarios? 4)
which drug doses should be available? And 5) what cohort sizes are
practical? While the results showed no optimal design for all cir-
cumstances, the trial team concluded there were clinical advan-
tages in choosing an adaptive design over the originally proposed
rule-based design. The process of specifying and evaluating the design options was
time-consuming, and required the active involvement of all members
of the trial’s protocol development team. However, the effort was
worthwhile as the originally proposed rule-based design was re-
placed by a more efficient Bayesian adaptive design. While the out-
come to be modelled, design details and evaluation criteria are trial
specific, the principles behind their selection are general. This case
study illustrates the steps required to establish a design in a novel
context. Reference 1. Mason AJ, Gonzalez-Maffe J, Quinn K, Doyle N, Legg K, Norsworthy P,
Trevelion R, Winston A and Ashby D. Developing a Bayesian adaptive
design for a Phase I clinical trial: a case study for a novel HIV treatment. Stats Med in press P100 A systematic mapping review of methods used for the evaluation
of implementation fidelity in primary care trials
Rebecca Barnes, Catherine Jameson, Alyson Huntley, Cindy Mann,
Alison Heawood, Athene Lane
University of Bristol
Correspondence: Rebecca Barnes
Trials 2017, 18(Suppl 1):P100 Background The feasibility and effectiveness of novel procedures for improving
viability of organs for transplantation is a growing area of research
and assessing the various outcomes of these procedures is vital to
understanding the overall benefit relative to current practices. Under-
standing the implications of reducing discard rates, particularly in
kidney and liver transplantation, would aid in the development of
more practical analytical frameworks for assessment of these novel
procedures. p
Methods The following databases were searched: MEDLINE via PubMed,
EMBASE, the Cochrane Central Register of Controlled Trials (CEN-
TRAL), the Transplant Library and the National Institute of Health
Clinical Trials database. Reference lists were also hand searched for
other relevant trials/reviews. Research focusing on Kidney or Liver
transplantation was reviewed. To be included in the review, the re-
search results needed to specify the status of and/or analytical as-
sessment
of
discard
rates. Extracted information
from
studies
meeting the inclusion criteria included: author, year, title, organisa-
tion, country, study type, organ type, donor type, categorisation of
reference to discarded organs within research and outcomes re-
ported. The quality of the studies included was assessed using the
Cochrane Risk of Bias Tool; for assessing the quality of reviews, the
ROBIS bias assessment tool was applied. Tradeoffs of a randomize, then consent approach to improving
cluster participation rates in cluster randomize trials
Abigail Shoben A better understanding of them is
needed as challenges occur in terms of trial design, analysis and
practical application, including the control of the false-positive rate,
power of the study, prevalence of the biomarker, treatment effect es-
timation and the potential increases in cost and time. We have
undertaken a comprehensive literature review based on an in-depth
search strategy with a view to providing the research community
with clarity in definition, methodology and terminology of the vari-
ous reported biomarker-guided trial designs from a total of 211 in-
cluded papers. Of these 211 included papers, 107 papers related to
biomarker-guided adaptive trial designs were reviewed in our pub-
lished paper Antoniou et al. (2016) [1]; biomarker-guided non-
adaptive trial designs were referred to in 100 papers and are
reviewed in our more recent paper to be published shortly. Navigating the literature to gain an understanding of which trial de-
sign to implement in a given situation, and the practical implications P98
A system for real-time integration of laboratory data into trials of
targeted therapy with applications to acute myeloid leukaemia
Sophie Betteridge1, Robert Kitching1, Helen Clark1, Sarah Burns1,
Robert K. Hills1, Nigel Russell2, Sylvie Freeman3, David Grimwade4
1Cardiff University; 2University of Nottingham; 3University of Birmingham;
4King’s College
Correspondence: Sophie Betteridge
Trials 2017, 18(Suppl 1):P98 Navigating the literature to gain an understanding of which trial de-
sign to implement in a given situation, and the practical implications Page 38 of 235 Trials 2017, 18(Suppl 1):200 Trials 2017, 18(Suppl 1):200 Page 38 of 235 Page 38 of 235 of doing so is difficult as our reviews revealed. Hence, in order to im-
prove the understanding of the biomarker-guided trial designs and
provide valuable and much-needed guidance on their implementa-
tion we are developing a user-friendly online tool (www.bigted.org)
informed by our literature review. Bigted will provide an easily ac-
cessible resource to inform on the most optimal design when
embarking on a biomarker-guided trial including easy to navigate
graphical displays of the various trial designs. Knowledge on how to
design, implement and analyse these trials is essential for testing the
effectiveness of a biomarker-guided approach to treatment. Hence,
in this study, we focus on key statistical aspects of several of the
identified trial designs with particular focus on examining the sample
size requirement under different settings where outcome is time-to-
event. Background g
Implementation fidelity has been described as the extent the
intervention-as-delivered matched the intervention-as-planned. The
primary goal is to increase scientific confidence that an intervention
under evaluation has been adequately tested and that the measured
outcomes are a reliable indication of its effectiveness. This decreases
the likelihood of incorrectly accepting the null hypothesis as a result
of inadequate implementation, and of potentially effective interven-
tions being discarded. Under-evaluation or under-reporting of fidelity
can also make it difficult to replicate an intervention, and to be sure
the outcomes could be reproduced. Primary care may be particularly
vulnerable to low implementation fidelity due to a tendency towards
pragmatic trials of complex interventions being delivered by multiple
implementers across multiple settings. Although important reasons
exist for why we should invest in high quality evaluations of imple-
mentation fidelity, there is little guidance available, and little evi-
dence for which might be the optimal method in various contexts. The aim of this study was to conduct a systematic mapping review
of methods currently in use for the assessment of implementation fi-
delity across primary care trials. p
Objective j
The primary objective of this systematic literature review is to iden-
tify research which assesses the clinical and economic impact of kid-
ney and liver discard rates in transplantation research in order to
understand how kidney or liver discard rates impacts on the risk of
disease progression and mortality as well as cost of care. Methods Tradeoffs of a randomize, then consent approach to improving
cluster participation rates in cluster randomize trials
Abigail Shoben To achieve this, we applied statistical simulation methods and
here we report on our findings. extraction will be performed by one reviewer and checked by a second. Data extraction will include information on study type, the nature of
the planned intervention, the extent of implementation fidelity assess-
ment including methods of data collection and analysis, and level of in-
tegration into outcomes evaluation. Preliminary results suggest that
implementation fidelity has been under-evaluated and under-reported
however these results will be refined through the formal mapping. Discussion of doing so is difficult as our reviews revealed. Hence, in order to im-
prove the understanding of the biomarker-guided trial designs and
provide valuable and much-needed guidance on their implementa-
tion we are developing a user-friendly online tool (www.bigted.org)
informed by our literature review. Bigted will provide an easily ac-
cessible resource to inform on the most optimal design when
embarking on a biomarker-guided trial including easy to navigate
graphical displays of the various trial designs. Knowledge on how to
design, implement and analyse these trials is essential for testing the
effectiveness of a biomarker-guided approach to treatment. Hence,
in this study, we focus on key statistical aspects of several of the
identified trial designs with particular focus on examining the sample
size requirement under different settings where outcome is time-to-
event. To achieve this, we applied statistical simulation methods and
here we report on our findings. In light of the evidence produced by our review, we will share our
recommendations for practical steps towards high quality evaluation
of implementation fidelity in the design of future primary care trials. We will also discuss the strengths and limitations of methodological
reviews of trial conduct and how the quality of implementation fidel-
ity evaluation might be more formally appraised going forward. Reference P101
A systematic review of analytical methods applied for discarded
organs in kidney and liver transplantation research
Richéal Burns, Peter Skerritt, Simon Knight, David Nasralla, Ally Bradley,
Virginia Chiocchia, Rutger Ploeg, Peter Friend
University of Oxford
Correspondence: Richéal Burns
Trials 2017, 18(Suppl 1):P101 1. Antoniou M, Jorgensen AL, Kolamunnage-Dona R. Biomarker-Guided
Adaptive Trial Designs in Phase II and Phase III: A Methodological Review. Plos ONE. 2016;11(2):e0149803. doi:10.1371/journal.pone.0149803. P102
Outcome measurement in paediatric proton beam radiation
therapy studies: is greater standardisation needed?
Caroline Main1, Simon P. Stevens1, Roger E. Taylor2, Barry Pizer3, Nick Thorp4,
Keith Wheatley1, Pamela R. Kearns5, Robert Phillips6, Martin English5,
Sophie Wilne7
1University of Birmingham; 2Swansea University; 3Alder Hey Children's
NHS Foundation Trust; 4The Clatterbridge Cancer Centre; 5Birmingham
Children's Hospital NHS Foundation Trust; 6Centre for Reviews and
Dissemination; 7Queen's Medical Centre
Correspondence: Caroline Main
Trials 2017, 18(Suppl 1):P102 y
Methods The purpose of this study
is to verify the robustness of Bayesian NMA with respect to different
imputation strategies through simulations. Fifty trials are simulated in
full databases by including baseline, follow-up and Delta variation in-
formation. Baseline data are obtained by sampling from bounded 0–
100 normal distributions (X ~ N(41.8,21.5)) (Cannon, 2000), to mimick
the support of WOMAC score. Delta variation data are simulated from
normal distributions with parameters provided by a review about 6
FANS treatments. Follow up variability data are provided from gener-
ated Delta and baseline variability measures setting hypotheses on
pre-post correlation and considering, in each scenario, a sequence
from 0.3 to 0.95 by 0.05. Sample size are obtained by sampling from
an uniform 50–100 distribution. Between trial heterogeneity has
been included as a variability measure by following, for each simula-
tion setting, a sequence from 0.1 to 5 by 0.1. Each scenario provides
different combinations of heterogeneity between trials and pre-post
correlation creating 700 scenarios. For each scenario 2 imputed data-
bases are generated. In the first case, information about Delta vari-
ation are randomly removed, from full database, leaving only
baseline end follow up data, then variability of mean change is im-
puted using the correlation method. In the other case, also informa-
tion at baseline and follow up are removed, then Delta variability
isimputed with maximum standard deviation method. On simulated
dataset, NMA, with random effect and Uniform (0,5) prior on hetero-
geneity parameter, has been performed (MCMC method, 200000 iter-
ations, 4 chains). To investigate robustness of NMA, under several
scenarios and different imputation methods, the bias of rank prob-
abilities estimates has been computed in order to check models per-
formance in ranking treatments. For each scenario, the mean, bias
and the standard deviation of the first rank probability, for full and
imputed databases, have been computed. The results show that the
bias is very small for every scenario, then ranking provided by
models is robust with respect to different imputation methods. The
method is more robust to imputation in a low heterogeneity frame-
work, especially if considered trials are conducted on similar popula-
tion. Small bias is observed also for heterogeneity values similar to
expectation of NMA heterogeneity prior, indicating more robustness
if a priori knowledge is well specified. y
Methods A search strategy was developed and agreed with input from all
members of the research team, two information specialists, represen-
tatives from a local group of trial managers and the extant literature. The databases tested for citations were Medline®, Excerpta Medica
Database (Embase), and Cumulative Index to Nursing and Allied
Health Literature (CINAHL®). For each database, search terms were
adapted according to the search capabilities of that database. To be
included in the review, studies or trial protocols had to have been
published in the last 10 years and report on any primary care inter-
vention undertaken in a general practice setting in the context of a
complex effectiveness trial. This included full trials, feasibility studies
and/or pilot RCTs. Studies had to state in title or abstract that they
had included assessment or reported on implementation fidelity. The
initial searches resulted in 6253 citations across the three databases. Electronic abstract screening by two reviewers is underway. Next steps TBC Outcome measurement in paediatric proton beam radiation
therapy studies: is greater standardisation needed? Caroline Main1, Simon P. Stevens1, Roger E. Taylor2, Barry Pizer3, Nick Thorp4,
Keith Wheatley1, Pamela R. Kearns5, Robert Phillips6, Martin English5,
Sophie Wilne7
1
2
3 1University of Birmingham; 2Swansea University; 3Alder Hey Children's
NHS Foundation Trust; 4The Clatterbridge Cancer Centre; 5Birmingham
Children's Hospital NHS Foundation Trust; 6Centre for Reviews and
Dissemination; 7Queen's Medical Centre Discordant decisions will be discussed and persistent discordant deci-
sion will be referred to a third reviewer for decision. Following the re-
trieval and screening of full papers and reference checking, data Correspondence: Caroline Main
Trials 2017, 18(Suppl 1):P102 Correspondence: Caroline Main
Trials 2017, 18(Suppl 1):P102 Page 39 of 235 Page 39 of 235 Page 39 of 235 Trials 2017, 18(Suppl 1):200 information due to incomplete study data retrieved through a sys-
tematic review, which are therefore excluded from the analysis. Sev-
eral methods are provided in literature to handle missing or
incomplete data in a NMA. It is often the case that only baseline and
follow-up measurement are available; to obtain data about mean
change it is necessary to consider pre-post study correlation. In a
Bayesian framework, some authors (Abrams, 2005), suggest imput-
ation strategies of pre-post correlation. In other cases, a variability
measure associated to mean change score might be unavailable. Dif-
ferent imputation methods are suggested, as those based on max-
imum standard deviation MSD imputation. Aims The Core Outcome Measures in Effectiveness Trials (COMET) initiative
was instigated to develop the minimum set of standardised key out-
comes that should be assessed in studies, making it easier for results of
different studies to be compared, contrasted and combined. Within a
systematic review of the effects of proton beam radiation therapy (PBT)
in children with malignant Central Nervous System (CNS) tumours we
assessed the standardisation of outcome measures utilised. P103 Background
A cluster randomized clinical trial (CRCT) is a trial that randomizes
clusters of people, but collects data on individuals. Concerns about
the quality of reporting of results from CRCTs led to the publication
of Consolidated Standards of Reporting Trials (CONSORT) statements
for CRCTs in 2008 and 2010. Additional CONSORT criteria for CRCTs
include: identification as a CRCT (title), the numbers of clusters and
individuals randomized to each group (abstract), the intracluster cor-
relation used for sample size calculation, and how clustering was
taken account in the statistical methods. A review of CRCTs pub-
lished in 2000–2008 concluded that reporting improved after CON-
SORT publication but remained suboptimal. No reviews have looked P103
Handling missing or incomplete data in a Bayesian network
meta-analysis framework
Danila Azzolina1, Ileana Baldi1, Paola Berchialla2, Clara Minto1,
Dario Gregori1
1University of Padua; 2University of Turin
Correspondence: Danila Azzolina
Trials 2017, 18(Suppl 1):P103 Cluster randomized clinical trials: can they be found in pubmed
and clinical trial registries and do they adhere to consort
guidelines? There is a need to standardise outcomes and their measurement
within studies of children undergoing radiotherapy including PBT. In
particular, survival outcomes need to be measured from the com-
mencement of PBT in order to facilitate comparisons between differ-
ent studies. Long-term adverse events need to be better defined and
measured using standardised scales. Elizabeth Wright, Kenneth J. Wilkins
National Institute of Diabetes Digestive and Kidney Diseases/NIH
Correspondence: Elizabeth Wright
Trials 2017, 18(Suppl 1):P104 Elizabeth Wright, Kenneth J. Wilkins
National Institute of Diabetes Digestive and Kidney Diseases/NIH
Correspondence: Elizabeth Wright
Trials 2017, 18(Suppl 1):P104 Methods Twelve electronic databases were searched from 1985 onwards. Comparative and non-comparative studies were included. Outcomes
included overall survival (OS), surrogate survival outcomes, local/dis-
tant failure rates (LFR and DFR), response rates, toxicities, long-term
adverse events, neurocognitive outcomes and quality of survival. Standard systematic review methods were used to minimise bias in
study identification, selection and data extraction. R
lt Seventeen studies (one single arm phase II trial and 16 case series)
included a total of 492 patients. Mean sample size of 29 (range: 6–
109), with a mean length of follow-up of 3.1 years (range: 0.1-
27.2 years). All treatment regimens assessed were multi-modality. Of
the 492 patients, 442 (90%) were newly diagnosed and 53 (10%) had
relapsed disease. Tumour types included were low-grade gliomas,
medulloblastoma
or
supratentorial
primitive
neuroectodermal
tumours(SPNET’s), ependymoma,atypical teratoid rhaboid tumours
(AT/RT), germ cell tumours, and pineoblastomas. g
p
Fifteen studies (460 patients; 93%) reported OS, eight progression-
free survival (265 patients; 54%), three disease-free survival (144 pa-
tients; 29%) one event-free survival (8 patients; 2%), one time-to-
progression (59 patients; 12%), 12 LFR (342 patients; 70%), eight DFR
(190 patients; 39%) and five response rates (39 patients; 8%). How-
ever, all survival outcomes were measured from different time points
across the studies. Two studies (5%) measured survival from diagno-
sis, five (38%) from the start of PBT, six from completion of PBT
(28%), whilst the remaining three studies (29%) did not report base-
line timing of survival outcomes. This can potentially alter results. One study of 31 patients (6%) reported 2-year OS from both the time
of diagnosis [68.3% (95% CI: 52.9%-88.1%)] and the end of PBT
[52.9% (95% CI: 36.0% - 77.8%)] indicating the differences in results
obtained from when baseline PBT is measured. Endocrinopathies and
ototoxicities were the most commonly reported medium-term ad-
verse events, both reported in seven studies with 229 (47%) and 126
(26%) patients respectively. There was little standardisation in the
measures used to assess either outcome. In relation to endocrinopa-
thies six different scales, including any type of endocrinopathy (un-
specified), had been utilised, and the studies employed different
criteria to define these outcomes. In terms of ototoxicities, a total of
five different scales had been used across seven studies, with only
two using standardised outcome measures. Results on neuro-
cognitive outcomes (85 patients) were highly limited. Conclusions Handling missing or incomplete data in a Bayesian network
meta-analysis framework
1
1
2
1 meta analysis framework
Danila Azzolina1, Ileana Baldi1, Paola Berchialla2, Clara Minto1
Dario Gregori1
1University of Padua; 2University of Turin
Correspondence: Danila Azzolina
Trials 2017, 18(Suppl 1):P103 meta analysis framework
Danila Azzolina1, Ileana Baldi1, Paola Berch
Dario Gregori1
1University of Padua; 2University of Turin
Correspondence: Danila Azzolina
Trials 2017, 18(Suppl 1):P103 y
Danila Azzolina1, Ileana Baldi1, Paola Berchialla2, Clara Minto1,
Dario Gregori1
1University of Padua; 2University of Turin
Correspondence: Danila Azzolina
Trials 2017, 18(Suppl 1):P103 A Bayesian NMA model is often used to estimate the effect of each
intervention compared to others synthesizing results using rank
probabilities. In several cases, a NMA is associated to a loss of Trials 2017, 18(Suppl 1):200 Trials 2017, 18(Suppl 1):200 Page 40 of 235 Page 40 of 235 at the identification of CRCTs in clinicaltrials.gov and other registries. We sought to determine whether adherence to CONSORT guidelines
has improved and whether CRCTs could be identified in trial registries. Methods at the identification of CRCTs in clinicaltrials.gov and other registries. We sought to determine whether adherence to CONSORT guidelines
has improved and whether CRCTs could be identified in trial registries. Methods Conclusions RELEASE is the largest systematically developed, evidence synthesis
study in the field of aphasia, and is more complex than most IPD trial
meta-analyses. Our research will not only provide important evidence
relating to the recovery of people with aphasia, but will also be an
exemplar to researchers who plan to create databases to analyse
complex individual patient data. The quality of CRCT publications has increased, but there con-
tinue to be publications that are underpowered and do not ac-
count for the effect of clustering in the analysis. Trial registries
do not currently include a code for CRCT or a structured means
of recording the number of clusters in results. The description of
CRCTs in registries needs to be improved so these trials can be
included in systematic reviews. Background The implementation of adaptive design methods in phase II,
phase III or phase II/III has increased over the years [1]. There is
a need for a set of guidelines to report adaptive design method-
ology used in clinical trials in addition to the CONSORT guide-
lines
[2]
to
ensure
full
transparency
of
trials
implementing
predetermined or concurrent adaptations. The aim of this litera-
ture review is to understand the current application of adaptive
design methodology in oncology trials, and to ascertain how this
methodology is reported. Trials 2017, 18(Suppl 1):P105 Background The number of stroke rehabilitation trials reported is rapidly increasing. Efficient trial design contributing to advances in rehabilitation should be
informed by completed trials in the field. More than 50,000 people in
the UK each year acquire aphasia: a stroke related language impairment
affecting the ability to speak, understand speech, read and write with
significant consequences for quality of life. Existing Cochrane systematic
review evidence indicates that speech and language therapy (SLT) bene-
fits language recovery in people with aphasia, however, the specific
patient and intervention factors which predict optimal recovery and
rehabilitation are unclear. By using a wider dataset with individual pa-
tient data (IPD) analysis we are enhancing the evidence synthesis process
with the aim of addressing these evidence gaps. RELEASE (rehabilitation
and recovery of people with Aphasia after stroke) is an international
collaboration of aphasia researchers which seeks to achieve this goal. Methods We invited contributions of primary datasets from members of the
Collaboration of Aphasia Trialists (cats). We also conducted a system-
atic search of existing published research to identify a comprehen-
sive set of potentially existing aphasia research datasets which met
our inclusion criteria. Research datasets were required to include a
minimum of 10 people, a measure of aphasia severity as a conse-
quence of stroke and information on time since stroke. We invited
researchers from these studies to contribute data and to create a
unique multilingual, international, interdisciplinary resource in this
clinical field. p
Results Building on the past: systematic identification, data extraction and
synthesis of pre-existing individual stroke patient datasets to
inform the development and design of future clinical trials
Andrew Elders1 the RELEASE2 gy
Pankaj Mistry, Janet Dunn, Andrea Marshall
Warwick Clinical Trials Unit, University of Warwick
Correspondence: Pankaj Mistry
Trials 2017, 18(Suppl 1):P106 gy
Pankaj Mistry, Janet Dunn, Andrea Marshall
Warwick Clinical Trials Unit, University of Warwick
Correspondence: Pankaj Mistry
Trials 2017, 18(Suppl 1):P106 gy
Pankaj Mistry, Janet Dunn, Andrea Marshall
Warwick Clinical Trials Unit, University of Warwic p
Andrew Elders1 the RELEASE2
1 NMAHP Research Unit, Glasgow Caledonian University Nursing
Midwifery and Allied Health Professions Research Unit
Collaboration, The RELEASE (www.aphasiatrials.org/index.php/research/
release) Results Our search identified 557 English language publications between
2000 and 2015, 349 of which included patients with diabetes. 262
(75%) were reports of CRCT. Excluded publications used terms like
“parallel group randomized”, “cluster of risk factors”, “cluster sam-
pling”, and “Cluster analysis” or were reviews. A few excluded publi-
cations called themselves CRCT but were trials where individuals
were randomized to receive treatment in groups. An additional 54
publications were found for a total of 316 publications from 186 tri-
als: 143 primary results, 81 design, and 92 secondary. We grouped
the 143 results publications by year published: 44 in 2000–2007, 39
in 2008–2011, and 60 in 2012–2015. The percent with CRCT in the
title (18%, 51%, 63%) and the percent registered (11%, 79%, 83%) in-
creased over time. 86% had the number of clusters in the abstract,
78% discussed clusters in the statistical analysis plan, and 49% in-
cluded the sample size intracluster correlation. Only 39/86 registered
trials included the word cluster in the registration (clinicaltrials.gov
17/47, ISRCT 14/26, ACTRN 4/6, others (4/7). Following a systematic search of the literature, we screened 5276 ti-
tles (including 2346 abstracts and 1152 full texts), from which we
identified 874 eligible studies. We have received 76 study datasets
contributing IPD from 4597 people with aphasia (56 through the sys-
tematic search and 20 via cats). These data have been contributed
from 23 countries and we have identified a further 2400 IPD in the
public domain. The substantive challenge is our planned IPD meta-
analysis to examine recovery, predictors of recovery and effective-
ness of intervention approaches. Our statistical analysis plan states
that a one-stage approach will be conducted for the primary ana-
lyses, although a two-stage approach will also be explored. Network
meta-analyses and meta-regression (some of which includes sub-
group analyses) are also planned. We will discuss the methodological
challenges, particularly which arise when there are non-standardized
data, some non-randomized data, a large number of outcome mea-
surements and some degree of sparse data. C
l
i Objectives Funded by the National Institute for Health Research (Health Services
and Delivery Research - 14/04/22) we have systematically gathered
IPD from pre-existing aphasia research datasets to examine the nat-
ural history of recovery from aphasia, the predictors of recovery and
optimal interventions (by rehabilitation regimen, delivery model and
the aims and content of treatment). We focused our review on CRCTs designed to improve the care of
patients with diabetes through interventions aimed at either patients
or health care providers. We searched pubmed in September 2016
using the terms Diabetes AND ((cluster randomized) OR (cluster ran-
domised) OR (group-randomized) OR (group-randomised)). Reviews,
bibliographies, and registries were searched for additional publica-
tions. Publications were classified as: diabetes treatment, diabetes
prevention, or not diabetes and as CRCT or not. We extracted data
on the adherence to CONSORT guidelines and determined the trial
registration status for each publication (included in the publication,
registered but not included, or not registered). This information was
used to group publications by trial and we selected the primary re-
sults publication, if any, for each trial. A literature review of the use of adaptive design methods in
oncology trials P105
Building on the past: systematic identification, data extraction and
synthesis of pre-existing individual stroke patient datasets to
inform the development and design of future clinical trials
Andrew Elders1 the RELEASE2
1NMAHP Research Unit, Glasgow Caledonian University 2Nursing
Midwifery and Allied Health Professions Research Unit
Collaboration, The RELEASE (www.aphasiatrials.org/index.php/research/
release) et odo
Methods A literature search of PubMed, Embase and Ovid databases for full
text publications of phase II, phase III or phase II/III cancer trials using
adaptive design methodology during 2015 was conducted. The key
words used for the literature search are as follows: adaptive design,
flexible design, group sequential, sample size re-estimation, MAMS,
adaptive randomisation, interim analyses, adaptive seamless, bio-
marker adaptive, two-stage adaptive, dose escalation, ‘Drop the loser’,
‘Pick the winner’, multiple adaptive, adaptive enrichment. Page 41 of 235 Trials 2017, 18(Suppl 1):200 Page 41 of 235 Relevant full text articles were reviewed to identify the type of adap-
tive methodology applied, if the publication explicitly stated the use
of adaptive designs and whether adaptive design methodology was
applied prospectively or concurrently. R
l Stage 1, the Idea phase where formal data collection should begin. This requires quality recording of data using standardised outcome
measures. The emphasis is on explanation and description. Stage 2a,
the Development phase, is a period of iterative improvement and ad-
justment with thorough prospective data recording. It focuses on
technical details and feasibility. Stage 2b, the onset of formal Explor-
ation evaluation using systematically collected group or cohort data. This stage is a bridge or a pilot to a full RCT. It further refines out-
come measures and takes account of learning curves. Stage 3, is a
formal comparative Assessment phase of treatment usually involving
randomised studies. It involves a full assessment of efficacy. Stage 4;
Long term follow up involves monitoring outcome, particularly in
long term conditions. Stage 1, the Idea phase where formal data collection should begin. This requires quality recording of data using standardised outcome
measures. The emphasis is on explanation and description. Stage 2a,
the Development phase, is a period of iterative improvement and ad-
justment with thorough prospective data recording. It focuses on
technical details and feasibility. Stage 2b, the onset of formal Explor-
ation evaluation using systematically collected group or cohort data. This stage is a bridge or a pilot to a full RCT. It further refines out-
come measures and takes account of learning curves. Stage 3, is a
formal comparative Assessment phase of treatment usually involving
randomised studies. It involves a full assessment of efficacy. Stage 4;
Long term follow up involves monitoring outcome, particularly in
long term conditions. P107 P107
Evidence based evaluation of practice using the ideal-physio
framework. A strategic method of evaluating innovation and
current practice
David Beard1, Arsenio Paez2, Loretta Davies1, Jonathan Cook1, Allison Hirst1,
Peter McCulloch1
1University of Oxford; 2Northeastern University
Correspondence: David Beard
Trials 2017, 18(Suppl 1):P107 Conclusion This review has highlighted that adaptive design methodology is
rarely explicitly stated and hence supports the argument for needing
a set of guidelines to report the adaptive design methodology used
in clinical trials. Furthermore specific reporting guidelines will assist
in the consistency of reporting and ensure the ease of future identifi-
cation of trials implementing any prospective or concurrent adaptive
design methodology. et odo
Methods The databases produced a total of 14544 phase II, phase III, phase II/
III cancer trial related articles that were published in 2015. Of which
99/2127 (5%) for the PubMed database, 519/9573 (5%) for the
Embase database and 116/2844 (4%) for the Ovid database articles
included the search terms related to adaptive design methodology. After the removal of duplicates, 464 articles were remaining. Of the
464 articles, 92 (20%) were full text trial related publications, 261
(56%) were abstracts, 32 (7%) were methodology or review papers
and 79 (17%) were not related to the search criteria. Background Whilst there have been recent improvements, the practice and pro-
fession of physiotherapy (Physical Therapy) has suffered from the un-
controlled introduction and proliferation of treatments which have
an inadequate scientific basis, little or poor evaluation, and under-
exposure to rigorous scientific method. New treatment modalities
can be developed and introduced without evidence of efficacy, regu-
lation or governance. There is no requirement to collect prospective
data to support any claims or demonstrate efficacy. This approach
has resulted in numerous disparate practices which may not stand
up to rigorous evaluation or evidence based commissioning. p
Results Results Within the software, we specified five scenarios for the event-rates
across doses. For the ‘upper dose is just safe’ scenario, BCRM outper-
formed 3 + 3 in discovering the highest dose (72% versus 62%). For
the ‘upper dose is just unsafe’ scenario, the BCRM recommended the
upper dose 54% versus 48% times, but 3 + 3 incorrectly recom-
mended the lowest dose more often (22% versus 10%). For the ‘all
event rates are ascending but lower than the target’ scenario, BCRM
recommendations across doses were superior (5%,14%,81%) relative
to 3 + 3 (34%,35%,31%). For the ‘highest dose is unexpectedly high’
scenario, both approaches recommended it in just under 10% of sim-
ulations. For the ‘highest dose is plausibly high’ scenario, both ap-
proaches recommended it approximately one-third of the time, and
BCRM recommended the correct dose more frequently than 3 + 3
(41% versus 30%). The IDEAL framework is an established method of formalising the
systematic evaluation of innovation (and existing practice) in com-
plex clinical interventions. It has been useful for setting out an inter-
nationally based evaluation framework for surgical procedures. This
framework lends itself to other complex, non-pharmacological inter-
ventions such as Physiotherapy (Physical Therapy). We outline the
application of this framework to Physiotherapy (Physical Therapy) in
a new IDEAL-Physio framework. A journey from statistical consultation to funded adaptive trial
Toby Prevost y
Conclusion g
Methods There was a consensus to keep the sample size near 20. A 20%
target toxicity event rate for the Maximum Tolerated Dose was set,
below the 33% relevant in oncology trials. The performance of the
3 + 3 and BCRM methods was assessed through setting a range of
likely and unlikely scenarios for the event rates at the 3 doses,
followed by simulation (3000 trial repetitions). Primary assessment
was the percentage of trials recommending each of the three
doses. The 3 + 3 with a sample size of 18 was contrasted with a
BCRM of sample size 16 specifying a one-parameter power model
and a Gamma prior. p
David Beard1, Arsenio Paez2, Loretta Davies1, Jonathan Cook1, Allison Hirst1,
Peter McCulloch1 p
David Beard1, Arsenio Paez2, Loretta Davies1, Jonathan Cook1, Allison Hirst1,
Peter McCulloch1
1
2 1University of Oxford; 2Northeastern University
Correspondence: David Beard
Trials 2017, 18(Suppl 1):P107 1University of Oxford; 2Northeastern University
Correspondence: David Beard
Trials 2017, 18(Suppl 1):P107 Background A funding board assessed an application for a Phase 1 three-doses
dose escalation trial of a treatment in Crohn’s Disease, but disliked
the deterministic 3 + 3 design. The principle applicant sought statis-
tical advice which led to an adaptive design with extra doses. An-
other board disliked this adaptive design and the 3 + 3 was
reinstated. The boards jointly requested a three-dose adaptive design
which was funded. This incorporated a Phase II stage, and a cross-
over design to allow placebo-controlled periods in blocked patient
pairs. The aim is to describe the use of the adaptive Bayesian Contin-
ual Reassessment method available in BCRM Software [1], for design-
ing dose escalation trials. 1. Hatfield, Isabella. Adaptive designs undertaken in clinical research:
a review of registered clinical trials. Trials (2016): 1273–9
2. www.consort-statement.org/consort-2010 Recommendations The adaptive design methodology used in over half of the trials
(48/92) was applied by performing interim analyses due to safety,
efficacy or futility, 21 out of 92 trials incorporated dose escalation
methods and 14 out of 92 implemented a two-stage design. The
remaining 9 trials applied the following methods: Bayesian adap-
tive design (3/92), group sequential design (3/92) change in pri-
mary endpoint (1/92), seamless phase II to phase III (1/92),
multiple adaptive (1/92). Despite using adaptive design method-
ology, only four trials explicitly stated that it had an adaptive de-
sign. There were 89 out of 92 trials that had prospectively
planned adaptations, of which two of these also incorporated an
ad-hoc interim analysis. We recommend the use of IDEAL - Physio to help guide and evaluate
innovation with the overall strategy of providing better evidence
based care and foster innovation in Physiotherapy (Physical Therapy). This paper outlines the principles of IDEAL - Physio and describes its
utility in changing practice on a global level. Keywords: Physical Therapy Innovation Evaluation Keywords: Physical Therapy, Innovation, Evaluation, Background g
Serious Adverse Events (SAEs) are routinely collected in many trials
and processed by Clinical Trials Units on a daily basis. In the past at
Nottingham Clinical Trials Unit (NCTU), saes were processed by the
Trial Manager (TM), however this could lead to problems if they were
absent, with the potential that Ss were not handled in a timely man-
ner. In 2013 a database was developed to track all incoming SAEs
Unit-wide, so that members of the team could efficiently process
SAEs on any trial within the Unit. This is done on a rolling rota basis
and TMs are responsible for ensuring cover if they are unable to
undertake their duties. This ensures all TMs have exposure to SAE
handling, irrespective of whether their own trial collects SAEs or not
and is therefore good for staff development. It also ensures full cover
across all trials, irrespective of whether the specific trial team are
available. The roll-out of this system was initially successful, however
problems later developed with standard procedures being followed
inconsistently and a lack of consistent oversight with no formal pro-
cedures in place. Cellular therapy for hematologic malignancies is an emerging area of
cancer therapeutics. One of the major challenges of cellular therapy re-
search is the ability to make specialized processes widely available. BMT
CTN protocol #1401 was designed to translate a single-center manufac-
turing process of a vaccine with dendritic cell/myeloma fusions to a
model where the investigational product is manufactured locally at each
participating institution. The study provides a framework for implement-
ing multi-center cancer vaccine studies requiring a unique approach for
clinical protocol and manufacturing process development, Investiga-
tional New Drug (IND) submission, site selection, training and qualifica-
tion, and data collection. The primary challenge was adapting a single-
center process to a multi-center clinical protocol. Study specific standard
operating procedures (sops) for cell collection and manufacturing were
developed utilizing the institutional sops from the single center study
and managed centrally via an SOP management process. Laboratory
staff at participating sites performed an in-depth review of the manufac-
turing sops and identified processes requiring generalization based on
available equipment and institutional-specific processes. Participating
sites were invited based on past participation and experience with den-
dritic cell vaccine clinical research. Following site selection, each institu-
tion attended training in-person and via teleconference to discuss SOP
development and familiarize key staff with the production process. Background Two
successful mock runs of the vaccine product were required prior to site
activation. Initiating these training procedures concurrent with protocol
development and FDA submission allowed for faster site activation upon
protocol release. The IND application included an in-depth overview of
the site training, qualification, and selection procedures to assure that all
sites were adequately trained in vaccine manufacturing. There are sev-
eral unique components of data collection and monitoring in the con-
text of cellular therapy. It is integral to the integrity of the study and
safety of the participants to monitor compliance with the manufacturing
sops to ensure that each product meets criteria for release. An electronic
system was developed to monitor vaccine production and release cen-
trally in real time. Sites are required to submit electronic reports of
any deviation from the study sops via the data system within
24 hours of knowledge of the event. These reports are reviewed by
medical monitors, and recommendations for corrective actions and
future prevention of deviations are provided to the site within five
business days. All sites will enter electronic data on the vaccine re-
lease criteria and upload the completed study specific worksheets. These data will be reviewed and approved centrally prior to local
release of the vaccine for administration to patients. Any deviations Results Streamlining the existing process took approximately 6 months and
was fully introduced in August 2016. Feedback from users has been
positive. The trial-specific handling instructions have been helpful to
all safety handlers and design and functionality changes to the data-
base have been received positively. Oversight is now done consist-
ently across all trials with appropriate accompanying documentation
filed, essential for audit and inspection purposes. P109 Translation of a single-center cellular therapy manufacturing
approach to a multi-center, center-specific manufacturing
platform: the experience of the blood and marrow transplant
clinical trials network (BMT CTN) protocol #1401
Courtney Nelson1, Kelly O'Brien1, Adam Medizabal1, Iris Gersten1, Lynne Uhl2,
David Chung3, Nina Shah4, David Avigan2, Marcelo Pasquini5
1The Emmes Corporation; 2Beth Israel Deaconess Medical Center;
3Memorial Sloan-Kettering Cancer Center; 4University of Texas, MD
Anderson Cancer Center; 5Medical College of Wisconsin
Correspondence: Courtney Nelson
Trials 2017, 18(Suppl 1):P109 Translation of a single-center cellular therapy manufacturing
approach to a multi-center, center-specific manufacturing
platform: the experience of the blood and marrow transplant
clinical trials network (BMT CTN) protocol #1401
Courtney Nelson1, Kelly O'Brien1, Adam Medizabal1, Iris Gersten1, Lynne Uhl2,
David Chung3, Nina Shah4, David Avigan2, Marcelo Pasquini5
1The Emmes Corporation; 2Beth Israel Deaconess Medical Center;
3Memorial Sloan-Kettering Cancer Center; 4University of Texas, MD
Anderson Cancer Center; 5Medical College of Wisconsin
Correspondence: Courtney Nelson
Trials 2017, 18(Suppl 1):P109 Methods Updates were made to the database design to enhance the user ex-
perience and additional reports were added. Emails were then chan-
ged from manual to automated to speed up the process of receipt
acknowledgement and sending SAEs for medical review. A thorough
training session was provided to TMs on the rota, delivered by the
Senior Trial Managers and the database developer. All trials now
have trial-specific SAE handling instructions stored centrally for easy
access; these instructions give step-by-step guidance on how to han-
dle an SAE for a particular trial. An oversight process was then put in place which involves, at a trial
level, the specific-Trial Manager and, at a Unit-level, the team of Se-
nior Trial Managers and QA Manager. A range of easy-to-use check-
lists
were
produced
to
ensure
consistent
regular
oversight,
undertaken on a rota basis. Oversight also includes running a series
of regular reports through the tracking database and ensuring, via
the TMs, that the database and other documentation is kept fully up-
to-date. TMs are also encouraged to use in-built reports to allow ac-
curate and timely reconciliation of SAEs. Conclusions Some funding boards are encouraging of researchers to adopt and
exploit the advantages of novel designs. The availability of the BCRM
software enabled a range of event-rate scenarios to be examined for
a three-dose example with moderate target rate. Across scenarios, y
Similarly to IDEAL for surgery, five stages exist; each representing a
letter of the acronym. Page 42 of 235 Trials 2017, 18(Suppl 1):200 Page 42 of 235 Page 42 of 235 noted in the worksheets will be reported and reviewed by the
medical monitors to ensure the final product is not compromised. While there continue to be ongoing challenges, BMT CTN 1401 pro-
vides a framework for the successful implementation of a multi-
center cellular therapy clinical trial by utilizing a single-center ex-
perience in conjunction with an established clinical trials network. Further efforts are needed to explore the application of this frame-
work to additional therapeutic areas. this adaptive approach was seen generally to outperform the 3 + 3
design, with a smaller sample size. The software was flexible in allow-
ing patients to be recruited and dose-allocated in pairs, accommo-
dating a crossover element. The scenario results indicate that with
samples of a typically small size in Phase 1, there is surprisingly quite
a lot of sampling variability in the dose recommended. Simulation is
therefore an important part of adaptive and deterministic design
planning. Consideration could be given to exploring modestly raised
sample sizes, and/or a further stage of dosing around the initially rec-
ommended dose, and/or carrying forward an extra dose to Phase 2. this adaptive approach was seen generally to outperform the 3 + 3
design, with a smaller sample size. The software was flexible in allow-
ing patients to be recruited and dose-allocated in pairs, accommo-
dating a crossover element. The scenario results indicate that with
samples of a typically small size in Phase 1, there is surprisingly quite
a lot of sampling variability in the dose recommended. Simulation is
therefore an important part of adaptive and deterministic design
planning. Consideration could be given to exploring modestly raised
sample sizes, and/or a further stage of dosing around the initially rec-
ommended dose, and/or carrying forward an extra dose to Phase 2. P110
Streamlining SAE handling in a busy CTU
Eleanor Mitchell, Kirsty Sprange, Clare Brittain, Isobel Hawley
University of Nottingham
Correspondence: Eleanor Mitchell
Trials 2017, 18(Suppl 1):P110 Reference [1] Sweeting
M,
Mander
A,
Sabin
T. Journal
of
Statistical
Software,
2013;54(13) [1] Sweeting
M,
Mander
A,
Sabin
T. Journal
of
Statistical
Software,
2013;54(13) and stream
Methods A ‘Lessons Learnt’ database specification was written following the
generation of ideas by a group of experienced Trial Managers and
Data Managers. The database was built using Access, and iterative
piloting was undertaken until the group were satisfied with the data-
base functionality. TAPUR’s pragmatic approach incorporates the clinician and patient
perspective into the design. For example, enrollment is expanded
through use of broader eligibility criteria, including participants with
performance status (PS) 0–2, prior malignancies or HIV, and previ-
ously treated, but stable brain metastases. To date, 19% of partici-
pants have PS = 2 and 22% reported prior malignancies. This
approach not only provides greater trial access to patients and maxi-
mizes accrual, but also increases generalizability. Drug dosing is ac-
cording to the drug label and modification is allowed through
clinician judgment. Data collection centered around routine clinical
care reduces site burden and costs, while also allowing for rapid en-
rollment since the trial can leverage existing data, critical for patients
and clinicians looking for timely treatment options. Within the database, lessons are grouped by study and are recorded
by: study registration details, stage of study (e.g. Planning and de-
sign), process area (e.g. Consent), summary of the event, impact of
the event, statement of the lesson learnt and action taken. Lessons
are searchable by others using these key items. Each lesson has a
blog, which all staff are encouraged to use to make comments, for
example, to share similar experiences or suggest solutions. Lessons
are reviewed by a core review team on a monthly basis. The review
team record their recommendations, request further actions and/or
disseminate findings to all research staff. A lesson is closed once all
actions and dissemination have been completed. Reports can be
printed from the database by the review team which, amongst other
functions, provide metrics such as stage of study where lessons are
reported, making it easier to identify recurring issues. Results However, there are operational challenges associated with this level of
flexibility. For example, due to the heterogeneity of tumor types and
genomic alterations, dozens of cohorts are generated that enroll slowly
(to date 82 cohorts exist for 102 participants). Therefore, total sample
size for any cohort, site or drug are difficult to estimate. Conclusions Lessons learnt from past studies can prevent problems being re-
peated and promote adoption of positive experiences. Keele CTU is
in the process of engaging staff fully with the ‘Lessons Learnt’
process by embedding a culture of sharing and learning using a sys-
tematic approach. Future work will aim to measure the impact of the
database on the quality of research processes. Conclusion Implementing the database and rota system in 2013 was a step in
the right direction. However, streamlining the process and imple-
menting more robust oversight ensures that SAEs are handled appro-
priately and efficiently to ensure regulatory timelines are met. Including TMs in reviewing and updating the tracker database and
relevant documentation has been essential to ensure buy-in from
users. Clear communication and training whilst updating the process
has also been crucial. Trials 2017, 18(Suppl 1):200 Page 43 of 235 Page 43 of 235 P111
Operational advantages and challenges with pragmatic precision
medicine trials: the TAPUR study Operational advantages and challenges with pragmatic precision
medicine trials: the TAPUR study Staff within large research organisations who are responsible for
managing a number of complex studies gain a vast amount of know-
ledge and experience that is not always systematically and effectively
shared with others. Embedding a ‘Lessons Learnt’ culture within an
organisation can provide staff with the opportunity for reflection and
promote a culture of problem-solving, ensuring that best practice is
applied and mistakes are not repeated. A systematic approach to
capturing and communicating learning can help to streamline and
improve the quality of research procedures. y
Pam Mangat, Kaitlyn R. Antonelli, Suanna S. Bruinooge, Richard L. Schilsky
American Society of Clinical Oncology
Correspondence: Pam Mangat
Trials 2017, 18(Suppl 1):P111 The American Society of Clinical Oncology’s Targeted Agent and Pro-
filing
Utilization
Registry
Study
(TAPUR)
is
a
Phase
2,
non-
randomized, precision-medicine, basket trial founded in real-world
clinical practice. The TAPUR study includes investigational therapies
that are approved by the U.S. Food and Drug Administration to tar-
get genomic alterations in patients with advanced cancer known to
be a drug target or predict drug sensitivity. TAPUR is a large multi-
site study with an innovative design that allows for assignment of 1
of 15 possible study regimens by the treating physician according to
protocol defined drug-genomic alteration matching rules or guidance
from the study Molecular Tumor Board (MTB). TAPUR has broad eligi-
bility criteria, flexibility in treatment administration, and collection of
data that mirrors routine clinical care. Analysis of study endpoints re-
quires completion of cohorts defined by study drug, genomic variant,
and tumor type according to a Simon 2-stage design where cohorts
are closed or expanded based on response rate. p
Results The ‘Lessons Learnt’ database has been implemented, with staff
starting to record their positive and negative lessons. The review
team assesses the reported lessons and facilitates actions required to
implement changes needed to improve procedures. Best practice is
disseminated to all staff by e-mail, preventing reinvention of the
wheel and raising awareness of any changes to processes as a result
of learning from lessons. P112
Is there anyone so wise as to learn by the experience of others?
Developing and implementing a ‘Lessons Learnt’ database in a
clinical trials unit
Helen Myers1, Ian Thomas2, Stephanie Tooth1, Tom Shepherd2, Jo Smith1,
Rachael Heath1, Sarah Lawton1, Kris Clarkson1
1Keele Clinical Trials Unit; 2Institute for Primary Care and Health Sciences
Correspondence: Helen Myers
Trials 2017, 18(Suppl 1):P112 and stream
Methods In turn, an over-
all study budget is also difficult to assess since many costs, such as
drug distribution and per-case reimbursements, are related to the num-
ber of enrollments. It is important to allow for ongoing modification, in-
form collaborators about the need for fluidity of the project and
consider novel operational approaches. For example, due to challenges
in estimating allocation of drug quantities to clinical sites, the study uti-
lizes a specialty pharmacy as the drug distributor, with drug provided
on a per-participant basis at the time of order to reduce waste and
negate the need for pre-defined estimates. Lastly, while the broad eligi-
bility criteria is a clear advantage, it does require regular retraining of
clinicians to utilize their best clinical judgment when assessing eligibil-
ity. Leniency in measures such as performance status may result in an
enrolled participant unable to meet all study requirements or achieve
key study endpoints, like response evaluation. Introduction P111
Operational advantages and challenges with pragmatic precision
medicine trials: the TAPUR study
Pam Mangat, Kaitlyn R. Antonelli, Suanna S. Bruinooge, Richard L. Schilsky
American Society of Clinical Oncology
Correspondence: Pam Mangat
Trials 2017, 18(Suppl 1):P111 Background Keele Clinical Trials Unit (CTU) aims to promote a culture where staff
learn from previous experiences and apply best practice to become more
efficient. The aim of the ‘Lessons Learnt’ database developed at Keele
CTU is to capture and learn from positive and negative events or pro-
cesses which occur during the life of a research study, and to communi-
cate these to others. The overall objective is to make improvements to,
and streamline the processes of setting up and running a research study. Methods P113
Tailoring a comprehensive website to support a clinical research
network This presentation will highlight the innovative features of the study
design, as well as design-related operational advantages and chal-
lenges for consideration. network
Lauren Yesko, Dikla Blumberg, Paul vanVeldhuisen, Jennifer McCormack,
Michael Frasketi, Jordan McNeil, Heather Sabina
The Emmes Corporation
Correspondence: Lauren Yesko
Trials 2017, 18(Suppl 1):P113 Lauren Yesko, Dikla Blumberg, Paul vanVeldhuisen, Jennifer McCormack,
Michael Frasketi, Jordan McNeil, Heather Sabina Lauren Yesko, Dikla Blumberg, Paul vanVeldhuisen, Jennifer McCormack,
Michael Frasketi, Jordan McNeil, Heather Sabina
The Emmes Corporation
Correspondence: Lauren Yesko
Trials 2017, 18(Suppl 1):P113 NeuroNEXT study design working group experiences
Eric Foster1, Katy Mahoney2
1
2 NeuroNEXT study design working group experiences
Eric Foster1, Katy Mahoney2
1The University of Iowa; 2Massachusetts General Hospital
Correspondence: Eric Foster
Trials 2017, 18(Suppl 1):P114 1The University of Iowa; 2Massachusetts General Hospital
Correspondence: Eric Foster
Trials 2017, 18(Suppl 1):P114 Adverse outcomes in non-drug intervention trials: what and how
these are recorded Adverse outcomes in non-drug intervention trials: what and ho
these are recorded
Vichithranie Madurasinghe, Sandra Eldridge, Ayesha De Costa,
Anitha Manivannan, Ann Thomson
Queen Mary University London, UK
Correspondence: Vichithranie Madurasinghe
Trials 2017, 18(Suppl 1):P115 Vichithranie Madurasinghe, Sandra Eldridge, Ayesha De Costa,
Anitha Manivannan, Ann Thomson
Queen Mary University London, UK
Correspondence: Vichithranie Madurasinghe
Trials 2017, 18(Suppl 1):P115 Results All were multi-centre trials involving at least two sites, and conducted in
the United Kingdom. Six were individually randomised and two cluster ran-
domised, and all but two were conducted in hospitals or specialist centres. Assessing safety outcomes was a stated objective in two studies and one
study included outcome measures on safety, though there were no specific
study objectives relating to these. All trials included a section on safety
reporting in their protocols, and the procedures for complying with report-
ing requirements were described in adverse events sops. However, what
adverse events were recorded and how these data were captured varied
across the studies. Six studies reported capturing data on all “adverse
events” (i.e. any untoward medical occurrence as per standard definition),
one captured data on related adverse events only and one study was cap-
turing serious adverse events (i.e. Adverse event which is fatal: Results in
death, is life-threatening, requires inpatient hospitalisation or prolongation
of existing hospitalisation, results in persistent or significant disability/incap-
acity or is a congenital anomaly/birth defect) only. All used adverse events
forms or logs for doing so. Two studies described implementing additional
processes for collecting adverse outcomes as supplementary to the main
procedure. These included regular data downloads from routine data col-
lection systems, questionnaires and contacts (by telephone, text or email)
from research team. Only two studies described how the standard criteria
for assessing seriousness were applied in that particular trial. All but one trial
described expected serious events in adverse events SOP, but none pro-
vided insights into how these were researched or decided upon. Six studies
had data monitoring committees in place for assessing safety parameters. Conclusions The design and implementation of this updated website for the NIDA
CTN has been effective in meeting the needs of both protocol-
specific as well as network-wide activities. NeuroNEXT study design working group experiences
Eric Foster1, Katy Mahoney2
1
2 P112 The Emmes Corporation, which serves as the Data and Statistics Center
and the Clinical Coordinating Center for the National Institute on Drug
Abuse (NIDA)-sponsored National Drug Abuse Treatment Clinical Trials
Network (CTN), has recently updated its website with the goal to im-
prove overall study conduct, accessibility to critical information, and
overall network cohesiveness and efficiency within the multiple-protocol
NIDA CTN environment. Trials 2017, 18(Suppl 1):200 Trials 2017, 18(Suppl 1):200 Page 44 of 235 Each active CTN protocol has a designated dashboard which houses
critical documents for study implementation and conduct, including
training information, official communications, the protocol, the man-
ual of operations, and materials for study medications and/or other
interventions. Within each protocol-specific area of the website are
comprehensive sets of web reports, updated nightly, that describe
important study progress metrics of a protocol implementation sta-
tus timeline, recruitment, retention, data quality measures, treatment
exposure, availability of primary outcome, and regulatory compliance
measures, presented in tabular and graphical formats. Summary
reports that compare data from each protocol to the a-priori-
defined expectations of the sponsor with color codes highlight
study performance for the protocol investigative teams and spon-
sor. Similarly, regulatory reports are developed to display the sta-
tus of important regulatory documents, identifying expired or
soon-to-expire documents such as IRB approvals. These reports
allow for continuous monitoring, prompt identification and cor-
rection of problems by investigators, site staff, the sponsor, and
coordinating centers. and how t
Methods We identified eight non-drug trials from the Pragmatic Clinical Trials
Unit (PCTU) administrative database for inclusion. These were se-
lected because their trial documents were available to researchers
electronically. Trial protocols, standard operating procedures (SOP)
for adverse event reporting and the trial reports (where available)
were reviewed. Data were extracted on 1) study design, population
and intervention characteristics, 2) stated study objectives and out-
comes, 3) data recording, managing and reporting process regards
to adverse outcomes and 4) the use of data monitoring committees. Results The website also serves as a resource for network-wide activities, in-
cluding a monthly Web Seminar as a forum for network members to
share and exchange clinical research knowledge. This webinar is
highlighted on the website and materials are stored for future refer-
ence. Committees within the network manage their own dashboard
where agendas, minutes, and other communications are posted. There is also a website page known as the investigator toolbox
where templates, tools, sample forms, and policies and procedures
are stored and serve to guide investigators in the preparation and
execution of their clinical trials. Background RCTs are an essential part of providing safe healthcare. They should be
designed, conducted and analysed according to sound scientific princi-
ples to achieve their objectives; should be reported appropriately [1], and
should not cause unnecessary harms to trial subjects. As such trial proto-
cols should include a clear safety section, with definitions, procedures
and responsibilities for recording and reporting adverse outcomes. The
aim of this work is to understand the current practice regards to what
and how these outcomes are captured in non-drug intervention trials. Methods Background diagnosis and monitoring, including: BUS - Accuracy of Bladder
Ultrasound (BUS) in the diagnosis of Detrusor Overactivity (DO): a
study to evaluate if ultrasound can reduce the need for urodynamics. Egfrc - Accuracy of glomerular filtration rate (GFR) estimation using
creatinine and cystatin C and albuminuria for monitoring disease
progression in patients with stage 3 chronic kidney disease: Prospect-
ive longitudinal study in a multi-ethnic population. ELATION - A ran-
domised trial of the efficacy and cost effectiveness of Real Time
Ultrasound Elastography in The Investigation Of Thyroid Nodules and
the diagnosis of thyroid cancer. ENDCAP development and evalu-
tions of a biomarker panel to detect enhanced neoplasia in chronic
colitis, GBS-2- Accuracy of a rapid intrapartum test to screen for ma-
ternal group B streptococcal colonisation and its potential to reduce
antibiotic usage in mothers with risk factors MEDAL - MRI to establish
diagnosis in women with pelvic pain rockets - Evaluation of diagnos-
tic tools to diagnose ovarian cancer in women referred with symp-
toms from primary care METRIC - Diagnostic accuracy for the extent
and activity of newly diagnosed and relapsed Crohn s disease
STREAMLINE-COLON, STREAMLINE-LUNG. Comprehensive staging of
newly diagnosed lung and colorectal cancer MROC - Impact of multi-
parametric MRI on staging and management decisions in women
with ovarian cancer. At
our
institution
we
are
establishing
a
research
nurse-led
programme to collect in-hospital complication data on all cardiac
surgery patients who provide consent. This initiative is part of a
wider programme of research to investigate associations between
phenotypic and genotypic characteristics with complications and
speed of recovery after cardiac surgery. Data will be extracted from participant’s paper and electronic med-
ical notes and collated using a purpose-designed dedicated data col-
lection tool. Information can be obtained by either i) visiting the
ward daily, with the opportunity to talk to nurses involved in partici-
pants’ care, and recording events almost as they happen or ii)
extracting data after the patient has been discharged home. g
p
g
Nurses who collect data for randomised trials believe that method i)
takes longer but method ii) results in events being missed. To investi-
gate these beliefs we are planning to randomise nurses (and pa-
tients) to collect the data either by method i) or method ii). Methods Research nurses will be assigned a random selection of patients and
told the method of data collection to use for each. Background The Network for Excellence in Neuroscience Clinical Trials, or NEURO-
NEXT, is a National Institute of Neurological Disorders and Stroke
(NINDS, part of the U.S. National Institutes of Health, or NIH) initiative
created to conduct studies of treatments for neurological diseases
through partnerships with academia, private foundations, and indus-
try. NEURONEXT is just one of several clinical trials networks sup-
ported by NINDS (i.e., strokenet and NETT). In discussions among the
members of the networks, it has been useful to share solutions and
processes addressing problems that arise in the setting of a clinical
trials network. A dialog with researchers external to NINDS-supported
clinical trials networks may yield further benefits. Obj
ti j
At any given time, there are likely to be multiple proposals for stud-
ies to be conducted within a clinical trials network. How these pro-
posals move from an initial concept to a full grant submission varies
by network as different solutions are crafted to the common prob-
lems of how and when to spend a network’s proposal development
resources. This work addresses the NEURONEXT approach to pro-
posal development. An overview of the pathway for a proposal is
given alongside a discussion of how the process has changed as
NEURONEXT has matured. Full protocol development requires spend-
ing a great deal of the network’s proposal development resources. The decision of when to spend resources on multiple proposals can
be difficult with complexity increasing as the number of proposals in
the pipeline increases. This work discusses the timing of NEURONEXT
protocol development assistance and the corresponding ramifica-
tions. Also discussed are several common misperceptions that inves-
tigators have experienced during the NEURONEXT design working
group process. All trials attempted to assess adverse outcomes, but there was little evi-
dence of a clear or a consistent approach to doing so; what adverse
outcomes were captured, how these were captured varied across trials,
and how the expected adverse outcomes were researched and decided
upon was unclear. Including these aspects in trial documentation can
improve clarity. Collecting trial quality data about complications routinely: a study
within a study to maximize efficiency g
1University of Bristol; 2University Hospitals Bristol NHS Trust
Correspondence: Lucy Culliford
Trials 2017, 18(Suppl 1):P116 Page 45 of 235 Trials 2017, 18(Suppl 1):200 Page 45 of 235 Background All nurses will use
both methods (for different patients) and each patient will have their
data collected by different nurses using the different approaches. Pa-
tients and nurses will be assigned using a balanced incomplete block
design to ensure balance across the nurses and by collection
method. Each nurse will be blinded to the data collected by another
member of the team on the same patient. We propose to compare
data collected for completeness as well as the time taken to collect
the data. From initial discussions, common themes of the challenges of test
evaluation trials are appearing, including: Challenges of site set up,
site finances, patient pathway, recruiting consecutive participants, eli-
gibility biases, obtaining reference standard diagnoses, the role of
adverse event monitoring, trial modifications, sample handling and
future-proofing sample collections. While some of these themes also
occur in RCTs, the relative importance or risks vary. These themes will
be explored in more depth and strategies used to resolve or minim-
ise the impact on the project will be reviewed. The study is planned to run over 2 months from December 2016 and
will capture data on 96 patients. 72 patients will be reviewed twice,
once by each method and 24 patients will be assessed 4 times, twice
by each method. Six nurses in the cardiac surgery team have agreed
to take part. Each nurse will undertake 40 reviews on 16 patients. Results and Conclusion P118
Informed consent process enhancement approaches for research
participants who may be considered vulnerable populations
Matthew Wright, Julia Lynne, Eric Hardter, Radhika Kondapaka,
Kayla Williams, Dagmar Salazar, Dikla Shmueli-Blumberg, Eve Jelstrom,
Robert Lindblad
The Emmes Corporation
Correspondence: Matthew Wright
Trials 2017, 18(Suppl 1):P118 The study is ongoing. Full results will be presented at the meeting. This research was funded by the National Institute for Health
Research Biomedical Research Unit in Cardiovascular Disease at the
University Hospitals Bristol NHS Foundation Trust and the University
of Bristol. Disclaimer This abstract presents independent research funded by the National
Institute for Health Research (NIHR). The views expressed are those
of the author(s) and not necessarily those of the NHS, the NIHR or
the Department of Health. The informed consent process is paramount to the legal and ethical
conduct of clinical trials. Adequately explaining study details to po-
tential participants in a manner that permits comprehension and
promotes study retention is challenging; this is compounded when
recruiting populations that Institutional Review Boards (IRBs) may
view as potentially vulnerable populations, such as persons facing
concurrent mental or physical illness resulting in diminished capacity
for comprehension, or with socioeconomic issues such as unstable
housing, limited educational status, or low functional literacy. Not-
withstanding any applicable legal thresholds for a legally authorized
representative’s involvement, these factors may not negate the par-
ticipant’s autonomy and capacity to make an informed decision on
trial participation. In planning studies that involve such potentially
vulnerable populations, investigators should consider and implement
additional safeguards to ensure that informed consent materials are
readily understandable, and that the consent process balances ad-
equate coverage of required elements while avoiding overwhelm for
the participant and burden on the research team. Comparing the challenges of the management of trials of medical
tests versus randomised controlled trials of health care
interventions Caroline Rick, James Brown, William McKinnon, Ryan Ottridge,
Andrew Palmer, Victoria Parker, Lee Priest, Susan Mallett, Jon Deeks
University of Birmingham
Correspondence: Caroline Rick
Trials 2017, 18(Suppl 1):P117 Caroline Rick, James Brown, William McKinnon, Ryan Ottridge,
Andrew Palmer, Victoria Parker, Lee Priest, Susan Mallett, Jon Deeks
University of Birmingham
Correspondence: Caroline Rick
Trials 2017, 18(Suppl 1):P117 Trials of medical tests present a series of challenges that differ, or
have differing significance, from randomised controlled trials (RCTs)
of interventions. A lack of understanding of the test-specific chal-
lenges in the design, set up and management of trials can lead to er-
roneous results: tests can appear more or less accurate due to
inappropriate application of the eligibility criteria and differences in
care pathways; study conclusions may be compromised if disease
prevalence differs in the study from the actual target population. Bir-
mingham Clinical Trials Unit (BCTU) manages and/or provides statis-
tical support for a wide range of test evaluation trials as well as RCTs
of interventions. We have set up a working group to compare and
contrast the different challenges of the management of these trial
types to improve future trial design and management. The ten test
evaluation trials under consideration cover a wide range of medical
conditions
with
different
tests
being
evaluated
for
screening, p
p
The National Institute on Drug Abuse National Drug Abuse Treatment
Clinical Trials Network Clinical Coordinating Center (CCC) and the Na-
tional Cancer Institute’s AIDS Malignancy Consortium (AMC) develop
clinical trials for populations that IRBs may consider vulnerable:
people living with HIV/AIDS (PLWHA) and/or persons who inject
drugs (PWID). Common challenges that CCC and AMC investigators
face during the consenting process include designing informed con-
sent materials that communicate required regulatory elements sim-
ply yet effectively, engaging the individual in the consent discussion,
and assessing comprehension. Methods to be discussed include: Page 46 of 235 Trials 2017, 18(Suppl 1):200 Page 46 of 235 Page 46 of 235 Consent design factors for readability; Ancillary visual and written
aids;
Consent
process
standard
operating
procedures;
Patient
advocate feedback and involvement; Participant comprehension
assessment. external validity of the protect trial. The data suggest that those
randomised are broadly representative of the source population,
with limitations in relation to the inclusion of more deprived and
ethnic group participants. The extended comprehensive-cohort pro-
vides assurance that the outcomes of the randomised group will be
clinically relevant and widely generalizable. Demonstrating the external validity of a randomised controlled
trial: the design and generalizability of the protect prostate cancer
trial P120
Informed consent in acute trauma resuscitation: experiences of a
major trauma centre P119 P119
Demonstrating the external validity of a randomised controlled
trial: the design and generalizability of the protect prostate cancer
trial
Jenny Donovan1, Grace Young2, Eleanor Walsh3, Chris Metcalfe4,
Athene Lane5, Richard Martin6, David Neal7, Freddie Hamdy8,
on behalf of CAP and protect study groups
1Professor of Social Medicine; 2RA Statistics; 3SRA Data management;
4Reader in Statistics; 5Reader in Trials; 6Professor of Epidemiology;
7Professor of Surgical Oncology; 8Professor of Surgery
Correspondence: Jenny Donovan
Trials 2017, 18(Suppl 1):P119 Background Research investigating the resuscitation and management of un-
stable trauma patients is essential to improve care and save lives. The decision to take part in a research study is voluntary and the
ethical and legal codes that govern medical practice also apply to
clinical trials. Informed consent is a vital part of the research process,
however, in emergencies this is challenging. In this review the issue
of consent in emergency research is presented with emphasis on ex-
periences from a major trauma centre. Methods Methods A population-based cluster-trial of PSA screening using a Zelen de-
sign created an intervention arm comprising a prospective cohort
study of 80,000 men undergoing PSA testing leading to an embed-
ded trial of treatments for localised prostate cancer (protect), and a
control arm comprising usual care without formal PSA testing. All
men agreeing to participate in the intervention arm entered a pro-
spective cohort study of PSA testing and prostate cancer diagnosis. Socio-demographic, clinical and patient-reported symptom and qual-
ity of life data were collected at recruitment and when eligible for
prostate biopsies. Men diagnosed with localised prostate cancer who
agreed to be randomised, and those who declined and chose a treat-
ment (‘preference’ group) were followed up in a comprehensive-
cohort design. This was extended to include those diagnosed
with prostate cancer but excluded from the treatment trial with
advanced
cancer
or
excluded
other
group. We
investigated
differences in response and/or clinical eligibility at each stage of
testing
and
diagnosis
in
the
prospective
cohort
study. The
characteristics of the randomised men were compared with the
preference, advanced and excluded other groups in the extended
comprehensive cohort study. Informed consent in acute trauma resuscitation: experiences of a
major trauma centre Jenny Donovan1, Grace Young2, Eleanor Walsh3, Chris Metcalfe4,
Athene Lane5, Richard Martin6, David Neal7, Freddie Hamdy8,
on behalf of CAP and protect study groups j
Claire Rourke, Ross Davenport, Karim Brohi
Queen Mary University of London
Correspondence: Claire Rourke
Trials 2017, 18(Suppl 1):P120 Claire Rourke, Ross Davenport, Karim Brohi
Queen Mary University of London
Correspondence: Claire Rourke
Trials 2017, 18(Suppl 1):P120 Ethics Co
Results More than 5000 trauma admissions have been screened for eligi-
bility into the following trials; Activation of Coagulation & Inflam-
mation in Trauma (ACIT –a prospective, observational study),
CRYOSTAT (feasibility study, non-CTIMP), itactic (Phase II non-
CTIMP), EFIT1 (feasibility study, non-CTIMP), MP4OX (Phase iia &
iib CTIMP) and synapse (Phase III CTIMP). Over 1500 patients have
been enrolled into ACIT and a further 125 patients recruited into
one of the randomised controlled trials (RCT). Following our con-
sent procedures only 70 (5%) of participants in the observational
study and 2 (2%) subjects in the combined RCTs were withdrawn
due to patient or relative refusal of consent. There was no differ-
ence in withdrawal rates between observational studies versus
rcts and no discrimination between ctimps and non-CTIMPs. Using PLAR/NC agreement rather than seeking consent from the
patient or legally appointed representative, the average time
from admission to randomisation in the CRYOSTAT and EFIT RCTs
was 13 minutes (0–58 mins, n = 52). p
Methods Since 2008, all adult trauma patients (16 years) who met local criteria
for trauma team activation at The Royal London Hospital have been
screened by the Centre for Trauma Sciences Clinical Trial Unit for eli-
gibility into a portfolio of clinical trials. In all trials, agreement to enrol
a patient into a trial was obtained using a professional legally
appointed representative (PLAR) or nominated consultee (NC), in all
cases this was the trauma team leader (a physician independent of
the research study). Written consent from the patient or next of kin
was sought as soon after enrolment as appropriate by a GCP trained
researcher. All studies were reviewed and approved by a Regional
Ethics Committee (REC). compreh
Results The Zelen design produced balanced intervention and control
groups. Prospective cohort study participants were more likely to
be healthy and from urban and less-deprived areas than non-
responders or non-attenders. At subsequent stages in the PSA test-
ing and diagnostic pathway, there were few differences between
those eligible or ineligible to proceed, or who continued or de-
clined participation according to socio-demographic and clinical
history characteristics. Men who declined randomisation ‘prefer-
ence group’ were more likely to have managerial/professional occu-
pations and less deprivation than those agreeing to randomisation. Expected clinical differences were found between the randomised
men and the ‘excluded other’ and ‘advanced’ groups; ‘preference’
men were clinically very similar. Conclusion The data from the pro-
spective cohort study and extended comprehensive-cohort study
provide
detailed
information
to
enable
consideration
of
the Background Randomised controlled trials deliver robust and internally valid evi-
dence, but external validity is often neglected. This can limit the rele-
vance
of
trial
findings
for
routine
practice
and
hinder
the
implementation of robust evidence. External validity is a complex
concept involving reflection on trial evidence in relation to prior
knowledge, statistical understanding, biological plausibility and the
interpretation of the impact of the trial’s eligibility criteria. Design
features built into the protect trial of prostate cancer treatments facil-
itated the assessment of its external validity, and provided an oppor-
tunity to consider how trial designs should be used to improve the
external validity of trials. Comparing the challenges of the management of trials of medical
tests versus randomised controlled trials of health care
interventions Design features to en-
hance external validity could be adopted more widely in pragmatic
trials to investigate selection issues during eligibility assessment
and the clinical relevance of the randomised group. This presentation will highlight these challenges and offer tools and
best practices for research teams to develop informed consent mate-
rials and augment consenting processes. Background An overview of the EME Programme, in terms of its development,
purpose, objectives and vision will be presented. The Programme is
seeking to encourage studies which have novel methodological de-
signs that deliver results more efficiently, reduce the study timeline
and maximise the knowledge gained. Collaboration from academic,
clinical groups, industry and charities is encouraged. Plasmamatch is a multi-centre phase IIa umbrella trial platform con-
sisting of a ctDNA screening component and a therapeutic compo-
nent. The primary objective is to assess the safety and activity profile
of targeted therapies in patients with targetable mutations identified
by ctDNA screening. Patients with metastatic or recurrent locally ad-
vanced BC who have received prior systemic treatment in the ad-
vanced setting will be invited to participate. Consenting patients will
be registered for ctDNA screening and a sample of their blood will
be sent to the central laboratory for analysis. Patients with a target-
able mutation identified will be invited to enter a treatment cohort
and consenting patients will receive treatment targeted to the spe-
cific mutation identified. The programme supports translational research evaluating a wide
range of novel or re-purposed interventions. The interventions may
include diagnostic or prognostic tests and decision-making tools,
drugs or biological compounds, psychological treatments, medical
devices, and public health initiatives delivered within the NHS. The
EME Programme primarily supports clinical trials, and other robustly
designed studies that test the efficacy of interventions. The interven-
tions should have the potential to improve patient care or benefit
the public. Plasmamatch will be opened across a network of ~50 UK Screening
Sites, of which ~25 sites will also be designated as Treatment Sites. Screening Only Sites will refer patients to Treatment Sites for treat-
ment cohort entry and trial treatment administration. After comple-
tion of trial treatment patients will be transferred back to the
Screening Only Site for follow-up. Innovative study designs involving stratification, the use of routinely
collected digital data or novel methodologies are strongly encour-
aged. Hypothesis-driven mechanistic studies, integrated within the
efficacy study that explore the mechanisms of action of the interven-
tion or the disease, the cause of differing responses, or improve the
understanding of adverse effects are also encouraged. Patients with specific targetable mutations identified in tumour se-
quencing performed outside of plasmamatch will be eligible to enter
one of the treatment cohorts, thereby providing a therapeutic option
for patients participating in alternative tumour sequencing initiatives. Funding innovative study designs - The efficacy and mechanism
evaluation programme Lisa Douet
University of Southampton
Trials 2017, 18(Suppl 1):P121 Introduction To discuss the role of the Efficacy and Mechanisms Evaluation
Programme in the funding of clinical research. The research funded
by the EME Programme has the potential to make a step-change in
the treatment of disease. EME research supports research primarily
aimed at establishing clinical efficacy but also embedded within this,
the Programme encourages the further understanding of treatment
and disease mechanisms. Background Plasmamatch ctdna screening will also report on mutations to facili-
tate entry into trials outside of plasmamatch, should the patient not
be eligible to enter a treatment cohort in plasmamatch. A wide range of studies have been funded to date and examples of
studies with novel study designs will be discussed, along with exam-
ples of mechanistic studies and what the Programme means by the
term ‘proof of concept’. p
Conclusions
S
di
f
d The plasmamatch umbrella trial platform is dynamic in design, such
that further genetic aberrations or molecular subtypes paired with
targeted therapies may be added in the future, providing the
addition would not compromise the completion of recruitment to
existing cohorts. Studies funded through the EME Programme have the potential
to have a considerable impact on the treatment of patients in
the NHS. The Programme is keen to drive forward novel or infre-
quently used study designs that increase the value of the study,
by maximising the chances of demonstrating the benefit of an
intervention, increasing the knowledge gained or by making the
study more efficient. Plasmamatch adds to a growing portfolio of trials assessing the utility
of ctDNA and will seek to demonstrate the feasibility of ctDNA as a
screening tool for patients with advanced BC with the potential for
future integration into routine clinical practice. The UK plasma based molecular profiling of advanced breast
cancer to inform therapeutic choices (plasmamatch) trial: a
multiple parallel cohort, open-label, multi-centre phase IIa clinical
trial aiming to provide proof of principle efficacy for designated
targeted therapies in patients with advanced breast cancer where
the targetable mutation is identified through ctDNA screening
(CRUK/15/010) Discussion Less than 5% of total enrolled patients or their next of kin de-
clined consent to continue participation in a research trial. In re-
cent years we have experienced a switch in REC opinion with
discussions increasingly involving the use of waiver of consent in
such trials to avoid potential delays in delivering an intervention
or adversely affecting recruitment rates. Furthermore, feedback
from the ethics committees has questioned the procedure used
for obtaining informed consent as being potentially distressing
and insensitive to relatives at a difficult time. In response to this,
our protocols no longer pursue consent from bereaved relatives
and the participants are allowed to remain in the study using the
PLAR/NC agreement. Page 47 of 235 Page 47 of 235 Trials 2017, 18(Suppl 1):200 Circulating tumour DNA (ctDNA) is found in the plasma of over 90%
of patients with advanced breast cancer (BC). Screening for the pres-
ence of mutations in ctDNA provides a current assessment of the
genetic profile of the patient’s recurrent cancer. This is important be-
cause the mutations present in cancer cells often change over time
when the disease spreads to other sites in the body or after treat-
ment. Treatment of recurrent disease is often based on results from
primary tumour biopsy as recurrent BC may not be re-biopsied in
routine practice. Where a repeat tumour biopsy is performed due to
the heterogeneity of cancer the genetic aberrations driving the
tumour may not be present in the single biopsied sample to inform
treatment decisions. ctDNA screening is more practical and may be
more accurate than analysing tumour samples obtained through bi-
opsy, is suitable for all patients including those with inaccessible dis-
ease, more economical and more acceptable to patients. Ctdna
screening can be carried out in a greater number of patients and
could lead to a substantial reduction in the number of patients
undergoing invasive biopsies. Funding innovative study designs - The efficacy and mechanism
evaluation programme Background The Medical Research Council (MRC) recommends that once the ef-
fectiveness of a fully-defined intervention has been established in a
definitive Randomised Controlled Trial (RCT), the next phase is to de-
termine whether others can replicate the intervention and results in
clinical settings over the long-term. The Back Skills Training (best)
programme is an intervention based on a cognitive-behavioural ap-
proach for treating low back pain in primary care settings, and was
found to be both clinically and cost-effective in a large RCT (Lamb
et al., 2010). In order to deliver the intervention, clinicians in the trial
underwent a 2-day training workshop delivered face-to-face. Thus, in
order to replicate the intervention in clinical settings, the training
needed to be available to clinicians. Given the large number of clini-
cians and patients worldwide that could benefit from using this inter-
vention, face-to-face training was deemed unfeasible. g
Mail-based recruitment and follow-up is a cost-effective method of
conducting randomized trials, but requires telephone support for
queries from participants and their doctors. It is important to under-
stand the resource implications of such a telephone service. Methods ASCEND is a randomized trial of aspirin, and of omega-3 fatty acids,
for the primary prevention of vascular disease in people with dia-
betes. Between 2005 and 2011, 423,403 potential participants were
invited and 121,254 returned a screening form. Of these 26,462 par-
ticipants entered a 2 month placebo run-in and 15,480 were
subsequently randomized. Follow-up is by 6-monthly mailed ques-
tionnaires (since November 2014 participants can complete their
questionnaires online). A Freefone number is available for trial re-
lated queries including a 24-hour service for urgent medical issues. A
record is made of calls using a standard telephone summary within
the trial participant management system. For information govern-
ance reasons calls relating to people invited who did not consent to
join the study are not included in this analysis. Furthermore, until
March 2014, unsuccessful attempts to contact participants or their
doctors were not recorded. Therefore, this analysis underestimates
the total activity during the trial. For each call, the role of the staff
member (medical [including doctor or nurse] or administrative), the
individual calling or called (the participant, their GP or other person),
the time and date, whether the call reached the intended recipient
(for outgoing calls after March 2014) and whether the call occurred
after randomization was extracted from the study database. Objective g
Fang Chen, Marion Mafham, Lucy Fletcher, Allen Young, Jill Barton,
Louise Bowman, Jane Armitage
University of Oxford
Correspondence: Fang Chen
Trials 2017, 18(Suppl 1):P124 g
Fang Chen, Marion Mafham, Lucy Fletcher, Allen Young, Jill Barton,
Louise Bowman, Jane Armitage
University of Oxford
Correspondence: Fang Chen
Trials 2017, 18(Suppl 1):P124 To describe the development and delivery of an online cognitive-
behavioural education and training package for health professionals
who treat patients with low back pain. The programme is intended
support implementation of the evidence-based Back Skills Training
programme in clinical practice. Practicalities of obtaining long term follow up data from
international sites Sharon Ruddock, Julie Croft, Helen Howard
Leeds Clinical Trials Research Unit
Correspondence: Sharon Ruddock
Trials 2017, 18(Suppl 1):P123 Correspondence: Sharon Ru
Trials 2017, 18(Suppl 1):P123 (CRUK/15/010)
Judith Bliss1, Sarah Kernaghan1, Charlotte Fribbens2, Laura Stevenson1,
James Morden1, Claire Snowdon1, Iain Macpherson3, Andrew Wardley4,
Rebecca Roylance5, Richard Baird6
1The Institute of Cancer Research Clinical Trials & Statistics Unit
(ICR-CTSU); 2The Institute of Cancer Research; 3The Beatson West
of Scotland Cancer Centre; 4The Christie NHS Foundation Trust;
5University College London Hospitals NHS Foundation Trust;
6Cambridge University Hospitals NHS Foundation Trust
Correspondence: Judith Bliss
Trials 2017, 18(Suppl 1):P122 Judith Bliss1, Sarah Kernaghan1, Charlotte Fribbens2, Laura Stevenson1,
James Morden1, Claire Snowdon1, Iain Macpherson3, Andrew Wardley4,
Rebecca Roylance5, Richard Baird6
1 Separate long term follow-up studies may be considered where there
is interest in longer term outcomes that extend beyond the follow-
up period of a trial. There is a worldwide interest in collecting long term cardiovascular
and recurrence/survival data in breast cancer patients with ‘triple
negative’ disease. BEATRICE was an international phase III trial asses-
sing adjuvant treatment in ‘triple negative’ early breast cancer, in
which patients were followed up to 5 years post randomisation. LOTUS is a separate long term follow up study which is prospectively Trials 2017, 18(Suppl 1):P122 Trials 2017, 18(Suppl 1):200 Trials 2017, 18(Suppl 1):200 Page 48 of 235 Page 48 of 235 co-ordinating centre, 51% were recorded by medical staff and 49%
by study administrators. Of the 36,584 outgoing calls, 24% were
made by medical and 76% by administrative staff. Among 20,946
outgoing calls with information about whether the intended recipi-
ent was reached, 41% were ‘successful’. The success rate was higher
for calls after 5 pm compared to those at other times (56% after
5 pm vs 40% before 5 pm; 2 138, p < 0.001) irrespective of the partic-
ipant’s age. evaluating longer term outcomes (up to 15 years post BEATRICE ran-
domisation) in this specific population of patients. BEATRICE recruited
over 2000 patients across 400 sites worldwide, providing a large,
already identified population of potential patients with for LOTUS. The LOTUS trial management group agreed at the outset that recruit-
ment into LOTUS would be limited to patients already recruited to
the BEATRICE trial due to the availability of baseline data available
from BEATRICE and to utilise the established research network of
sites. Implementation into practice: the development, enhancement and
delivery of an online training programme to support clinicians in
the replication of the back skills training (best) programme in
practice
1
2
3
3 Implementation into practice: the development, enhancement and
delivery of an online training programme to support clinicians in
the replication of the back skills training (best) programme in
practice
1
2
3
3 Helen Richmond1, Amanda M Hall2, Bethan Copsey3, Gill Jones3,
Esther Williamson3, Zara Hansen3, Sarah E Lamb4
1University of Warwick; 2The George Institute for Global Health,
University of Oxford We will present further details on our experience of implementing
the LOTUS trial and considerations for design of future longer term
follow-up studies. 3Centre for Rehabilitation Research, University of Oxford; 4Centre for
Rehabilitation Research, University of Oxford/University of Warwick)
Correspondence: Helen Richmond
Trials 2017, 18(Suppl 1):P125 3Centre for Rehabilitation Research, University of Oxford; 4Centre for
Rehabilitation Research, University of Oxford/University of Warwick)
Correspondence: Helen Richmond
Trials 2017, 18(Suppl 1):P125 Telephone support for mail based recruitment and follow-up in a
large randomized trial
Fang Chen, Marion Mafham, Lucy Fletcher, Allen Young, Jill Barton,
Louise Bowman, Jane Armitage
University of Oxford
Correspondence: Fang Chen
Trials 2017, 18(Suppl 1):P124 p
g
Conclusion The telephone support for this mail-based trial requires substantial
input from both medical and administrative staff, but allows a large
study to be run cost-effectively. Contacting trial participants is more
effective outside working hours. These findings have resource impli-
cations for those planning similar studies. LOTUS is designed to present minimal burden to aid recruitment of
both participating sites and patients for example, patient data is col-
lected annually to coincide with routine clinic visits, or can be col-
lected by phone. BEATRICE patient trial numbers are used in LOTUS
for easier data collection at sites, and to enable data linkage between
the BEATRICE and LOTUS datasets at analysis. Screening logs for sites
were pre-populated for sites to facilitate screening and recruitment
of patients. Out of the 53 BEATRICE sites that were approached to
take part in LOTUS, 32 sites agreed to take part. Practicalities of obtaining long term follow up data from
international sites In order to focus resources and efforts, only BEATRICE sites with
10 or more patients still in follow-up were invited to participate in
LOTUS (except in the UK, where all sites were approached). This
amounted to 53 sites across 19 countries and still yielded a potential
pool of up to 901 patients to reach our planned LOTUS sample size
of 250–500 patients. P125 P125
Implementation into practice: the development, enhancement and
delivery of an online training programme to support clinicians in
the replication of the back skills training (best) programme in
practice
Helen Richmond1, Amanda M Hall2, Bethan Copsey3, Gill Jones3,
Esther Williamson3, Zara Hansen3, Sarah E Lamb4
1University of Warwick; 2The George Institute for Global Health,
University of Oxford Background The pro-
portion of successful calls before and after 5 pm was compared using
a chi squared test. To ensure scalability and accessibility we translated the face-to-face
training into an online format, entitled ibest. We pilot-tested the on-
line training prototype (ibest) for feasibility, acceptability and credibil-
ity with health professionals. During the pilot testing, we identified
that despite being acceptable, feasible and credible compared to the
face-to-face training, clinicians continued to struggle to implement
the intervention in routine practice. Building on this evidence-base,
we describe how we enhanced the ibest prototype to support clini-
cians to use the evidence-based best programme in their practice. Methods We tailored ibest to address implementation barriers using the The-
oretical Domains Framework and the Behaviour Change Technique
(BCT) taxonomy. The selection of implementation strategies was in-
formed by evidence, clinician and expert opinion and suitability for a
sustainable online learning training package. R
lt Reference Lamb et al., Group cognitive behavioural treatment for low-back pain in
primary care: a randomised controlled trial and cost-effectiveness
analysis. The Lancet, 2010;375:916–923. Results We identified 144 relevant primary study papers from a total of 317
records in the first search iteration. Intervention development papers
were international: USA (56%), UK (25%), Europe (5%) and rest of the
world (14%). We identified 7 approaches to intervention develop-
ment (‘type’ in the typology) including theory-based, participatory,
person-based and pragmatic. Each type included sub-types of ap-
proaches. For example the theory-based approach included ‘Inter-
vention Mapping’ (n = 5) and ‘The Behaviour Change Wheel’ (n = 7). Conclusions We have developed a typology to facilitate intervention developers
in selecting the most appropriate approach to developing interven-
tions for their context. This will feed into further parts of the INDEX
study - Delphi, consensus workshops and qualitative interviews - to
generate guidance for researchers on how to develop interventions. A systematic review of the different approaches to intervention
development Katie Sworn1, Alicia O’Cathain1, Liz Croot1, Edward Duncan2, Pat Hoddinott2,
Katrina Turner3, Lucy Yardley4 Katie Sworn1, Alicia O’Cathain1, Liz Croot1, Edward Duncan2, Pat Hoddinott2,
Katrina Turner3, Lucy Yardley4
1
2
3 Aims As part the INDEX study (identification and assessment of different
approaches to developing complex interventions), we aimed to re-
view the range of approaches to intervention development and con-
struct a typology to help researchers select the appropriate approach
for their context. We also aimed to identify an initial set of core prin-
ciples and processes of intervention development for use in a future
Delphi Study. Conclusions Following guidance from the World Health Organisation, we have de-
scribed the selection of strategies and how these were used to en-
hance ibest for implementation. This process will inform the design
and evaluation of further implementation interventions and replica-
tion of complex interventions found to be effective from Phase III
trials. Conclusions Results We included 15 studies that recruited 9035 participants, 7834 of
whom provided data primary outcomes data, of which five were
symptom-based or clinical outcomes, seven were functional mea-
sures, two were combined measures and one assessed quality of life. Primary time points varied from immediately post-intervention to
one year. Thirteen of the studies utilised a two-arm, parallel RCT de-
sign, one used a four-arm factorial design of which only 2 arms re-
lated to physical rehabilitation and one was a cluster RCT. The target
populations, interventions and settings were diverse. Applying Djul-
begovic’s classification, four studies were significantly in favour of the
new treatment, one was significantly in favour of the control treat-
ment, eight studies had a true negative outcome, one was inconclu-
sive in favour of the new treatment was and one inconclusive in
favour of the control treatment. Background Background
Randomised controlled trials (RCTs) of rehabilitation interventions are
generally complex, involve a broad population, multi-faceted inter-
ventions delivered in a complex healthcare system, and measure
multiple outcomes. The National Institute for Health Research Health
Technology Programme (NIHR-HTA) has funded a number of UK trials
of physical rehabilitation interventions. To date, no research has
reviewed and synthesised the outcomes of this body of work. In this
review we aimed to (a) establish the treatment outcomes of RCTs of
physiotherapy (PT), occupational therapy (OT), or speech and lan-
guage therapy (SLT) funded by the HTA, and (b) assess how often
those interventions that undergo testing in RCTs result in establish-
ing the effectiveness of new treatments. Methods g
Methods Increasingly researchers are developing complex interventions which
are evaluated later in randomised controlled trials. Researchers adopt
a range of approaches when developing interventions. However, in
this rapidly developing field there is little understanding of the ratio-
nales, and strengths and weaknesses, of different approaches to
intervention development for different contexts. We included all phase III superiority RCTs funded by NIHR-HTA from
1997 until July 2016, that evaluated a
physical rehabilitation
programme of PT, OT or SLT and that had reported their main find-
ings either in a peer-reviewed journal or as an NIHR-HTA monograph. We extracted data on trial design, target population, intervention de-
scriptions, primary outcome(s) and time point(s), any minimally clin-
ical important difference (MCID) identified in support of the sample
size, proposed and achieved sample size and between-group primary
outcome results with 95% confidence intervals. We categorised pri-
mary outcome data into one of six options as described by Djulbego-
vic et al. (2008): (i) statistically significant in favour of the new
treatment; (ii) statistically significant in favour of the control treat-
ment; (iii) true negative; (iv) truly inconclusive; (v) inconclusive in
favour of new treatment; or (vi) inconclusive in favour of the control
treatment. We summarised the extracted data descriptively. Results Treatment success in randomised controlled trials of rehabilitation:
a review Victoria Goodwin, Claire Pentecost, Katie Finning, Angelique Hilli,
Jacqueline Hill, David Richards
1University of Exeter
Correspondence: Victoria Goodwin
Trials 2017, 18(Suppl 1):P127 Victoria Goodwin, Claire Pentecost, Katie Finning, Angelique Hilli,
Jacqueline Hill, David Richards Victoria Goodwin, Claire Pentecost, Katie Finning, Angelique Hilli,
Jacqueline Hill, David Richards This research was carried out at the Centre for Rehabilitation Research in
Oxford and was supported by the National Institute for Health Research
(NIHR) Collaboration for Leadership in Applied Health Research and Care
Oxford at Oxford Health NHS Foundation Trust. The views expressed are
those of the authors and not necessarily those of the NHS, the NIHR or the
Department of Health. Correspondence: Victoria Goodwin
Trials 2017, 18(Suppl 1):P127 q
Results Up to November 2016, 52,696 calls were recorded. Of these, 8828
were recorded during the run-in period (0.33 calls per run-in partici-
pant) and 43,868 after the participant was randomized (0.42 calls per
randomized participant per year). Of 16,112 incoming calls to the trial We chose 11 BCTs to target domains of knowledge, skills, beliefs
about capabilities, beliefs about consequences, professional role, mo-
tivation and goals, and environmental context and resources. The
enhanced version of ibest has been accredited with the British Trials 2017, 18(Suppl 1):200 Page 49 of 235 Page 49 of 235 Psychological Society and is currently being evaluated as part of a
national level implementation study in the UK. Following an analysis of core methodology papers and books and
primary research using each type, an initial core set of principles and
processes for developing interventions was identified; these are be-
ing refined using further search iterations. p
Methods We undertook two interlinked systematic reviews. First, we con-
ducted a Best Fit Framework Synthesis by developing an a-priori typ-
ology of approaches to intervention development based on the
team’s knowledge base. For our first iteration, we searched Medline,
psycinfo, CINAHL, ERIC and ASSIA from July 2015 to June 2016 for
methodological literature and primary studies on intervention devel-
opment. We then reviewed our typology and for each ‘type’ identi-
fied the rationale for its use, and its strengths and weaknesses. Further search iterations will be used to refine the typology. Sec-
ondly, we the undertook Realist Synthesis on each ‘type’ to hypothe-
sise and test key methodological principles and processes by
considering the mechanisms at work to successfully inform interven-
tion development in different contexts. Conclusions Although most trials reported conclusive findings (13/15) very few in-
terventions tested in these trials achieved superior outcomes com-
pared
with
controls
(4/15). Despite,
therefore,
a
considerable
research effort in rehabilitation interventions, there are just a handful
of new interventions that outperform existing approaches available Page 50 of 235 Page 50 of 235 Trials 2017, 18(Suppl 1):200 Page 50 of 235 for clinicians to use in their routine practice. Even in a situation of
genuine uncertainty or clinical equipoise, the reasons why so few ex-
perimental interventions in rehabilitation that are brought to trial
achieve the results expected of them by trialists and intervention de-
velopers requires further investigation so that future trials can be tar-
geted at potentially more fruitful interventions. controlled, open label trial to compare the efficacy of ex-vivo normo-
thermic machine perfusion (NMP) with static cold storage (SCS) for
organ preservation prior to liver transplantation (ISRCTN 39731134). Fol-
lowing confirmation of donor and recipient eligibility, livers were rando-
mised (1:1) to either NMP or SCS, stratified by donor type (donation
after brain death (DBD) or circulatory death (DCD) and centre. At the
end of preservation, if not discarded, the liver was transplanted in the
consented recipient who was managed according to standard local
practice and protocols. P129
Design and analysis of the learning curve and clustering effects in
randomised surgical trials - A review of current practice
Conroy1, J. Blazeby2, G. Burnside1, J. Cook3, C. Gamble1
1Department of Biostatistics, MRC North West Hub for Trials
Methodology Research, University of Liverpool; 2Centre for Surgical
Research, School of Social & Community Medicine, University of Bristol;
3Nuffield Department of Orthopaedics, Rheumatology and
Musculoskeletal Sciences, University of Oxford
Correspondence: Conroy
Trials 2017, 18(Suppl 1):P129 p
p
Primary outcome of the study is the difference in peak serum aspar-
tate transaminase level (AST) within 7 days post-transplant between
the two treatment arms. Secondary outcomes include Primary Non
Function, Early Allograft Dysfunction and Patient and Graft Survival. Results 334 livers were randomised with 222 transplanted into recipients
from June 2014 to March 2016 in seven European liver transplant
centres (UK (4), Spain, Germany and Belgium). Recipients have been
followed up for 6 months and the main analysis is currently ongoing. Discussion Introducing a complex intervention using a non-CE marked medical
device into what is already a complex organ retrieval, preservation
and transplant process provides many methodological hurdles to
overcome. Conclusions Furthermore, as the trial adopts an international multicen-
tre setting with different regulatory practices in place, several chal-
lenges were highlighted during the conduct of the trial which impact
directly on the planned analyses, results and interpretation. We will
describe the different challenges encountered and how these can be
tackled so that it will be of help in the setting of other complex inter-
vention trials in transplantation. The topics in this discussion include:
trial design and regulatory affairs, statistical and health economic
analysis. Randomised controlled trials (RCTs) are considered the highest level
of evidence. Consequently, it is important to ensure that they are de-
signed, conducted and analysed to the highest possible rigour so
that the clinical decisions that they are used to inform are valid. There are many practical and methodological difficulties that a med-
ical researcher must overcome to conduct a successful RCT. In trials
that involve a surgical intervention, these difficulties are often magni-
fied. However, there are also additional challenges specific to surgical
trials. This work focuses on two highly prevalent challenges: g y p
g
1. Surgical learning curve 2. Clustering within site and surgeon Statistical methods have been developed with low uptake to account
for the surgical learning curve and clustering effects separately in
surgical trials. This research aims to evaluate these and determine
when and how to apply them, by considering these methodologies
individually and then jointly. P130 P130
Machine perfusion in liver transplantation: practical issues to
consider in the design and conduct of a complex multinational
interventional trial and the potential impact on the analysis
Virginia Chiocchia1, David Nasralla2, Ally Bradley2, Richeal M. Burns3,
Susan Dutton4, Rutger Ploeg2, Peter Friend2
1Centre for Statistics in Medicine (CSM) and Surgical Intervention Trials
Unit (SITU), University of Oxford; 2Nuffield Department of Surgical Sciences,
University of Oxford; 3Health Economics Research Centre (HERC), University
of Oxford; 4Oxford Clinical Trials Research Unit (OCTRU) and Centre for
Statistics in Medicine (CSM), University of Oxford P130
Machine perfusion in liver transplantation: practical issues to
consider in the design and conduct of a complex multinational
interventional trial and the potential impact on the analysis
Virginia Chiocchia1, David Nasralla2, Ally Bradley2, Richeal M. Burns3,
Susan Dutton4, Rutger Ploeg2, Peter Friend2
1Centre for Statistics in Medicine (CSM) and Surgical Intervention Trials
Unit (SITU), University of Oxford; 2Nuffield Department of Surgical Sciences,
University of Oxford; 3Health Economics Research Centre (HERC), University
of Oxford; 4Oxford Clinical Trials Research Unit (OCTRU) and Centre for
Statistics in Medicine (CSM), University of Oxford g
This presentation will describe how CTRU adapted its data manage-
ment processes from data submitted on paper CRFs to data submit-
ted via RDE. Several key topics of this adaptation to RDE will be
covered comprising discussion of the central questions behind the
change, challenges faced and solutions found. Specifically, these
topics will include addressing the background questions, why we de-
layed the decision to move to RDE, what factors eventually prompted
the change and how we might interact differently with sites in terms
of training. They will also cover the challenge of replacing Microsoft
Excel based data management logs on which data management pro-
cesses,
such
as
data
verification,
had
often
become
entirely
dependent especially on larger studies. As a solution to these chal-
lenges, the design and creation of a data management dashboard y
Correspondence: Virginia Chiocchia
Trials 2017, 18(Suppl 1):P130 Correspondence: Virginia Chiocchia
Trials 2017, 18(Suppl 1):P130 Breaking up is hard to do: letting go of paper case report forms
(CRFs) and the challenges of adapting data management processes
to remote data entry (RDE) The ultimate aim of this project is to improve the design, analysis,
and generalizability of surgical trials. This will be achieved by devel-
oping understanding about when learning curves and clustering ef-
fects impact on the conclusions of an RCT by determining; the
available methodologies and the impact of incorporating these
methodologies. This will inform the impact of adjusting for these ef-
fects and their impact on interpretation. This will be done consider-
ing each effect in isolation and then in combination. y (
)
Paul McGarry
Leeds Institute of Clinical Trials Research (LICTR)
Trials 2017, 18(Suppl 1):P131 The Clinical Trials Research Unit (CTRU) at the Leeds Institute of Clin-
ical Trials Research (LICTR) is a large academic trials unit organised
into three divisions; Cancer, Complex Interventions and Comprehen-
sive Health Research. The unit was established in 1991 and now has
almost 200 staff running over 30 studies as well as a strong meth-
odological portfolio and other applied health research in each of the
three divisions. All of our current studies collect their data on paper
CRFs and we receive approximately 240,000 pages of data and man-
age approximately 12,100,000 data items per year. In 2006 initial at-
tempts at remote data entry proved unsuccessful largely due to poor
internet connectivity at many recruiting hospitals and systems that
were not intended to be used remotely. With recent improvements
in connectivity, systems and more widespread use of RDE, particu-
larly in the commercial setting, a decision was taken within the LICTR
to reinvest resource in conducting RDE trials. For the data manage-
ment team tasked with taking this change forward at LICTR the deci-
sion came with a series of demands and challenges to overcome. To inform this development, current practice has been established as
to how surgical learning and clustering are accounted for in trial de-
sign and analysis. A survey to establish current practice and require-
ments within UK registered Clinical Trials Units has been undertaken. A cohort of published RCTs within medical journals and HTA mono-
graphs has been obtained establishing how statistical methodologies
are currently being applied and reported. Results of this work will be presented with how these findings im-
pact development of methods and guidelines. Central chart review of complex outcomes Central chart review of complex outcomes
Trisha Boekhoudt1, Rebecca Clifton2
1George Washington University; 2George Washington University
Biostatistics Center
Correspondence: Trisha Boekhoudt
Trials 2017, 18(Suppl 1):P132 p
Trisha Boekhoudt1, Rebecca Clifton2
1
2 MTB members for each session are identified from a large pool of ex-
perts who have been recruited to participate. Clinical site requests
for MTB review are facilitated through the study’s electronic data
capture (EDC) system. The TAPUR study team is notified of a pending
case and materials, including a clinical case summary, genomic test
report, and the pathology report for the specimen tested, are pre-
pared and distributed in advance. Following the session, the treat-
ment options with rationale are captured and reported back to the
clinical site through the EDC. Prior experience has shown the importance of performing central
chart reviews of complex outcomes to ensure correct classification. We conducted a randomized controlled trial of 10,000 pregnant
women across 16 clinical centers. The primary outcome was any
pregnancy associated hypertension associated with serious maternal
and infant complications, and the foremost secondary outcome was
preeclampsia. Both outcomes had many different criteria (e.g., hyper-
tension severity, proteinuria, thrombocytopenia) that would lead to a
diagnosis. Each clinical center completed an Outcome Diagnosis
Form that captured each of the elements included in the outcome
definitions. One of the more complex criteria was the abstraction of
qualifying blood pressures to determine the severity of hypertension
as each patient had multiple intrapartum measurements and some
of these measurements were deemed too labile to count towards
the definition (e.g. During labor or cesarean). This meant the start
and end of labor and cesarean were critical to the diagnosis and any
inaccuracy in the qualifying time period could result in errors. Due to
the complexity of the primary outcome and to confirm the diagnosis
of preeclampsia, the protocol subcommittee planned a central chart
review for all women whose Outcome Diagnosis Form reported preg-
nancy associated hypertension. De-identified participant medical re-
cords were reviewed by a team which consisted of two medical
doctors, a nurse coordinator, and one coordinating center represen-
tative. A total of 3,161 charts were reviewed by 21 chart review team
members who were blinded to treatment assignment. During the
chart review, data elements were discussed and concurrent re-
sponses were recorded on a new study form by the coordinating
center representative. Navigating the clinicaltrials.gov database: a case study
Gillian Gresham, Jill Meinert, Stephan Ehrhardt, Lawrence J. Appel,
Curtis L. Meinert P133
Initial experience with a virtual molecular tumor board in a
pragmatic precision medicine study
Kaitlyn Antonelli, Pam K. Mangat, Suanna S. Bruinooge, Richard L. Schilsky
American Society of Clinical Oncology
Correspondence: Kaitlyn Antonelli
Trials 2017, 18(Suppl 1):P133 P133
Initial experience with a virtual molecular tumor board in a
pragmatic precision medicine study The establishment of databases to store information and results
about a clinical trial, registered under an index number, has allowed
for the identification and tracking of clinical trials. Consequently, the
download and analysis of clinical trial information, whether published
or unpublished, is possible and has allowed methodologists to take a
closer look at characteristics and trends of clinical trials. While many
trial databases exist, this report will focus on the clinicaltrials.gov
registry. Clinicaltrials.gov became operational in 2000 and is man-
dated by the United States Government. Kaitlyn Antonelli, Pam K. Mangat, Suanna S. Bruinooge, Richard L. Schilsky
American Society of Clinical Oncology
Correspondence: Kaitlyn Antonelli
Trials 2017, 18(Suppl 1):P133 The American Society of Clinical Oncology’s (ASCO) Targeted Agent
and Profiling Utilization Registry Study (TAPUR), a non-randomized,
pragmatic precision medicine basket trial, provides a virtual multidis-
ciplinary Molecular Tumor Board (MTB) to support participating clin-
ical sites in identifying the appropriate study drug to target a
genomic alteration in a patient’s tumor. The TAPUR study offers pa-
tients with advanced cancer access to FDA-approved, targeted drugs
in non-indicated cancers while capturing safety and efficacy out-
comes. Drugs are matched to genomic alterations based on a set of
genomic matching rules to help guide the physician’s treatment deci-
sion. If a proposed drug-variant match is not accepted by the rules Background & Methods The Consortium for Organ Preservation in Europe (COPE) is conducting
several clinical studies, one of which is a multicentre, randomised, Page 51 of 235 Page 51 of 235 Trials 2017, 18(Suppl 1):200 will also be discussed. Finally, the presentation will look forward and
outline our ideas for further adaptations and innovations from paper
crfs to RDE including plans for a site facing dashboard to be used by
site research staff and data managers. engine or the treating physician wishes guidance in interpreting the
tumor genomic profile, TAPUR offers a virtual MTB to review cases
and identify treatment options. The MTB is available to all participating sites and meets weekly by
webinar. MTB members at each session include at least two clinical
oncologists, one molecular pathologist, and one patient advocate. The treating physician or other representatives from the clinical care
team also participate in the session. The MTB offers interpretation of
genomic test results and identifies potential treatment options either
within TAPUR, on other clinical trials, or with other drugs outside of
TAPUR. Central chart review of complex outcomes The adjudicated outcomes were then com-
pared with the original outcomes reported by the site. Discrepancy
listings were sent to each of the clinical centers to affirm the review
committee decision. There were a total of 553 (17.5%) participants
which required changes to the diagnosis of pregnancy associated
hypertension and/or preeclampsia. Chart reviews were an important
part of the outcome adjudication and resulted in the correct classifi-
cation of the primary and major secondary outcomes. To date, 172 patients have been registered to the TAPUR study, and
102 have found a match to a TAPUR study drug and received treat-
ment. Approximately 75% of enrolled participants matched to a
study drug through the automated genomic matching rules and 25%
of participants matched through the MTB review process. In 8 of the
34 cases reviewed, although no TAPUR drug match could be identi-
fied, the MTB provided treatment options for drugs outside of TAPUR
and on other clinical trials, if available. One of TAPUR’s goals is to de-
scribe the concordance of the treatment proposed by the clinical site
with the options identified by the MTB. Thus far, proposed treatment
options are concordant in 38% of cases reviewed by the MTB. p
y
Some challenges with convening a weekly MTB include staff time in-
volved in the coordination of sessions and variability in reviews due
to rotating volunteer participants. To minimize variability in MTB case
review outcomes, the study provides training to MTB members, and
begins
each
session
clarifying
the
MTB’s
role,
authority,
and
responsibilities. The presentation will discuss the rationale through which ASCO
formed the TAPUR MTB, its positive impact on the study, and chal-
lenges to date. The governing and guiding processes and workflows
will also be described. P134
Navigating the clinicaltrials.gov database: a case study
Gillian Gresham, Jill Meinert, Stephan Ehrhardt, Lawrence J. Appel,
Curtis L. Meinert
Johns Hopkins School of Public Health
Correspondence: Gillian Gresham
Trials 2017, 18(Suppl 1):P134 Results Nine observational cohort studies in gastrointestinal surgery were
run through the Birmingham Surgical Trials Consortium between
2013–2016. Six (66.6%) were conducted internationally, across a total
of 92 countries, with the others being UK-only. Study questions
spanned topics in surgery and perioperative medicine; surgical site
infection, post-operative mortality, analgesia, acute kidney injury,
obesity, stoma closure, cholecystectomy and colectomy. A total of
58,500 patient-level records were included, containing 1,308,000
individual data points. The 6 studies that underwent data point valid-
ation confirmed a >95% data accuracy, and >90% case ascertainment
rate. Hypotheses generated from these studies have directly in-
formed the preparation of two major grant applications; globalsurg
Surgical Site Infection Trial (pilot work funded by a Wellcome Trust/
Medical Research Council grant), Modifying Inflammation using
Drugs Around Surgery (MIDAS, unfunded), and 3 further grant appli-
cations are in progress. All grant applications have included principle
investigators from prominent sites contributing to observational data
collection. i
i In attempts to characterize NIH-funded clinical trials, we encoun-
tered: (1) Difficulty importing files into the statistical programs due to
formatting issues (e.g., presence of special characters, hard returns,
commas, xml text); (2) Misclassification of trials due to misinterpret-
ation of registration fields (e.g., “funder” vs. “collaborator”; “interven-
tional” vs. “observational”); (3) Duplicate counts of same trial as a
result “obsolete” NCT identification numbers; (4) Misclassification of
trials as to funding source (e.g., trials that were funded by NIH were
not listed as being NIH-funded in registry); (5) Missing registration
fields (e.g. Number of sites, number of publications). While some of
the limitations listed are dependent on how registrants interpret and
enter information, there are steps that can be taken to improve regis-
tration. One such step would involve improving the editing process
to keep files “clean.” Providing a test environment for developers to
explore data entry options and allowing for the creation of scripts to
extract specific data from the website would also be useful. Second,
clarifying definitions of registration fields and including examples
would help avoid misinterpretation. Furthermore, refining the “other”
Categories and using drop-down menus and checkboxes to avoid
free-text would reduce incorrect entries and inconsistencies. Third,
allowing “obsolete” NCT ids to be filtered out and providing reasons
for why the ids were listed as obsolete would avoid double-counting
trials. Discussion We have demonstrated the ability to generate high-quality, patient-
level data across diverse settings, generating hypotheses for rando-
mised clinical trials. Validated, observational data serves as high-
quality internal pilot, and provides accurate baseline rates to power
trial interventions, across specific collaborating centres. By successful
submission of data to observational studies, site investigators dem-
onstrate their capacity for research leadership and “Self-select” for in-
volvement in future clinical trials. Corporate authorship flattens the
traditional hierarchical model research delivery and publication, and
fosters an environment of collaboration for high quality prospective
studies and their consequent clinical trials. Trial registries, such as clinicaltrials.gov, have allowed people to ac-
cess, download and analyze trials data that otherwise would not be
possible. However, improvements can be made to increase its useful-
ness as a tool to describe characteristics of trials and trends over
time. y
Objective y
Objective Using a case example, we will describe some of the challenges encoun-
tered when identifying and analyzing trials registered in clinicaltrials.gov. Methods We downloaded the clinicaltrials.gov dataset and imported it into
two statistical programs (SAS and Stata). We limited the dataset to
interventional studies funded by the National Institutes of Health
(NIH). All methods and tabulations were performed and compared
by two independent authors. Trials 2017, 18(Suppl 1):200 Page 52 of 235 Page 52 of 235 Reference [1] Bhangu A, Kolias AG, Pinkney T, Hall NJ, Fitzgerald JE. Surgical research
collaboratives in the UK. Lancet. 2013 Sep 28;382(9898):1091–2. doi:10.1016/S0140-6736(13)62013-9. Pubmed PMID: 24075040. 35
Using trainee-led, collaborative research to generate hypotheses
for multi-centre clinical trials
James Glasbey1, Dmitri Nepogodiev1, Richard Wilkin2, Dion G. Morton1,
Laura Magill3, Aneel A. Bhangu1, Thomas Pinkney1
1University of Birmingham; 2West Midlands Research Collaborative;
3Birmingham Clinical Trials Unit
Correspondence: James Glasbey
Trials 2017, 18(Suppl 1):P135 Using trainee-led, collaborative research to generate hypotheses
for multi-centre clinical trials
1
1
2
1 P136
Footprints in primary care: using mixed methods to assess fidelity
to a complex intervention for frequently attending patients
Rebecca Barnes1, Helen Cramer1, Clare Thomas1, Marcus Jepson1,
Sandra Hollinghurst1, Sue Jackson2, Charlie Record3, Chris Metcalfe1,
David Kessler1
1University of Bristol; 2University of the West of England; 3Frome Valley
Medical Centre
Correspondence: Rebecca Barnes
Trials 2017, 18(Suppl 1):P136 P136
Footprints in primary care: using mixed methods to assess fidelity
to a complex intervention for frequently attending patients
Rebecca Barnes1, Helen Cramer1, Clare Thomas1, Marcus Jepson1,
Sandra Hollinghurst1, Sue Jackson2, Charlie Record3, Chris Metcalfe1,
David Kessler1
1University of Bristol; 2University of the West of England; 3Frome Valley Results Finally, continuing to expand and update the registry will be
important as more trials are registered in coming years, with an ul-
timate goal of having a worldwide registry for all trials. C
l
i Aim The first regional research collaborative within general surgery was
the West Midlands Research Collaborative. The methodological ex-
pertise acquired within this region has been used to design and con-
duct a number of observational cohort studies, through the Royal
College of Surgeons-funded Birmingham Surgical Trials Consortium. In this project, we collate our progress to date. The aim of our feasibility study was to explore the main uncertainties
to
designing
a
full
trial
to
evaluate
effectiveness
and
cost-
effectiveness of this intervention in a pilot cluster RCT involving six
practices (4 intervention, 2 usual care). Two of our key objectives
were to optimise the content and delivery of staff training to support
the intervention; and to assess the extent of implementation fidelity. Methods Background 1University of Bristol; 2University of the West of England; 3Frome Valley
Medical Centre 1University of Bristol; 2University of the West of England; 3Frome Valley
Medical Centre Over the past 8 years, trainee-led surgical research collaboratives
have evolved across the UK, giving national coverage across both
general surgery and all surgical subspecialties [1]. Several of these
groups have undertaken protocol-driven, “Snap-shot” audit and re-
search projects across multiple centres. Patient identification and
follow-up periods are deliberately short, facilitating trainee involve-
ment alongside clinical schedules. This approach allows for a large
number of patients to be included in less time, prevents repetition,
and permits greater generalisability than single-centre studies. The
collaborative model of authorship dictates publication of research
output under a single, corporate authorship. In the UK, the NHS Re-
search Ethics Committee do not require formal ethical approval for
this study type, as they are fully anonymised and do not alter patient
care. Background Background
At present the NHS is struggling to meet the demands on the ser-
vice. The idea for this study originated in a local primary care prac-
tice who felt that improvements could be made regarding how it
was managing and caring for its most frequent attenders. The idea
was developed into a RCGP award-winning intervention consisting of
several components including matching eligible patients with a
named GP, and training GPs to unpack background psychosocial is-
sues in a contained way during the consultation using the ‘BATHE’
technique. Methods The number of participants recruited to the BEADS trial was recorded
and presented by centre and by month. Overall recruitment rate was
calculated by centre-month along with the 95% confidence interval. Simulations were carried out to simulate extending the recruitment
period up to 80 centre-months. Data were simulated from a Poisson
distribution and further simulations were carried out using a negative
binomial distribution due to overdispersion in the pilot data. Recruit-
ment rates and their 95% confidence intervals were calculated for
each month using the simulated data to examine the precision of es-
timates from an extended pilot recruitment period. Three values of
the mean (1, 2 and 4), the recruitment rate, were used. The moving
recruitment rate was plotted against centre-month for each simula-
tion. Percentage bias and percentage coverage were calculated for
each centre-month. Bias and coverage were plotted against centre-
month to examine how these changed as recruitment period
increased. A common objective of an Internal Pilot is to assess the trial’s recruit-
ment rate at a pre-specified time. This is with the aim of reassuring
the Trial Steering Committee, Funders and Sponsors that the trial is
well received by patients and health practitioners, and is likely to be
completed on time and within budget. However, it is possible that a
trial’s recruitment rate cannot always be assumed to be constant
over time. Another issue is that on-going individual recruitment after
cluster randomisation will likely introduce selection bias. For some medical conditions, such as rare, chronic conditions, the
majority of patients may already be registered at the site, and there
are very few patients presenting or leaving the care of the service. It
is possible that assessing the recruitment from the number of pa-
tients already registered at each site may tell us almost as much
about final recruitment to the trial as if we had waited until the end
of the planned recruitment period. P138 Analysis of electronic medical records data throughout the 12 month
intervention period enabled us to monitor dose, reach, provide mo-
tivational feedback and document the effects of subsequent imple-
menter trainings. Observations of appointment-making in all four
intervention practices and video-recordings of all 12 implementer
trainings elicited practical barriers and facilitators that could be ad-
dressed, as well as success stories. Conversation analyses of 20 con-
sultation recordings enabled a dynamic assessment of the delivery
and receipt of BATHE in situ, that revealed common pitfalls in deliv-
ery; specified and added new dimensions to the underpinning theor-
etical assumptions of the intervention; and provided valuable real-
world examples for future training. P138
Estimating the underlying overall and centre recruitment rates in
external pilot trials- how many centre-months of recruitment data
do we need? A case study of the BEADS pilot trial
Laura Mandefield1, Stephen Walters1, The BEADS Trial Team2
1University of Sheffield; 2University of Sheffield & University of
Nottingham
Correspondence: Laura Mandefield
Trials 2017, 18(Suppl 1):P138 Background and Aims Pilot trials are recommended to estimate certain key parameters for
a definitive randomised controlled trial (RCT). The recruitment rate
(number of participants recruited in a unit time period) is usually of
particular importance as it will inform the number of centres and re-
cruitment period required for a full trial. The BEADS external pilot
trial intended to recruit over 12 months at 3 centres (36 centre-
months of recruitment) to assess the feasibility of a definitive trial
comparing Behavioural Activation Therapy (BAT) and usual care for
treatment of post-stroke depression. Due to delays during the trial
set up, recruitment was delayed in all centres. A total of 28 centre-
months of recruitment were completed. It was suggested that re-
cruitment period should be extended to meet the original target of
12 months per centre. It was decided that the recruitment period
would not be extended and we should use the centre-months com-
pleted to estimate recruitment rate. We aimed to investigate how
many centre-months would be required to estimate the underlying
recruitment rate using simulations. Methods Protocols for collaborative studies conducted with the Birmingham
Surgical Trials Consortium were collated from group websites, and
publication records. Recruitment figures, data points, and validation
statistics were extracted from secure electronic records, and pub-
lished data sets. Data was analysed using descriptive statistics. As part of the feasibility work, qualitative interviews were held with
the stakeholders to build a clear description of the intervention, how
it was implemented and expected to work. To ensure a high quality
evaluation of implementation fidelity our study design included the Trials 2017, 18(Suppl 1):200 Trials 2017, 18(Suppl 1):200 Page 53 of 235 then
randomise
clusters
and
start
following
up
individual
participants. collection a diverse range of implementation data (quantitative and
qualitative) at multiple time points. Observations of implementer
training sessions and of appointment-making between patients and
reception staff, were conducted. A varied sample of face-to-face and
telephone consultations of GPs using the BATHE technique with pa-
tients were video and audio recorded and transcribed in all interven-
tion practices. Conversation analytic methods were applied to assess
fidelity to BATHE and the nature and extent of patient response in
the consultation recordings Routine monitoring data was collected
from practice records to determine how often study patients were
being matched with their named gps and patient consultation re-
cords were audited for presence of a BATHE code. All quantitative
data was analysed descriptively to determine intervention dose and
reach. Through the use of Gantt charts, and 3 contrasting research ques-
tions recently commissioned by the National Institute of Health Re-
search, we ask which internal study would be the most appropriate
for a Cluster RCT. We evaluate this in terms of minimising bias, the
confidence of the recruitment estimates, de-risking the investment
made into a potentially unfeasible trial, capitalising on preliminary
feasibility research, additional information gained (if a sample size re-
estimation could also be done), the validity of site registry lists to in-
form recruitment estimates, and other consequences of the timing in
relation to the trial’s population needs, intervention delivery and
measured outcomes. p
Discussion The findings were used to provide tailored top-up trainings, to clarify
and help address misunderstandings and problems in implementa-
tion and to encourage implementer engagement via whole practice
and individual level feedback. Mixed methods were valuable at dif-
ferent timepoints in enabling a full exploration of what might deter-
mine the success or failure of a future trial; to optimise training and
implementation fidelity; and to understand how and why future par-
ticipants might resist or engage with the intervention. Conclusion This review, which is pending final results, will determine how often
feasibility studies are being used to inform SW- CRTs and identify
which feasibility issues are being investigated. Any information that
is gained on how these feasibility studies have informed the main tri-
als, will allow us to gain an insight into how feasibility studies can
benefit SW- CRTs. Future qualitative work will determine which as-
pects of feasibility studies are considered most useful and what bar-
riers are commonly encountered when conducting a SW-CRT. The use of feasibility studies for stepped-wedge cluster
randomised trials: a review of impact and scope
1
2
1 p
p
We are interested in obtaining responses from stakeholders with a
wide range of involvements in SW- CRTs. These may be individuals
that have been involved in the design, conduct or analysis of SW-
CRTs, individuals that are conducting methodological research into
SW- CRTs, individuals that have sat on funding panels where deci-
sions have been made on grant applications for SW- CRTs or individ-
uals with any other involvement in SW- CRTs. In addition to
conference attendees, invitations to complete the online question-
naire will be sent to the authors of SW- CRTs and feasibility studies
for SW- CRTs identified by our review, authors of methodological pa-
pers on SW- CRTs, funding panel members, advisors (such as the Re-
search Design Service) and the wider community (from lists of SW-
CRT conference attendees, the Allstat mailing list, clinical trials units
etc.). The snowball technique will be implemented by encouraging
recipients to forward the questionnaire to their contacts who are also
involved in SW- CRTs. Background
h
d The stepped-wedge cluster randomised trial (SW-CRT) is a complex
design for which many decisions must be made during the design
stage, such as the required number and length of steps. Feasibility
studies might help to inform these decisions and increase the likeli-
hood of the main trial’s success. However, there is currently no guid-
ance on how feasibility studies for SW-CRTs should be conducted. This review, the first in a series of related projects, aims to establish
how often feasibility studies are being conducted for SW- CRTs and
determine which feasibility issues are currently being investigated. Ultimately this work will lead to guidance on how feasibility studies
in SW- CRTs should be conducted. Identification of participants for a questionnaire and interview
study investigating the feasibility issues encountered during
stepped-wedge cluster randomised trials
Caroline Kristunas1, Karla Hemming2, Helen C. Eborall1, Laura J. Gray1
1University of Leicester; 2University of Birmingham
Correspondence: Caroline Kristunas
Trials 2017, 18(Suppl 1):P140 g
Caroline Kristunas1, Karla Hemming2, Helen C. Eborall1, Laura J. Gray1
1University of Leicester; 2University of Birmingham
Correspondence: Caroline Kristunas
Trials 2017, 18(Suppl 1):P140 Conclusion The questionnaire and interview studies will gain both a breadth and
depth of information on the issues affecting the feasibility of SW-
CRTs. These studies form the second part of a series of related pro-
jects which will ultimately lead to guidance on how feasibility studies
in SW- CRTs should be conducted. Background As part of a randomised controlled trial comparing the use of mul-
tiple daily injections of insulin with pumped infused insulin in newly-
diagnosed paediatric Type 1 Diabetes Mellitus patients, we investi-
gated the availability and feasibility of PLICS data for estimating
diabetes-related hospital inpatient stays. The stepped-wedge cluster randomised trial (SW-CRT) is a complex
design for which many decisions must be made during the design
stage. If mistakes are made when making these decisions then the
trial might prove to be unsuccessful. If the barriers to success are
known prior to the trial then a feasibility study can be conducted. Unsuccessful trials are unlikely to be published and so the issues that
they faced, which might be common, may go unreported and there-
fore steps cannot be taken to prevent them from occurring again. We have conducted a review of feasibility studies for SW- CRTs which Methods and analysis Searches for feasibility studies for SW- CRTs were conducted in Ovid
MEDLINE, Scopus, and psycinfo. Relevant studies were identified via
titles, abstracts and full-text retrievals according to pre-defined study
inclusion criteria. Data were abstracted on the aims of these studies
and how these studies were able to inform the main trial. In order to
also identify unpublished feasibility studies for SW- CRTs, fully pub-
lished SW- CRTs were identified from the most recent systematic re-
views. The authors of these studies were contacted with the aim of
determining whether any unpublished feasibility work was con-
ducted prior to the main trial. In addition, the lead statisticians for
registered UK clinical trials units were contacted to acquire informa-
tion on feasibility work that is being undertaken by these units to in-
form SW- CRTs. Participants with complementary experiences of SW- CRTs may be in-
vited to take part in an interview study that will aim to build upon
the findings of the questionnaire study by gaining a greater depth of
information on the issues faced by SW- CRTs. C
l
i Introduction Trial-based economic evaluations rely on a number of methods for
estimating resource use and costs. The use of routine data has hith-
erto been limited, with accuracy of coding, confidentiality, ownership
and access having been previously identified as significant barriers to
access. The Department of Health in England has recommended the
use of Patient Level Information and Costing Systems (PLICS) to
understand financial drivers at patient, specialty and hospital levels. These provide an opportunity for estimating secondary care costs
within economic evaluations. Patient-level information and costing systems (PLICS) as a source
of routinely collected cost data for trial-based economic
evaluations Colin Ridyard, Dyfrig Hughes
Bangor University
Correspondence: Colin Ridyard
Trials 2017, 18(Suppl 1):P141 y
Methods The questionnaire will consist of both closed questions and free-text
responses and will be informed by the findings of our review. Partici-
pants will be asked about the type of involvement that they have
had in SW- CRTs, as well as the issues that they have known SW-
CRTs to encounter and those that they are concerned that SW- CRTs
may face. These questions will ask the participant either about a par-
ticular issue that was identified by our review or will be open for the
participant to discuss additional issues that we have not identified. We are interested in obtaining responses from stakeholders with a
wide range of involvements in SW- CRTs. These may be individuals
that have been involved in the design, conduct or analysis of SW-
CRTs, individuals that are conducting methodological research into
SW- CRTs, individuals that have sat on funding panels where deci-
sions have been made on grant applications for SW- CRTs or individ-
uals with any other involvement in SW- CRTs. In addition to
conference attendees, invitations to complete the online question-
naire will be sent to the authors of SW- CRTs and feasibility studies
for SW- CRTs identified by our review, authors of methodological pa-
pers on SW- CRTs, funding panel members, advisors (such as the Re-
search Design Service) and the wider community (from lists of SW-
CRT conference attendees, the Allstat mailing list, clinical trials units
etc.). The snowball technique will be implemented by encouraging
recipients to forward the questionnaire to their contacts who are also
involved in SW- CRTs. The questionnaire will consist of both closed questions and free-text
responses and will be informed by the findings of our review. Partici-
pants will be asked about the type of involvement that they have
had in SW- CRTs, as well as the issues that they have known SW-
CRTs to encounter and those that they are concerned that SW- CRTs
may face. These questions will ask the participant either about a par-
ticular issue that was identified by our review or will be open for the
participant to discuss additional issues that we have not identified. P139
The use of feasibility studies for stepped-wedge cluster
randomised trials: a review of impact and scope
Caroline Kristunas1, Karla Hemming2, Helen C. Eborall1, Laura J. Gray1
1University of Leicester; 2University of Birmingham
Correspondence: Caroline Kristunas
Trials 2017, 18(Suppl 1):P139 Results This raises the question: ‘When is the best time to internally assess
recruitment in a Cluster RCT?’ We consider two different stages in a
trial’s life to execute an assessment of recruitment, through an In-
ternal Pilot Study and an Internal Feasibility Study. The number of participants recruited to the BEADS trial per month at
each centre ranged from 0 to 6; with a mean of 1.75 (1.12, 2.38) per
month. Results from the simulations showed that although the level
of precision increased as centre-months increased, the level of preci-
sion gained by extending pilot recruitment period from 28 to 36
centre-months was not substantial. This was the case for all values of
underlying recruitment rate and both the Poisson and negative bino-
mial simulations. Furthermore, the decrease in level of bias and in-
crease in coverage were both relatively small. Conclusions: Although
a reduction in the pilot recruitment period was not planned, an extra Internal Pilot Study: Randomise clusters, then start recruiting and fol-
lowing up individual participants, and have a go/no-go decision
based on the recruitment rate, at a point early in the planned recruit-
ment period. Internal Feasibility Study: Start recruiting individual participants,
assess a pre-specified go/no-go decision point at the end of the
planned
recruitment
period
based
on
recruitment
numbers, Page 54 of 235 Trials 2017, 18(Suppl 1):200 Page 54 of 235 Trials 2017, 18(Suppl 1):200 identified the feasibility issues that are currently being investigated
for SW- CRTs. However, further issues are likely to exist given the
possible publication bias. We aim to identify conference participants
to take part in an online questionnaire which aims to identify further
feasibility issues that are encountered by SW- CRTs. Methods eight centre months would not have greatly increased the precision
or accuracy of our estimate of underlying recruitment rate and its
95% confidence intervals. More general recommendations for pilot
recruitment can be made based on our different expected recruit-
ment rates and proposed underlying distributions. Background g
The Incremental Cost Effectiveness Ratio (ICER) is widely used to
inform resource allocation decisions concerning health technolo-
gies. However, the ICER is a point estimate and subject to consid-
erable variability. This variability is often presented in Cost-
Effectiveness Acceptability Curves (CEAC), which have underlying
assumptions relating to both the correlation between the incre-
mental costs and the incremental effects and their distributions. Statistical methods have been proposed to account for this in
trial-based economic evaluations. These include non-parametric
bootstrapping, and frequentist approaches such as Ordinary Least
Square regression (OLS). Bayesian methods such as Generalised
Linear Models (GLM) with Normal, Beta and Gamma distribution
in cost and effects are scarcely used in trial-based economic
evaluation, but may have utility in certain contexts, such as when
the patient-level data is non normally distributed, the analysis of
the trial is based on a small sample size, and when dealing with
imbalanced covariates. (infliximab). The EMA takes a ‘Totality of evidence’ approach to assessing the
benefit-risk balance by requiring that a comparability exercise dem-
onstrates similarity in terms of quality characteristics, biological activ-
ity, safety and efficacy. This involves a stepwise approach to
conducting non-clinical and clinical studies. Clinical studies are con-
ducted in one population with extrapolation allowed to other indica-
tions given adequate scientific justification. Sponsor data for infliximab biosimilars has highlighted differences to
RMPs vis-à-vis the ability to induce antibody-dependent cellular cyto-
toxicity (ADCC), which is a potential mechanism of action for anti-
TNF-alpha drugs in CD, and the number of adverse events. Whilst
regulators in Europe, Japan and Australia approved the biosimilar
Inflectra, the USA and Canada were more risk averse, first rejecting
the biosimilar before approving following sponsor submission of The EMA takes a ‘Totality of evidence’ approach to assessing the
benefit-risk balance by requiring that a comparability exercise dem-
onstrates similarity in terms of quality characteristics, biological activ-
ity, safety and efficacy. This involves a stepwise approach to
conducting non-clinical and clinical studies. Clinical studies are con-
ducted in one population with extrapolation allowed to other indica-
tions given adequate scientific justification. g
j
Sponsor data for infliximab biosimilars has highlighted differences to
RMPs vis-à-vis the ability to induce antibody-dependent cellular cyto-
toxicity (ADCC), which is a potential mechanism of action for anti-
TNF-alpha drugs in CD, and the number of adverse events. Acknowledgements Funded by the MRC North West Hub in Trials Methodological Research
(MR/K025635/1) and the NIHR Health Technology Assessment programme
(08/14/39). Heather Catt1, Dyfrig Hughes2, Keith Bodger1, Jamie Kirkham1
1University of Liverpool; 2University of Bangor y
p
Correspondence: Heather Catt
Trials 2017, 18(Suppl 1):P143 Correspondence: Heather Catt
Trials 2017, 18(Suppl 1):P143 Background Background
Crohn’s disease (CD) is a chronic condition causing inflammation of
the digestive tract, requiring ongoing treatment. Biological drugs
have improved the quality of life for many patients. However, they
are expensive and are linked to serious adverse events. Biosimilar is
the term given by the European Medicines Agency (EMA) to a bio-
logical drug that contains a version of the active substance of an
authorised biological reference medicinal product (RMP). As the pat-
ents for RMPs expire, applications are being made for biosimilars. The first CD biological treatment patent to expire was for Remicade
(infliximab). Giovanna Culeddu1, Nicky J. Welton2, Dyfrig Hughes1
1Bangor University; 2University of Bristol
Correspondence: Giovanna Culeddu
Trials 2017, 18(Suppl 1):P142 Method We obtained consent to access patients’ electronic records from 15
participating sites. Diabetes-related, patient-level data were recorded,
on: HRG codes PA67Z and PA68Z, lengths of hospital stay, total cost Trials 2017, 18(Suppl 1):200 Page 55 of 235 and, where available, full disaggregation of PLICS data on items such
as critical care and drug costs. Inpatient stays were costed using 3
methods based on: (i) bed days alone; (ii) Payment by results (PBR)
National Tariff reimbursement; and (iii) PLICS-reported total cost. Confidence intervals were calculated using non-parametric bootstrap
analysis with 10,000 replications. Results and, where available, full disaggregation of PLICS data on items such
as critical care and drug costs. Inpatient stays were costed using 3
methods based on: (i) bed days alone; (ii) Payment by results (PBR)
National Tariff reimbursement; and (iii) PLICS-reported total cost. Confidence intervals were calculated using non-parametric bootstrap
analysis with 10,000 replications. Results Method Data from two randomised controlled trials are modeled. SYCAMORE
is a double-blind, multicentre, randomised controlled trial in which
114 children with severe uveitis associated with juvenile idiopathic
arthritis are randomised in a ratio 2:1 to receive adalimumab or pla-
cebo in conjunction with methotrexate. Health utilities are obtained
from the HUI2 questionnaires completed by the participants or their
parents (or guardians). Healthcare resource use and costs are ob-
tained from the patients’ diaries and hospital data (PLICS and HES). Folated was a three-centre, double-blind, randomised controlled trial
in which 358 patients with moderate to severe depression were ran-
domised on a ratio 1:1 to receive folic acid or placebo in addition to
their routine antidepressants. Health utilities were measured with the
euroqol EQ-5D-3 L, EQ-VAS and SF-6D questionnaires. Healthcare re-
source use was collected from patients’ self-completed question-
naires, GP records of prescribed medications and hospital data. Frequentist and Bayesian regression methods were employed for the
health economic analysis of the trials. Results and robustness of the
models were assessed and compared. R
l Data relating to 82 hospital admissions were obtained for 74 patients
at 5/15 sites. The remaining hospitals (10/15) were still in the process
of setting up their PLICS systems and could only provide routine pa-
tient admissions or legacy finance database outputs in time for the
study. The diabetes-related inpatient stays (N = 67/82 episodes) were
comprised of the codes PA67Z (admission related to diabetic ketoaci-
dosis) (12/67) and PA68Z (admission related to diabetes mellitus,
without ketoacidosis or coma) (55/67). Mean costs (95% confidence
intervals) for the diabetes-related codes were: (i) bed days: £662
(£587, £741); (ii) PBR: £1252 (£1230, £1278); and (iii) PLICS: £1839
(£1339, £2425). Disaggregated PLICS costs comprised medical/
specialist nursing staff (47%), wards/overheads (30%), critical care
(8%), other clinical supply and services (6%), pharmacy/drug costs
(5%), therapies (1%) and pathology (1%) with the remainder
comprising blood supplies, imaging, operating theatre and other
diagnostic tests. Results There is no agreed gold standard for estimating inpatient costs
for economic evaluations. Reliance on bed day costing alone risks
underestimating the total cost of an inpatient stay, especially if
the daily rate does not account for staff, critical care, wards and
overhead costs. PBR, whilst giving a more accurate cost based on
hospital reimbursement, lacks granularity and does not include
unbundled costs such as critical care, expensive drug costs and
overheads which are reimbursed at a local level. PLICS outputs
have sufficient detail to account for these shortfalls and could
provide a more robust method of inpatient cost estimation in
trial-based economic evaluations, especially where the stay in-
volves additional expensive bundles of care such as long oper-
ation times and intensive care admission. This research is currently ongoing and findings will be presented at
the conference. Discussion Frequentist regression methods are
widely used in trial-based economic evaluations of health technolo-
gies; however they have several limitations that may be overcome
using Bayesian methods. These include factors intrinsic to the clinical
trial data, such as population characteristics, study design, sampling
methodologies, skewness of cost and utility data, etc. Bayesian
methods, however, require their prior belief is generated. This re-
search will contribute to the understanding of approaches for more
efficient and robust health economic analysis of clinical trials. P143
Quantitative benefit-risk modelling of infliximab biosimilar
inflectra versus reference product remicade in the treatment of
Crohn’s disease
Heather Catt1, Dyfrig Hughes2, Keith Bodger1, Jamie Kirkham1
1University of Liverpool; 2University of Bangor
Correspondence: Heather Catt
Trials 2017, 18(Suppl 1):P143 Objective The aim of this research is to explore the applicability of alternative
regression methods, determine their precision in calculating the cost-
effectiveness analysis of clinical trials, and to assess the merits and
disadvantages of each method to reflect uncertainty. M
h d ,
Conclusion HEAPs are currently developed inconsistently and there is an appe-
tite for formal guidance. As it seems likely that the use of heaps will
continue to increase in the future (and potentially, be required by
funding bodies or regulators), clarity on the appropriate usage and
content would be advantageous. We therefore plan to conduct a
Delphi survey of practising health economists and other trialists to
determine suitable content for a HEAP. Potential impact The ‘Totality of evidence’ approach to benefit-risk balance assess-
ment is subjective and leads to uncertainties. Sponsor-provided data
shows differences in the ability of infliximab biosimilars to induce
ADCC and there is evidence to support ADCC as a mechanism of ac-
tion in CD; certolizumab pegol, for instance, is unable to induce
ADCC and has minimal efficacy in CD. However, etanercept does in-
duce ADCC but is not effective, adding to the uncertainty. P145
LENS - a clinical trial embedded in routine clinical practice to
reduce the burden of diabetic eye disease
David Preiss1, Jane Armitage1, John Olson2, Graham Scotland3,
Graham Leese4, Helen Colhoun5, Naveed Sattar6, Kevin Murphy1,
Jennifer Logue6
1University of Oxford; 2NHS Grampian; 3University of Aberdeen; 4NHS
Tayside; 5University of Edinburgh; 6University of Glasgow
Correspondence: David Preiss
Trials 2017, 18(Suppl 1):P145 The main concern with biosimilars is the potential for developing
anti-drug antibodies (ADAs), something which clinical trials for other
indications are unable to rule out for CD. The consequences of devel-
oping adas include reduced efficacy and adverse events, particular
serious events that are peculiar to CD including some cancers. The
main benefit is the great potential for biosimilars to offer significant
cost savings. This work will identify the conditions that impact the benefit-risk bal-
ance for the biosimilar and will provide a methodology that could be
developed to assess the benefit-risk balance of future biosimilars. Embedding clinical trials in routine clinical care provides the oppor-
tunity to enhance efficiency and reduce costs. Diabetic retinopathy
(DR) remains a common cause of blindness and impaired vision and
treatment of advanced DR is costly. However, few trials have been
designed to investigate treatments which may retard progression
from observable DR to advanced DR because the condition usually
progresses slowly, it is challenging to identify patients at risk of pro-
gression to clinically significant DR without retinal imaging and stud-
ies require medical professionals and specialist equipment to capture
and grade retinal images. This highlights the need for streamlined tri-
als which can identify large numbers of eligible patients and follow
them cost-effectively for extended periods. P144
Health economics analysis plans: the current state of play
Joanna Thorn1, Colin Ridyard2, Dyfrig Hughes2, Sarah Wordsworth3,
Borislava Mihaylova3, Sian M. Noble1, William Hollingworth1
1University of Bristol; 2Bangor University; 3University of Oxford
Correspondence: Joanna Thorn
Trials 2017, 18(Suppl 1):P144 y
Aims (a) To map current practice and beliefs about the appropriate imple-
mentation (or otherwise) of heaps, with a view to drawing up good
practice guidelines in future work and (b) to provide a forum in
which health economists and other interested parties engaged in
economic evaluations could open a dialogue on the need for heaps
and methods of standardisation. The LENS (Lowering Events in Non-proliferative retinopathy in
Scotland) trial is a streamlined randomized double blind placebo-
controlled study of fenofibrate. The aim of LENS is to investigate the
effect of fenofibrate on progression of observable DR to either
clinically significant DR or to DR which requires specialist treatment. Fenofibrate is a generically available cholesterol-lowering medication
and pooled findings from previous cardiovascular outcome trials
have suggested that it may reduce DR progression by 30-40%. We
aim to randomise 1,060 participants in LENS and follow them for an
average of 4 years. Background Whilst
regulators in Europe, Japan and Australia approved the biosimilar
Inflectra, the USA and Canada were more risk averse, first rejecting
the biosimilar before approving following sponsor submission of Page 56 of 235 Trials 2017, 18(Suppl 1):200 Page 56 of 235 Page 56 of 235 deviations are permissible, and the appropriate oversight and gov-
ernance of heaps. further explanatory evidence. More recently, an application for an-
other biosimilar, Flixabi, has been approved by the EMA but with a
significant divergent position statement. Background The use of statistical analysis plans (SAPs), produced prior to un-
blinded analysis, is an accepted means of reducing bias in rando-
mised controlled trials (RCTs) by minimising selective analysis. However, while health economics analysis plans (HEAPs) to guide
economic evaluation analysis alongside RCTs are becoming more
common, they lag far behind saps in terms of their acceptance and
standardisation, and there is a fundamental question over the value
they add to trials. y
p
The infrastructure of NHS Scotland provides a unique setting in
which to conduct a trial with (i) low cost recruitment and (ii) record
linkage for assessments of treatment efficacy and safety. Key ele-
ments include NHS Scotland’s Diabetic Retinal Screening service
(DRS) and SCI-Diabetes. DRS provides regular retinal screening for all
250,000 patients with diabetes in Scotland. Retinal images are graded
centrally in health boards, results are posted to patients and auto-
matic referral to specialist eye clinics occurs if a patient develops clin-
ically
significant
DR. SCI-Diabetes
is
NHS
Scotland’s
diabetes
information system which collects and records diabetes-specific data
from primary and secondary care. – Develop a model to estimate the benefit-risk balance of Inflectra
versus Remicade. – Use statistical methods to evaluate the impact of the surrogate
outcome ADCC on efficacy outcomes and serious adverse
events. – Carry out, where necessary, elicitation of probability
distributions for uncertain model parameters from experts and/
or patients. – Carry out, where necessary, elicitation of probability – Carry out, where necessary, elicitation of probability
distributions for uncertain model parameters from experts and/
or patients. Results and discussion Aims and objectives Few guidelines are available to aid health economists in compiling heaps. Currently, substantial variation exists in the structure, format and content
of heaps, and there are questions over their purpose and appropriate
methods of oversight. Heaps may be published as part of a SAP, or as a
standalone appendix, but are commonly unpublished. Although concerns
remain over the impact of the research and bureaucratic burden involved
in producing a plan in advance (particularly given the relatively small
health economic workforce), the potential loss of useful post hoc analyses
if a plan is too rigid, and the timing of completion, there was a general
feeling that heaps would be useful. The majority (approximately 65%) of
health economists at the workshop were in favour of a combined SAP
and HEAP, rather than a standalone HEAP. To date there has been no approach to measure quantitatively the
benefit-risk balance of biosimilars. This project aims to quantify the
benefit-risk balance for Inflectra versus Remicade in CD. The objectives of the study are to: – Develop a model to estimate the benefit-risk balance of Inflectra
versus Remicade. Methods of the PV team are highly skilled medical and safety professionals
with regulatory and safety experience. However, due to the sheer
magnitude of Adverse Events (AEs) collected in many clinical trials, it
is vital to utilize innovative EDC technologies in order to improve
quality and efficiency of PV activities. Developing the safety elec-
tronic case report forms (ECRFs) in a thoughtful and systematic way
before the start of a trial can enhance data quality, facilitate coding
procedures, and enable more rapid drug safety decisions. Certain
adverse event terms can be predetermined on the ECRFs to reduce the
number of varied but similar terms, and to categorize into protocol-
specific
events
of
interest (e.g., seizures) to allow
for desired
organization of large amounts of data. This can greatly reduce the
preparation time for Data and Safety Monitoring Board (DSMB) review
and other reporting needs. Technical capabilities also allow for auto-
mated notifications to be triggered based on the use of a specific term,
severity grade, or causality designation. For example, the PV team can
be notified whenever a “related” AE is entered in the EDC system, or
when lab values exceed a certain threshold. Leveraging the EDC cap-
abilities optimizes the function of the clinical trial pharmacovigilance
practices, provides real time monitoring of safety events, and can be
made accessible for sponsors or DSMB members as needed. This pres-
entation will discuss best practices for utilizing EDC systems to facilitate
clean well-organized safety data and increasing the efficiency of phar-
macovigilance activities throughout the life of a trial. diabetic patients). After two face-to-face visits for screening and ran-
domisation, either side of an eight-week active run-in, follow-up will
be conducted remotely. This will involve regular linkage by pseudo-
nymisation to multiple national registries and completion of ques-
tionnaires by computer or telephone. Registries will include DRS (for
pre-specified eye outcomes), Scottish Morbidity Records (for hospita-
lisations and outpatient visits), National Records of Scotland (for flag-
ging deaths), the Prescribing Information System and SCI-Diabetes
(for various diabetes-related outcomes). Furthermore, SCI-Diabetes
will be used after randomisation for central monitoring of biochem-
ical safety in almost real-time, based on the availability of results
from routinely collected blood samples. Study medication will be
mailed to participants by registered post. Background g
HIV-NAT 015 study is a pediatric HIV cohort, aimed to collect long
term efficacy and safety data of treatment in HIV-infected children,
established since 2004, at HIV-NAT, the Thai Red Cross AIDS Research
Centre, Bangkok, Thailand (clinicaltrials.gov number NCT00476606). In the first few years of this study, we collected clinical and labora-
tory data through the data entry person after each clinic visits. How-
ever, this process took time for data entry, monitoring, and had
some transcription errors. A review of commercial systems, open source solutions versus the
merits of developing a bespoke system was undertaken by Glasgow
Clinical Trials Unit. A list of requirements was compiled in order to
compare each system reviewed and inform the decision. It was also
considered whether a combination of systems would fulfil the entire
list even if this was not the most elegant solution. The process was
concluded by a decision to develop a bespoke system as this was
the only solution that could match all of the requirements in a single
system. Background Torsak Bunupuradah1, Chavalun Ruengpanyathip1, Chowalit Phadungphon1,
Yupawadee Jummanee1, Thanyawee Puthanakit2, Kiat Ruxrungtham3
1HIV-NAT, Thai Red Cross AIDS Research Centre; 2HIV-NAT, Thai Red
Cross AIDS Research Centre and Research Unit in Pediatric Infectious
Diseases and Vaccines, Faculty of Medicine, Chulalongkorn University;
3HIV-NAT, Thai Red Cross AIDS Research Centre and Department of
Medicine, Faculty of Medicine, Chulalongkorn University Making a decision regarding which system to host your clinical trial
data presents a number of challenges. The scope of the system: is it
just data entry, is it web enabled, does it include randomisation and
is there a requirement for other trial management functionality, has
to be considered. The cost of the system is very important to aca-
demic clinical trials units (CTUs) not just at the stage of initial pur-
chase but the resource to maintain and setup each trial. As
technology develops multiple platform capability is becoming in-
creasingly key to the service a CTU can provide in a competitive
landscape. Methods A workshop was held in Bristol, UK in October 2015, to discuss issues
associated with heaps. 50 predominantly university-based partici-
pants heard presentations from speakers before breaking into
smaller groups for discussion sessions. Presented sessions included
accounts of practical experiences of using heaps in RCTs, alongside
perspectives from SAP guidelines, NICE and wider non-trial based
economics. In the discussion sessions, participants debated topics in-
cluding the appropriate content of heaps, the circumstances in which g
y
For recruitment, DRS will include a trial information leaflet with a
FREEPOST reply slip along with retinal screening results mailed to pa-
tients whose DR grading indicates they are eligible (about 10% of all Page 57 of 235 Page 57 of 235 Page 57 of 235 Trials 2017, 18(Suppl 1):200 Trials 2017, 18(Suppl 1):200 of the PV team are highly skilled medical and safety professionals
with regulatory and safety experience. However, due to the sheer
magnitude of Adverse Events (AEs) collected in many clinical trials, it
is vital to utilize innovative EDC technologies in order to improve
quality and efficiency of PV activities. Developing the safety elec-
tronic case report forms (ECRFs) in a thoughtful and systematic way
before the start of a trial can enhance data quality, facilitate coding
procedures, and enable more rapid drug safety decisions. Certain
adverse event terms can be predetermined on the ECRFs to reduce the
number of varied but similar terms, and to categorize into protocol-
specific
events
of
interest (e.g., seizures) to allow
for desired
organization of large amounts of data. This can greatly reduce the
preparation time for Data and Safety Monitoring Board (DSMB) review
and other reporting needs. Technical capabilities also allow for auto-
mated notifications to be triggered based on the use of a specific term,
severity grade, or causality designation. For example, the PV team can
be notified whenever a “related” AE is entered in the EDC system, or
when lab values exceed a certain threshold. Leveraging the EDC cap-
abilities optimizes the function of the clinical trial pharmacovigilance
practices, provides real time monitoring of safety events, and can be
made accessible for sponsors or DSMB members as needed. This pres-
entation will discuss best practices for utilizing EDC systems to facilitate
clean well-organized safety data and increasing the efficiency of phar-
macovigilance activities throughout the life of a trial. Methods LENS is co-ordinated by the Clinical Trial Service Unit and Epidemio-
logical Studies Unit, University of Oxford, and run in collaboration
with the Universities of Glasgow, Aberdeen, Edinburgh and Dundee,
DRS and mainland NHS Scotland health boards. It represents the first
trial to be embedded within an existing national DR screening
program. P146
Decisions, decisions: bespoke EDC? Sharon Kean, Jonathan Gibb, Jane Aziz, Ian Ford
Glasgow Clinical Trials Unit
Correspondence: Sharon Kean
Trials 2017, 18(Suppl 1):P146 y
Conclusion Since 2010, we developed an in-house HIV-NAT electronic health record
(EHR) to use in this study. Physician can review all medical history and
see overall growth parameters, and real time laboratory results includ-
ing CD4, plasma HIV-RNA through tables and graphs format. This EHR
can capture all adherence data by self-report and percent adherence
by pill count of antiviral therapy, HIV disclosure status, parental vital sta-
tus which is used for adherence counselling and care. The EHR can
auto-calculated body surface area after entering body weight and
height which minimized error when calculating dosage of antiviral ther-
apy in young children. Physician can directly print the auto-filled pre-
scription after seeing each patient. The EHR is directly integrated to
HIV-NAT laboratory reporting systems which reduced workload for data
entry and ensuring data safety and completeness. Nurse assistance can
process the lab request through the EHR, and make the next clinic ap-
pointment in this paperless EHR. Due to limited man-power in number
of pediatric study nurse and monitor team, this EHR is helpful in task
shifting i.e. A trained nurse assistance can replace some roles of study
nurse for administrative work, a trained data entry person can do basic
data monitoring by identify missing or out range data. Moreover, we
can perform a data search for a new research question and feasibility
survey for the new trials within a few minutes. The authors will discuss the implications of this decision on their Unit
resource, future business and the justification for their decision. Have
they bitten of more than they can chew? Have they developed their
perfect system? What decisions have other CTUs made? P149 Jane Aziz, Sharon Kean
Robertson Centre for Biostatistics
Correspondence: Jane Aziz
Trials 2017, 18(Suppl 1):P150 Leveraging electronic data capture (EDC) systems to optimize
pharmacovigilance in clinical trials p
g
Radhika Kondapaka, Anne Hoehn, Paul Van Veldhuisen,
Dikla Shmueli-Blumberg, Robert Lindblad
The Emmes Corporation
Correspondence: Radhika Kondapaka
Trials 2017, 18(Suppl 1):P147 Radhika Kondapaka, Anne Hoehn, Paul Van Veldhuisen,
Dikla Shmueli-Blumberg, Robert Lindblad
The Emmes Corporation
Correspondence: Radhika Kondapaka
Trials 2017, 18(Suppl 1):P147 Pharmacovigilance (PV), also referred to as drug safety, is defined as
the pharmacological science and activities related to the detection,
assessment, understanding and prevention of adverse effects or
other drug-related problems (WHO, 2002). Monitoring patient safety
is an essential component of conducting clinical trials and members Page 58 of 235 Trials 2017, 18(Suppl 1):200 Using OWL to classify adverse events Using OWL to classify adverse events
William Stevens, Karl Wallendszus, Salvador Girbau, William Herrington,
Michael Lay, Martin Landray
University of Oxford
Correspondence: William Stevens
Trials 2017, 18(Suppl 1):P151 Using OWL to classify adverse events
William Stevens, Karl Wallendszus, Salvador Girbau, William Herrington,
Michael Lay, Martin Landray
University of Oxford
Correspondence: William Stevens
Trials 2017, 18(Suppl 1):P151 p
p
The TEMPER management system To meet the specified requirements, we developed a data manage-
ment system to allow: 1) the extraction of tailored trigger data from
the participating trials databases; these had been developed in a
third-party Clinical Data Management System; 2) the ranking and se-
lection of triggered sites based on the extracted trigger data; 3) the
pairing of the chosen triggered sites with control sites based on simi-
larity criteria; 4) the collection and management of findings data
gathered in the monitoring visits to the triggered and control sites. The system was developed in Visual Basic.NET with a SQL Server
database, which served as the main study database for TEMPER and
was used for analysis. Background For defining clinical trial endpoints and for producing reports, it is
necessary to group adverse events. For example a line reporting the
number of participants who had a stroke includes participants who
had “Haemorrhagic Stroke”, “Ischaemic Stroke”, “Cerebral Infarction”,
and several other types of stroke. Classification of events into groups
can be done using the event code, but often other properties also
need to be used. These properties include: "hospitalization required",
"cause of death", "urgent or non-urgent". Large trials can have
10,000 s of events, and hundreds of event classes. Defining event
classes and classifying events are important problems. Methods Background Background
If patients can be followed up electronically rather than in person,
then the cost of running a clinical trial can be significantly reduced. At study design it was estimated that 75% of patients would
complete their follow-up online, with the other 25% opting for either
postal or telephone. y
pp
,
y
,
y
g
1MRC Clinical Trials Unit at UCL, Institute of Clinical Trials and
Methodology, UCL, London, UK; 2MRC London Hub for Trials
Methodology Research, London, UK Correspondence: Carlos Diaz-Montana
Trials 2017, 18(Suppl 1):P149 Trigger data
h For each participating trial, a set of specific triggers was defined by the
trial team; each consisted of a narrative explaining the conditions under
which it fires. An example of a trigger narrative is: ‘More than 0.5% of
the values in the open forms are missing or queried based on total
number of fields to be entered’. The majority of trigger narratives were
implemented as automatic triggers in the system. When data was not
available in the trial database to implement an automatic trigger, for
example data was from external sources or based on subjective inter-
pretation, manual triggers were instead created in the system allowing
users to set their status to fire as necessary. The TEMPER system
allowed the trigger data to be summarised following extraction, ranked
by a trigger score based on the triggers fired, and presented to the trial
teams to inform the selection of triggered sites to visit. Matching Algorithm A matching algorithm was also implemented in the system which
ranked best matches to the selected triggered sites based on site
similarity while prioritising sites with lower trigger scores. Site similar-
ity was defined by participation: number of patients randomised and
number of days since first randomisation. Background As the study design allowed for three different methods of collecting
patient data, a system was required that would allow very different
types of user to access and enter data. These users would require dif-
ferent access levels to the system and to the data being entered. En-
suring patients could only access their own data was imperative,
while study staff would need access to the data of all patients that
they were in contact with. Additional complexity was introduced, as
the staff creating, maintaining and supporting the system never deal
with patients, so needed to remain blind to the patient’s personal
contact details. The TEMPER study (results submitted separately) evaluates the use of
trial-specific triggered site monitoring, where centrally collected data
inform the choice of which sites should undergo monitoring visits. It
compared findings at triggered monitoring visits to findings at visits
to matched, untriggered control sites that would not otherwise have
been visited. Three multi-centre cancer trials at the MRC Clinical Trials
Unit at UCL participated in the TEMPER Study. Conclusion unit. The TEMPER system design will also inform future implementa-
tions and improvements on monitoring systems at the unit, including
further research. unit. The TEMPER system design will also inform future implementa-
tions and improvements on monitoring systems at the unit, including
further research. This in-house EHR is efficient, reduces transcription error and illegible
data issues, saves time and cost, requires less storage space, and pro-
vides a broader set of research questions and future data analysis. We recommend using this in-house EHR in both clinical trial center
and in general hospital. Managing our TEMPER: monitoring triggers and site matching
algorithms for defining triggered and control sites in the temper
study Carlos Diaz-Montana1, Rahela Choudhury1, Will Cragg1, Nicola Joffe1,
Nancy Tappenden1, Matthew R. Sydes1, Sally Stenning1
1MRC Clinical Trials Unit at UCL Institute of Clinical Trials and Carlos Diaz-Montana1, Rahela Choudhury1, Will Cragg1, Nicola Joffe1,
Nancy Tappenden1, Matthew R. Sydes1, Sally Stenning1
1MRC Clinical Trials Unit at UCL, Institute of Clinical Trials and
Methodology, UCL, London, UK; 2MRC London Hub for Trials
Methodology Research, London, UK Results A total of 38 triggers, 31 automatic and 7 manual, were specified for
the three participating trials. The matching algorithm paired 42 trig-
gered sites with corresponding control sites. Conclusion We will discuss the different levels of access required for the differ-
ent roles, how access was provided to patients and the challenges in
creating a system to be used by patients, while remaining blind to
their identity. P150 P150
Access and security considerations of using EPROMS to collect
follow-up data for clinical trials
Jane Aziz, Sharon Kean
Robertson Centre for Biostatistics
Correspondence: Jane Aziz
Trials 2017, 18(Suppl 1):P150 Access and security considerations of using EPROMS to collect
follow-up data for clinical trials
Jane Aziz, Sharon Kean
Robertson Centre for Biostatistics
Correspondence: Jane Aziz
Trials 2017, 18(Suppl 1):P150 classes an
Methods We describe how to use the Web Ontology Language (OWL) to ad-
dress these problems. OWL software tools exist that can represent
OWL in both human-readable and machine-readable forms; an OWL
document defining event classes can serve as both specification and
implementation. OWL permits a class to be defined as a Boolean
combination of other classes. For example STROKE can be defined as
HAEMORRHAGIC STROKE or ISCHAEMIC STROKE. Medical coding dic-
tionaries such as meddra can serve as predefined event classes. We
have converted meddra into an OWL representation so that it can be
used as the basis for defining other event classes. We deliberately
use only those features of OWL that correspond to basic set theory
because this is already understood by clinicians who define event
classes, and programmers who use them. During the process of de-
fining event classes, OWL tools can be used to check for errors. For Developing novel endpoints, generated using mobile technology,
for use in clinical trials: a clinical trials transformation initiative
(CTTI)
j
t (
) p
j
Martin Landray
University of Oxford
Trials 2017, 18(Suppl 1):P153 We found this to be a practical way of classifying events. We expect
that OWL can be used for other classification tasks, such as the classi-
fication of drugs into related groups. The appropriate inclusion of mobile technology into clinical trials of-
fers significant opportunity to improve clinical endpoint ascertain-
ment. Mobile technology can provide unprecedented access to real-
world situations where multiple precise measurements on trial partic-
ipants could be made without interference to their daily life. Such
endpoints can reduce patient participation burden, increase trial
feasibility and address unmet need for endpoints in certain thera-
peutic areas and patient populations. We propose recommendations
to clarify the pathway for developing novel endpoints, generated
using mobile technology, for use in clinical trials. We describe steps
for appropriate novel endpoint selection and development, along
with an analysis of how this approach differs to traditional endpoint
development and recommendations for reducing friction in this
process. Our approach is designed to meet the needs of clinical trial-
ists, regulators and trial participants. Our multi-stakeholder team of
experts pursued a two-pronged approach to evidence gathering. Our
recommendations have been informed by both new, empirical evi-
dence generated by writing four use cases and a synthesis of exist-
ing, published approaches across therapeutic areas. Four discrete use
case teams developed proposed novel endpoints for Parkinson’s dis-
ease, heart failure and Duchenne’s muscular dystrophy using data
generated using accelerometers and a novel endpoint for diabetes
derived from data from a continuous glucose monitor. Each team in-
cluded investigators and patient reps with expertise and experience
in the disease state, engineers and mathematicians with expertise in
the specified device, regulators, nonprofit consortia and statisticians. The systematic literature review identified 101 manuscripts where
novel endpoints were included in clinical studies. Embedding randomized clinical trials within registries: how
feasible? Pamela Tenaerts1, Steven J. Mikita2, Sara B. Calvert1, Christopher Dowd3
1Clinical Trials Transformation Initiative; 2Patient Advocate; 3Cystic
Fibrosis Foundation Pamela Tenaerts1, Steven J. Mikita2, Sara B. Calvert1, Christopher Dowd3
1Clinical Trials Transformation Initiative; 2Patient Advocate; 3Cystic
Fibrosis Foundation Correspondence: Pamela Tenaerts
Trials 2017, 18(Suppl 1):P152 Correspondence: Pamela Tenaerts
Trials 2017, 18(Suppl 1):P152 Results James Barrett, Catey Bunce
King’s College London
Correspondence: James Barrett
Trials 2017, 18(Suppl 1):P154 Depending on its characteristics and capabilities (e.g. Interoperability,
connectivity, flexibility, sustainability), a registry can be used either as
an observational data source for generation of clinically actionable
evidence and hypothesis generation, or as a critical reusable compo-
nent of the clinical trial infrastructure within which prospective ran-
domized studies can be performed. Questions exist about identifying
appropriate registries, ensuring data quality/comparability, meeting
regulatory requirements, and processes for implementing a random-
ized registry trial. Methods The CTTI Registry Trials project team conducted a literature review,
interviewed 25 experts, and then convened a multi-stakeholder ex-
pert meeting. At the expert meeting attendees discussed recommen-
dations for best practices to increase the value, acceptance, and
success of registry based clinical trials. Background A Registry is an organized system that uses observational methods
to collect uniform data on specified outcomes in a population de-
fined by a particular disease, condition or exposure. At their core,
registries are data collection tools created for the purpose of gener-
ating clinically usable information and evidence. The data captured
in a registry typically includes information such as medical history,
demographics, disease diagnosis and outcome data. Patient data collected in registries often overlaps with data gathered
for clinical trials. Integrating clinical trials within observational data
registries may offer opportunities to avoid duplicative data collection,
increase operational efficiencies, reduce time to database lock and
accelerate time to critical decision making, while decreasing clinical
trial costs. The objective of the Clinical Trials Transformation Initiative
(CTTI)’s Registry Trials project was create recommendations to sup-
port the practice of leveraging registries to facilitate high quality clin-
ical trials. g
Conclusions Conclusions The TEMPER system implemented a novel approach on how to manage
monitoring trigger data and how to match triggered sites with control
sites; this allowed the realisation of the TEMPER study protocol. Implications If the TEMPER study results show the triggered monitoring strategy
to be effective, the system could be introduced to other trials in the Page 59 of 235 Page 59 of 235 Trials 2017, 18(Suppl 1):200 Trials 2017, 18(Suppl 1):200 Page 59 of 235 example, it is possible to specify that two event classes should
have no events in common, or that a group of event classes
should be equivalent to some other event class. In order to use
OWL event class definitions during the production of analyses
and reports, some short ‘glue’ programs are required. Events (and
their properties) that occur during the trial are converted into an
OWL document and fed into an OWL reasoning tool. The output
from this is a list of which event classes contain which other
event classes. This is converted into a flat tabular form that can
be stored in a database and easily queried to find out which
events are in which classes. example, it is possible to specify that two event classes should
have no events in common, or that a group of event classes
should be equivalent to some other event class. In order to use
OWL event class definitions during the production of analyses
and reports, some short ‘glue’ programs are required. Events (and
their properties) that occur during the trial are converted into an
OWL document and fed into an OWL reasoning tool. The output
from this is a list of which event classes contain which other
event classes. This is converted into a flat tabular form that can
be stored in a database and easily queried to find out which
events are in which classes. If the historical data created by a registry are well established to be
relevant/fit to purpose, robust and reliable, then the registry can
have a clear role in creating a sustainable infrastructure within which
regulatory trials can be conducted. Identifiable requirements and
practical considerations have not been defined in the use or modifi-
cation of existing registries and/or in design of new registries in
order to make them fit for the purpose for conducting a Randomized
Registry Clinical Trial (RRCT). g
Conclusions Such normative standards are essential
for consistent evaluation of a registry’s suitability for generating the
clinical evidence needed for regulatory decision making in the vari-
ous phases of drug and device development. CTTI has created rec-
ommendations and tools to assist in 1) evaluation of an existing
registry’s suitability for conducting clinical trials and 2) designing a
new registry in which to conduct a clinical trial. If the historical data created by a registry are well established to be
relevant/fit to purpose, robust and reliable, then the registry can
have a clear role in creating a sustainable infrastructure within which
regulatory trials can be conducted. Identifiable requirements and
practical considerations have not been defined in the use or modifi-
cation of existing registries and/or in design of new registries in
order to make them fit for the purpose for conducting a Randomized
Registry Clinical Trial (RRCT). Such normative standards are essential
for consistent evaluation of a registry’s suitability for generating the
clinical evidence needed for regulatory decision making in the vari-
ous phases of drug and device development. CTTI has created rec-
ommendations and tools to assist in 1) evaluation of an existing
registry’s suitability for conducting clinical trials and 2) designing a
new registry in which to conduct a clinical trial. Pros This approach uses well-supported public domain software, so little
in-house coding is required. Since OWL has a well-defined meaning,
event class definitions can be communicated unambiguously to
others. Performance is reasonable: in a large trial (85,000 events, 200
event classes) it takes a few minutes to check class definitions for in-
consistencies, and one minute to classify all events. C CTTI Registry Trials recommendations and tools can assist researchers
in evaluating new and existing registries to determine if embedding
randomized clinical trials is appropriate. It is sometimes necessary to take account of the open-world seman-
tics of OWL in order to define some event classes correctly; it is rea-
sonable to expect programmers to take the time to understand this,
but not so reasonable to expect this of clinicians. P153
Developing novel endpoints, generated using mobile technology,
for use in clinical trials: a clinical trials transformation initiative
(CTTI)
j
t Results 21/26 TMs completed the survey. 15 trials (71%) included a PPI repre-
sentative on the trial team, 5 used another method of PPI (e.g. Via in-
put to advisory group (n = 3)/Trial Steering Committee (n = 2),
consultation of patient group (n = 1)), and one TM reported s/he did
not know of any PPI in the trial. The 15 trials that included PPI repre-
sentatives recruited 1–20 PPI representatives (mean 6.4, 1 missing),
but in practice 0–10 were regularly involved (mean 4.8, 2 missing). None used a formal process to recruit PPI representatives. Preferential recruitment of informative individuals can potentially
lead to successful observational studies with smaller cohort sizes. Re-
sults from numerical simulations have shown that a desired level of
statistical power can be achieved with an informative cohort of 200
individuals compared to a randomly selected cohort of 300 individ-
uals. In order to illustrate how our methodology can be used in prac-
tice we simulated studies of patients with cardiovascular disease
using electronic health records from the Clinical Practice Research
Datalink. The most common tasks undertaken by PPI representatives were re-
view of participant-facing materials and other study documents and
advising on recruitment/retention strategies. Changes made as a re-
sult of PPI related to trial documentation and design; 2 TMs reported
no changes had been made. Twelve TMs reported that PPI represen-
tatives were paid for their time, 4 said payment was not offered and
3 did not know. Payments ranged from £10-£50/hour, with 3 trials
paying in vouchers. Only 5 TMs reported that training was provided
for PPI representatives (12 reported no training, 3 did not know, 1
missing). Background Public engagement is the interface between research and wider soci-
ety. By helping to bring these two sometimes disparate worlds
together, engagement can increase public trust and enhance rele-
vance, accountability and transparency of, and in, research pro-
cess(es) and researchers. Engagement is also important because it
can empower people to become involved through offering their in-
sights into and feedback on our work to help ensure that the re-
search we conduct is relevant to the societies in which we live and
are striving to improve. Bringing together colleagues’ experiences of,
and interest in, public engagement with research, our team’s aim
was to employ a strategic approach to deliver public engagement ac-
tivities around clinical trials and health services research to demystify
our work and facilitate public involvement. Methods
f Informativeness depends on an individual’s covariates (or "risk
factors"). The statistical measure of entropy is used to quantify how
much statistical information an individual is expected to provide on
the study. More informative individuals have a higher probability of
being selectively recruited onto the study. R
lt p
g
Lucy Selman, Clare Clement, J. Athene Lane, Chris Metcalfe, Joanne Simon,
Jeremy Horwood
University of Bristol Correspondence: Lucy Selman
Trials 2017, 18(Suppl 1):P157 Correspondence: Lucy Selman
Trials 2017, 18(Suppl 1):P157 Background Big databases of patient health information offer a unique opportun-
ity to be selective about which individuals are invited to participate
in clinical studies. In particular, large databases can be searched for Page 60 of 235 Page 60 of 235 Trials 2017, 18(Suppl 1):200 Page 60 of 235 the "most informative" individuals. Conventional study designs typic-
ally recruit individuals at random, usually by waiting for eligible pa-
tients to present at one of the study centres. Electronic health
records allow researchers to immediately target the most relevant
and informative patients for further investigation. Interviews with Trial Management Group members and PPI represen-
tatives from case study trials (estimated n = 10). Case studies were se-
lected purposively to represent a range of trial designs, funding
streams and trial initiation dates. Interviews explored the perceived
value of PPI involvement and barriers to/facilitators of PPI. Quantita-
tive survey data were summarised using descriptive statistics and
interview transcripts analysed thematically. A project PPI group ad-
vised on interview topic guides, provided feedback on findings and
assisted with dissemination. Conclusions Survey findings show that PPI involvement in trials is currently
highly variable. PPI representatives are recruited informally, are
rarely provided with any training, and are paid inconsistently across
trials. This abstract is not included here as it has already been published. Background There are ethical, sociopolitical and scientific reasons for patient and
public involvement (PPI) in research, and many funders now require
applicants to include PPI to improve the relevance, accountability
and quality of research. However, there is evidence of challenges in
implementing PPI, and formal guidance on how to involve service
users in the conduct of trials is lacking. ‘Is that it?’ Using ‘explorachoc’ to engage the public with clinical
trials and health services research ‘Is that it?’ Using ‘explorachoc’ to engage the public with clinical
trials and health services research
Heather Morgan, Becky Bruce, Gordon Fernie, Heidi Gardner, Beatriz Goulao,
Joanna Kaniewska, Clare Robertson, Sharon Wren, Katie Gillies
University of Aberdeen
Correspondence: Heather Morgan
Trials 2017, 18(Suppl 1):P158 Conclusion The advent of large databases of patient records represents an un-
precedented opportunity for more efficient and cost effective stud-
ies. Our approach can also be applied to follow-up studies after a
clinical trial has ended in which an informative subset of the trial par-
ticipants are followed for a longer period of time. In situations when
it is prohibitively expensive to follow the full trial cohort over an ex-
tended time period our methodology may offer a more feasible
alternative. TMs reported that CTUs could assist with recruitment of PPI repre-
sentatives and provide guidance on integrating PPI in grant applica-
tions. Challenges reported included ‘professional PPI members’
having a different agenda to the study population, and lack of con-
tinuity in trial staff. The interviews are currently underway; findings
will be presented at the conference. P156
Vibrating vaginal balls to improve pelvic floor muscle performance
in women after childbirth: a randomised controlled feasibility trial
Claudia Oblasser1, Christine McCourt1, Engelbert Hanzal2,
Shashivadan P. Hirani1
1City, University of London; 2Medical University of Vienna
Correspondence: Claudia Oblasser
Trials 2017, 18(Suppl 1):P156 Conclusions Aim To systematically investigate how PPI is approached within the Bristol
Randomised Trials Collaboration’s (BRTC’s) clinical trials unit (CTU)
portfolio of trials, and identify barriers to and facilitators of its
successful implementation, to contribute to our understanding of PPI
in trials and guidance and training in this area. P157
Patient and public involvement: an investigation Patient and public involvement: an investigation
Lucy Selman, Clare Clement, J. Athene Lane, Chris Metcalfe, Joanne Simon,
Jeremy Horwood
University of Bristol
Correspondence: Lucy Selman
Trials 2017, 18(Suppl 1):P157 Background a
g ou d
Adverse events (AEs) reporting is essential in clinical trials. The
current system for reporting (Common Toxicity Criteria and Adverse
Events, CTCAE) relies on clinicians’ interpretation of symptoms. The
value of patient self-reports of AEs and Patient Reported Outcome
Measures (proms) is recognised but robust data collection methods
are needed. Here we report the REPORT-UK study which developed
and evaluated an electronic (internet/telephone) system for self-
reporting AEs and proms during trials. Results Overall, the consent rate was 48%. System preference was 82% inter-
net/17% IVR (telephone). Only 13 participants withdrew and 6 died
whilst on study. 192 returned end of study questionnaires. Overall
patient compliance was good for weekly AE and monthly proms
reporting, but differed between treatment groups, and dropped over
time. Both systems were perceived as easy-to-use. Time to complete
was perceived by patients to be acceptable, although actual times
show the internet is quicker (median time 9 minutes vs. 21.5 mi-
nutes). Baseline comparisons between patient vs. Clinician-reporting
of some AEs differed substantially. j
We will determine what proportion of clinical trials address one or
more of the prioritised research uncertainties, and whether there are
differences between different sponsor/funding types. We will also in-
vestigate what proportion of the National Institute for Health Re-
search (NIHR) commissioned calls and themes reflect the priorities
identified by PSPs. Furthermore, we will look at the wider picture of
impact of PSPs, including how findings can be used to support non-
research activities (e.g. Services), development of diagnostic criteria
and outcome measures, and whether PSPs can act as a gateway for
individual patients/cares to progress to further involvement in
research. p
Results We randomised 365 people (48.5% blue) across the two events (83%
Explorathon). The median in the blue group was 4.0 Interquartile
range- IQR (3.0-4.0) and 3.5 IQR (3.0-4.0) in the yellow group (Mann
Whitney U p-value = 0.633). The resounding response was ‘Is that it?’
Regarding randomisation, which suggests that we were able to
somewhat demystify the process of randomisation. Most participants
understood the connections between clinical trials, health services re-
search and the health and social care they receive. Many recounted
anecdotes of surgical, drugs and other therapies they have experi-
enced themselves or within their families and acknowledged the im-
portance of engaging and/or being involved in the types of research
we do. 71 people volunteered their details for future contact regard-
ing public involvement. The results of PSPs are increasingly being used by funders to priori-
tise research of importance to both patients and clinicians. However,
it is acknowledged that conducting a PSP requires considerable time
and resources, so we will evaluate the value of PSPs by assessing the
evidence of impact of those conducted in dermatology. The results
of this study should therefore be helpful for researchers considering
undertaking a PSP, and for potential funders of PSPs. Background g
The purpose of conducting a Priority Setting Partnership (PSP) is to
identify and prioritise uncertainties for a specific condition. PSPs usu-
ally follow a standardised transparent methodology, often supported
by the James Lind Alliance (JLA). They are a true collaboration be-
tween clinicians and patients/carers. It is expected that the results of
a PSP will influence the subsequent research agenda for that condi-
tion, ensuring that research meets the needs of both patients and cli-
nicians and therefore contributes to reducing research waste. The
overall aim of this study is to assess the impact on the research
agenda of all PSPs that have been conducted for skin conditions. Objectives 249 varied diagnosis cancer patients undergoing treatment (chemo-
therapy/targeted agents/hormone therapy/radiotherapy/surgery, and
an ECOG group with performance status 2) were recruited. For
12 weeks patients were reminded (text/email) to complete weekly
AEs (NCI PRO-CTCAE) and monthly proms questionnaires (EORTC
QLQ-C30) on their preferred system. Acceptability and feasibility was
measured by recruitment rates, attrition, compliance, and patient
and staff feedback at end-of-study. P160
REPORT-UK (real-time electronic patient outcome reporting of
adverse events in UK cancer trials): methods to optimise data
collection Jane Blazeby1, Fiona Kennedy2, B. Clayton2, Kate Absolom2,
Elaine O'Connell Francischetto1, Louise Flintoff3, K. Gordon2,
W. Crocombe2, F. Samy2, V. Hiley2 Jane Blazeby1, Fiona Kennedy2, B. Clayton2, Kate Absolom2,
Elaine O'Connell Francischetto1, Louise Flintoff3, K. Gordon2,
W. Crocombe2, F. Samy2, V. Hiley2 Methods We designed a two-arm trial, which we called ‘explorachoc’ to: dem-
onstrate the randomisation process used in clinical trials; engage
members of the public in conversations about clinical trials and
health services research to solicit their perceptions and views; and re-
cruit to a public involvement panel. We piloted this activity at the
University of Aberdeen’s May Festival (28–29 May 2016) and ran a We included all currently active BRTC portfolio trials, plus those
which ended in the previous 2 years. A mixed-methods study design
was developed, involving: (1) An online survey of Trial Managers
(TMs), conducted August-September 2016, to determine how trials
included PPI and the support required from CTUs for PPI; (2) Trials 2017, 18(Suppl 1):200 Trials 2017, 18(Suppl 1):200 Page 61 of 235 Page 61 of 235 or published clinical trials in these disease areas. Sources will include
clinical trial registries, funder databases, PubMed, and the JLA web-
site. Where necessary, we will contact the clinical trial teams to clarify
where information is unclear, particularly around timing, to deter-
mine whether or not the trial was funded prior to the PSP results
being available. We will also survey the authors of PSPs and subse-
quent research teams to assess any wider impact of the PSPs such as
successful fellowship applications and involvement of patients as
partners in further research. modified version as part of the University’s European Researchers’
Night/Explorathon event (30 September 2016). The trial involved:
double-blinded selection of either a blue or yellow ball (with equal
chance of selecting either); depositing the ball in a large transparent
jar to demonstrate the distribution of selection; ringing a randomisa-
tion bell; being given a chocolate with a blue or yellow (white or milk
chocolate) wrapper, corresponding to the selected ball’s colour; and
ranking the chocolate on a scale of 1 (low) - 4 (high). We then en-
gaged participants in a range of conversations about the history of
clinical trials (using costumes and props to re-enact James Lind’s
scurvy trial) and our research portfolio (supported by flyers and
printed information). Finally, we asked participants whether they
would be willing to be contacted to contribute to our public involve-
ment panel. Conclusion The study demonstrates a user-friendly electronic data collection sys-
tem, which provides information on patient compliance in a general
oncology setting but we recognise this is different to a real trial set-
ting. The system could be implemented in practice in clinical trials
alongside traditional approaches to improve data quality and safety. Conclusions
h We have established an approach to delivering public engagement
activities around clinical trials and health services research designed
to demystify our work and facilitate public involvement. We have a
proof of concept for an effective engagement model, enhanced by
the use of chocolate, and are building on this to develop public
engagement and involvement strategies. y
y
1University of Bristol; 2University of Leeds; 3University Hospitals Bristol
NHS Foundation Trust 1University of Bristol; 2University of Leeds; 3University Hospitals Bristol
NHS Foundation Trust Correspondence: Jane Blazeby
Trials 2017, 18(Suppl 1):P160 p
Results Preliminary searches have identified seven PSPs in the field of skin
disease; acne, cellulitis, eczema, hair loss, hidradenitis suppurativa,
pressure ulcers and vitiligo. Work on this study is ongoing and the
full results will be available by the time of the conference. Implications Exploring the impact of priority setting partnerships in skin
disease Joanne Chalmers, Natasha K. Rogers, Kim S. Thomas
University of Nottingham
Correspondence: Joanne Chalmers
Trials 2017, 18(Suppl 1):P159 Joanne Chalmers, Natasha K. Rogers, Kim S. Thomas
University of Nottingham
Correspondence: Joanne Chalmers
Trials 2017, 18(Suppl 1):P159 Methods Under the assumption of non-differential assessment (i.e. That misclassi-
fication rates are the same in each treatment arm, as would typically be
the case when outcome assessors are blinded), we addressed three
questions about adjudication: (a) How many assessors should we use? (b) When is it better to use on-site or central assessment? And (c) Should
central assessors adjudicate all outcomes, or only suspected events? Results Methods Study objectives were addressed through a repeat assessment of bleed-
ing exercise. Once the participants’ platelet count was 30x109/L they had
their bleeding status assessed using the BAT by trained assessors. The
aim was for the participant to have an assessment of bleeding repeated
by two assessors on a maximum of three consecutive days, which would
generate six individual assessments. Repeat assessments were then com-
pared for concordance i.e. Agreement in site and severity of any bleeding
observed. The two assessors were blinded to the findings of one
another's assessments and a repeat assessment had to take place as soon
as possible after the first to try to ensure that both assessors were observ-
ing the same ‘bleeding window’. A qualitative survey was used to collect
feedback from bleeding assessors as to how easy they found using the
tool. Feedback was used to refine the design of the BAT. Correspondence: Brennan Kahan
Trials 2017, 18(Suppl 1):P162 Correspondence: Brennan Kahan
Trials 2017, 18(Suppl 1):P162 Methods We will search relevant databases and websites to identify all skin-
related PSPs that have been conducted, and then identify ongoing Trials 2017, 18(Suppl 1):200 Page 62 of 235 Page 62 of 235 P161
Tocilizumab in pulmonary hypertension
Jules Hernandez-Sanchez, Mark Toshner
Papworth Hospital
Correspondence: Jules Hernandez-Sanchez
Trials 2017, 18(Suppl 1):P161 Background g
Many platelet transfusion trials now use bleeding as a primary outcome. There are two important considerations when bleeding is used as an
outcome measure: how signs and symptoms of bleeding are docu-
mented and the translation of this information into a clinically significant
grade. This is fundamental to the robustness of results reported and the
ability to draw comparisons between different studies with confidence
(Estcourt et al., 2013). Currently because of the heterogeneity in the
methods used to assess, document and grade bleeding it is not always
possible to compare studies with any great confidence. If bleeding is to
be used as a main outcome measure for platelet transfusion trials, it is
important that it is defined and documented in a consistent and stan-
dardized way. This validation exercise was a prospective multi-centred,
observational study for which the main objective was to validate a
Bleeding Assessment Tool (BAT) that had been developed by the inter-
national Biomedical Excellence for Safer Transfusion (BEST) collaborative. The BEST BAT is designed to describe the site, severity, duration and
clinical consequences of bleeding events in a standardized manner and
is intended for use in the malignant haematology patient population. Methods Prior elicitation is particularly useful in small trials because the
amount of information contain in the data is limited. However, the
prior can have strong effects on the posterior so removing biases in
the elicitation process is paramount. A multi-centred study validating a bleeding assessment tool (BAT)
developed by the biomedical excellence for safer transfusion
(BEST) collaborative for use in adult patients with haematological
malignancy Claire Dyer
NHS Blood and Transplant
Trials 2017, 18(Suppl 1):P163 This is an ongoing project. Potential posterior distributions given dif-
ferent priors (dashed lines) and any possible result. Conclusions Methods pp
g
Methods The study will be a 6-month open label phase II trial of IV tocilizumab
(8 mg/kg) in 21 patients with group I PAH. Subjects will be assessed
for safety and efficacy at screening, baseline, week 4, week 8, week
12, week 16, week 20 and study end. The main outcomes are: safety
(incidence and severity of adverse events) and pulmonary vascular
resistance (dynes’s Cm-5) measured using invasive haemodynamic
assessment by right heart catheter. Prior elicitation techniques will
be used to transform experts’ knowledge about the effect of the
drug onto a distribution. Bayesian analysis will take into account the
experts’ prior to predict the mode and 95% credible interval of the
effect of tocilizumab in pulmonary vascular resistance [2]. No one adjudication approach works best across all situations. Trialists should choose the most appropriate adjudication approach
based on the specific characteristics of their trial. P163
A multi-centred study validating a bleeding assessment tool (BAT)
developed by the biomedical excellence for safer transfusion
(BEST) collaborative for use in adult patients with haematological
malignancy
l A comparison of adjudication approaches for clinical trials
Brennan Kahan1, Vipul Jairath2 p
1Queen Mary University of London; 2Department of Medicine,
Epidemiology and Biostatistics, Western University p
1Queen Mary University of London; 2Department of Medicine,
Epidemiology and Biostatistics, Western University Objective We found that no one adjudication approach worked best across all
situations. The best approach will depend on specific trial characteris-
tics, mainly the misclassification rates of the site and central asses-
sors, and the correlation between assessors. In general, there will
rarely be much benefit to using more than three assessors, unless
the correlation between assessors is extremely low; for outcomes
with very high correlation between assessors, using one assessor
should be sufficient. Both site and central assessors can be appropri-
ate, and the best choice depends on which type of assessor has
lower misclassification rates. Using a combination approach in which
both the site and central assessors are involved in adjudication may
be useful when misclassification rates are unknown. Having central
assessors adjudicate only suspected events will typically increase
bias, unless the threshold for sending suspected events to the central
assessor for adjudication is extremely low. j
Bayesian estimation the proportion of pulmonary arterial hypertension
patients with a 30% reduction in pulmonary vascular resistance from
baseline after Background Pulmonary arterial hypertension comprises a
grouping of diseases associated with a poor prognosis. Four classes of
drug therapy targeting vasoactive pathways have been studied in ran-
domised controlled trials (RCTs) and licensed for the treatment of pre-
dominantly group 1 pulmonary arterial hypertension (PAH). These
therapies have demonstrated moderate success, with meta-analyses of
all RCT data suggesting a short-term improvement in mortality at
14 weeks [1]. Despite this, PAH in the UK still carries a 5 year survival in
idiopathic PAH of 61% and as low as 49% for PAH associated with con-
nective tissue diseases. Therefore, there remains an urgent need for the
development of new treatments, particularly as the results from com-
bination studies of these different classes of vasoactive therapies has
been to date mixed and disappointing. References 1. Galie N, Manes A, Negro L, Palazzini M, Bacchi-Reggiani ML, Branzi A. A
meta-analysis of randomized controlled trials in pulmonary arterial
hypertension. Eur Heart J. 2009 Feb;30(4):394–403. Pubmed PMID:
19155250. Pubmed Central PMCID: 2642921. 2. Anthony O’Hagan, Caitlin E. Buck, Alireza Daneshkhah, J. Richard Eiser,
Paul H. Garthwaite, David J. Jenkinson, Jeremy E. Oakley, Tim Rakow
(2006) Uncertain Judgements: Eliciting Experts’ Probabilities. Wiley. Background Many clinical trials involve binary outcomes which require adjudication
to determine whether an event occurred or not (e.g. Myocardial infarc-
tion, disease progression, patient response, etc.). Incorrectly classifying
the outcome (e.g. By incorrectly adjudicating an event when the true
outcome was no event, and vice versa) can lead to biased estimates of
treatment effect and reduced power. Using adjudication approaches
which minimise the misclassification rate of outcomes is therefore im-
portant, however there is little evidence on which to base this decision. Trials 2017, 18(Suppl 1):200 Trials 2017, 18(Suppl 1):200 Page 63 of 235 Page 63 of 235 Concurrent versus sequential addition of diethylstilbestrol with
dexamethasone in the treatment of castration-resistant prostate
cancer: an exploratory analysis p
y
y
Shah-Jalal Sarker1, Jo Whelan1, Stuart Mealing2, Jonathan Shamash3
1Queen Mary University of London; 2Oxford Outcomes; 3St
Bartholomew's Hospital
Correspondence: Shah-Jalal Sarker
Trials 2017, 18(Suppl 1):P164 p
y
y
Shah-Jalal Sarker1, Jo Whelan1, Stuart Mealing2, Jonathan Shamash3
1Queen Mary University of London; 2Oxford Outcomes; 3St
Bartholomew's Hospital
Correspondence: Shah-Jalal Sarker
Trials 2017, 18(Suppl 1):P164 36 To assess if the MCID for the POEM is convergent for different
anchor-based methods and distribution-based methods 2) To assess
whether using a patient or investigator assessment as an anchor
measure produces a different MCID for the POEM. 3) To compare the
MCID for the POEM calculated using different time points. Methods Background Secondary analysis utilising an existing trial data set (CLOTHES Trial
ISRCTN77261365). A range of methods to determine the MCID will
be compared. Anchor-based methods (including: within-patient score
change, between-patient score change, the sensitivity and specificity
method and the predictive modelling approach) will be assessed. These anchor-based methods will be used with both a 6 point Likert
scale patient/parent global assessment (How is your/your child’s ec-
zema today?) And a 6 point Likert scale investigator global assess-
ment (How is the child’s eczema today?) As the anchor measure. Distribution-based methods (including: effect size estimate and half
standard deviation of the baseline distribution of POEM scores) will
also be used. Where appropriate, there will be separate calculations
for the MCID in improvement and worsening of the eczema. All ana-
lyses will be repeated looking at the MCID for POEM scores at
2 months and 6 months of follow-up. Results will be available to
present at the conference. l Diethylstilbestrol (DES) and dexamethasone (Dex) can be used alone
or in combination to treat castration-resistant prostate cancer. This
paper applies up-to-date reporting criteria and alternative statistical
analyses to the data from a randomised trial carried out to determine
optimal treatment sequencing (Dex plus deferred or immediate DES). Methods PSA data were reanalysed and reported according to the Prostate
Cancer Working Group 2 criteria, using waterfall plots. The ability of
PSA changes from baseline at 4, 8 and 12 weeks to predict survival
outcome was assessed. Individual patient level survival and health re-
lated quality of life (HRQOL) data were analysed using a flexible para-
metric model and a mixed effects model for repeated measures,
respectively. Conclusion MCID calculation methods are often described as two broad categor-
ies: anchor-based methods and distribution-based methods. Anchor-
based methods ascertain how change in the measurement instru-
ment corresponds to another measure of change using an external
criterion. Distribution-based approaches are based on the distribu-
tional characteristics of the sample. Different methods measure a dif-
ferent type of change, therefore it is recommended a variety of
methods are used. The ultimate aim of this study is for the BEST collaborative to use
their international influence to promote use of the validated and re-
fined BAT by researchers and clinicians working in the field of trans-
fusion medicine and clinical haematology. The standardized use of a
BAT in studies using bleeding data as a main outcome measure will
make it possible to draw reliable comparisons and to pool data from
different studies. Ultimately this has the potential to answer research
questions and to improve care for patients at a faster rate. Little research to date has explored the impact of applying different
methodologies and anchors when calculating the MCID of the POEM,
and there is currently no consensus on the best anchor measure to
use to calculate the MCID for patient-reported outcomes. There has
also been no exploration into whether the use of different data time
points to calculate the MCID for the POEM may affect the results. Objectives P164
Concurrent versus sequential addition of diethylstilbestrol with
dexamethasone in the treatment of castration-resistant prostate
cancer: an exploratory analysis
Shah-Jalal Sarker1, Jo Whelan1, Stuart Mealing2, Jonathan Shamash3
1Queen Mary University of London; 2Oxford Outcomes; 3St
Bartholomew's Hospital
Correspondence: Shah-Jalal Sarker
Trials 2017, 18(Suppl 1):P164 Assessing the impact of independent adjudication of serious
adverse events on the safety results of the efficacy of nitric oxide
in stroke (ENOS) trial Peter Godolphin1, Lisa Woodhouse1, Daniel Bereczki2, Alan A. Montgomery1
Philip M. Bath1, Nikola Sprigg1
1University of Nottingham; 2Semmelweis University
Correspondence: Peter Godolphin
Trials 2017, 18(Suppl 1):P166 Peter Godolphin1, Lisa Woodhouse1, Daniel Bereczki2, Ala
Philip M. Bath1, Nikola Sprigg1
1University of Nottingham; 2Semmelweis University
Correspondence: Peter Godolphin
Trials 2017, 18(Suppl 1):P166 p
Results PSA changes from baseline at 4, 8 or 12 weeks did not predict overall
survival (P = 0.966, 0.589, 0.415, respectively). Maximum PSA decline
was associated with prolonged survival (P < 0.001), but the effect was
clinically insignificant. The flexible parametric model showed that the
hazard function was not completely proportional throughout the
trial. Fitting a parametric function that better reflected the underlying
hazard function resulted in a wider difference in median survival
(3.9 months) between the two arms than seen in the original ana-
lysis, but this was not statistically significant (P = 0.14). Immediate
DES was associated with a greater improvement in ‘global health sta-
tus’ HRQOL score (difference vs. Deferred DES = 7.85, P = 0.009). P165 The minimum clinically important difference (MCID) of the patient
oriented eczema measure (POEM): do different methods of
calculation give different MCIDs? Laura Howells, Sonia Ratib, Joanne Chalmers, Lucy E. Bradshaw,
Kim S. Thomas
University of Nottingham
Correspondence: Laura Howells
Trials 2017, 18(Suppl 1):P165 The minimum clinically important difference (MCID) of the patient
oriented eczema measure (POEM): do different methods of
calculation give different MCIDs? Laura Howells, Sonia Ratib, Joanne Chalmers, Lucy E. Bradshaw,
Kim S. Thomas
University of Nottingham
Correspondence: Laura Howells
Trials 2017, 18(Suppl 1):P165 Background g
Knowing the Minimum Clinically Important Difference (MCID) en-
hances the interpretability of a patient-reported outcome measure
and is necessary for sample size calculations in clinical trials. The Pa-
tient Oriented Eczema Measure (POEM) is a measure of eczema
symptoms completed by patients or carers with a score of between
0 (no eczema) and 28 (very severe eczema). Previous studies have
shown that the MCID for POEM is around 3 points. Forty patients consented to participate. Thirteen trained bleeding asses-
sors collected the data. Bleeding assessments were carried out on 113
separate days, 225 bleeding assessments were compared for concord-
ance. The study found good concordance (79%) overall in observations
of bleeding. The study also highlighted key areas of focus such as train-
ing and the importance of well laid out documentation to facilitate a
standardized approach to the assessment of bleeding. Conclusion Implications This work will add to the knowledge around the MCID of the POEM,
which can help inform sample size calculations in future clinical trials
as well as enhance the interpretability of trial data and clinical prac-
tice records. The findings of this study will also be informative for cal-
culating the MCID of other patient-reported outcomes as it will
further understanding of how the methodology used can affect MCID
calculations. The results will determine to what degree the methods
used, the anchor measure used and the time point selected affect
the calculated MCID. The data were sensitive to the statistical approaches used. Interesting
additional information was obtained. In particular, deferring DES may
slightly reduce rather than improve patients’ HRQOL overall. All re-
sults are exploratory only. Background Background
Independent adjudication of serious adverse events is common in
clinical trials, especially in open label studies where outcome assess-
ment can be prone to bias. Few studies have investigated the impact Trials 2017, 18(Suppl 1):200 Page 64 of 235 Page 64 of 235 that adjudication of serious adverse events has on the results of a
trial. The objective of this study was to explore the effect of inde-
pendent adjudication of serious adverse events on the safety results
of the Efficacy of Nitric Oxide in Stroke (ENOS) Trial. M
h d interviews, trialists seemed unaware of the implications for the evi-
dence base of not reporting all outcomes and protocol changes. Systematic reviewers facing these challenges should contact trialists
to try to obtain the missing data. They may subsequently apply a
statistical approach as part of a sensitivity analysis. Bias bound esti-
mation, multivariate meta-analysis, and modelling the selection
process have been proposed. ENOS was an international multicentre trial which randomly assigned
patients with acute stroke and raised blood pressure to receive either
transdermal glyceryl trinitrate (GTN) or no GTN. Non-serious adverse
events were not recorded due to their high incidence in stroke pa-
tients and the established nature of the trial interventions. Serious
adverse events (SAEs) were reported by local investigators who were
not blinded to treatment allocation using a web-based SAE form. The
local investigators report included event classification, event diagno-
sis and evidence used to determine diagnosis, expectedness of
event, and likely causality. Independent adjudicators, blinded to
treatment allocation, reviewed the investigators reports and used evi-
dence available to confirm or alter the classification of event, with
the adjudicator’s decision being treated as the gold standard and
used in the trial analysis. As well as event classification, adjudicators
independently assessed causality, diagnosis and expectedness of
event. A list of known adverse reactions was defined in the protocol
and provided to investigators and adjudicators. Trial registration and improved reporting should help to reduce ORB, but
for findings to influence policy and practice, outcomes chosen for meas-
urement need to be relevant to patients, public, healthcare professionals
and others making decisions about health care. So much could be
gained if an agreed core outcome set (COS) of appropriate and important
outcomes was measured and reported in all clinical trials of effectiveness
in a specific condition. Outcome selection in clinical trials – Looking back at the problems
and moving forward with solutions
1
1
1
2 g
Paula Williamson1, Jamie K. Kirkham1, Carrol Gamble1, Kerry Dwan2
1University of Liverpool; 2Cochrane Collaboration
Correspondence: Paula Williamson
Trials 2017, 18(Suppl 1):P167 Results Preliminary results show that of 4011 patients enrolled in ENOS,
there were 1473 SAEs reported by local investigators, reduced to
1444 after review by adjudicators (unweighted kappa, k = 0.85). There
was fair agreement between investigators and adjudicators on
relatedness of event to treatment with 808 agreements and 644 dis-
agreements (weighted kappa, k = 0.30). However, when the related-
ness to treatment categories were dichotomised into Definitely not
or Unlikely versus Possibly, Probably or Definitely, then there were
1305 agreements and 147 disagreements (90% crude agreement,
kappa = 0.32). Repeating the trial safety analysis with investigator re-
ported events indicated that adjudication made little impact to the
majority of the results, with a similar number classified by both inves-
tigators and adjudicators. Correspondence: Rachel McNamara
Trials 2017, 18(Suppl 1):P168 Correspondence: Rachel McNamara
Trials 2017, 18(Suppl 1):P168 g
Conclusions Serious adverse events were largely classified correctly by local inves-
tigators with the largest disagreements arising between relatedness
of event to treatment. In a large trial, with many serious adverse
events reported, independent adjudication of these events had little
impact on trial conclusions. Background g
Prevalence of epilepsy in adults with an intellectual disability (ID) is
up to 20 times greater than in the general population. There is how-
ever little research assessing side effects of anti-epileptic drugs
(AEDs) in adults with ID and epilepsy. Screening tools are available to
assess AED side effects in the general adult population, and research
suggests that active monitoring is sufficient to change management
and improve quality of life (QOL). It is not known however whether
such tools can be used to identify side effects in adults with ID, or
whether included items are important and relevant to patients and
carers. Furthermore, available instruments tend to focus on the more
theoretical concept of QOL rather than on side effects of medication
per se, and their validity or suitability for use in ID populations has
not been established. A Cochrane review concluded that measure-
ment of side effects in this population was hampered by reliability of
available measures. The aim of this systematic review is therefore to
identify research on measurement and impact of AED side effects in
the adult epilepsy population. The review seeks to identify measures
developed for adults with ID where available, and also in the general
epilepsy population (i.e. Without ID), in order to identify measures
that could be adapted for an ID population. The review is the first
stage of a larger study to develop Patient Reported Outcome Mea-
sures (proms) to assess AED side effects in adults with epilepsy and
ID. The aim of the larger study is to develop appropriate versions for
patient and carers. patient an
Methods Selection of outcomes to measure in trials designed to compare dif-
ferent interventions is crucial. It has been estimated that less than
half of all outcome data collected in trials is fully reported, with miss-
ing data due to unpublished trials, poor reporting, and choosing not
to include particular results within trial reports. A systematic literature search was conducted in MEDLINE In-Process,
MEDLINE, EMBASE, SCOPUS and Web of Knowledge. The review iden-
tified studies in adults with epilepsy (and a subset of adults with ID)
taking an AED, which included a scale/outcome measure of a poten-
tial AED side effect. Studies focused on seizures as a side effect of
medical treatment (brain surgery or medication) and seizure disor-
ders not specified as epilepsy were excluded. Difficulties caused by heterogeneity in outcome measurement across
studies are well known. Empirical research provides strong evidence
that outcome reporting bias (ORB), defined as the results-based se-
lection for publication of a subset of the recorded outcome variables,
is a significant problem in a quarter to a third of randomised trials
and can have major impact in a fifth of systematic reviews. In Patient reported outcome measure development in epilepsy
and intellectual disability: a systematic review of measures of
anti-epileptic drug side effects We used unweighted and weighted kappa respectively to estimate
agreement between local investigators and independent adjudicators
on diagnosis and relatedness to treatment of SAEs. The safety ana-
lysis of ENOS (chi-squared tests between treatment arms for SAE
diagnosis) was replicated using investigator reported events, and
these were compared to adjudicator reported events with a test of
homogeneity. Preliminary results are provided in this abstract, with
full results available for presentation in May. Background The COMET (Core Outcome Measures in Effective-
ness Trials) Initiative, http://www.comet-initiative.org/, an innovative
global project, brings together people interested in COS development
and application. This talk will review progress made with both statistical and non-
statistical solutions to this problem. P168 P168
Patient reported outcome measure development in epilepsy
and intellectual disability: a systematic review of measures of
anti-epileptic drug side effects
Rachel McNamara1, Lauren Copeland2, Andrea Meek1, Mike Kerr3,
Michael Robling1, Kerenza Hood4
1South East Wales Trials Unit (SEWTU), Centre for Trials Research;
2Division of Population Medicine, Cardiff University; 3Institute of
Psychological Medicine and Clinical Neuroscience; 4Centre for Trials
Research Results We conducted 12 interviews across the target groups. We identified
four themes in the data, how evidence is used, aspects of trials
which are considered important when assessing evidence, views on
trial design across the nine domains of PRECIS-2, and attitudes to-
wards pragmatic trials. Most interviewees were aware of pragmatic
trials however different views existed as to what the term meant. For some aspects of a trial, such as the flexibility given to those de-
livering the intervention, or the level of resources and expertise
made available to deliver the intervention, emulating routine prac-
tice may not be the best way to make results relevant to primary
care. Across other aspects of a trials design, for example the popu-
lation and trial setting, our work indicates a pragmatic approach is
more appropriate. Mixed methods feasibility work to inform data collection in a main
study: designing case report forms to capture variation in surgical
techniques ,
g
1Queen Mary University of London; 2University of Stirling; 3University
of Aberdeen Charlotte Murkin1, Jane M. Blazbey2, Leila Rooshenas2, Conor Jones3,
Ian R. Daniels3, Neil J. Smart4, Natalie S. Blencowe2, on behalf of the
CIPHER study group Correspondence: Gordon Forbes
Trials 2017, 18(Suppl 1):P170 1University of Bristol; 2University of Bristol, Centre for Surgical Research,
School of Social and Community Medicine; 3Exeter Surgical Health
Sciences Research Unit (HESRU), Royal Devon & Exeter Hospital;
4Peninsula College of Medicine and Dentistry, University of Exeter
Correspondence: Charlotte Murkin
Trials 2017 18(Suppl 1):P169 Background
Randomised trials are difficult and costly. Like most things that
are hard, the effort expended is only worth it because we hope
to make a difference. Sadly, the benefit to potential users such
as patients, healthcare professionals and policy makers is often
smaller than it should be because trial design decisions reduce
the relevance of the trial results to their intended users and the
contexts in which they work. Background Surgical procedures are considered to be complex healthcare inter-
ventions. As such, multiple variations in the delivery of a procedure
with the same label are possible. Variations can be small or large,
and known or unknown, because there is often a difference between
what surgeons say they do and what is done. This project developed
and tested methods for identifying all possible variations in a particu-
lar surgical procedure to inform the design of case report forms for
use in a main study. To ensure trial results match the needs of potential users it is
recommended that researchers design pragmatic trials, testing
their intervention under conditions similar to those found in the
real world. PRECIS-2 is a trial design tool which encourages trial-
ists to consider how pragmatic their trial is across nine different
domains covering the population in the trial, how the interven-
tion is delivered and the outcomes measured. Whilst in principle,
a pragmatic trial should aim to emulate routine practice across
the PRECIS-2 domains, in practice compromises will have to be
made when designing trials. Little research exists to guide these
decisions. Methods To identify variations in the surgical procedure, two phases of work
were undertaken: i) systematic literature review (to identify ‘known’
variations in technique) and ii) qualitative work (to identify ‘unknown’
variations and explore clinical professionals’ views on how these vari-
ations may influence outcomes of interest). The qualitative work
comprised of case studies using digital video data capture and non-
participant observation, and interviews with healthcare professionals. To date, 6 case studies have been conducted, as well as 13 inter-
views. Observation field notes and textual descriptions of the video-
captured operations were coded and categorised into themes and
subthemes. Verbatim transcripts of the interviews and observations
were analysed through constant comparison approaches. Interview
and observation themes were compared and contrasted to inform
new lines of enquiry for exploration in further case studies and inter-
views. A long-list of themes and subthemes was synthesised from
the data collected in both phases of work. The final phase of the pro-
ject (yet to be undertaken) will refine and rationalise these themes
through consensus methods, to finalise the data items to be included
in the case report forms. This research explores the views of people who influence practice in
primary care towards assessing and using evidence from clinical tri-
als. The aims of the study are to assess what is important in design-
ing randomised trials, and to ascertain how the PRECIS-2 tool can be
used to make research more relevant to primary care. Methods We carried out semi-structured interviews with individuals or small
groups of people involved in implementing research in primary care
in the UK. We interviewed people involved with journals, guideline
development, research charities, research funders, primary care edu-
cators, clinical commissioning groups, GPs and clinical effectiveness
research. A thematic analysis of the data from the interviews was car-
ried out using the framework approach. Results Conclusion This novel methodology incorporates multi-modal data collection to
provide insights into the ‘black box’ of complex interventions such as
surgery. It can be successfully used to identify and summarise tech-
nical variations in the delivery of complex interventions, and non-
technical factors that may influence this delivery. Both phases of this
study identified themes that would have otherwise remained ‘un-
known’ if performed in isolation. Resulting data can subsequently be
used to comprehensively and systematically design case report
forms. This study design therefore adds value by identifying and doc-
umenting all key data and variations of an intervention. Screening tools are available to assess AED side effects in the general
adult population, however only two outcome measures are designed
for use in ID populations. The focus of these measures is broader
than side effects alone and therefore may not pick up the full range
of side effects of importance in this group. There is a clear lack of
established and validated assessment scales for patients with ID and
epilepsy, and a need to consistently measure and report patient-
reported side effects of medication, both in clinical practice and in
trials of new medication regimes. P170
Maximising the relevance of randomised trials to primary care
Gordon Forbes1, Kirsty Loudon2, Megan Clinch1, Stephanie J. C. Taylor1,
Shaun Treweek3, Sandra Eldridge1
1Queen Mary University of London; 2University of Stirling; 3University
of Aberdeen
Correspondence: Gordon Forbes
Trials 2017, 18(Suppl 1):P170 0
Maximising the relevance of randomised trials to primary care
Gordon Forbes1, Kirsty Loudon2, Megan Clinch1, Stephanie J. C. Taylor1
Shaun Treweek3, Sandra Eldridge1 Results 460 papers were identified and 93 met inclusion criteria. Of 107 mea-
sures identified, six were appropriate for use with adult ID popula-
tions. Seven studies investigated adults with epilepsy and ID and Trials 2017, 18(Suppl 1):200 Page 65 of 235 discussed at a consensus meeting, during which senior clinicians will
agree on the data to collect during the main study. Conclusion examined side effect domains of behaviour, functionality and quality
of life. Side effects of AEDs are inconsistently and inadequately mea-
sured in ID populations and are overly reliant on carer report. The
overall burden of side effects is therefore likely to be under-reported. Conclusions P172 P172
Motives, meanings and misconceptions: exploring the
understandings and experiences of advanced lung cancer patients
participating in a non-placebo clinical IMP trial
Emily Harrop1, Simon Noble2, Michelle Edwards1, Stephanie Sivell2,
Barbara Moore4, Annmarie Nelson2
1Cardiff University School of Medicine; 2Marie Curie Research Centre,
Cardiff University; 3DECIPHER, Cardiff University; 4Health and Care
Research Wales Support Centre
Trials 2017, 18(Suppl 1):P172 Funders and those designing trials in should carefully consider de-
sign decisions across the PRECIS-2 domains to maximize the rele-
vance of research to primary care. Across most aspects of their
designs trials should aim to be pragmatic however there are some
important exceptions where design decisions are more complex. Dif-
fering perceptions about what it means for a trial to be pragmatic
could be helped by the use of the PRECIS-2 tool by those using evi-
dence from clinical trials to influence practice in primary care. This abstract is not included here as it has already been published. This abstract is not included here as it has already been published. P171
Systematic review of the use of mediation analysis in randomised
controlled trials in the primary healthcare setting
Gordon Forbes1, Ceire Costelloe2, Patty Chondros3
1Queen Mary University of London; 2Imperial College London;
3University of Melbourne
Correspondence: Gordon Forbes
Trials 2017, 18(Suppl 1):P171 Conclusions The pilot was useful in establishing the potential impact of the
intervention on smoking cessation outcomes, and testing the
processes and procedures in place for definitive trial. We will
discuss the challenges we encountered and their methodological
implications. Results The literature review identified 138 themes relating to technical vari-
ations in the surgical procedure of interest, and 50 non-technical fac-
tors
including
patient
characteristics
(e.g. Obesity),
contextual
operation factors (e.g. Emergency surgery), and the grade of the op-
erating surgeon. The case studies and interviews identified 150
themes relating to technical variations and 64 non-technical factors. The themes identified in both phases were combined, duplicates and
overlaps excluded, leaving 180 technical and 85 non-technical fac-
tors. Of these, 137 were common to both phases of work and 77
were identified during the case studies. These factors will be Page 66 of 235 Trials 2017, 18(Suppl 1):200 Trials 2017, 18(Suppl 1):200 Results A total of 138 references were identified using the electronic search
strategy and 23 studies were found to be eligible for the review. Most studies were published post 2010 (70%), were set in the USA
(65%) and involved an intervention targeting a mental health condi-
tion. 48% of analyses involved a single mediator measured at one
time point and the others included multiple mediators or measure-
ments over time. Ten (44%) studies reported adjusting for any covari-
ates and only 2 studies discussed unmeasured confounding as a
potential limitation of their results. Background Mediation analysis is a way to investigate the mechanisms by which an
intervention affects an outcome. It has been proposed as a way to
‘open the black box’ of traditional epidemiology, shedding light on the
causal pathways between interventions and outcomes. Methodological
work, based on the causal inference framework, has helped formalise
the assumptions required for mediation analysis to give valid causal
conclusions. For most common approaches to mediation analysis of
randomised trials, a key assumption is that there is no confounding of
the mediator outcome association that is not controlled for in the ana-
lysis. The UK Medical Research Council recommend mediation analysis
be used as part of a process evaluation of complex interventions. Trials
which are conducted in the primary healthcare setting are often of
complex interventions, so mediation analysis could be an appropriate
method to include in any analysis plan of clinical trials in this setting. The aim of this systematic review is to examine applications of medi-
ation analysis in clinical trials taking place in primary health care set-
tings and use the findings to provide guidance for future analysis. Methods P173
Challenges of conducting clinical trials in community pharmacies
and their methodological implications: pilot trial of a training
intervention for smoking treatment optimisation in pharmacies
(STOP) ,
,
y
1Queen Mary University of London; 2Imperial College London;
3University of Melbourne
Correspondence: Gordon Forbes
Trials 2017, 18(Suppl 1):P171 Vichithranie Madurasinghe, Sandra Eldridge, Ratna Sohanpal, Wai James,
Liz Steed, Stephanie Taylor, Chris Griffiths, Robert Walton
Queen Mary University of London, UK
Correspondence: Vichithranie Madurasinghe
Trials 2017, 18(Suppl 1):P173 Vichithranie Madurasinghe, Sandra Eldridge, Ratna Sohanpal, Wai James,
Liz Steed, Stephanie Taylor, Chris Griffiths, Robert Walton Background Expanding the role of community pharmacists is a cornerstone of UK
government policy and health promotion activities such as smoking
cessation are fundamental to this expanded role. We developed a
service optimisation and training intervention (STOP intervention),
and a cluster randomised trial was planned to evaluate the effective-
ness of this intervention. In 2015, a pilot trial was carried out to as-
sess its feasibility. P172
Motives, meanings and misconceptions: exploring the
understandings and experiences of advanced lung cancer patients
participating in a non-placebo clinical IMP trial
Emily Harrop1, Simon Noble2, Michelle Edwards1, Stephanie Sivell2,
Barbara Moore4, Annmarie Nelson2
1Cardiff University School of Medicine; 2Marie Curie Research Centre,
Cardiff University; 3DECIPHER, Cardiff University; 4Health and Care
Research Wales Support Centre
Trials 2017, 18(Suppl 1):P172 Methods Twelve community pharmacies were assigned at random to STOP inter-
vention or usual practice using simple randomisation (allocation ratio 2:1). Results STOP training intervention has potential to increase the number of
smokers retained in smoking cessation services (89.5% in interven-
tion arm vs 75.0% in usual practice arm) and subsequently quit
smoking (52.6% in intervention vs 21.9% in usual practice arm). It
had limited impact on pre-specified primary outcome, throughput
(on average 43 vs 80 service users per pharmacy joined the smoking
cessation service in intervention and usual practice pharmacies,
respectively). We searched the Medline, Embase and Cochrane Library databases
using keywords that identify randomised trials, mediation analysis
and primary healthcare settings. Our eligibility criteria were papers
published between 2004 and 2014 which described a mediation ana-
lysis of data from a randomised trial conducted in a primary health-
care setting. Abstracts were screened for eligibility, where eligibility
was unclear from the abstract we performed full text screening. Data
extraction related to the study design features and type of mediation
analysis and assumptions was carried out independently by two au-
thors. Any disagreement was resolved with a third reviewer. More importantly, the pilot was useful in highlighting the challenges
of conducting clinical trials in this important but under-researched
healthcare setting and how best to overcome them. The key issues
we identified include: complex organisational structures between
and within community pharmacies; pharmacies as businesses vs
healthcare providers; achieving balance for individual characteristics
in cluster randomisation; selecting trial outcomes; identifying factors
influencing outcomes; data collection -using case report forms vs
routine data. p
Conclusions Mediation analysis is used in research conducted in primary health-
care settings to understand the mechanisms of how an intervention
works. Most mediation analyses identified in this review failed to ad-
equately control for confounding of the mediator outcome associ-
ation. Even when potential confounding factors are included in the
analysis the consequences of unmeasured confounding are rarely
acknowledged as limitations. This could lead to invalid conclusions
being drawn from many mediation analysis of randomised trials in
primary health care settings. When planning a mediation analysis
investigators should collect data on potential mediator outcome
confounders and adjust for these variables in the analysis. I struggle with equipoise: a qualitative study exploring
clinicians - Views of a randomised controlled trial (ACL SNNAP)
prior to trial conduct I struggle with equipoise: a qualitative study exploring
clinicians - Views of a randomised controlled trial (ACL SNNAP)
prior to trial conduct Loretta Davies1, Francine Toye2, Jonathan Cook1, Andrew Price1,
David Beard1
1
2 1University of Oxford; 2Oxford University Hospitals NHS Foundation Trust
Correspondence: Loretta Davies
Trials 2017, 18(Suppl 1):P174 Trials 2017, 18(Suppl 1):200 Page 67 of 235 Page 67 of 235 Methods The NIHR HTA Tranexamic acid for intracerebral Haemorrhage (TICH-
2) trial, is a large multi-centre international randomised controlled
trial, aiming to recruit 2,000 patients over two phases. The start-up
phase was planned to take 18 months, recruiting 17 patients a
month to reach a target of 300; actual recruitment was higher than
this and the start-up phase stopped six months early, when it
reached target. The main phase originally aimed to recruit 68 pa-
tients a month, reducing down to 55 patients a month after the main
phase was brought forward. Recruitment was monitored continu-
ously throughout the study in order to predict if and when the de-
sired sample size would be reached. Methods to predict future y
Methods Recruitment in large scale clinical trials can be hard to predict during
planning and difficult to maintain throughout the study. Many trials
fail to finish to time and target; hence, better methods for recruit-
ment predictions are needed. Two phase studies with internal pilots
and a stop-go decision before the main phase allow time for re-
estimation of recruitment. It was proposed to recruit 12 to 14 clusters (PT clinics) to test feasibil-
ity across a range of settings; six clusters in each arm participating in
two waves of recruitment and enrolling six participants in each clus-
ter per wave [i.e. 144 participants, 72 per arm]. A minimum of 96 par-
ticipants [48 per arm] was required for sample size calculations. The
recruitment procedure agreed with PTs involved their screening wait-
ing lists to identify potential participants for an invitation letter, and
researcher led telephone and face-to-face screening. The recruitment
rate [total, study arm and wave] and ratio of number screened: num-
ber enrolled and reasons for exclusion at each step was calculated
after each wave. g
,
Results The average recruitment over the 12 month start-up phase was 28
patients a month from 53 centres; the mean (SD) per centre was 0.17
(0.19) patients a month, with a range of 0.02 to 0.7. The monthly av-
erages from the main phase ranged from 29 to 61 patients a month,
from 108 centres; centre averages ranged from 0.03 to 3.04 patients
a month with a mean (SD) of 0.42 (0.45). The largest 15 centres re-
cruited at least one patient a month per site, whereas, some of the
smaller centres did not even recruit one patient in five months. The
average for the first 12 months of the main phase lies near the mid-
dle of the main phase averages at 42 patients a month, suggesting
this could be an ideal time to re-evaluate recruitment predictions; a
yearly average will also ensure any seasonal fluctuations are cap-
tured. After analysing the available data the trial team found that
they were unlikely to recruit to target and would need at least an-
other nine months of recruitment to reach the target sample size. Conclusion Background The SOLAS cluster randomised controlled feasibility trial aims to as-
sess the (1) acceptability of the novel 6 week group-based education
and exercise SOLAS complex intervention to patients and physiother-
apists (PTs) compared to usual individual physiotherapy, (2) feasibility
of trial procedures and sample size for a definitive trial and (3) effect
on secondary outcomes. The aim of this study was to evaluate the
feasibility of trial recruitment procedures. Methods Katie Flaherty, Lee Haywood, Lelia
Nikola Sprigg
University of Nottingham
Correspondence: Katie Flaherty
Trials 2017, 18(Suppl 1):P175 P175 P175
Recruitment monitoring and predictions: data from the tranexamic
acid for intracerebral haemorrhage (tich-2) trial
Katie Flaherty, Lee Haywood, Lelia Duley, Zhe Law, Philip M. Bath,
Nikola Sprigg
University of Nottingham
Correspondence: Katie Flaherty
Trials 2017, 18(Suppl 1):P175 Results Several issues were identified which may impact on the feasibility of
this trial. Despite indicating a willingness to randomise, clinicians
expressed varying levels of uncertainty and preferences which may
impact on their ability to deliver balanced descriptions of the treat-
ment options. This was especially evident in relation to certain pa-
tient subgroups: young and highly active patients with the potential
to affect which patients clinicians approach to participate. Clinicians
indicated that patients often have strong preferences for treatment
of this injury, particularly towards surgery, and considered this as a
potential barrier to trial recruitment. Various sources were thought to
influence patients’ views towards treatment, such as how information
on the injury and its management are currently portrayed through
the internet and media. Predicting recruitment when planning a clinical trial is difficult,
methods for monitoring and predicting future recruitment should be
performed throughout the study. When designing trials, flexible re-
cruitment phase and end dates should be considered to allow for dif-
fering recruitment rates than originally planned. Monthly centre
averages showed larger variation in the main phase compared to the
start-up, reflecting differences between recruiting sites. Twelve
months into the main phase of a study appears a reasonable time
point to re-evaluate recruitment predictions. Similar systems are used
in our other large trials: HTA TARDIS and BHF RIGHT-2. Conclusion Exploring clinicians’ views at the pre-trial stage enabled potential trial
specific issues to be identified. As a result of these findings, appropri-
ate training and support for recruiting teams prior to the start of re-
cruitment is being developed. Trialists may wish to consider the use
of pre-trial qualitative studies, particularly in trials where the inter-
ventions being evaluated are markedly different, to enable issues
specific to a particular trial to be identified and addressed. Methods
S Semi-structured qualitative interviews were undertaken with a pur-
posive sample of surgeons (n = 6) and physiotherapists (n = 6) from 6
NHS hospitals. All clinicians were experienced in the management of
ACL injuries and had expressed an interest in participating in the
ACL SNNAP trial. Interviews were analysed using an Interpretative
Phenomenological Analysis (IPA) approach. 6
Evaluation of recruitment procedures to the self-management of
osteoarthritis and low back pain through activity and skills
(SOLAS) cluster randomised controlled feasibility trial [ISRCTN
49875385] Evaluation of recruitment procedures to the self-management of
osteoarthritis and low back pain through activity and skills
(SOLAS) cluster randomised controlled feasibility trial [ISRCTN
49875385] Deirdre Hurley, Isabelle Jeffares, James Matthews, Ricardo Seguardo
University College Dublin
Correspondence: Deirdre Hurley
Trials 2017, 18(Suppl 1):P176 Background recruitment, using existing trial data and recruitment trends, were
developed. A system was developed for the trial website which
shows live recruitment predictions; changing with the numbers of
new participants and active sites. Averages over different periods
throughout the trial were also looked at; including cumulative aver-
ages, monthly averages and phase averages. Results Strong treatment preferences of both clinicians and patients have
been shown to impact on recruitment, adherence to treatment allo-
cation and ultimately the success of a randomised controlled trial
(RCT). This is particularly evident when the interventions being evalu-
ated are markedly different, such as the comparison of surgery with
a non-operative approach such as physiotherapy. The aim of this
study was to explore clinicians’ views at the pre-trial stage of NIHR
HTA funded RCT of anterior cruciate ligament (ACL) deficiency man-
agement comparing surgery and rehabilitation (ACL SNNAP Surgical
Necessity in Non-Acute Patients) and to identify issues that may
influence trial feasibility. Results 14 clusters were recruited (7 per trial arm), each site participated in
two waves of recruitment, resulting in three study waves (W1-W3). The average cluster size in each arm was below six (Intervention:
mean (SD) = 4.92 (1.31), range 2–7; Control: mean (SD) = 5.08 (2.43),
range 1–9) with no significant difference between arms (df = 16.909, Page 68 of 235 Page 68 of 235 Trials 2017, 18(Suppl 1):200 t = −0.209, p = 0.837). The cluster size increased from W1 (Interven-
tion: 4.25 (1.71), 2.00-6.00; Control: 4.40 (1.95), 3.00-7.00) to W2 in
both arms (Intervention: 5.17 (1.17), 4.00-7.00; Control: 5.80 (1.79),
4.00-8.00), with a further increase in W3 in the intervention arm only
(Intervention: 5.50 (0.71), 5.00-6.00; Control: 5.00 (5.66), 1.00-9.00). 120 participants (83.3%; of n = 144 expected) were recruited (Inter-
vention n = 59; Control n = 61). The recruitment rate according to tar-
get increased in subsequent waves (W1 Target: 54, Actual: 39; W2
Target: 66, Actual: 60; W3 Target: 24, Actual: 21). Overall, 1708 poten-
tial participants were identified from the waiting list: 1136 (66.5%)
were excluded predominantly due to diagnosis (n = 879), age (n =
158), exclusion criteria (n = 133) and symptom duration (n = 53). Of
572 invitation letters, 375 (65.6%) participants responded [W1: 42.6%,
W2: 76.3%, W3: 78.3], with 224 (59.7%) excluded by telephone screen
[W1: 35%, W2: 81.3%, W3: 85.1%] mainly due to exclusion criteria
(n = 69), preference for individual PT (n = 62), inability to attend SOLAS
group (n = 30) or poor English (n = 30). A further 31 (20.5%) were ex-
cluded at face-to-face screening with 120 participants recruited, repre-
senting 21% of invitation letters [W2: 20.2%,W3: 21.6%, W4: 19.8%]. The
invitation letter was simplified after W1 following communication with
PTs, and telephone screening refined after W2. will embed the use of the multimedia information resources into six
host trials in the United Kingdom. Patients and their parents
approached to participate in the host trials will be randomly allo-
cated to one of three arms: to use the standard printed participant
information sheet; or the multimedia information resource; or both
the standard printed participant information sheets plus the multi-
media information resource. The primary outcome will be the effect
of the multimedia information resources on rate of recruitment into
the host trials. Methods The TRECA study has two phases. The first TRECA phase involves a
qualitative study with children and adolescents and their parents to
inform
the
development
of
multimedia
information
resources,
followed by rounds of iterative user testing to refine the resources. The multimedia information resources will contain elements of audio,
video, text and animations, including some aspects that are trial-
specific and others that pertain to any trial. The second TRECA phase Objectives The first objective of the TRECA (trials Engagement in Children and
Adolescents) study is to use participatory design to develop multi-
media information resources for use in healthcare trials. The study
will also evaluate the potential for multimedia information resources
to improve the quality of decision-making about participation in
healthcare trials involving children and adolescents with long-term
health conditions, and then assess the impact of these multimedia
information resources on rates of trial recruitment and retention. Do multimedia resources increase the quality of information
provision and rate of recruitment in trials involving children and
adolescents?: protocol for the TRECA study
1
2
3
4 1University of Liverpool; 2Department of Psychological Sciences,
University of Liverpool; 3Department of Child Health, University of
Liverpool; 4Neurology Department, Alder Hey Children's Hospital;
5School of Social and Community Medicine, University of Bristol;
6School of Public Health, University of Sydney; 7Department of Health
Research, University of Liverpool; 8Department of Biostatics, University
of Liverpool Correspondence: Louise Roper
Trials 2017, 18(Suppl 1):P178 Correspondence: Louise Roper
Trials 2017, 18(Suppl 1):P178 p
p
Trials 2017, 18(Suppl 1):P178 This abstract is not included here as it has already been published. Background Randomised controlled trials are the best method for testing health
interventions whilst minimising bias. However, recruitment and sub-
sequent retention of children and adolescents in healthcare trials can
be challenging. Printed participant information sheets for potential
trial participants are often lengthy and difficult to read and under-
stand. Presenting key information about trials using multimedia may
help to overcome these limitations and better support children, ado-
lescents and their parents in deciding whether to participate in a
trial. Results Other outcomes measured include the effect of multi-
media information resources on retention of participants in the host
trials and the impact on the quality of decision making about partici-
pation of the patient (child or adolescent) and the parents, when
compared to standard printed participant information sheets alone. A prospective meta-analysis of the outcomes from the six host clin-
ical trials will be undertaken. C
l
i P177 P177
Do multimedia resources increase the quality of information
provision and rate of recruitment in trials involving children and
adolescents?: protocol for the TRECA study
Jackie Martin-Kerry1, Peter Bower2, Bridget Young3, Jonathan Graffy4,
Ian Watt1, Rebecca Sheridan1, Paul Baines5, Catherine Stones6,
Jenny Preston5, Steven Higgins7
1University of York; 2University of Manchester; 3University of Liverpool;
4University of Cambridge; 5Alder Hey Children's Hospital; 6University of
Leeds; 7University of Durham
Correspondence: Jackie Martin-Kerry
Trials 2017, 18(Suppl 1):P177 Background The importance of evidence based medicine is now widely recog-
nised, and randomised controlled trials (RCTs) are the gold standard
method for evaluating health technologies. Comprehensive and sys-
tematic evidence reviews are essential before embarking on RCTs,
and this information should be clearly presented to potential partici-
pants to ensure that they are fully informed about the rationale for
the trial and treatment options. However, little is known about how
health professionals present current evidence to eligible patients in
RCT consultations. Conclusion This study will inform whether multimedia information resources,
when developed using participatory design principles, are able to in-
crease rates of recruitment and retention of children and adolescents
in healthcare trials. There is also the potential for patients to make
better informed decisions about participation in trials (whether or
not they decide to take part) through the use of multimedia informa-
tion resources. The multimedia information resources also have the
potential to assist with providing information on other healthcare de-
cisions outside of clinical trials. P179
How evidence is presented to potential participants in RCT
recruitment consultations Daisy Elliott, Leila Rooshenas, Samantha Husbands, Sangeetha Paramasivan,
Marcus Jepson, Caroline Wilson, Jenny Donovan
University of Bristol Correspondence: Daisy Elliott
Trials 2017, 18(Suppl 1):P179 Correspondence: Daisy Elliott
Trials 2017, 18(Suppl 1):P179 p
Conclusions The sample size was below target but sufficient for sample size calcu-
lations. Recruitment rate, cluster size and response to invitation let-
ters increased across waves as procedures were improved, but the
enrollment rate remained unchanged. Recruitment to trials of com-
plex interventions outside routine practice is challenging and war-
rants further research with patients to address their barriers and
enablers to trial participation. Children and young people’s views on research without prior
consent in life threatening situations: a qualitative study
Louise Roper1, Frances Sherratt2, Paul McNamara3, Bridget Young2,
Richard Appleton4, Esther Crawley5, Angus Dawson6, Lucy Frith7,
Carrol Gamble8, Kerry Woolfall2 Children and young people’s views on research without prior
consent in life threatening situations: a qualitative study
Louise Roper1, Frances Sherratt2, Paul McNamara3, Bridget Young2,
Richard Appleton4, Esther Crawley5, Angus Dawson6, Lucy Frith7,
Carrol Gamble8, Kerry Woolfall2 Background g
The study within a trial (SWAT) concept enables trialists to assess dif-
ferent ways of designing, conducting, analysing and evaluating stud-
ies through the conduct of research embedded within a larger trial. PRIMETIME is a prospective biomarker directed cohort study aiming
to identify a subgroup of breast cancer patients who can safely avoid
adjuvant breast radiotherapy following breast conserving surgery. This subgroup is deemed to be at such a low risk of local relapse that
the potential benefits of radiotherapy are unlikely to outweigh the
known risks. The current uncertainty regarding the absolute benefit
of adjuvant radiotherapy (in this subgroup), the concept of avoiding
treatment, and the offer of entry into a clinical trial can be over-
whelming and challenging for patients to cope with. The uncertainty
patients face regarding healthcare decisions is known as ‘decisional
conflict’. We would like to optimise the decision making process for
patients facing this uncertainty. Decision aids are ‘interventions de-
signed to help people make specific and deliberative choices among
options by providing information about the options and outcomes
relevant to a person’s health status’. Evidence suggests decision aids
reduce decisional conflict. This SWAT is designed to investigate the
effect of a decision aid on patients’ decisional conflict over their un-
certainty regarding the absolute benefit of radiotherapy and there-
fore their decisional conflict over whether or not to enter PRIMETIME. Proposed Method Throughout the recruitment process, women were significantly less
likely than men to continue to the next stage: of those invited, 45% of
women vs. 51% of men attended the screening visit; of those attending
screening, 70% of women were eligible and consented to enter run-in
compared to 78% of men; and of those entering the run-in period, 82%
of women vs. 87% of men were randomised (all p < 0.001). This led to
only 18% of all women invited agreeing to enter run-in compared to
28% of men, and 11% of the overall total of women being randomised
vs. 19% of men (both p < 0.001). These gender differences were still sig-
nificant after adjusting for age, ethnicity, deprivation index as a meas-
ure of socioeconomic status, and distance from screening site. After
adjustment, women were still significantly less likely than men to at-
tend screening (OR: 0.79, 95% CI: 0.77-0.81), to enter run-in (OR: 0.57,
0.55-0.59), and to be randomised (OR: 0.69, 0.66-0.73). Methods Using data from the MRC/BHF Heart Protection Study (HPS), the influ-
ence of demographic factors was explored at each stage of the trial re-
cruitment process (invitation, screening, pre-randomisation run-in, and
randomisation). The HPS dataset was chosen as patients had been
identified as potentially eligible from their hospital records and then
were sent a postal invitation to attend a screening visit. This method of
invitation allows large numbers of patients to be invited, and provides
a true, unselected denominator for the recruitment effort. R
l y
g
Correspondence: Indrani Bhattacharya
Trials 2017, 18(Suppl 1):P180 Background The REVEAL
study began recruitment 17 years after HPS. There has been a decline
in the proportion of patients agreeing to take part in CTSU trials when
identified from electronic records. Whilst the overall proportion of pa-
tients invited that were randomised was much smaller (3% in REVEAL
vs. 16% in HPS), the observed differences between men and women,
after adjustment, at screening (OR: 0.43, 0.41-0.44), at run-in (OR: 0.55,
0.51-0.59) and at randomisation (OR: 0.59, 0.53-0.66), were at least as
great as in HPS highlighting that this is an ongoing issue. Conclusion p
Results Preliminary results suggest that there was considerable variation
within and across RCTs in how recruiters discussed evidence. Some
recruiters did not introduce the concept of uncertainty about optimal
treatment or discuss any empirical evidence about treatment options
at all. These recruiters had a tendency to instead draw on anecdotes,
most commonly in the form of their experiences of patients' treat-
ment outcomes. The majority of recruiters alluded to an absence of
evidence to introduce the RCT but did not elaborate further. Where
recruiters provided information about previous studies, they tended
to summarise the findings without referring to the quality of the re-
search. Final results will be presented at the conference. C
l
i Investigating the impact of a decision aid on decisional conflict in a
SWAT allows us to answer important questions in an economic and
efficient manner where we are able to conduct research within the
context of a larger study. Given our hypothesis that the decision aid
will reduce decisional conflict, the choice of a stepped wedge trial
design ensures that by the end of the study all centres will have use
of the decision aid as opposed to a parallel design which may be
considered less favourably as some centres would never introduce
the decision aid. If we are able to determine that the introduction of
a decision aid reduces decisional conflict this would provide the evi-
dence required to support increasing resources into the develop-
ment and, ultimately, routine use of decision aids for patients facing
complex treatment decisions. Clinicians and nurses play a vital role in providing detailed and accur-
ate evidence-based information to patients to facilitate informed
consent for participation in RCTs. However, this study highlights con-
siderable variability in how recruiters present evidence. It therefore
demonstrates the need for support and training to enable recruiters
to present information clearly, both in regards to summarising find-
ings and appraising the quality of this research. P181
Factors influencing recruitment in large randomised trials
Danielle Edwards, Michael Lay, Martin Landray, Louise Bowman,
Jane Armitage
University of Oxford
Correspondence: Danielle Edwards
Trials 2017, 18(Suppl 1):P181 Background Recruitment into large clinical trials is difficult, with many trials not
recruiting to target. This can cause financial, ethical and practical
problems and undermine the quality of the research as large num-
bers of participants are needed to accurately assess moderate effect
sizes. Previous research has identified age, ethnicity, socioeconomic
status, and education as important influences on the success of trial
recruitment but little has been done to quantify these effects. Methods Indrani Bhattacharya1, Charlotte E. Coles2, Lisa Fox3, Anna Kirby4,
Lesley Turner5, Hilary Stobart5, Lesley Fallowfield6, Judith Bliss3
1Institute of Cancer Research; 2Oncology Centre, Cambridge University
Hospitals NHS Foundation Trust; 3Institute of Cancer Research - Clinical
Trials and Statistics Unit; 4Royal Marsden Hospital; Independent Cancer
Patients' Voice; Sussex Health Outcomes Research & Education in
Cancer University of Brighton Methods Five UK-based RCTs were purposefully selected to include a range of
trials from different clinical contexts and with different types of re-
cruiters. Consultations in which recruiters presented information
about the RCT to eligible patients were audio-recorded (n = 117). Data relating to any presentation of uncertainty or evidence Trials 2017, 18(Suppl 1):200 Page 69 of 235 Page 69 of 235 regarding optimal treatment were transcribed verbatim and analysed
thematically by DE using constant comparative techniques derived
from grounded theory methodology. A subset of consultations were
independently coded by LR and SH to confirm reliability of coding. Results regarding optimal treatment were transcribed verbatim and analysed
thematically by DE using constant comparative techniques derived
from grounded theory methodology. A subset of consultations were
independently coded by LR and SH to confirm reliability of coding. Results began recruiting to PRIMETIME using minimisation. The primary out-
come is to assess whether the addition of a decision aid video to stand-
ard patient information giving reduces patients’ decisional conflict. The
secondary outcome is to assess acceptance of entry into PRIMETIME. Discussion Interim results Of 3114 articles within the ORRCA database, 39 were eligible. Dupli-
cate screening did not produce any unresolvable discrepancies. One
paper used a randomised recruitment study design to evaluate an
intervention,
11
evaluated
an
intervention
through
a
non-
randomised study and 16 recruitment studies did not evaluate an
intervention. A further 11 studies report results from community sur-
veys of proposed hypothetical RCTs. 3832 records were screened and data extraction was carried out on 48 pa-
pers. The key barriers: gatekeeping by professionals and family care givers,
high refusal rates, the need for intensive resources and participants not
meeting eligibility criteria. Key facilitators included lead clinician support
and key messaging. Research staff on site, regular contact with clinicians
and the use of scripts/role play were seen as important recruitment strat-
egies. Most evidence is based on researchers own reports of experiences
of recruiting to palliative care RCTs rather than independent evaluation. Conclusion Perceived barriers to recruitment included the clinical condition of
the patient, patients impaired ability to provide valid informed con-
sent and a narrow therapeutic time window. Further barriers to re-
cruitment identified as the result of the recruitment study were
clinician’s refusal for patients to be approached, workload of the clin-
ical team, insufficient approach of eligible participants and the use of
surrogate decision makers (SDMs). Types of recruitment interventions
included obtaining consent in the pre-hospital setting (n = 3), the use
of alternative methods of consent (n = 3), on-site training/support/
education for clinical teams (n = 3), modifying the treatment window
(n = 1), the use of mobile alert technology (n = 1) and the use of a
screening log/site monitoring (n = 2). Further analysis is ongoing. Conclusion More methodological research is needed to try and reduce the waste
of resources associated with RCTs that fail to reach their desired re-
cruitment targets. Embedded clinical trials of recruitment strategies
are a possible way forward to help to quantify whether potential
strategies suggested in the literature truly have an impact. Rigorous comparative methodological studies to evaluate recruit-
ment interventions are lacking in this setting. Informed consent for
trial participation was the most commonly identified recruitment bar-
rier but specific methods to optimise this require further research. What are the barriers and facilitators to patient and carer
recruitment to randomised controlled trials in palliative care? A
systematic review with narrative synthesis Included in this review were any studies within ORRCA that reported
on recruitment to RCTs in an UHC setting in patients >18 years. Abstracts, editorials, reports of mental health RCTs and studies of re-
cruitment to non-RCTs were excluded. UHC was defined as the care
received during an unpredictable admission to hospital at short no-
tice because of clinical need. This includes pre-hospital care, inten-
sive care (ICU) admissions and A&E attendances. Screening was
performed by one author (CR) with duplicate screening of 10% of
the database performed by a second author (KF). y
Correspondence: Lesley Dunleavy
Trials 2017, 18(Suppl 1):P182 Correspondence: Ceri Rowlands Correspondence: Ceri Rowlands Conducting trials with hard to recruit disabled populations: a
systematic review of the methodological challenges reported in
the literature Ceri Rowlands1, L. Rooshenhas1, Jonathan Rees2, Katherine Fairhurst1,
Carrol Gamble3, Jane M Blazeby4 Ceri Rowlands1, L. Rooshenhas1, Jonathan Rees2, Katherine Fairhurst1,
Carrol Gamble3, Jane M Blazeby4 y
1MRC conduct-II Hub for Trials Methodology Research, School of Social
& Community Medicine, University of Bristol; 2Division of Surgery, Head
& Neck, University Hospitals Bristol NHS Foundation Trust; 3MRC North
West Hub for Trials Methodology Research, Institute of Translational
Medicine, University of Liverpool; 4MRC conduct-II Hub for Trials
Methodology Research, School of Social & Community Medicine,
University of Bristol and Division of Surgery, Head & Neck, University
Hospitals Bristol NHS Foundation Trust Peter Mulhall, Vivien Coates, Laurence Taggart, Toni McAloon
Ulster University Peter Mulhall, Vivien Coates, Laurence Taggart, Toni McAloon
Ulster University y
Correspondence: Peter Mulhall
Trials 2017, 18(Suppl 1):P184 Background Why so many RCTs fail to achieve their recruitment targets is an important
area of clinical practice that is poorly understood. This is especially so in
the field of palliative care as patients are often ‘hard to reach’. Palliative care
patients have a diverse range of conditions, they are cared for in a wide
variety of clinical settings and have unpredictable and complex needs. Ai All papers were categorised according to the recruitment study de-
sign (randomised or non-randomised) and whether an intervention
to optimise recruitment was evaluated. Additional categorisation ad-
dressed whether the paper evaluated recruitment to a real clinical
RCT (host RCT) or potential recruitment to a RCT that did not yet
exist (a ‘hypothetical RCT’). To identify and synthesise knowledge about barriers and facilitators
to recruitment to palliative care RCTs to develop recommendations
to increase recruitment. Data extracted included i) perceived barriers to recruitment which
formed the rationale for the study, ii) barriers to recruitment identi-
fied as the result of the recruitment stud and iii) types of intervention
evaluated. Methods A systematic review with narrative synthesis. Social marketing theory
provided a theoretical framework for the review. Medline, Cinahl,
pscyinfo and Embase databases (from Jan 1990 to early October
2016) were searched. Papers included: interventional and qualitative
studies addressing recruitment, primary palliative care RCTs or re-
ports containing narrative observations about the barriers, facilitators
or strategies to increase recruitment to palliative care RCTs. Themes
within the literature were developed using thematic analysis. Results Proposed Method The PRIMETIME SWAT will utilise a stepped wedge trial design. The de-
cision aid will be in video format. Decisional conflict will be assessed
using a validated decisional conflict scale in centres prior to and follow-
ing implementation of the decision aid. All centres will receive the
standard patient information sheets and be randomised to receiving
the decision aid video at increasing intervals from when their centre Further research into demographic differences in adherence to randomised
treatment and completeness of follow-up will provide a comprehensive Page 70 of 235 Trials 2017, 18(Suppl 1):200 Methods to optimise this have not been previously explored. The
aim of this study is to summarise methods to optimise recruitment
into trials in UHC settings to inform future research. Methods view of the influence of gender on participation throughout these cardio-
vascular trials. In addition, qualitative research might provide insight as to
why women are less likely to participate, and how this can be addressed
to maximise the relevance of the results to both men and women. view of the influence of gender on participation throughout these cardio-
vascular trials. In addition, qualitative research might provide insight as to
why women are less likely to participate, and how this can be addressed
to maximise the relevance of the results to both men and women. The ORRCA (Online Resource for Recruitment Research in Clinical
Trials; www.orrca.org.uk) database includes studies of all designs, sys-
tematically extracted from the literature, reporting on recruitment
into RCTs and non-randomised clinical studies. P182
What are the barriers and facilitators to patient and carer
recruitment to randomised controlled trials in palliative care? A
systematic review with narrative synthesis
Lesley Dunleavy, Catherine Walshe, Nancy Preston
Lancaster University
Correspondence: Lesley Dunleavy
Trials 2017, 18(Suppl 1):P182 Background Approximately 15% of the world’s population have a disability. Many
of these disabilities will have a profound effect of the person’s social,
cognitive or mental functioning, often requiring high levels of costly
health and social care support throughout the person’s life. As such,
it is imperative that they receive treatments and services that are
based upon a sound evidence base. As a case example, the evidence
base for medical, health and social care interventions for those with Correspondence: Ceri Rowlands Conclusion A multifaceted retention strategy led to very low rates of missing
clinical outcome data and participant attrition in a long-term cancer
trial. Successful retention requires multiple strategies, including on-
going staff training, regular newsletters and questionnaire reminders. These strategies are optimally included at the design stage and
maintained throughout follow-up to reduce the potential for bias
due to participant attrition and missing data. g
y
Conclusions g
y
Conclusions Conducting RCTs with people with disabilities, particularly intellectual
disabilities, can present unique challenges that require creative solu-
tions. To date researchers have not maximised the sharing of their
‘experience base’ regarding these challenges and solutions. As a re-
sult, the conducting of RCTs and the development of robust evi-
dence bases remains slow and the health inequalities of people with
disabilities continues to grow. Implications for the dissemination of
the ‘evidence base’ and ‘experience base’ are discussed. Online resource for recruitment research in clinical trials research
(ORRCA)
1
1
2
3 Anna Kearney1, Nicola L Harman1, Naomi Bacon2, Anne Daykin3,
Alison J. Heawood3, Athene Lane3, Jane Blazeby3, Mike Clarke4,
Shaun Treweek5, Paula R. Williamson1, Carrol Gamble1, Peter Bower1,
On behalf of the ORRCA group 1North West Hub for Trials Methodology Research/University of
Liverpool; 2Clinical Trials Research Centre/University of Liverpool;
3Conduct-II Hub for Trials Methodology Research/University of Bristol;
4Centre for Public Health, Queen’s University of Belfast; 5Health Services
Research Unit, University of Aberdeen) Results The primary outcome was ascertained for all participants and clinical
outcome data for 99% (1639) men at a median of 10 years follow-up. Site monitoring and nurse training improved data collection. SDV
identified training issues to improve data collection and CRFs, al-
though staff time required was high. Background Recruitment to randomised controlled trials (RCTs) in unplanned hos-
pital care (UHC) settings is more challenging than in the elective set-
ting because there is less time and patients are often unwell. Trials 2017, 18(Suppl 1):200 Page 71 of 235 Page 71 of 235 a cognitive or developmental disability is very sparse. One of the rea-
sons for this lack of robust evidence may be because the process of
conducting RCTs with disabled or impaired populations is fraught
with many methodological challenges. We need a better understand-
ing of these methodological challenges if the evidence bases are to
be developed. by data managers with feedback to centres. Proms were collected
annually by postal questionnaires with a reminder letter to non-
responders. Three interventions to reduce attrition were assessed:
firstly, nurses commenced telephoning non-responders. A study pen
was later included with reminders and a shortened questionnaire
was sent to non-responders by recorded delivery. Questionnaire re-
sponse rates were compared for a six month period before and after
these interventions. There was a study website and annual partici-
pant newsletters. 18 participants were also interviewed, including
about follow-up, the transcriptions were analysed thematically. Results by data managers with feedback to centres. Proms were collected
annually by postal questionnaires with a reminder letter to non-
responders. Three interventions to reduce attrition were assessed:
firstly, nurses commenced telephoning non-responders. A study pen
was later included with reminders and a shortened questionnaire
was sent to non-responders by recorded delivery. Questionnaire re-
sponse rates were compared for a six month period before and after
these interventions. There was a study website and annual partici-
pant newsletters. 18 participants were also interviewed, including
about follow-up, the transcriptions were analysed thematically. Results Background Participant attrition and missing data can introduce biases, yet there
is limited evidence for successful retention strategies to maximise
collection and analysis of clinical and patient-reported outcomes
(PROMs). Correspondence: Anna Kearney Methods A systematic literature review was conducted of internationally pub-
lished randomised controlled trials with people with intellectual dis-
abilities from 2000 to 2015. From a total of 7795 search results, 34
RCTs with adults with ID were reviewed to ascertain which barriers,
challenges and solutions the authors faced and reported. Quantita-
tive data were extracted in the form of frequency of reporting and
qualitative data were extracted in relation to the specific barriers
faced by the authors. Questionnaire response rates over six years follow-up were over 85%
for all proms and did not diminish over time. The reminder letter in-
creased the response rate from 76.4% (1045/1367) to 86.8% (1187)
and telephoning non-responders increased rates to 90.5% (1105/
1221). The shorter version of the questionnaire had some impact
(9/84 posted, 10.7%, overall 1033/1142, 90.5%). The study pen
was ineffective (1026/1142, 89.8%). y
Results In interviews, most men found the questionnaires acceptable and
understood their purpose although they were less liked than the an-
nual nurse appointment. Some men saw questionnaires becoming
less relevant over time either because they felt they were cured or
they reported the same information annually, however, they contin-
ued to complete them. Participant newsletters were interesting and
gave a sense of belonging to a group. The study website was infre-
quently accessed, partly because it was assumed to contain no add-
itional information. A number of themes arouse including: 1) that there was a lack of de-
tail regarding how trialists made reasonable adjustments to enable
consent to be obtained, 2) that there is a lack of validated outcome
measures for people with communication or intellectual difficulties,
3) the importance of engaging with family members, carers and sup-
port staff when recruiting, and retaining and 4) that sample sizes are
regularly small and studies are often underpowered. p
Objective To explore the methodological barriers which are hindering the de-
velopment of the evidence base for treatments and interventions for
people with cognitive or developmental disabilities, and to find pos-
sible solutions to overcoming the barriers. As a case example, the lit-
erature regarding RCTs for people with Intellectual Disabilities (ID)
was used to highlight pertinent issues. Background The impact of a multifaceted retention strategy developed in a long-
term cancer trial was investigated using mixed methods research. Methods With less than a third of UK trials and 40% of US cancer trials failing
to achieve their recruitment targets, addressing recruitment chal-
lenges has become an important methodological priority. However,
while this focus has led to an increase in the quantity of published
research, navigating this literature to identify recruitment strategies
relevant to different types of trials has remained difficult. Aim 1643 men aged 50–69 years were randomised between 1999–2009
to three localised prostate cancer treatments with a median of
10 years follow-up (protect: ISCRTN 20141297). Prostate cancer mor-
tality (primary outcome) was ascertained by an independent commit-
tee
following
death
certificate
notification. Clinical
secondary
outcomes were collected annually in case report forms (CRFs) by re-
search nurses in meetings with participants (or by telephone) and
from medical records. Follow-up procedures included nurse training
including study meetings every six months, standard operating pro-
cedures, annual site monitoring visits, source data verification (SDV,
total 161) on a representative sample of participants from each site The ORRCA project aims to provide an online searchable database,
categorising recruitment research according to key themes. Data Sources An unrestricted search of Medline (Ovid), Scopus, Cochrane Database
of Systematic Reviews (CDSR) and Cochrane Methodology Register,
Science Citation Index Expanded (SCI-EXPANDED) and Social Sciences Trials 2017, 18(Suppl 1):200 Page 72 of 235 Page 72 of 235 Citation Index (SSCI) within the ISI Web of Science and ERIC in Janu-
ary 2015. Database specific search strategies were developed based
on previous work by Treweek et al. 2010. Inclusion Criteria addition to existing strategies to boost recruitment, the study man-
agement team decided to embark upon the establishment of a
trainee engagement exercise in EDNA similar to that seen in other
clinical specialties. During summer 2016 the EDNA Study manage-
ment team asked Principle Investigators at all EDNA sites to nomin-
ate a site trainee for the opportunity to co-own EDNA locally. This
trainee would typically be in the early stages of their career. In return
for local co-ownership of the study, opportunities for authorship, and
valuable insight into modern clinical research issues; the Co-PI’s are
expected to assist practically and clinically at local level to identify
ways in which they can positively enhance all study activities. Methods We will present an overview of the methods for developing the
ORRCA database, a full analysis of recruitment themes following
completion of the literature review and suggestions for how trial
teams might use ORRCA to improve their recruitment strategies. Surgeons and research nurses with a range of recruiting experience
were offered one of four workshops appropriate to their profession. The 1-day training focused on sharing skills and evidence-based
knowledge to promote awareness and tackling of key recruitment
challenges, and to enhance self-confidence in recruiting patients to
RCTs. The workshops were broadly similar, comprising interactive
presentations, group exercises and discussion based around recruit-
ment difficulties and targeting the different needs of the different
health professionals. Recruiters-levels of self-confidence in discussing
trial recruitment with patients was assessed through 10 self-
completed questions on a 0–10 rating scale before and up to three
months after the workshop. Awareness of key recruitment challenges
and perceived impact of training on practice were assessed through
rating and Likert scales after training. Data were analysed using two-
sample t-tests, and supplemented with findings from the content
analysis of free text comments. P187
Networked for success: the establishment and maturation of a
trainee research network within a UK based opthalmology study
Claire Cochran1, Katie Banister1, Usha Chakravarthy2, Craig Ramsay1,
Yan Ning Neo3, Emma Linton4, Rachel Healy5
1University of Abedeen; 2Queens University Belfast; 3Hillingdon
Hospital; 4Manchester Royal Eye Hospital; 5Gloucestershire
Royal Hospital
Correspondence: Claire Cochran
Trials 2017, 18(Suppl 1):P187 Correspondence: Claire Cochran
Trials 2017, 18(Suppl 1):P187 Background With 71% of full text articles reviewed we have identified 87 rando-
mised studies or systematic reviews evaluating recruitment strat-
egies, 458 articles documenting the application of strategies and
1073 articles describing observations to inform future strategies. Randomised controlled trials (RCTs) are regarded as the most rigor-
ous study design to evaluate healthcare interventions but recruit-
ment to them can be challenging, particularly to trials involving
surgery. Recruiter-related factors are often cited as key reasons for
this yet few interventions have been developed to support them. The quintet Recruitment Intervention (QRI) has been embedded in
RCTs to understand and address recruitment difficulties. A cross-trial
synthesis of findings led to the identification of hidden emotional
and intellectual challenges for recruiters. These findings have been
translated into training material to improve the practice of front-line
health professionals who recruit to surgical RCTs. The aim of this
paper is to describe the training and evaluate its impact on
recruiters. Maximising patient consent was the predominant theme amongst
the 87 articles evaluating recruitment strategies with 30 (34%) asses-
sing the delivery mode of recruitment information, 15 (17%) review-
ing the format or content of patient information sheets and 14 (16%)
evaluating other aspects of the consent process. Analysis of all recruitment themes shows that published literature fo-
cuses on describing recruitment barriers and facilitators, exploring
trial acceptability to patients and addressing cultural considerations. Few articles explore recruiter training (n = 31) the impact of trial
reporting (n = 5) or blinding (n = 6). Results
l Electronic searches identified over 40,000 articles of which 3979 re-
quired full text review. The online database (www.orrca.org.uk)
launched in August 2016 and is being updated periodically. We an-
ticipate it will contain over 2000 articles once the review process is
completed towards the end of 2016. Inbuilt search functionality al-
lows results to be filtered using categories such as recruitment
theme, level of evidence, health area, research methods, age and
gender. Background While
taking joint responsibility for proactive recruitment to EDNA we ex-
pected all Co-PIs to promote and maintain high data completeness
and quality as well as attend all key EDNA meetings. In autumn 2016
these Co-PI trainees were inducted to EDNA. This presentation will
describe the process and experiences of establishing a Co-PI trainee
network within a UK wide diagnostic accuracy study. Studies reporting or evaluating strategies, interventions or methods
used to recruit patients to randomised control trials, early phase tri-
als, qualitative interviews, focus groups, surveys, biobanks and cohort
studies. Case reports of recruitment challenges or successes and
studies exploring reasons for patient participation or refusal are also
included. Articles were screened by title and abstract before a full text review
by researchers from the Hub for Trials Methodology Research Recruit-
ment Working Group (HTMR RWG) in the UK and the Health Re-
search Board for Trials Methodology Research Network (HRB-TRMN)
in Ireland. Eligible articles were categorised according to pre-defined
recruitment themes and the following types of evidence: randomised
evaluations of recruitment strategies; application of recruitment strat-
egies with or without evaluation; observations to inform future re-
cruitment strategies. Additional data were abstracted to enable
search functionality. P188
An evaluation of the impact of quintet RCT recruitment training on
the self-confidence and self-assessed recruitment practice of
recruiters to surgical trials
Nicola Mills1, Jane M Blazeby1, Daisy Gaunt1, Daisy Elliott1, Sam
Husbands1, Peter Holding2, Bridget Young3, Catrin Tudor Smith3,
Carrol Gamble3, Jenny L Donovan1
1University of Bristol; 2University of Oxford; 3University of Liverpool
Correspondence: Nicola Mills
Trials 2017, 18(Suppl 1):P188 Investigating recruitment imbalance in EXPONATE, a cluster
randomised trial Wei Tan1, Oye Gureje2, Alan Montgomery1, Trish Hepburn1, Bibilola Oladeji2,
Richardo Araya3, Lola Kola2 Background Cluster randomised trials that recruit individual participants after allo-
cation of clusters may have increased risk of between-arm differ-
ences in numbers and/or characteristics of recruited participants. This
is particularly the case when recruiters are aware of cluster allocation
and may introduce selection bias. The aim of this study was to inves-
tigate recruitment imbalance in a cluster randomised trial. Methods Evolution of a recruitment strategy between secondary and
primary care during the recruitment phase of the fourfold asthma
(FAST) trial y ,
1University of Nottingham; 2University of Ibadan; 3London School of
Hygiene and Tropical Medicine
Correspondence: Wei Tan
Trials 2017, 18(Suppl 1):P190 y
Results Establishment & maturation of Ophthalmology Trainee Research
Networks within the UK Clinical Research Network (CRN) is currently
being encouraged. Such trainee networks already exist in surgery,
neurology & anaesthetics. Research studies supported by the trainee
networks have consistently exceeded targets for recruitment in rec-
ord time. EDNA (Early Detection of Neovascular Age Related Macular
Degeneration) is a publicly funded UK wide prospective cohort diag-
nostic study for the early detection of neovascular age-related macu-
lar degeneration (AMD). Active within 24 sites UK wide, EDNA has
struggled to recruit to target within the original timeframe. In 99 participants (67 surgeons, 32 nurses) attended a workshop. There
was evidence of an increase in self-confidence scores following train-
ing (range of mean scores before training 5.1 to 6.9 and after 6.9 to
8.2, with 10 being most confident; p-values all <0.05). The greatest
increases in scores were in the areas in which they felt least
confident in prior to training, obtaining authentic informed consent
(nurses) and discussing trials with suspicious patients (surgeons). Im-
mediately after training, participants felt well aware of the challenges
of trial recruitment : Surgeons’ mean awareness score 8.8 (SD 1.2), Trials 2017, 18(Suppl 1):200 Trials 2017, 18(Suppl 1):200 Page 73 of 235 nurses’ 8.4 (SD 1.3) (with 10 being very aware). At follow-up, half of
the surgeons reported that the training had made a lot of difference
to their trial discussions with patients (19/38, 50%), with slightly
fewer nurses reporting this (10/25, 40%). Only 2/36 surgeons and 2/
25 nurses reported the training as making no difference. Several
nurses who had received quintet RCT feedback previously felt the
training was preaching to the converted, but valued the opportunity
to reaffirm their practice. Attendees felt training had made them
aware of their training needs and improved their recruiting skills, of-
fering ideas for different approaches and explanations. strategy to meet targets. Throughout this process we worked closely
with the NIHR HTA; this communication meant the funder was sup-
portive of the 11 month extension in recruitment. Although the strategy was successful it was not without its draw-
backs. Many of the primary care sites had little or no previous re-
search experience, which meant they required significant support in
comparison to the secondary care sites. Lessons learnt also will be
presented. Method Recruitment trends showed that GP practices were only active for
approx. 6 months after which the pool of potential participants was
exhausted. It was agreed by the Trial Management Group (TMG) in
February 2014 to open more RIS’ to replace inactive sites. In order to
do this close communication with the CRNs was essential. Mixed-
methods were used to train sites, including the Trial Manager train-
ing sites face-to-face or via Skype, and, for larger CRN regions, a
train-the-trainer approach was adopted in order to keep costs and
time resources down. In addition, participant information was re-
vised, the trial was promoted via various channels and the CI visited
many CRN areas to publicise the trial in primary care. In January
2015 (three months before the projected end of recruitment) an
11 month extension of recruitment was agreed with the funder
(NIHR HTA). In addition, following a sample size review at the request
of the DMC, the target sample size was revised to between 1774 and
1850 due to a higher than expected primary outcome rate. Background The Fourfold Asthma (FAST) Trial planned to recruit 2300 participants
over 22 months via 5 Research Networks (CRNs) across a mix of 8
secondary care hospitals, GP Participant Information Centres (PICs)
and GP Research Initiative Sites (RIS); a strategy used in a previous
asthma trial which involved doubling the dose of steroids [1]. EXPONATE was a two-arm parallel cluster randomised trial of a pri-
mary care-based intervention for perinatal depression delivered by
community midwives in Nigeria. The unit of allocation was maternal
care clinic, stratified by local government area and with a recruitment
ratio of 1:1. Fifteen clinics were allocated to the intervention arm,
and 14 to usual care. All consecutive attendees were approached
about the study, and those scoring over 12 on the Edinburgh Postna-
tal Depression Scale (EPDS) were invited to participate. When recruit-
ment ceased after 16 months, a total of 686 women had been
recruited, 452 and 234 in intervention and control arms respectively. We calculated recruitment fraction for each clinic and compared
these between arms, before and after exclusion of outlier clinics. We
compared characteristics of clinics and women by treatment arm. We
then considered whether the imbalance in recruitment could have
been anticipated and avoided. g
Recruitment to the FAST Trial opened in May 2013. After 6 months,
recruitment was only 25% of the target due to a combination of de-
lays with contracting and recruitment in secondary care being far
lower than expected; it then became imperative to refocus our re-
cruitment strategy on primary care. Reference 1
Harrison. T. W., J. Obourne et al. (2004). “Doubling the dose of inhaled
corticosteroid to prevent asthma exacerbations: randomised controlled
trial” Lancet 363 (9405): 271–275 P190 P190
Investigating recruitment imbalance in EXPONATE, a cluster
randomised trial
Wei Tan1, Oye Gureje2, Alan Montgomery1, Trish Hepburn1, Bibilola Oladeji2,
Richardo Araya3, Lola Kola2
1University of Nottingham; 2University of Ibadan; 3London School of
Hygiene and Tropical Medicine
Correspondence: Wei Tan
Trials 2017, 18(Suppl 1):P190 Result This was a major project management endeavour but on 31 January
2016 the trial completed recruitment. In total 20,695 patients were
invited to participate in the trial with a total of 1922 participants re-
cruited, on target of the revised timeline and recruitment objectives,
11 months behind the original schedule. By the time recruitment
closed 196 RIS had been opened across 15 regions; 54% of these
were opened in just 11 months. Overall 171 RIS successfully re-
cruited. In total 19% of participants were recruited from secondary
care sites, 18% from pics and 63% from RIS. Conclusion This trial demonstrates the importance of monitoring recruitment,
and rapidly investigating and responding to poor and unexpected
patterns in recruitment. Through close monitoring and clear report-
ing we were quickly able to take action to adapt the recruitment Results The mean (SD, range) number of women screened per cluster was
334 (331, 56–1384) and 356 (318, 25–1061) in the intervention and
control arms respectively. The mean (SD, range) number of women
recruited per cluster was 30 (30, 2–99) and 19 (15, 2–52), resulting in
recruitment fractions of 9.4% (4.6%, 3.3%-18.8%) and 5.8% (5.6%,
1.3%-24%) in the intervention and control arms respectively. The per-
centage of women who screened positive on EPDS and were not
subsequently recruited to the trial was small and similar between
arms: 4.6% (n = 22) and 7.5% (n = 19) in intervention and control
arms. A scatter plot of numbers screened versus recruited revealed
two clinics both with recruitment fractions twice the mean of other
clinics, and one clinic that screened more than five times the mean
of other clinics. All three clinics were in the intervention arm. When
these three clinics are removed from calculations, mean recruitment
fraction and total number recruited in the intervention arm is 7.3%
(3.0%, 3.3%-12.5%) and 205. When all 29 clinics are considered, we
found no marked between-arm differences in participant characteris-
tics (age/education/marital status/gestational age/clinical outcomes/
pregnancy outcomes) at baseline. l g
Conclusion 1
Harrison. T. W., J. Obourne et al. (2004). “Doubling the dose of inhaled
corticosteroid to prevent asthma exacerbations: randomised controlled
trial” Lancet 363 (9405): 271–275 Quintet RCT recruitment training increased the self-confidence of sur-
geons and nurses in discussing RCTs with potential participants and
self-assessed recruitment practice. Further research will examine
whether they translate into improvements in informed consent and
RCT recruitment rates. Background g
Open studies have a high risk of bias in participant reported out-
comes. However, effects on recruitment, adherence and retention are
less well defined. In eczema many patients are keen to trial non-
pharmacological interventions, and hold high hopes that they are
successful. Therefore, they may not want to be randomised to a
study with a control arm. If randomised to control, they may actively
seek additional therapy and/or withdraw from the study. Waiting list
control designs randomise participants to intervention or control, but
offer the control group the intervention at a later date. Rationale for
this design include enhancing recruitment and adherence and redu-
cing differential loss to follow-up. However, there is the potential for
expectation bias as both groups are offered the intervention, and
thus exaggeration of the treatment effect, especially with participant
reported outcomes. There is also the risk of contamination between
treatment groups when the intervention is available to independ-
ently source outside of the trial. This abstract considers recruitment,
contamination, retention and treatment effects in two studies which
compared non-pharmacological interventions to usual care, in chil-
dren with eczema. One trial (SWET) examined the use of water soft-
eners for 3 months. The other (CLOTHES) examined wearing silk
clothing for 6 months. The interventions in both trials, can be inde-
pendently sourced. Here, we propose using multiple imputation (MI) methods, which have
been adopted by the clinical trials community to handle missing data
problems, to estimate CACEs and causal average treatment effects (ATE). We propose three MI approaches. The first one imputes the potential
outcomes directly (MI-Y), assuming the non-compliance is ignorable
given the variables in the imputation model, to estimate ATEs. The
other two approaches impute the principal compliance classes, which
are assumed to be independent of randomized treatment and to have
known marginal distribution. The outcome models use to estimate
CACEs include an interaction between compliance class and random-
ized treatment, and it is the coefficient of this interaction which gives
us the CACEs. There are two possible ways of handling this interaction
term in the imputation step. The first is passive imputation (denoted
MI-C). The second is to use rejection sampling for the proposed im-
puted values. This is known as "substantive model compatible" (MI-C-
SMC) imputation. We modify the imputation model probabilities to ob-
tain conditional distribution with the desired marginals. Background Trish Hepburn, Lucy E. Bradshaw, Alan A. Montgomery, Eleanor F. Harrison,
Eleanor J. Mitchell, Kim S. Thomas
University of Nottingham
Correspondence: Trish Hepburn
Trials 2017, 18(Suppl 1):P191 Non-compliance with the treatment assigned is a common problem in
randomised controlled trials. In order to obtain unbiased estimates of
the causal effect of the treatment received, sophisticated statistical
methods are necessary. One popular estimand is the complier average
causal effects (CACE). Approaches to estimating the CACE include
Bayesian and frequentist methods for principal stratification and
instrumental-variables (IV) estimators. These approaches are rarely used
in practice, probably because of their perceived complexity. Methods Background Using a full-
factorial simulation, we investigate the finite sample properties of MI-Y,
MI-C and MI-C-SMC methods for estimating ATEs/CACEs, in terms of
coverage of the 95% confidence interval (CI) and bias. We consider set-
tings where the outcome is (i) normally distributed or (ii) binary, and
compare them to competing procedures (IV 2-stage least squares and
full Bayesian modelling) in settings where the association between
treatment received and outcome is confounded. We have two settings,
low or high confounding, i.e. There exists a variable X which is ((i)
weakly or (ii) strongly) associated with at the probability of complying
and also ((i) weakly or (ii) strongly) associated with the outcome. We
considered situations where the confounder X is (i) measured or (ii) un-
measured. We also motivate and illustrate the methods in practice
using a real clinical trial. p
y
Methods The number of participants recruited, contamination between the
intervention and control groups and numbers lost to follow up in
each group were examined for each trial. The treatment effects in
each of the studies were also observed for objective and participant
reported outcomes. p
Results Both trials recruited to target (310 in 25 months (SWET), 300 in
18 months (CLOTHES). Contamination was low - No control partici-
pants had water softeners installed during the study period (SWET). Six control participants reported wearing silk clothing during the
study period (CLOTHES). Follow-up rates were high - 96% (SWET)
and 94% (CLOTHES) - and similar between groups. In both trials,
there was no evidence of an intervention effect in objective out-
come measures (including the primary outcome). Similar differ-
ences between intervention and control groups were observed in
the mean Patient Orientated Eczema Measure score - a subjective
measure of symptoms (SWET-2.0 (95% CI −3.5 to −0.5); CLOTHES −2.8
(95% CI −3.9 to −1.8)). g
Results In settings where the confounder is low, and measured, all MI methods
perform well, but when there is unmeasured confounding MI-Y results in
low coverage rate (89%). For high confounding situations, MI-C performs
well when the confounder is measured, but results in biased estimates
with unmeasured confounding. MI-C-SMC seems to perform well in all
settings considered, as do the Bayesian methods. MI-C and MI-C-SMC ap-
pear to be more efficient than 2sls methods in small sample settings. Conclusions p
g
y
Conclusion Conclusion Although nearly twice as many women were recruited in the inter-
vention arm, there was no evidence of selection bias. It appears that Page 74 of 235 Trials 2017, 18(Suppl 1):200 Trials 2017, 18(Suppl 1):200 the imbalance in numbers was due mainly to unusual recruitment in
three clinics, all of which were in the intervention arm. More exten-
sive feasibility work may have identified these issues. Recruitment
imbalance also potentially has implications for data analysis in trials. Multiple imputation methods for estimating causal treatment
effects in trials with non-compliance
Karla Diazordaz, James Carpenter
LSHTM
Correspondence: Karla Diazordaz
Trials 2017, 18(Suppl 1):P192 Multiple imputation methods for estimating causal treatment
effects in trials with non-compliance
Karla Diazordaz, James Carpenter
LSHTM
Correspondence: Karla Diazordaz
Trials 2017, 18(Suppl 1):P192 Discussion Multiple imputation methods can be used to impute the unobserved
compliance classes and then used these to obtain compliance ad-
justed causal effects of treatment. MI methods may have the advan-
tage of dealing with missing data and non-compliance seamlessly,
and increased efficiency. In both trials recruitment targets were met, contamination was low,
and follow-up rates were high and comparable in control and inter-
vention. It is not known if this was due to the relatively short dur-
ation of the studies, a compliant participant population or offering
the intervention to the usual care group. The consistent intervention
effect on subjective but not objective outcomes be the result of
expectation bias due to the design. However, there may be precon-
ceived expectations of benefit regardless of access to the interven-
tion. Research should be performed in this patient population to
determine whether the waiting list control design impacts on willing-
ness to participate, non-adherence and withdrawal from the study. This should take into account the availability of the intervention, dur-
ation of the study, and participant’s prior opinions. Estimating intervention effect in cluster randomised controlled
trials with non-compliance p
Charles Opondo, Katherine Halliday, Stefan Witek-McManus,
Elizabeth Allen
London School of Hygiene & Tropical Medicine
Correspondence: Charles Opondo
Trials 2017, 18(Suppl 1):P195 p
Charles Opondo, Katherine Halliday, Stefan Witek-McManus,
Elizabeth Allen P196
Multiple imputation for missing covariates in clinical trials with
interactions Through a simulation study we examine the influence on bias, accur-
acy and coverage of this assumption using real underlying temporal
trends from paediatric intensive care outcomes where this assump-
tion does not hold. We also examine the performance of alternative
models, including models in which time effects are ignored, common
linear time effects, cluster specific linear time effects and models in-
cluding random time effects. We consider both mixed models and
generalised estimating equations, and use a full factorial design to
examine a range of scenarios including small and large numbers of
clusters and steps; small and large inter-cluster correlations; and
small and large cluster sizes. Soeun Kim
University of Texas Health Science Center
Trials 2017, 18(Suppl 1):P196 Multiple imputation (Rubin, 1978, 1996) is a widely used method
for handling incomplete data, and availability of software packages
that implement multiple imputation has allowed various practical
applications. In randomized clinical trials, the treatment assignment
is usually completely observed but other predictors may be miss-
ing, and it is important to appropriately account for incomplete
data. In this paper we consider an interaction model in a clinical
trial setting with a missing covariate and the treatment variable,
where outcome can be binary or continuous. With the interaction
model, the multivariate normal assumption is no longer satisfied,
and the usual implementation of multiple imputation under multi-
variate normal assumption can lead to biased results. We introduce
a joint model approach for imputation of missing covariates in clin-
ical trials for the linear or logistic regression setting, and evaluate
various approximation approaches in a simulation study. We recom-
mend specific approaches that incorporates interactions in the im-
putation procedure. These approaches are applied in the analysis of
clinical trial data on randomized blood products for severely injured
patients. P193 P193
The assumption of common secular trends across clusters in a
stepped-wedge cluster randomised trial: does it matter? Hemming1, Alan Girling1, Andrew Forbes2
1University of Birmingham; 2University of Monash
Correspondence: Hemming
Trials 2017, 18(Suppl 1):P193 Trials 2017, 18(Suppl 1):200 Page 75 of 235 estimators and their applicability in cluster randomised trials with
non-compliance. The typical framework for modeling data from a stepped-wedge cluster
randomised trial (SW-CRT), the Hussey and Hughes model, assumes a
common (piecewise constant) secular trend across all clusters. In some
situations this may be a tenable assumption. But, in other situations, for
example with clusters set across very different settings (for example
countries) this assumption might be implausible. estimators and their applicability in cluster randomised trials with
non-compliance. Methods Blinded estimators for the variance parameters of a SW-CRT ana-
lysed using the Hussey and Hughes model are developed, and
demonstrated to be unbiased in the absence of treatment and
period effects. Following this derivation, complete procedures for
blinded and unblinded SSRE after any time period in a SW-CRT
are detailed. Explicitly, we address the case where a limited num-
ber of clusters for recruitment have been set, but increased re-
cruitment within a cluster is feasible. The performance of both
procedures is then examined and contrasted through a simula-
tion study, using a recently completed SW-CRT as motivation. A
simple adjustment to more accurately control the type-I error rate
is also proposed. The primary analysis was an ITT analysis, and additionally an AT and
a PP analysis were carried out. We will use causal modelling to ex-
plore other possible estimators of the effect of the intervention in
the presence of non-compliance. The two possible estimators we
consider are: (i) the complier average causal effect (CACE) which esti-
mates the treatment effect among compliers and involves identifying
groups of individuals with respect to their group assignment and
compliance, and comparing the outcome across groups in those
who would have complied with the intervention they were rando-
mised to, and (ii) the average treatment effect in the treated (ATT)
which estimates the average effect of treatment on those subjects
who ultimately received the treatment. Background Like any trial, the ability to accurately estimate the required sample
size of a stepped-wedge (SW) cluster randomised trial (CRT) depends
upon the precise specification of several nuisance parameters. In
practice, providing accurate estimates for these nuisance parameters
may be difficult, and thus there is a risk that many SW- CRTs may be
conducted with undesirable operating characteristics. Trials could be
over-powered; leading to increased cost, or under-powered; increas-
ing the likelihood of a false negative result. We address this issue
here for cross-sectional SW- CRTs by proposing methods for blinded
and unblinded sample size re-estimation (SSRE). Methods Here we explore alternative estimates of intervention effects in a
cluster randomised trial in the presence of non-compliance. Background In a randomised controlled trial the effect of an intervention can be
estimated by calculating the difference in outcomes between the
groups. The Standard Approach uses an intention to treat analysis
(ITT) where all participants are included in the group to which they
were assigned, whether or not they received their allocated interven-
tion. An ITT analysis reduces post-randomisation selection bias, and
estimates the intervention effect under routine application, its effect-
iveness. However, an ITT analysis does not estimate efficacy, the ef-
fect of an intervention under ideal circumstances. Two approaches
are commonly used to estimate efficacy when there is non-
compliance (or non-adherence): per-protocol (PP) analysis, in which
only individuals who received the intervention they were randomised
to are included in the analysis, and an As-treated (AT) analysis in
which individuals are analysed according to the intervention they re-
ceived. Both approaches may lead to biased estimates of the treat-
ment effect since randomisation is broken. Materials and methods We use data from a trial of learner treatment kits (LTKs), comprising
malaria rapid diagnostic test kits (RDTs) and artemisinin-based com-
bination therapy drugs (ACTS) administered by teachers, on school
attendance by Malawian children. Observations were clustered within
schools. p
Results For our example scenario, if the two key variance parameters were
under-estimated by 50%, the SSRE procedures were able to increase
power over the conventional SW-CRT design by up to 26%. The per-
formance of the SSRE procedures is demonstrated to be robust to
the choice of re-estimation time point, whilst the proposed adjust-
ment to account for the observed type-I error rate inflation is often
able to control to approximately the nominal level. y
Results, conclusions and future research The ITT and PP analyses provided no evidence of an effect of the
intervention on school attendance. However, an AT analysis sug-
gested that that children who actually used the LTKs were less likely
to be absent from school. We will present the CACE and ATT esti-
mates and explore the assumptions underpinning these effect Page 76 of 235 Trials 2017, 18(Suppl 1):200 Page 76 of 235 p
Results The method is randomisation-based and uses only the randomised
treatment group, observed event times and treatment history in
order to estimate a causal treatment effect. The treatment effect, Psi,
is estimated by balancing counter-factual event times (i.e. The time
that would be observed if no treatment were received) between
treatment groups. A g-estimation procedure is used to find the value
of Psi such that a test statistic Z(Psi) = 0. Recensoring must be per-
formed as censoring becomes informative on the counter-factual
time scale. When baseline prevalence was low, 30% increase vs no change
yielded high frequency (>99%) of statistically significant results using
all methods. When baseline prevalence was high for comparisons of
30% increase or decrease vs no change, maxpb (45-69%) yielded
more statistically significant results than bladj (40-63%) regardless of
statistical test, with the modeling approach (80-85%) having higher
frequency than chi-squared test (49-69%), Gray’s test (45-58%), Wil-
coxon rank-sum test (45-66%), and t-test (40-57%). In varying the
baseline prevalence (5% vs 10% vs 30% vs 50%) but maintaining the
post-baseline scores linearly increasing from 55% to 80%, rate of
maxpb >0 was 93% in all simulations compared to 93%, 91%, 83%,
and 72% for bladj. An R package titled “Rpsftm” has been developed and is freely avail-
able for download on the CRAN website. This package implements
the method as described above. The main features are: Building dir-
ectly on the established “Survival” package to calculate the z-statistic,
and the uniroot() function to solve the estimating equation; A famil-
iar formula syntax: Surv(time, status) ~ rand(arm, rx) + covariate, to
represent the censored failure time, the rand(arm,rx) representing
the randomised treatment arm and observed proportion of time
spent on the randomised treatment, plus any adjusting covariates;
Implementation of the re-censoring method, when a theoretical Conclusions censoring time is known; Auto-detection of perfect compliance in a
treatment arm, with corresponding adjustment to the re-censoring;
Routine output in terms of summary, and print methods; Estimates,
and confidence intervals of the causal parameter; Sensitivity analysis
to the model assumption of a common treatment effect, allowing
the user to vary the magnitude of effect of treatment between pa-
tients; Diagnostic plot to help resolve potential numerical non-
convergence issues. The considered SSRE procedures can bring substantial gains in power
when the underlying variance parameters are mis-specified. Though
there are practical issues to consider, such as the requirement for
data to be collected and stored efficiently for analysis, the proce-
dures performance means researchers should consider incorporating
SSRE in to future SW- CRTs when there is uncertainty over the values
of the variance parameters. We provide worked examples to illustrate the use of the package
and the methodology. 198
Investigating multiple imputation in cluster randomized trials
Brittney Bailey, Rebecca R. Andridge, Abigail B. Shoben
The Ohio State University
Correspondence: Brittney Bailey
Trials 2017, 18(Suppl 1):198 P200
Statistical analysis strategies for PRO-CTCAE data in oncology
clinical trials: a simulation study
Amylou Dueck1, Jeff A. Sloan1, Jared Foster1, Jennifer Le-Rademacher1,
Gita Thanarajasingam1, Ethan Basch2
1Mayo Clinic; 2University of North Carolina
Correspondence: Amylou Dueck
Trials 2017, 18(Suppl 1):P200 Missing data in cluster randomized trials are often handled with
parametric multiple imputation (MI), assuming multivariate normality
and using random effects to incorporate clustering. Since data do
not always satisfy this assumption, a nonparametric approach to MI
is desirable. Predictive mean matching (PMM) is a nonparametric ap-
proach where missing outcomes are imputed with observed out-
comes in the data from donors that are similar to the missing cases. It is not clear how best to extend PMM to multilevel data. Two possi-
bilities are to ignore clustering in the imputation model or to include
fixed effects for clusters. In parametric MI, ignoring clustering in the
imputation model leads to underestimation of the MI variance, while
including fixed effects for clusters tends to overestimate the variance. A mixed effects imputation model can be used as the basis for
matching, but this is computationally intensive and increases reliance
on distributional assumptions. To simplify computation and reduce
bias in the estimated variance, we investigate a weighted PMM ap-
proach that incorporates both the fixed effects imputation model
and the imputation model that ignores clustering. Background g
Adverse events (AEs) in oncology trials have historically been re-
ported by clinicians using National Cancer Institute’s (NCI’S) Common
Terminology Criteria for Adverse Events (CTCAE). Traditional statistical
analysis of AE data has primarily involved summary measures (e.g.,
maximum grade post-baseline) even though a variety of other ap-
proaches exist including cumulative incidence estimation in the pres-
ence of competing risks. AE data reported directly by patients using
NCI’s Patient-Reported Outcomes version of the CTCAE (PRO-CTCAE)
are similar in ordinal format to CTCAE data. PRO-CTCAE data may
introduce statistical challenges due to high baseline symptom rates
and non-ignorable missing data. h d g
Methods Baseline and six post-baseline scores on a five-level ordinal scale (0 =
none, 1 = mild, 2 = moderate, 3 = severe, 4 = very severe) were simu-
lated for 100 patients/arm in 1,000 two-arm trials using a multivariate
ordinal distribution for combinations of baseline prevalence rates
(5% vs 50%) and change over time (no change vs 30% increase vs
30% decrease). Between-arm comparisons included t-tests and Wil-
coxon rank-sum tests of the maximum score post-baseline (maxpb)
and a novel baseline adjustment score (bladj); chi-squared tests of
the rate of maxpb or bladj >0; general linear mixed models (GLMM)
of longitudinal scores; and Gray’s tests of the cumulative incidence of
score >0 with and without adjustment for baseline. The GLMM mod-
eled all scores allowing for random intercepts and slopes with statis-
tical significance based on the arm-by-cycle interaction effect
(unstructured covariance was used to account for within-patient cor-
relation of scores over time). Bladj was computed for each patient as
maxpb if maxpb was worse than the baseline score, or as zero if
maxpb is the same or better than baseline. P199
R package to implement rank preserving structural failure time
models
Simon Bond1, Annabel Allison2
1Cambridge Clinical Trials Unit; 2Medical Research Council
Biostatistics Unit
Correspondence: Simon Bond
Trials 2017, 18(Suppl 1):P199 R package to implement rank preserving structural failure time
models
d1
b l
ll
2 1Cambridge Clinical Trials Unit; 2Medical Research Council Correspondence: Simon Bond
Trials 2017, 18(Suppl 1):P199 The rank preserving structural failure time model (RPSFTM) is a
method used to adjust for treatment switching in trials with survival
outcomes. Treatment switching occurs when patients switch from
their randomised arm to the other treatment during the study. The
RPSFTM is due to Robins and Tsiatis (1991) and has been developed
by White et al. (1997, 1999). P202
Structured statistical analysis plans for improved clarity of
intended analysis The overall objective of this research is to transform the design and
analysis of PU trials by making better use of all data collected from
repeated measures of skin changes. The aim of this project is to re-
view currently used PU research designs, focussing on outcome mea-
surements and their analysis. Colin Everett
University of Leeds
Trials 2017, 18(Suppl 1):P202 Aim and objectives Aim and objectives Background Pressure ulcers (PUs) are defined as a “localized injury to the skin
and/or underlying tissue usually over a bony prominence, as a result
of pressure, or pressure in combination with shear” [1]. PUS are pain-
ful and debilitating for patients, represent a significant cost to the
NHS and are a key quality indicator for the Department of Health. Motivation Diary cards and questionnaires are frequently used to collect data in
clinical trials. However, data collection can be burdensome and com-
pletion may decline over time. Despite the often large volume of
data, this may be reduced to summary measures for analyses. The CLOTHES trial randomised 300 children with moderate to severe
eczema to standard care plus silk clothing for 6 months or standard
care alone. A nested qualitative evaluation was included: 32 parents
participated in focus groups or telephone interviews. Patient-reported
symptoms were assessed weekly using online or paper questionnaires
for 6 months and during scheduled clinic visits at baseline, 2, 4 and
6 months using the Patient Orientated Eczema Measure (POEM). The
mean of participants’ weekly POEM scores was a secondary outcome
measure. We explored whether the results and conclusions would have
changed if only data collected at 2, 4 and 6 months were used in the
analyses. PUs are categorised using an ordered categorical scale based on the
appearance of skin. PU classification requires clinical judgement and
misclassification can occur when undertaken by non-specialist staff,
particularly for early skin changes. For PU research, investigators assess
multiple skin sites for each patient at multiple time points, recording
whether skin is healthy or not, and the PU classification where applic-
able. During analysis these repeated measurements are often aggre-
gated into a single outcome measure, defined as development of at
least 1 category 2 PU; therefore many observations are not directly ana-
lysed. Consequently large sample sizes are required for trials of PU pre-
vention and intervention strategies. PU trials are further complicated by
missing data due to administrative or patient factors and misclassifica-
tion due to the judgement required for categorisation of skin changes. Methods that use all observations, including repeated assessments at
multiple skin sites, such as multi-state models, have the potential to
address these problems. It is important to understand how trials are
currently designed and analysed in this context in order to develop
recommendations for optimal designs. Conclusion Templates for the derivation of variables are proposed for how to
make clear how in mathematical and programming terms an end-
point is to be derived, and the analysis is to be performed. Endpoint
templates include worked examples and references. Analysis model
templates include types of variables (binary, categorical, continuous),
expected ranges for continuous variables, or meanings of values for
categorical variables, the type of model to fit, whether effects are
fixed or random. Procedures for checking assumptions are listed. Strategies for dealing with potential analysis pitfalls are included, in-
cluding simplifying models in the case of non-convergence, non-
positive variance component for random effects and violation of
modelling assumptions. Currently used methods for design and analysis of PU trials are ineffi-
cient and ignore many complexities that introduce variation into the
results. More efficient designs and analysis methods may reduce the
numbers of patients required and be less subject to bias. Methods
may generalise to other situations in which a disease process can be
represented by correlated longitudinal categorical data. A review of design and analysis methods for pressure ulcer
research
1
2
2 g
g
Lucy Bradshaw1, Trish Hepburn2, Alan A. Montgomery2, Eleanor F. Harrison2,
Eleanor J. Mitchell2, Laura Howells3, Kim S. Thomas3
1University of Nottingham; 2Nottingham Clinical Trials Unit, University of
Nottingham; 3Centre of Evidence Based Dermatology, University of
Nottingham Isabelle Smith1, Linda Sharples2, Jane Nixon2
1University of Leeds; 2University of Leeds, Leeds Institute of Clinical Trials
Research Isabelle Smith1, Linda Sharples2, Jane Nixon2
1University of Leeds; 2University of Leeds, Leeds Institute of Clinical Trials
Research Correspondence: Lucy Bradshaw
Trials 2017, 18(Suppl 1):P204 Correspondence: Isabelle Smith
Trials 2017, 18(Suppl 1):P203 Correspondence: Isabelle Smith
Trials 2017, 18(Suppl 1):P203 Correspondence: Lucy Bradshaw
Trials 2017, 18(Suppl 1):P204 Reference [1] NPUAP/EPUAP/PPPIA, Prevention and Treatment of Pressure Ulcers: Clinical
Practice Guideline. 2014, Cambridge Media: Osborne Park, Western Australia P204
Frequency of data collection in a randomised controlled trial for
long term eczema management in children
Lucy Bradshaw1, Trish Hepburn2, Alan A. Montgomery2, Eleanor F. Harrison2,
Eleanor J. Mitchell2, Laura Howells3, Kim S. Thomas3
1University of Nottingham; 2Nottingham Clinical Trials Unit, University of
Nottingham; 3Centre of Evidence Based Dermatology, University of
Nottingham Background We will present a review of methods used in PU trials and observa-
tional cohort studies including how data are collected and analysed
to illustrate the extent of the problem. Key manuscripts were identi-
fied through systematic reviews of published PU research. From
these a pearl-growing strategy was adopted to identify other trials
and large cohort studies. Finally experts in the field were approached
to ensure major studies were not overlooked. Data extraction was
pre-specified to include study design, frequency of assessments, as-
sessor characteristics, PU definition, primary outcome including deriv-
ation,
analysis
methods
including
relevant
assumptions
and
accommodation of complications such as censoring or missing data
and effect size to quantify differences in study conclusions based on
analysis methods used. Summaries of methods used in PU research
will be presented and critiqued for quality and information provided
from a statistical perspective. g
Prior to any formal analysis of data in a clinical trial, a Statistical Ana-
lysis Plan (SAP) must be written, reviewed and approved. This docu-
ment describes how the data analysis will be performed, lists the
endpoints of interests, and defines how they will be derived. Docu-
ments and descriptions are typically written in prose, meaning that
clarity of the analysis intended by the statistician, and that under-
stood by a reviewer depend on the writing style of the person who
drafts the SAP. Assumptions made by a reviewer about the descrip-
tions of the analysis or endpoint derivation may differ from that
intended, but not specified. It is important to avoid instances of a
derivation needing to be overruled at analysis time due to disagree-
ment on what is meant by sentences both thought had clear and ob-
vious meanings, or where alternative approaches are not defined
upfront. Conclusions Existing statistical methods for clinician-reported AE data and PRO
data are candidate methodologies for the statistical analysis of PRO-
CTCAE data. The general linear mixed model approach appears to
provide the most power for between-arm comparisons among the
tested approaches. The novel baseline adjustment method appears
to account for some but not all pre-existing symptoms. Page 77 of 235 Trials 2017, 18(Suppl 1):200 analyses.
Methods For the trial analysis, the mean of participants’ Weekly scores was
analysed using a linear model weighted according to the number of
weekly questionnaires completed. This analysis was repeated using
the scores from week 8, 16 and 24 questionnaires only and the
scores collected in clinic at the same timepoints (2, 4 and 6 months). Results of the nested qualitative study were reviewed to determine
whether completion of the weekly questionnaires had been identi-
fied as a theme. Trials 2017, 18(Suppl 1):200 Page 78 of 235 Page 78 of 235 P207
Prediction model for developmental outcome at 2 years of age for
babies born very preterm
1
2 Lesley Anne Carter, Chris Roberts
1Centre for Biostatistics, School of Health Sciences, University of
Manchester, UK
Correspondence: Lesley-Anne Carter
Trials 2017, 18(Suppl 1):P208 Karan Vadher1, Brad Manktelow2
1Oxford Clinical Trials Research Unit; 2University of Leicester
Correspondence: Karan Vadher
Trials 2017, 18(Suppl 1):P207 Karan Vadher1, Brad Manktelow2
1Oxford Clinical Trials Research Unit; 2University of Leicester
Correspondence: Karan Vadher
Trials 2017, 18(Suppl 1):P207 To investigate treatment efficacy in randomised control trials, re-
peated observations are taken on a cohort of participants and the
change in response following treatment is assessed. The commit-
ment required of participants to stay involved in the study, however,
makes this design open to both recruitment issues and attrition. A
cross-sectional design may be used in conjunction with the cohort
design to protect against these problems, recruiting additional partic-
ipants who only contribute once to the study, resulting in a ‘mixed’
design. P208 This abstract is not included here as it has already been published. Methods The three nominal outcomes were modelled using multinomial logis-
tic regression. Missingness was investigated by complete case ana-
lysis, Inverse Probability Weighting (IPW) and multiple imputation. To
allow for comparison between the three methods, the same covari-
ates were adjusted for in the final multinomial logistic regression out-
come models. Probabilities, odds ratios, log odds and standard errors
were used to compare the three different approaches. Results Several parents felt that questionnaire completion had been useful in
prompting more regular use of usual treatments whilst others felt
they were repeating themselves each week and this may not be
helpful (Qualitative study). Results missing outcome response. An investigation into the missingness
and its assumptions were also investigated as almost half the dataset
had a missing outcome which this abstract will concentrate on. Subjects The difference between the two groups using all of the question-
naire data in the participant mean of the weekly scores was −2.8
(95% CI −3.9 to −1.8) in favour of the intervention group, n = 147
control, n = 145 intervention). Repeating this analysis using data
only from the questionnaires at weeks 8, 16 and 24 showed a dif-
ference of −2.6 (95% CI −3.9 to −1.3), n = 134, n = 137 respectively,
and using clinic data at 2, 4 and 6 months was −2.3 (95% CI
−3.5 to −1.1), n = 141, n = 142 respectively. j
The dataset is a subset of TNS and contained 2028 participants,
which included babies born very preterm admitted to neonatal care
between 2009 and 2010. Methods Conclusion
h
l The results were very similar for all three analyses and conclusions
would not have changed if less data had been collected. Therefore,
weekly data collection may not be needed when summary measures
are used to compare groups. More frequent data collection may be
useful in other circumstances for example if there is a need to iden-
tify sudden flares. were use
Results Missing completely at random was disregarded as the IPW missing-
ness model highlighted that the deprivation area, mother’s age and
mother’s ethnicity had an effect on whether the PARCA-R survey was
completed. For instance, mothers aged 34+ were 3.4 times more
likely to respond than mothers younger than 23 years, when control-
ling for deprivation area and mother’s ethnicity. The imputation
model also produced strong evidence of covariates predicting non-
responders. Once the investigation of missingness had been con-
ducted the same multinomial logistic regression was produced. The
optimal model predicting developmental outcome contained gesta-
tional age, sex of the baby and CRIB II score as well as a quadratic
term for gestational age. Unsurprisingly, complete case analysis
yielded very different results to the models that used IPW and mul-
tiple imputation. Odds ratios and probabilities of each outcome were
broadly similar with multiple imputation yielding smaller standard er-
rors of the odds ratios in the multinomial logistic regression. Conclusions The process of data collection should also be considered. Frequency
of data collection needs to be balanced against the potential for data
collection itself to act as an intervention and influence behaviour in
pragmatic trials. Further work is needed to determine the optimum frequency of data
collection to capture both the chronic relapsing nature of eczema
and changes in condition due to an intervention. This is planned as
part of the Harmonising Outcome Measures for Eczema long term
control outcome domain. Beyond maximum grade: a novel longitudinal toxicity over time
(TOXT) adverse event analysis for targeted therapy trials in
lymphoma IPW and multiple imputation both vary methodologically and there
are a number of limitations with both methods, however, it is proven
to produce very similar results and can be effective to use the data
available to predict the missing outcome. It is concluded multiple im-
putation
is
more
flexible
than
IPW
when
modelling
missing
outcomes. y
Gita Thanarajasingam, Pamela J. Atherton, Levi Pederson, Paul J. Novotny,
Thomas M. Habermann, Jeff A. Sloan, Axel Grothey, Shaji Kumar, Gita Thanarajasingam, Pamela J. Atherton, Levi Pederson, Paul J. Novotny,
Thomas M. Habermann, Jeff A. Sloan, Axel Grothey, Shaji Kumar,
Thomas E Witzig Amylou C Dueck Gita Thanarajasingam, Pamela J. Atherton, Levi Pederson, Paul J. Novotny,
Thomas M. Habermann, Jeff A. Sloan, Axel Grothey, Shaji Kumar,
Thomas E. Witzig, Amylou C. Dueck
Mayo Clinic Correspondence: Gita Thanarajasingam
Trials 2017, 18(Suppl 1):P206 Background Well-designed clinical trials are the gold standard for evaluating
healthcare interventions. It is essential for the trial methodology to
be pre-specified in the protocol in order to avoid issues such as se-
lective reporting of outcome measures. However, little attention has
been paid to whether trialists are adequately pre-specifying the
method of analysis for their primary outcome in the trial protocol, or
what impact inadequate pre-specification might have on trial results. Methods We re-analysed primary clinical outcome data from the TRIGGER trial
to examine the impact that differing analytical approaches could
have on the trial outcome. We varied several aspects of the analysis:
(a) the patient population included in the analysis; (b) the analysis
model used; (c) the set of covariates included in the model; and (d)
methods of handling missing data. We then conducted a review of
published trial protocols to assess how well the statistical analysis ap-
proach for the primary outcome was pre-specified. Results Scoring systems based on multiple components are often used in in-
tensive care trials to characterise disease severity. Missing data in the
overall score can be substantial due to the number of contributing
components, and the problem is exacerbated if data are collected at
multiple time points. A complete case analysis is prone to selection
bias, and for component scores is highly inefficient. It is preferable to
include individuals with incomplete data in the analysis by imputing
their missing values. The imputation process should be based on
plausible assumptions about the causes of the missing data and re-
flect the longitudinal trajectory for each patient. We demonstrate
how this is facilitated by adopting a Bayesian framework, using data
from the Levosimendan for the Prevention of Acute Organ Dysfunc-
tion in Sepsis (LEOPARDs) trial. Our re-analysis of TRIGGER found that the choice of statistical ana-
lysis approach had a large impact on both the estimated treatment
effect and p-value. Across the different analytical approaches, the es-
timated odds ratio ranged from 0.40 (95% CI 0.17 to 0.91; p-value
0.03) to 1.09 (95% CI 0.56 to 2.10; p-value 0.80). It was possible to ob-
tain both significant and non-significant results by varying either the
patient population included, the set of covariates used in the analysis
model or the method of handling missing data. Background Children who are born preterm are known to be at increased risk of
a range of developmental problems. The Preterm and After (PANDA)
study aims to provide information about the long term outcome of
children born very preterm (less than 31 gestational weeks) admitted
for acute neonatal care in the east of England. Within PANDA, the
PARCA-R questionnaire is completed by parents in order to measure
cognitive and language development at 2 years of age. These data
are added to obstetric and neonatal data collected by The Neonatal
Survey (TNS), an ongoing study of neonatal intensive care activity in
the same geographic area. It includes clinical information on the
child and their neonatal care as well as the developmental outcome
of the child; alive with no developmental delay (DD), alive with DD
and death before 2 years of age. The EQUIP cluster randomised control trial was designed to evaluate
the efficacy of a training intervention for community mental health
teams (CMHT), employing such a mixed design. The ‘cluster cohort’
sample provided baseline data on service users prior to randomisa-
tion and follow up data at six months following baseline assessment,
via face-to-face interviews. The ‘cluster cross-sectional’ sample in-
volved all service users under the care of the cmhts not in the cohort
sample to be sent a postal questionnaire six months after randomisa-
tion. Comparison of the results of the two designs would allow exter-
nal validity of the intervention to be investigated. The combined
sample was intended to increase power to detect the intervention The aim of this project was to investigate developmental outcome at
2 years of age for children born very preterm. The PARCA-R survey
completed by the parent was used and failure to do so led to a Page 79 of 235 Trials 2017, 18(Suppl 1):200 component nature of SOFA score. We recommend that this approach
be considered more widely for informative missingness in longitu-
dinal data. effect should retention rates not meet expectations. As data were
only collected in the cross-sectional design at six months post ran-
domisation, baseline data were missing in this sample, posing a
problem for the combined analysis. Background The review of pub-
lished protocols is ongoing, however preliminary results indicate that
most trial protocols do not adequately pre-specify their analysis ap-
proach for the primary outcome. p
(
)
In the LEOPARDs trial, the primary outcome was the mean daily total
Sequential Organ Failure Assessment (SOFA) score while in ICU. The
total SOFA score is the sum of five components and some of these
components are determined by multiple variables. Although 6% of
scores were missing across components, this led to 17% of the total
SOFA scores having a missing component. There was a clinical ex-
pectation that measurements may not be taken if there was no
change, or if the scores were normal. The assumption of a lack of
change is in line with the last observation carried forward (LOCF) ap-
proach. This method gives a single imputation, so does not take ac-
count of the uncertainty due to the missing data, leading to over-
precise estimates. Standard multiple imputation (MI) overcomes this
problem, but typically assumes that the probability of a missing score
does not depend on the score itself, after conditioning on observed
data. This was implausible in the LEOPARDs trial because the de-
cision on whether to take a measurement is informed by clinical
judgement about its likely value, and so the missingness is
‘informative’. Background Two methods for overcoming
this issue were considered: using baseline as response, where a joint
model of baseline and response is fitted with all observed data, and
the missing indicator method in which an indicator variable for the
missing data is include in the model as a covariate. P210
Do trialists adequately pre-specify their statistical analysis
approach? A review and re-analysis
Lauren Greenberg1, Vipul Jairath2, Brennan C. Kahan1
1Queen Mary University of London; 2Department of Medicine,
Epidemiology and Biostatistics, Western University
Correspondence: Lauren Greenberg
Trials 2017, 18(Suppl 1):P210 These two methods will be presented with a discussion of the chal-
lenges encountered in the application of each to the cluster random-
isation trial design of the EQUIP study. P209
Bayesian methods for informative missingness in longitudinal
intensive care data
Shalini Santhakumaran1, Alexina J. Mason2, Anthony C. Gordon1,
Deborah Ashby1
1Imperial College London; 2London School of Hygiene and Tropical
Medicine
Correspondence: Shalini Santhakumaran
Trials 2017, 18(Suppl 1):P209 p
Conclusions The statistical analysis approach can greatly influence trial results. It
is essential that the planned analytical method is pre-specified in the
trial protocol in order to avoid selective analysis reporting. Background Rare cancers have complications in analysis due to limited recruit-
ment, meaning the event of interest does not occur enough to ac-
curately discern which treatment arm is better. Due to unclear
knowledge of the best way of treating patients suffering from rare
diseases, a disproportionately high number of deaths occur. p
p
y
g
We propose a method of analysing clinical trials for rare diseases
when comparing two treatments already in use, which can give a
good indication of which treatment arm is better, that does not re-
quire sample sizes of the magnitude of conventionally-powered
trials. Treatment effect modification on the additive scale is generally per-
ceived to be of primary interest for explaining differential treatment
response because absolute treatment effects do not depend on
baseline risks which may differ between patient subgroups. For ex-
ample, if age is, regardless of treatment, associated with the outcome
of interest, the baseline risk will vary across age subgroups. If the
relative treatment effect, say the relative risk, is found to be similar
across the age subgroups, this implies variation in the absolute treat-
ment effect across the subgroups. Specifically, this implies that pa-
tients in the subgroup(s) with a lower baseline risk have a smaller
absolute treatment compared to patients in the subgroup(s) with a
higher baseline risk. Since the absolute treatment effect conveys the
absolute magnitude of the treatment response, this variation will
likely be of interest. Merkel cell carcinoma (MCC), a skin cancer which recorded 1515
cases in the UK in a 10-year period, is one such rare disease. Cur-
rently, the main treatment method for MCC is prioritising surgery,
then administering radiotherapy to eradicate remaining cancer cells. It was postulated whether reversing this treatment order would be
more efficacious. This question is analogous to comparing two treat-
ments in use, because patients would receive access to both radio-
therapy and surgery regardless of the outcome, and there are
arguably no losers. g
py
g
It was postulated whether reversing this treatment order would be
more efficacious. This question is analogous to comparing two treat-
ments in use, because patients would receive access to both radio-
therapy and surgery regardless of the outcome, and there are
arguably no losers. P211
Effective graphical analyses of adverse events in DMC reports
Allison Furey, Robin Bechhofer
University of Wisconsin-Madison
Correspondence: Allison Furey
Trials 2017, 18(Suppl 1):P211 We simulated the survival time
of patients in a two arm trial with the treatment arm as the sole pre-
dictor and analysed the data using the Cox hazard model. over time and to review a large amount of information in a short
amount of time. We employ various presentation styles, including
graphics produced in R (bar charts, stacked bars, Kaplan-Meier plots,
forest plots), and tables and listings produced in SAS; latex is used
for layout and report production. In simulations of 10,000, various sample sizes and true hrs of the
treatment arms were modelled, with the power to conclude efficacy
using
the
conventional
null
hypothesis,
and
the
re-definition,
compared. A major challenge in AE reporting is to separate signal from noise,
drawing attention to important issues while not sacrificing complete-
ness of reporting. Our standard suite of AE analyses employs a “Drill
down” Approach, beginning with an overall summary of Aes falling
into selected categories (serious, fatal, related to treatment, leading
to treatment discontinuation, etc.), graphical summaries by SOC and
of most common preferred terms, followed by incidence tables of
preferred terms within SOC and listings of Aes of concern. Our stand-
ard displays provide visual information regarding severity as well as
incidence, and highlight treatment comparisons between groups. A novel approach to analysis of clinical trials for rare cancers
assuming symmetry
2 A novel approach to analysis of clinical trials f
assuming symmetry
Emma Wang1, Peter D. Sasieni1, Bernard V. North2
1Queen Mary University, London; 2Exploristics Ltd
Correspondence: Emma Wang
Trials 2017, 18(Suppl 1):P212 g y
y
Emma Wang1, Peter D. Sasieni1, Bernard V. North2
1Queen Mary University, London; 2Exploristics Ltd g y
y
Emma Wang1, Peter D. Sasieni1, Bernard V. North2
1Queen Mary University, London; 2Exploristics Ltd
Correspondence: Emma Wang
Trials 2017, 18(Suppl 1):P212 Predictive markers are variables that identify patient subgroups with
differential response to treatment and can be useful in guiding treat-
ment decisions. Practically, predictive markers are those found to
moderate the relationship between treatment and an outcome. How-
ever, the presence of treatment effect modification is dependent
upon measurement scale of the outcome. If the absolute effect of
treatment varies across patient subgroups, treatment effect modifica-
tion is present on the additive scale. Alternatively, if the relative ef-
fect of treatment varies across patient subgroups, treatment effect
modification is present on the multiplicative scale. P211
Effective graphical analyses of adverse events in DMC reports
Allison Furey, Robin Bechhofer
University of Wisconsin-Madison
Correspondence: Allison Furey
Trials 2017, 18(Suppl 1):P211 P211
Effective graphical analyses of adverse events in DMC reports
Allison Furey, Robin Bechhofer
University of Wisconsin-Madison
Correspondence: Allison Furey
Trials 2017, 18(Suppl 1):P211 We used Bayesian Markov Chain Monte Carlo (MCMC) methods to
impute missing values at a component level, based on a selection
model factorisation which specifies a marginal distribution for the
scores (analysis model) and a conditional distribution for the missing-
ness indicators given the scores (missingness model). An autoregres-
sive process was incorporated into the analysis model to take
account of the longitudinal structure in the scores, and informative
prior distributions specified for the parameters in the missingness
model to reflect various assumptions about the missingness mechan-
ism. We applied a bootstrap approach to calculate the difference be-
tween treatment groups because of the non-normal distribution of
the daily total SOFA scores, with a separate bootstrap sample taken
at each MCMC iteration. The primary charge of a Data Monitoring Committee (DMC) is to
monitor the safety of clinical trial subjects. Among the most import-
ant sources of safety data is adverse events (Aes) reported by
investigators. Often, the Sponsor’s statistical analysis plan for the final study ana-
lysis simply indicates that Aes will be summarized by meddra system
organ class (SOC) and preferred term. Lengthy tables of Aes are com-
prehensive, but may overwhelm DMC members with detail and fail
to highlight relevant treatment differences, important constellations
of related Aes, or answer key questions regarding the severity, im-
pact, or timing of events. The Statistical Data Analysis Center (SDAC) at the University of
Wisconsin-Madison specializes in producing interim reports and ana-
lyses for DMCs. Our reports are graphically based, allowing DMC
members to easily identify differences between treatment groups or Results from the Bayesian analysis showed more uncertainty than
those obtained using LOCF, whilst allowing for informative missing-
ness unlike standard MI approaches. In addition, the methods
applied here accommodated both bootstrap sampling and the Trials 2017, 18(Suppl 1):200 Page 80 of 235 Page 80 of 235 over time and to review a large amount of information in a short
amount of time. We employ various presentation styles, including
graphics produced in R (bar charts, stacked bars, Kaplan-Meier plots,
forest plots), and tables and listings produced in SAS; latex is used
for layout and report production. Survival analysis was conducted with a patient having the endpoint
of interest if they died within 2 years. p
Results In all examples simulated pertaining to MCC, using our rules leaded
to substantial gains in power, sometimes even a doubling. The results of theoretical sample size equations had close concord-
ance
with
the
powers
for
various
sample
sizes
observed
in
simulations. In all examples simulated pertaining to MCC, using our rules leaded
to substantial gains in power, sometimes even a doubling. The results of theoretical sample size equations had close concord-
ance
with
the
powers
for
various
sample
sizes
observed
in
simulations. Background g
y
Hypothesis testing using conventional levels of Type I and II error
would require in excess of 3000 patients, which is unfeasible to re-
cruit, even across countries, leading such a trial to be underpowered. We applied our new analysis method using the statistics associated
with MCC. However, in clinical trials with binary and time-to-event outcomes,
treatment effect modification is often assessed only on the multiplica-
tive measurement scale as this corresponds to a comparison of the
more commonly presented relative treatment effect measures (relative
risks, odds ratios, hazard ratios) across patient subgroups. This is usually
obtained from the widely used regression models for these outcome
measures, i.e. The logistic regression model and the Cox proportional
hazards regression model, by the inclusion of a product term between
treatment and the predictor of interest. The analysis of treatment effect
modification on the additive measurement scale can be less easy to Conclusion Flexibility is a key feature of our reports; analyses evolve depending
on the stage of the trial as well as in response to DMC concerns, and
are often tailored to characteristics of the subjects and/or treatments
in the specific trial. We find graphical presentations useful, not only
for aggregate data, but also for examining individual subjects – for
example, to illustrate the relationship between Aes and other data
(e.g., dosing, lab data). Custom graphical displays may also address,
in aggregate or by subject, timing of Aes, recurrent events, or events
of special interest. By restricting the probability of making a wrong decision to be 2.5%,
the analysis method we have proposed is more robust than generic
non-inferiority tests. The interpretation of hypothesis testing from
our rule is the patient may be informed, “on the balance of probabil-
ity, this treatment is better”. Our proposed analysis method means conducting clinical trials for
rare diseases is worthwhile after all, potentially leading to better
standard of care for patients suffering from them. This poster presents examples of innovative displays designed to re-
spond to specific questions posed by the DMC, as well as our stand-
ard AE presentations for DMC reports. P213
Evaluating treatment effect modification on the additive scale for
the evaluation of predictive markers
Antonia Marsden1, Richard Emsley2, William Dixon3, Graham Dunn1
1Centre for Biostatistics, School of Health Sciences, University of
Manchester; 2Centre for Biostatistics, School of Health Sciences,
University of Manchester. MRC northwest Hub for Trials Methodology
Research, UK; 3Arthritis Research UK Centre for Epidemiology,
Manchester Academic Health Science Centre, University of Manchester
Correspondence: Antonia Marsden
Trials 2017, 18(Suppl 1):P213 Methods The Type I error was redefined as probability of concluding a treat-
ment was better than the other when in fact it was worse, and the
minimum sample size was the sample size needed for this value of
Type I error to be to 2.5%. To conclude ‘superiority’ using our rules, the upper limit of two-sided
95% confidence interval of the hazard ratio (HR) observed had to be
below 1.25, and the upper limit of two-sided 50% confidence interval
had to be below 1. Page 81 of 235 Page 81 of 235 Trials 2017, 18(Suppl 1):200 Background Due to major advances being made in clinical trials for prevention of
cardiovascular events (including stroke and transient ischaemic at-
tack, TIA), and the falling risk of recurrent events, cardiovascular pre-
vention trials are increasing in size. Since the number of trials has
also increased, it is becoming more difficult to recruit patients into
new trials. New strategies are now needed to reduce trial sample
sizes and to amplify the potential to demonstrate benefit. The inter-
national Triple Antiplatelets for Reducing Dependency after Ischae-
mic Stroke (TARDIS) trial assessed the safety and efficacy of intensive
(combined aspirin, dipyridamole and clopidogrel) versus guideline
(aspirin/dipyridamole, or clopidogrel alone) antiplatelets given for
one month in patients with acute stroke or transient ischaemic attack
(TIA). Data from a subgroup of the Efficacy of Nitric Oxide in Stroke trial
(ENOS-early; concerning patients randomised within 6 hours of ictus,
a pre-specified subgroup) and the Rapid Intervention with Glyceryl
trinitrate in Hypertensive stroke Trial (RIGHT), suggest that glyceryl
trinitrate (GTN), when given early, improved dependency, death, dis-
ability, cognitive impairment, mood disturbance, and quality of life. However, individual outcomes do not provide a global estimate of ef-
fect. Previous acute stroke trials have used global tests to assess the
overall effect of treatment on a group of outcomes: NINDS and IM-
AGES (the National Institute of Neurological Disorders and Stroke RT-
PA trial and the Intravenous Magnesium Efficacy in Acute Stroke trial;
Wald test for binary outcomes) and CARS (Cerebrolysin and Recovery
After Stroke trial; Wei-Lachin test for ordinal and continuous out-
comes). Transdermal GTN is a candidate treatment for ultra- and
hyper-acute stroke, potentially acting through reperfusion, haemo-
dynamic and cytoprotectant effects. Methods In the context of acute stroke trials, the modified Rankin scale (MRS)
is often used as the primary outcome measure, due to its sensitivity
to treatment effects. The MRS is a seven level ordered categorical
scale (0: No symptoms, 1: No significant disability, 2: Slight disability,
3: Moderate disability, 4: Moderately severe disability, 5: Severe dis-
ability, 6: Death) that assesses independence, dependency and death. The primary objective of the TARDIS trial was to assess treatment ef-
fect on recurrence and severity of that recurrence at 90 days. There-
fore, the primary outcome consisted of a combination a) the type of
recurrent event (stroke or TIA) and b) the score from the MRS taken
at three months. This produced a six level ordered categorical poly-
chotomised scale with the following structure; Fatal stroke (MRS =6)/
Severe non-fatal stroke (MRS =4 or 5)/Moderate stroke (MRS =2 or
3)/Mild stroke (MRS =0 or 1)/TIA/No recurrent event. The assessment
of this primary outcome measure utilised the shift approach, with
the use of ordinal logistic regression analysis. Design Vascular prevention studies typically count outcomes as dichotomous
events (e.g. Event vs no event) although this is inefficient statistically
and gives no indication on the severity of the recurrent event. Recur-
rent vascular events, such as stroke, could therefore be polychoto-
mised with ordering of outcome events determined by severity. A
retrospective analysis of published vascular prevention trials (includ-
ing antithrombotic, antihypertensive, lipid lowering, carotid surgery,
and hormone replacement therapy) suggested that polychotomised
outcome measures provide information on both events and their se-
verity, generate smaller numbers-needed-to-treat, and may be more
efficient statistically. M
h d y
Methods y
y
p
Methods The global effects of ultra- or hyper-acute administration of GTN
were tested using three statistical approaches: the Hotelling T2
test (combines continuous variables), and Wei-Lachin and Wald
tests. Analyses using ordinal logistic regression and multiple lin-
ear regression were also performed to test the individual effects
of GTN on each outcome. Raw (and dichotomised) outcome data
at 90 days included telephone assessments of dependency (modi-
fied Rankin Scale, MRS >2), disability (Barthel index, BI < 60),
mood (short Zung depression scale, ZDS > 70), cognition (t-Mini
Mental state examination, tmmse < 14) and quality of life (health
utility status, HUS < 0.5, as derived from euroqol-5D-3 level). Data
are odds ratio (OR), mean difference (MD), Mann–Whitney esti-
mates (MW) and T2 statistic. Comparison of global statistical analyses in patients with
hyper-acute stroke: assessment of randomised trials of
transdermal glyceryl trinitrate, a nitric oxide donor
Lisa Woodhouse1, Polly Scutt 1, Stuart Pocock2, Alan Montgomery1,
Nikola Sprigg1, Philip M. Bath1
1University of Nottingham; 2London School of Hygiene & Tropical
Medicine
Correspondence: Lisa Woodhouse
Trials 2017, 18(Suppl 1):P214 Comparison of global statistical analyses in patients with
hyper-acute stroke: assessment of randomised trials of
transdermal glyceryl trinitrate, a nitric oxide donor
Lisa Woodhouse1, Polly Scutt 1, Stuart Pocock2, Alan Montgomery1,
Nikola Sprigg1, Philip M. Bath1
1University of Nottingham; 2London School of Hygiene & Tropical
Medicine
Correspondence: Lisa Woodhouse
Trials 2017, 18(Suppl 1):P214 Conclusions obtain in these settings, particularly for time-to-event outcomes due to
the dependency on time. GTN improved global aggregates of dependency, disability, mood,
cognition and quality of life data. This exploratory finding is being
tested prospectively in the ongoing 850-patient RIGHT-2 trial. Though
individual test results for RIGHT suggest that GTN only had a signifi-
cant effect on dependency (MRS), global analysis of the data (using
the Wei-Lachin test) suggested that GTN improved all outcomes. Reporting global tests adds summary information on overall treat-
ment effects. Further, it may be advantageous to base the primary
outcome on a global analysis since global tests are statistically more
efficient; in this case, individual outcomes would be presented in
pre-specified secondary analyses. The Wei-Lachin test may be pre-
ferred since it allows analysis of ordinal and continuous variables; in
contrast, the Wald test only analyses binary outcomes, and the Hotel-
ling T2 test does not take account of direction of effect. This works aims to highlight why an analysis of treatment effect
modification on the additive scale is more informative in the evalu-
ation of markers predictive of differential treatment response and to
present how this can be performed in practice. We propose the use
of a novel measure, the Ratio of Absolute Effects (RAE) measure, as
an approach for the assessment of treatment effect modification on
the additive scale which can be calculated from the more commonly
used multiplicative regression models used for binary and time-to-
event outcomes. We suggest this measure to be particularly useful
for time-to-event outcomes as it is time invariant. Also discussed is
the use of alternative regression models on the additive scale (e.g. The additive hazards model) from which effect modification on the
additive scale can be directly assessed. 5
Rationale for using an ordinal primary outcome in clinical trials for
the prevention of recurrent stroke and transient ischaemic attack
Lisa Woodhouse1, Jason P. Appleton1, Stuart Pocock2, Alan Montgomery1,
Nikola Sprigg1, Philip M. Bath1
1University of Nottingham; 2London School of Hygiene & Tropical
Medicine
Correspondence: Lisa Woodhouse
Trials 2017, 18(Suppl 1):P215 5
Rationale for using an ordinal primary outcome in clinical trials for
the prevention of recurrent stroke and transient ischaemic attack
Lisa Woodhouse1, Jason P. Appleton1, Stuart Pocock2, Alan Montgomery1,
Nikola Sprigg1, Philip M. Bath1 p
Methods Assuming log-hazard-ratio is a logistic function of continuous prog-
nostic variable, the midpoint of the sigmoid curve (x_mp) would be
a natural choice for the cutpoint. 100,000 survival datasets were gen-
erated via Monte Carlo simulations using R language. Each simulated
dataset included 200 observations (x) with exponential distribution
(similar to the number of the patients and the distribution of AR-
copy numbers in the trial) and log-hazard-ratio (y) as a logistic func-
tion of x. Parameters of the steepness of the curve and location of
the midpoint (x_mp) were randomly assigned in each run. For every
simulated dataset, the best cutpoint was sought via the following it-
erative steps: (i) assigning 0 to all observations below copy number
x_i and 1 to all observations equal to or above copy number x_i, (ii)
fitting Cox model (for x_i), (iii) using the maximum values of the sta-
tistics of survival modelling including Hazard Ratio, Log-Likelihood -
or Cox-Snell Pseudo-R-Squared (RSQ) -, Concordance Index, Wald-
test, and Log-Rank-test as indicators (correlative measures) of the
cutpoint, (iv) calculating the difference between the cutpoints sug-
gested by each correlative measure and the true cutpoint (x_mp). Altogether, six sets of 100,000 differences along with their medians
and interquartile ranges (IQR) were estimated. The statistical measure
associated with the smallest absolute median and IQR was chosen as
the best correlative measure. The chosen measure was used in the
trial data to determine the optimal cutpoint for AR-copy number. We
also used bootstrapping to increase reliability of the estimated cut-
point in the trial data. Institutions will be randomized to implement the intervention versus
usual care. Randomization will be stratified by institution characteris-
tics (3 factors: institutional volume, thoracic surgery fellowship train-
ing program, dedicated general thoracic surgeon present). In order
to randomize all institutions at the same time, a run-in phase will be
implemented to allow for sites to obtain institutional and regulatory
approvals. In addition, objectives of the run-in phase are to provide a
more accurate assessment of local accrual and preliminary estimates
of outcomes. The primary objective of this study is to compare the 3-
year disease free survival (DFS) among patients at institutions ran-
domized to implement the intervention to those randomized to
usual care. The secondary objective is to compare the frequency of
patient up-staging (from cn0/1 to pn1/2/3) following surgical resec-
tion among patients receiving intervention to those receiving usual
care. (
Results 312 patients (GTN 168, no GTN 144) were randomised within 6 hours
of ictus into ENOS-early (n = 273) and RIGHT (n = 39). GTN improved
certain individual and global outcomes for both the ENOS-early and
RIGHT trials respectively: Individual tests MRS: OR 0.55, (p = 0.0055);
0.27, (p = 0.0306) BI: MD 13.5, (p = 0.0029); 25.4, (p = 0.0724) ZDS: MD
−10.3, (p = 0.0013); −14.3, (p = 0.0631) tmmse: MD 3.5, (p = 0.0007);
4.3, (p = 0.1151) HUS: MD 0.09, (p = 0.0753); 0.21, (p = 0.0618) Global
tests Hotelling T2: T2 24.91, (p = 0.0087); 9.85, (p = 0.1763) Wei-Lachin:
MW 0.64, (p = 0.0018); 0.73, (p = 0.0301) Wald: OR 0.52, (p = 0.0011);
0.38, (p = 0.0826). Trials 2017, 18(Suppl 1):200 Trials 2017, 18(Suppl 1):200 Page 82 of 235 Page 82 of 235 Page 82 of 235 p
Results Median and IQR of the differences between true cutpoint (x_mp)
and the the copy numbers indicated by the highest values of Hazard
Ratio, Concordance Index, Wald test, Log-Rank, RSQ, and Log-
Likelihood were −13.39 (45.38), −3.13 (5.32), −3.10 (3.60), −2.82 (3.43),
−2.06 (3.24), and −2.06 (3.24), respectively. Consistent results were
also observed using simulated AR-copy numbers with normal distri-
bution. Thus, Log-Likelihood (or interchangeably RSQ) was chosen as
the recommended correlative measure and was used to determine 30;22(18)
Results The study design is based on a design with 80% power to detect a
50% improvement in DFS (HR =0.67) at the 1-sided 0.025 level. We
assume uniform accrual and an average accrual rate of 15 patients/
site/year. Under independence, the total sample would be 568. Ac-
counting for within institution correlation, the total accrual is 670 pa-
tients (an inflation of 18%), accrued over 2 years with 3 years of
follow-up. p
Conclusion Among various statistical measures of survival, Log-Likelihood is the
best correlative measure for estimating optimal cutpoint of a con-
tinuous prognostic variable with normal or exponential distribution. Wald and Log-Rank tests are slightly less reliable and Hazard Ratio is
the least reliable correlative measure. P218
SWOG s1700: an institutional cluster-randomized trial of a surgical
lymph node specimen collection kit in the cooperative group
setting
Jieling Miao, Yingqi Zhao, Jim Moon, Mary W. Redman
SWOG Statistics and Data Management Center, Fred Hutchinson Cancer
Research Center
Correspondence: Jieling Miao
l
l Background g
Approximately 60,000 patients annually undergo resection for non-
small cell lung cancer (NSCLC) in the US. Most of them will not
achieve long-term survivorship and the status of nodal involvement
is the most powerful determinant of prognosis. Accurate pathologic
nodal staging requires the combination of surgical dissection of the
appropriate hilar and mediastinal lymph nodes and thorough patho-
logic examination of lymph modes present within the lung resection
specimen. S1700 or SILENT (Strategies to Improve Lymph Node
Examination of Non-Small Cell Lung Tumors), a trial proposed by
SWOG, is designed to evaluate a lymph node specimen collection kit. It is anticipated that this simple intervention on how the surgeon
does his/her lymph node sampling, will improve the accuracy of
pathologic nodal staging of resected lung cancer. It was determined
that a cluster randomized trial (CRT) design is necessary to address
this question. Conduct of a CRT is rarely done (to almost never) in
the Cooperative Groups within the US. Methods p
Methods Given feasibility considerations, the planned goal is to limit par-
ticipation to 40 institutions (20 randomized to implement the inter-
vention and 20 to continue with usual care). Given historical data, it
is estimated that the intraclass correlation coefficient is 0.01. Sample
size calculations were based on Xie & Waksman. (Stat Med. 2003 Sep
30;22(18):2835–46). Log-likelihood is the best correlative measure to estimate the
cutpoint for a continuous prognostic variable: a Monte Carlo
simulation study Jieling Miao, Yingqi Zhao, Jim Moon, Mary W. Redman
SWOG Statistics and Data Management Center, Fred Hutchinson Cancer
Research Center y
Mansour Sharabiani, Clare Peckitt, Gerhardt Attard
The Royal Marsden NHS Trust
Correspondence: Mansour Sharabiani
Trials 2017, 18(Suppl 1):P216 y
Mansour Sharabiani, Clare Peckitt, Gerhardt Attard
The Royal Marsden NHS Trust
Correspondence: Mansour Sharabiani
Trials 2017, 18(Suppl 1):P216 Correspondence: Jieling Miao
Trials 2017, 18(Suppl 1):P218 Discussion the optimal AR-copy number cutpoint for stratification of CRPC
patients. The TARDIS trial was the first vascular prevention trial to assess pro-
spectively both recurrence and its severity, rather than recurrence
alone. This novel approach both increases statistical power through
comparing the difference in the distribution across the whole scale
of severity between the treatments, and allows the effect of treat-
ment on severity to be assessed. Such an approach can reduce trial
sample size and ultimately costs, whilst improving statistical effi-
ciency and amplifying the potential to demonstrate a treatment ef-
fect. Data will be presented once the main findings have been
presented in late 2016. p
Conclusion Background Stratification of patients into high- and low-risk categories using a
cutpoint for a continuous prognostic variable has important applica-
tions in clinical decision making. Different approaches including bio-
logical determination, median value, and clustering as well as using
correlative measures such as logrank test, minimum p-value, hazard
ratio, and log-likelihood have been used to determine the cutpoint. Here we try to choose the most reliable correlative measure using
Monte Carlo simulation. We also apply the chosen measure to bio-
logical data (androgen receptor [AR] gene copy number) from
castration-resistant-prostate-cancer (CRPC) patients where it is as-
sumed, based on previous studies, that AR-gain (higher number of
copies of AR) patients have higher hazard rates of survival than AR-
Normal patients. Discussion These findings suggest that phase I trials are generally safe, however
there are important opportunities to improve the design, conduct
and dissemination of these studies. Methodological gaps exist which
should be addressed when planning phase I trials, particularly for
dose escalation studies. Much greater transparency through the
public registration and dissemination of findings from phase I trials
is needed to improve the safety and conduct of future studies. Background There is a couple of issues in practice. One of issues is that it de-
pends on the distribution of propensity score. The score is usually es-
timated by logistic regression. However, it is not easy to assume
prior to commencing the study. Another one is that some factor
which has association with treatment selection but is not correlated
with endpoint decrease the precision of confidence interval for the
estimate of treatment effect. As result, it leads to decreasing statis-
tical power of test as previous report warned. However, identifying
these factors to be excluded would contradict the nature of propen-
sity score analysis which collects data not to miss confounding fac-
tors as much as possible. Furthermore simple stratified analysis, ex
Cox regression, is enough if it is possible to identify these factors in
advance. p
Discussion In an era of increasing costs for cancer care, low-cost and relatively sim-
ple interventions such as the one being evaluated in SILENT are very
valuable. Careful consideration of design and implementation can lead
to a valuable resource and address an important yet simple question. Trials 2017, 18(Suppl 1):200 Page 83 of 235 Page 83 of 235 popularity of propensity score rapidly increases its application in pro-
spective observational studies with time-to-endpoint in various areas
including cancer or cardiovascular disease and some would expect it
as an alternative of confirmatory trials. However, a limited number of
papers have discussed sample size calculation. We proposed practical
sample size re-estimation in mid-course of the study. The approach
provides not only statistical power but also the incorporating with in-
terim analysis which have to adjust type I error. An assessment of the design and dissemination of phase I clinical
trials: where can we improve? Bethan Copsey1, Ayodele Odutayo2, Jonathan Cook2, Susan Dutton2,
Douglas Altman2, Sally Hopewell2
1University of Oxford; 2Nuffield Department of Orthopaedics,
Rheumatology and Musculoskeletal Sciences, University of Oxford
Correspondence: Bethan Copsey
Trials 2017, 18(Suppl 1):P220 Objective To explain, demonstrate and compare methods for evaluating perso-
nalised treatment recommendations using a standard, two-arm, par-
allel randomised controlled trial. p
p
y
Naoki Ishizuka1, Takeharu Yamanaka2, Noriko Tanaka3
1Cancer Institute Hospital; 2Yokohama City University; 3National Center
for Global Health and Medicine
Correspondence: Naoki Ishizuka
Trials 2017, 18(Suppl 1):P221 Results The operational characteristics concerning the statistical power for
various scenarios in which there is no correlation between the factor
of treatment choice and endpoint were examined by the simulation
study. The result guaranteed the statistical power as planned. Conclusions After a median 2.7 years since completion, only 3 of the 32 fully com-
pleted phase I trials have been published and only 10 of these 32 tri-
als have a publicly accessible trial registry entry. None of the trials
with SAEs have been published. Our approach keeps the statistical power without any assumption of
propensity score including the distribution and the correlation be-
tween the endpoint and the factors of the treatment choice. Methods We assume the situation that one would assess the new treatment
compared to the standard one. Calculate the sample size tenta-
tively if one assumes alpha level, power and an effect size delta. If
time to event is a primary endpoint, expected number of events is
determined by the method of Schoenfeld and the variation. Esti-
mate propensity score when the sample size or the number of
events reaches tentative sample size or expected number of events. Use stratified logistic or stratified Cox model to estimate the param-
eter of the effect size. Calculate the inflation coefficient - Which is
defined as follows = (Observed Standard Error)^2/(1/(_1 × _2 × D))
where _1,_2 are the fractions of each treatment group and D is the
tentative expected number events for time to event. =(Observed
Standard Error)^2/(Assumed Variance) for binary endpoint. Calcu-
late the target sample size or the number of events as a product of
inflation coefficient - and tentative sample size or the number of
events. Do the interim analysis ad Information time as 1 if one
would like to plan. If the interim analysis is not significant or one
has not done it, do the final analysis. Of the 426 HRA-approved trial protocols, 54 were phase I trials (17
oncology; 37 non-oncology). Forty-five (83%) were industry funded
and 17 (31%) were first-in-human studies. All trials were registered in
a trial registry, although registry details were publicly available for
only 21; as per EU regulations. Across the included studies there
were 869 participants; the median sample size was 27 (interquartile
range 18 to 41). Of the first-in-human studies, 13 specified an observation period be-
tween administration of the study drug to the first and subsequent
participants. Only one study provided justification for this observa-
tion period. Thirteen first-in-human studies used biological agents
but only 5 of 13 used the MABEL (minimum anticipated biological ef-
fect level) for calculating the starting dose or justified not doing so. Of the 54 phase I trials, 32 have been completed and 24 submitted
CSRs to the HRA as of April 2016. No deaths occurred but 11 SAEs
were reported, of which 3 were deemed potentially related to the
study
treatment. All
treatment-related
SAEs
occurred
in
non-
oncology trials. Methods A representative sample (n = 426) of clinical trial protocols that re-
ceived ethical approval by the UK Health Research Authority (HRA) in
2012. We extracted details related to study design and methods from
the protocols on phase I studies. Additionally, information on serious
adverse events (SAEs) from submitted clinical study reports (CSRs)
and searched for publications (by April 2016) of the completed trials
was collated. Findings were narratively summarised. Background Phase I trials involve the early testing of investigational medicines in
humans in order to assess their safety, tolerability and pharmacokin-
etics. Questionable design and conduct of phase I trials has led to
long-term morbidity and mortality. There is limited information pub-
licly available regarding how these trials are conducted, monitored
and disseminated. A systematic methodological review of the ethical
submission for phase I trials was carried out to address this gap. Methods Evaluating personalised treatment recommendations using
randomised controlled trials Evaluating personalised treatment recommendations using
randomised controlled trials Matthias Pierce, Richard Emsley Matthias Pierce, Richard Emsley
University of Manchester
Correspondence: Matthias Pierce
Trials 2017, 18(Suppl 1):P222 Background The modern paradigm of stratified medicine (also termed persona-
lised or precision medicine) seeks to move beyond a one-size-fits all
approach, that treats patient populations as a whole, towards one
that identifies patient strata with different disease pathways or re-
sponses to treatment. A major aspect of stratified medicine is to pro-
vide personalised treatment recommendations (PTR’S): an algorithm Background
Sample size must be determined when one start any prospective
study regardless of it is intervention or observational. The recent Trials 2017, 18(Suppl 1):200 Page 84 of 235 Page 84 of 235 biomarker-driven sub-studies in response to the approval of im-
munotherapies in our study population. As of November 3, 2016, 4
sub-studies have been closed to accrual, 1 new non-match sub-study
has been activated, 1 new biomarker-driven sub-study is expected to
open to accrual by the end of 2016, 1 new non-match sub-study for
immune-therapy (IO) exposed patients is expected to activate in the
first quarter of 2017, and an additional biomarker-driven sub-study is
expected to be activated mid-2017. The anticipated study schema is
included below. that recommends treatment based on the patient’s predicted treat-
ment response using biomarkers, a patient’s measureable characteris-
tics collected at clinical visit. A PTR may be constructed using a
single biomarker, or using multiple biomarkers. After estimating a
PTR, the next step is to assess whether the expected outcome under
a PTR improves on the expected outcome under an alternative policy that recommends treatment based on the patient’s predicted treat-
ment response using biomarkers, a patient’s measureable characteris-
tics collected at clinical visit. A PTR may be constructed using a
single biomarker, or using multiple biomarkers. After estimating a
PTR, the next step is to assess whether the expected outcome under
a PTR improves on the expected outcome under an alternative policy
– one where either everybody receives the treatment or everybody
receives the control condition. The evaluation of a PTR differs from
the evaluation of prognostic or diagnostic models because, for any
individual, the object of inference (whether a subject benefited from
treatment) remains unobserved. This is because the individual treat-
ment effect cannot be separated from prognostic effects. Therefore
standard methods of model evaluation, for example ROC-curve ana-
lysis, are inappropriate in this context. The Lung-MAP trial is a continually evolving study. The study team
continues to evaluate new biomarker/investigational therapy pairs,
including immunotherapy drugs and biomarkers, and combinations
of therapies. y
,
Methods This presentation will cover two methods for evaluating a PTR using
a standard, two-armed randomised controlled trial. The first, termed
the inverse probability weighting (IPW) approach, uses a weighted
average of the outcome in those lucky to have been randomised to
the treatment they were recommended under the PTR. The second
is an augmented version of the IPW (AIPW), developed using semi-
parametric theory, that borrows information from a regression model
for the outcome under treatment or control, to establish a more effi-
cient estimator. Monte-Carlo simulations are used to compare the
statistical properties of the IPW and AIPW methods using a range of
data generating scenarios. These methods will be demonstrated with
application to data from a randomised controlled trial for Chronic Fa-
tigue Syndrome Patients, using the user-written Stata command
ptr.ado. Inference for these parameters will also be discussed. Methods In order to explore the issue of performance bias in depth, a narrow
clinical field (appendicitis) was selected. Rcts evaluating at least one
surgical intervention (defined as procedures that cut a patient's tis-
sues, involving the use of a sterile environment, anaesthesia, antisep-
tic conditions, surgical instruments, and suturing or stapling) for
patients with appendicitis were identified. Because there is no formal
tool for assessing performance bias, information from existing litera-
ture relating to various aspects of performance bias was used to
guide data extraction: i) blinding (Cochrane Risk of Bias tool), ii)
standardisation (CONSORT-NPT and SPIRIT statements). An inductive
approach was used, whereby an initial extraction form was used and
where new themes relating to performance bias were identified, the
form was modified to incorporate these and all trials reviewed using
the new form. Design, conduct, and analysis of a master protocol within an
evolving landscape of standard of care: the lung-map trial
Mary Redman, James Moon, Shannon McDonough, Jieling Miao,
Katie Griffin, Michael LeBlanc
Fred Hutchinson Cancer Research Center
Correspondence: Mary Redman
Trials 2017, 18(Suppl 1):P223 The Lung- MAP trial (Lung Cancer Master Protocol), launched in
2014, is an umbrella protocol to evaluate targeted therapies in bio-
marker selected patients for previously-treated stage IV or recurrent
non-small cell lung cancer. It is the first precision medicine trial
launched with the support of the National Cancer Institute in the
United States. Moreover, Lung-MAP is designed as a pathway for
FDA approval of investigational therapies that successfully meet
study objectives. Beyond blinding: a systematic review to explore performance bias
in surgical RCTs Beyond blinding: a systematic review to explore performance bias
in surgical RCTs Natalie Blencowe, Barry G. Main, Jane M. Blazeby
University of Bristol
Correspondence: Natalie Blencowe
Trials 2017, 18(Suppl 1):P224 Background g
Performance bias arises from unintended deviations from the
intended intervention, comparator or co-interventions that occur
differentially by allocated group. Conventionally, it can be re-
duced through blinding of healthcare providers and patients;
however, this represents a major challenge in surgical settings
and other strategies are therefore required. Standardisation of
surgical intervention and co-interventions, and monitoring adher-
ence to these standards, represents one solution for reducing
performance bias. The aim of this study, therefore, was to sys-
tematically explore the issue of performance bias in randomised
controlled trials in surgery, to inform the design and delivery of
future studies. Simulations demonstrate that the AIPW method is consistently
shown to be more efficient, even when the parametric model for the
outcome used in the AIPW procedure is misspecified. C
l
i The evaluation of a PTR is qualitatively different from the evaluation
of a model used for diagnosis or prognosis. There are two methods
available for establishing whether the outcome under a PTR is an im-
provement (or not) on an alternative policy where everybody is given
the treatment/control conditions. These methods are easily imple-
mented in standard statistical software; for example using our user-
written Stata command ptr.ado. Of the two methods, the AIPW is
demonstrably more efficient than the IPW. Background Conduct of such a study requires a substantial amount
of effort and on-going attention beyond the conduct of a stand-
alone clinical trial. This presentation will provide an overview of the
current status of Lung-MAP, both active and closed studies, discuss
some lessons learned in the conduct of these so-called platform
trials, and a view into the future of Lung-MAP. Discussion This study will assess the quality of reporting of RCTs conducted in
KSA given the increasing number of RCTs being conducted in the re-
gion and the limited data in the literature regarding the quality of
RCTs reporting conducted. Findings achieved from this STUDY might
help in identifying CURRENT strengths and gaps that may impact the
Good Clinical Practice in the clinical setting in KSA. This abstract is not included here as it has already been published. Network meta-analysis of antiembolic interventions: adjustment
for confounders
1
1
1 Nada Alsowaida1, Doaa Bintaleb2, Hadeel Alkofide3, Hisham Aljadhey4,
Tariq Alhawassi5 Nada Alsowaida1, Doaa Bintaleb2, Hadeel Alkofide3, Hisham Aljadhey4,
Tariq Alhawassi5
1 1Medication Safety Research Chair, Pharmacy services, King Saud
University Medical City, Riyadh, Saudi Arabia; 2Investigational Drugs and
Research Unit, King Saud University Medical City, Riyadh, Saudi Arabia;
3College of Pharmacy, King Saud University, Riyadh, Saudi Arabia; 4Saudi
Food and Drug Authority, Medication Safety Research Chair, Riyadh,
Saudi Arabia; 5Medication Safety Research Chair, College of Pharmacy,
King Saud University, Riyadh, Saudi Arabia Background The goal of this study was to compare confounding effect of patient
population characteristics on the comparative effectiveness of indi-
vidual antiembolic interventions in non-valvular atrial fibrillation (AF):
novel oral anticoagulants (NOACs) (apixaban, dabigatran, edoxaban,
rivaroxaban), vitamin K antagonists (VKA), aspirin, and the Watchman
device. Background Randomized controlled trials (RCTs) are considered the gold standard
to assess the efficacy and safety of new treatment interventions and
compare conventional therapies. RCTs are used to support decision-
making, and guidelines recommendations. However, despite their
clinical importance, RCTs have some limitations as they are at high
risk for bias, can over and/or underestimate treatment interventions,
which limit their generalizability. It's estimated that poor quality trials
have led to 30% - 40% overestimation of the treatment. Therefore,
the quality of reported RCTs is still questionable and multiple studies
have concluded that RCTs are yet hindered by several limitations
making risk-benefit assessment, which is an essential element for
RCTs quality, a challenge in certain medical conditions for healthcare
professionals. With the largely emerging data and new treatments
that required pharmaceutical companies to do more RCTs, the need
for assessing the quality of RCT becomes increasingly important. The
Consolidated Standards of Reporting Trails (CONSORT) statement is a
tool designed to assess the quality of RCTs reported and significantly
improve the quality of RCTs. To our knowledge there is no current
data in the literature regarding the quality of RCTs conducted in
Saudi Arabia (KSA). Given the increasing number of RCTs being con-
ducted in the region, it is essential to gain an understanding on the
quality of reporting of these RCTs, which might impact future regula-
tions for conducting such studies in the country. Results 45 rcts met the inclusion criteria. Six compared surgical and non-
surgical
treatments,
and
39
compared
different
surgical
ap-
proaches (open versus laparoscopic surgery, n = 35; laparoscopic
versus single-port surgery, n = 4). In the six RCTs comparing surgi-
cal and non-surgical treatments, blinding of participants was not
undertaken and there was no information relating to healthcare
professionals or trial personnel. In the 39 comparing different sur-
gical procedures, information about blinding was rarely reported. Eight, seven, and five studies reported that blinding of partici-
pants, healthcare professionals and trial personnel was attempted,
respectively. Just one RCT reported that the success of blinding
was evaluated. Data extraction and analysis is ongoing and fur-
ther results (relating to standardisation) will be available for pres-
entation at the conference. Lung-MAP activated with 4 biomarker-driven sub-studies and one
sub-study for patients with no matching biomarkers; all sub-studies
were randomized with docetaxel as the control in 4 of 5 sub-studies. While the standard of care (docetaxel) had been unchanged for de-
cades in this patient population, within the first year of the study,
the Checkmate 017 trial (Brahmer NEJM 2015), demonstrating that
nivolumab is superior to docetaxel in this patient, changed the treat-
ment paradigm for this population. p
g
p p
In December 2015, a major revision of the trial was implemented
with modifications to the patient population and design of the Trials 2017, 18(Suppl 1):200 Page 85 of 235 Page 85 of 235 Methods We performed network meta-analysis of randomized clinical trials
(RCTs) that enrolled 200 patients with non-valvular AF, mean or me-
dian follow-up Six months, with published reports in the English lan-
guage. NOAC phase II studies were excluded. Placebo/control arm
received either placebo or no treatment. All-cause mortality served
as the primary outcome. Results of unadjusted and adjusted meta-
regression analyses were compared. The following confounders were
included, one-by-one: time in therapeutic range (TTR), CHADS2 score,
mean/median duration of follow-up, mean age, the percentage of
males, the percentage of VKA-naïve, the percentage of secondary
prevention patients. Objective To assess the reporting quality of RCTs conducted in KSA from 2005
and above using the CONSORT tool. p
Results A total of 21 RCTs (96,017 non-valvular AF patients; median age 72y;
65% males; median follow-up 1.7y). In unadjusted analysis, in com-
parison to placebo/control, use of aspirin (OR 0.82 (95%CI 0.68-0.99)),
VKA (OR 0.69 (95%CI 0.57-0.85)), apixaban (OR 0.62 (95%CI 0.50-
0.78)), dabigatran (OR 0.62 (95%CI 0.50-0.78), edoxaban (OR 0.62
(95%CI 0.50-0.77), rivaroxaban (OR 0.58 (95%CI 0.44-0.77)), and the
Watchman device (OR 0.47 (95%CI 0.25-0.88)) significantly reduced
all-cause mortality. Apixaban (OR 0.89 (95%CI 0.80-0.99)), dabigatran
(OR 0.90 (95%CI 0.82-0.99)), and edoxaban (OR 0.89 (95%CI 0.82-
0.96)) reduced risk of all-cause death as compared to VKA. Life-
saving effect of Watchman device and NOACs was supported not
only by 95% confidence intervals (CIS) but also, importantly, by 95%
probability intervals (PRIs). However, 95% PRI for aspirin crossed the
‘no effect’ line, indicating that life-saving effect of aspirin might not
be confirmed in future RCTs if ever conducted. After adjustment for Conclusion conducted. An attempt to identify unpublished data by searching
clinical trial registries, through clinicaltrails.gov, and the Saudi Food
and Drug Administration (SFDA) registry will be conducted. The
search strategy will contain a combination of mesh terms and key-
words relevant to the study design. Identified RCTs will be exported
to Endnote X7 to check and remove any duplication. All titles and
abstracts of identified RCTs will be screened by two investigators for
potential relevance. Reference lists of potential studies, systematic re-
views and meta-analysis will be also reviewed manually to identify
relevant original RCTs. Search will be limited to RCTs either phase II,
III and IV, published in 2005 and above in both English and Arabic
language. Studies conducted in KSA as part of international multicen-
ter RCTs, non-therapeutical RCTs will be excluded. The protocol of
this study was submitted for publication to the International pro-
spective register of systematic reviews PROSPERO. Preliminary results from this study indicate that surgical RCTs are
likely to be at high risk of performance bias. Although blinding of
surgeons performing operations was not possible in this clinical area,
blinding
of
patients,
other
healthcare
professionals
and
trial
personnel was plausible yet rarely undertaken. This may be because
existing guidance is difficult to apply in a surgical setting. A potential
solution would be to improve the process of quality assurance in rcts,
by i) clearly defining interventions and co-interventions, ii) standar-
dising their delivery, and iii) careful monitoring and reporting of ad-
herence to these standards. Further work is required to explore how
this might be achieved in surgical RCTs. 5
Network metanalysis benchmarking the technological
development of implantable medical devices
Catherine Klersy, Valeria Scotti, Luigia Scudeller, Chiara Rebuffi,
Carmine Tinelli, Annalisa De Silvestri
IRCCS Fondazione Policlinico san Matteo
Correspondence: Catherine Klersy
Trials 2017, 18(Suppl 1):P225 Network metanalysis benchmarking the technological
development of implantable medical devices
Catherine Klersy, Valeria Scotti, Luigia Scudeller, Chiara Rebuffi,
Carmine Tinelli, Annalisa De Silvestri
IRCCS Fondazione Policlinico san Matteo
Correspondence: Catherine Klersy
Trials 2017, 18(Suppl 1):P225 Network metanalysis benchmarking the technological
development of implantable medical devices Background g
Online registration of trial protocols has been implemented to sup-
port transparency and good clinical practice for the conduct of a trial. One aspect is to ensure that the primary outcome is pre-specified
prior to any data being collected and interim analysis performed. This is to discourage the outcomes being selectively chosen for
reporting based on significant p-values. We aimed to examine the
status of randomised clinical trials (RCT) whose primary outcome
changed between protocol registration and published paper, and to
quantify the impact of this change on the resulting treatment effect
estimates. To investigate agreement between generic evidence and detailed
trial assessment, we asked three assessors with access to summary
trial descriptions to rank pairs of trials from 30 sampled meta-
analyses according to severity of bias. We compared the assessor
rankings to rankings based on a bias model fitted to the sampled
meta-analyses. Analyses were performed for biases associated with
sequence generation, allocation concealment and blinding. Subse-
quently, we explored methods for bias adjustment based on bias dis-
tributions derived from generic evidence, detailed trial assessment or
combinations of the two. Generic distributions were derived from a
hierarchical model fitted to 64 meta-analyses from the Cochrane
Database of Systematic Reviews. Opinion-based distributions were
averaged across 12 assessors who read summary information on
each trial in a new meta-analysis, and independently gave their opin-
ions on bias. We developed three different approaches to combine
generic evidence with detailed trial assessment. The first method sta-
tistically combines the generic and opinion-based bias distributions. In two alternative methods, assessors are provided with generic bias
distributions and summary trial information, and asked to give their
opinion on where in the distribution the particular trial might lie (nu-
merically or by selecting broad areas of the distribution). In two case
study meta-analyses, we adjusted for bias according to the set of dis-
tributions derived using each of the three approaches. p
Results Among 29,749 searched articles (Medline: 28,810, EMBASE: 939),
1,488 articles were selected in this study. Of the 487 eligible tri-
als, 63 (12.9%) published articles were reported with no or an un-
clear
description of
primary
outcome. 21(4.3%)
studies
were
registered with no or an unclear description of primary outcome. 75 (15.4%) trials were registered after the completion of the
study. Among the remaining trials with primary outcome clearly
registered and reported, 29.0% (95/328) showed some discrepan-
cies in primary outcome between trial registration and published
article. Further excluding 33 trials due to uncalculated data, there
were 295 trials that could be included in the bias assessment
and we found a clearly larger intervention effect (pooled ratio of
odds ratios 0.79 (95% confidence interval 0.68 to 0.91), p =
0.0012) among trials with changed primary outcome compared to Good agreement was observed between data-based and opinion-
based approaches to ranking pairs of trials according to risk of bias. Among the assessor opinions judging that one trial was more biased,
the proportion that agreed with the ranking based on evidence-
based fitted biases was highest for allocation concealment (79%) and
blinding (79%) and lowest for sequence generation (59%). In an ex-
ample meta-analysis, bias-adjustment based on generic evidence
had the effect of shifting the intervention odds ratio towards the null
by 28%, and between-trial variance reduced substantially by 56%. Ex-
pert opinions have been obtained recently and the final bias adjust-
ment results based on these are pending. p
g
Discussion Background Systematic reviews of randomised controlled trials provide the best
evidence on the benefits and harms of healthcare interventions. However, trials within meta-analyses are often affected by varying
amounts of internal bias caused by methodological flaws. Currently,
there is no consensus over how to make allowance for biases in
meta-analysis. Two methods for adjustment for within-trial biases in
meta-analysis have recently been proposed. The first uses empirical
(generic) evidence on the magnitude of biases observed in a large
collection of meta-analyses; the second uses expert opinion informed
by detailed assessment of the potential biases affecting each trial. The objectives of this research are to investigate the extent to which
these two approaches agree, and to explore how they could be inte-
grated in order to gain the advantages of both. Tao Chen , Rui Qin , Duolao Wang , Victoria Cornelius
1Tropic Clinical Trial Unit; 2Department of Health Education; 3Imperial
Clinical Trials Unit Correspondence: Tao Chen
Trials 2017, 18(Suppl 1):P230 Correspondence: Tao Chen
Trials 2017, 18(Suppl 1):P230 Method Electronic search of the following databases: Cochrane Central Regis-
ter of Controlled Trials (CENTRAL), EMBASE, MEDLINE via Ovid will be Page 86 of 235 Trials 2017, 18(Suppl 1):200 Trials 2017, 18(Suppl 1):200 RCT population characteristics (TTR, duration of follow-up, and
CHADS2), no antiembolic intervention was statistically significantly
better than placebo/control, and there was no significant difference
between VKA and NOACs, or other antiembolic interventions. Conclu-
sion: Adjusted meta-regression analysis allows to study confounding
effects of RCT population characteristics on results of network meta-
analysis. adjustment, informed by both available generic evidence and elicited
opinion. Choice of integrated approach may be based on the prefer-
ences of the systematic review authors. P229
Placebo response is not decreased by enrichment trial designs in
randomized controlled trials of triptan medications in the
paediatric age group
Lawrence Richer, Ben Vandermeer, Lisa Hartling
University of Alberta
Correspondence: Lawrence Richer
Trials 2017, 18(Suppl 1):P229 Placebo response is not decreased by enrichment trial designs in
randomized controlled trials of triptan medications in the
paediatric age group paediatric age group
Lawrence Richer, Ben Vandermeer, Lisa Hartling
University of Alberta
Correspondence: Lawrence Richer
Trials 2017, 18(Suppl 1):P229 p
g
g
p
Lawrence Richer, Ben Vandermeer, Lisa Hartling
University of Alberta
Correspondence: Lawrence Richer
Trials 2017, 18(Suppl 1):P229 P228
Adjusting trial results for biases in meta-analysis: combining
generic evidence on bias with detailed trial assessment
Kirsty Rhodes1, Rebecca M. Turner1, Jelena Savovic2, Roy Elbers2,
Hayley Jones2, David Mawdsley2, Jonathan AC. Sterne2, Julian PT. Higgins2
1MRC Biostatistics Unit; 2University of Bristol
Correspondence: Kirsty Rhodes
Trials 2017, 18(Suppl 1):P228 This abstract is not included here as it has already been published. P230
Influence of primary outcome change on treatment effect
estimates in clinical trials: meta-epidemiological study
Tao Chen1, Rui Qin2, Duolao Wang1, Victoria Cornelius3
1Tropic Clinical Trial Unit; 2Department of Health Education; 3Imperial
Clinical Trials Unit
Correspondence: Tao Chen
Trials 2017, 18(Suppl 1):P230 Method We searched registered RCT from Medline and EMBASE between
2011 and 2015 and randomly selected 5% of searched articles for
each year. Articles were excluded if they are not RCT or trials with
multiple primary outcomes. For each included trial, we collected in-
formation on the primary outcome reported in the article and in the
registered protocol. Trials were classified as having a changed pri-
mary outcome if there was an inconsistency between the registered
and published outcome. Additional information on effect size, type
of outcome, type of study design, post-randomisation exclusions
were extracted. For consistency, we inverted the effect estimates
where necessary so that each trial indicated an odds ratio less than 1
(where the active group has more favourable result than the control
group). The relative odds ratio (that is, the summary odds ratio for
trials with a primary outcome change divided by those without) was
calculated and a value less than 1 indicated larger treatment effects
in trials with changed primary outcome compared to trials whose pri-
mary outcome was the same between the protocol and final
publication. Conclusion Trials that deviated from the originally registered outcome showed
larger intervention effects than trials whose primary outcome was
unaltered from the original protocol registration. This highlights the
important role of trial registration prior to the initiation of trial and
the need for clear specification of the primary outcome. The AIDS Malignancy Consortium (AMC) is a National Cancer Institute
supported multicenter clinical trials group founded in 1995 to sup-
port innovative trials for AIDS-related cancers. In 2010 the AMC ex-
panded operations internationally and opened 4 sites located in sub-
Saharan African countries with a high prevalence of HIV. The goal of
this expansion was to build a cancer clinical trials network in sub-
Saharan Africa (SSA) that was capable of conducting contextually
appropriate therapeutic and prevention trials in a variety of HIV-
associated cancers and contributing to the AMC’S scientific agenda. The AMC Operations and Data Management Center (AMC ODMC)
provides data management and site management support for both
domestic and international AMC trials. Over the past 7 years, the
AMC ODMC has supported 3 trials in SSA and identified a number
challenges to trial implementation and activation. P231
Reducing under- and over-triage in motor vehicle crashes using an
injury-based approach
Jennifer Talton1, Ashley A. Weaver2, Ryan T. Barnard2, Samantha L. Schoell2,
Joel D. Stitzel2
1Wake Forest School of Medicine; 2Virginia Tech-Wake Forest University
Center for Injury Biomechanics
Correspondence: Jennifer Talton
Trials 2017, 18(Suppl 1):P231 Reducing under- and over-triage in motor vehicle crashes using an
injury-based approach 1Wake Forest School of Medicine; 2Virginia Tech-Wake Forest University
Center for Injury Biomechanics
Correspondence: Jennifer Talton
Trials 2017, 18(Suppl 1):P231 Advanced Automatic Crash Notification (AACN) systems aim to re-
duce both over- and under-triage from motor vehicle crashes (MVC)
by using vehicle telemetry data to predict risk of serious injury and
thus aiding first responders in the triage decision making process. Reducing under-triage (UT) translates into transporting severely in-
jured occupants to a level-I or II trauma center (TC) and reducing
over-triage (OT) means transporting occupants with lesser injuries to
a non-trauma center (non-TC). Treating more severely injured occu-
pants initially at tcs reduces death and disability, and treating occu-
pants with minor injuries at non-tcs leads to better hospital resource
utilization and decreased healthcare costs. Conclusion Seonaidh Cotton, Karen Innes, Joanna Kaniewska, Mark Forrest,
Graham Devereux
University of Aberdeen
Correspondence: Seonaidh Cotton
Trials 2017, 18(Suppl 1):P233 Conclusion The key challenges the AMC ODMC faced in implementing these
trials included identifying research priorities, developing multicenter
trials that are appropriate across a diverse group of trials sites, con-
ducting clinical research trials within the public healthcare system, in-
adequate infrastructure, availability of qualified staff, and identifying
and addressing site logistical barriers such as drug and supply needs. Furthermore, the importance of supporting capacity-building activ-
ities such as training of health care staff at the research sites is part
of the AMC’S mandate in SSA and requires additional site manage-
ment support. Currently, there are 2 open trials and 4 trials in ex-
pected to open within the next 18 months across 7 sites in Sub-
Saharan Africa, including sites in Zimbabwe, Uganda, Kenya, Malawi,
Tanzania and South Africa. Site management lessons learned from
these trials may be applicable to other international trials and par-
ticularly relevant to those designed for implementation in developing
countries where both human and material resources may be limited. In order to estimate the need for transport to a TC or non-TC,
current AACN systems model the risk of severely injured occupants
using injury severity scores (ISS) as the outcome. ISS are a well-
known measure based on the Abbreviated Injury Scale (AIS) coding
lexicon where occupants with ISS > = 16 indicate severe injuries re-
quiring treatment at a TC, while ISS < 16 may be treated at a non-
TC. Our group has developed an AACN algorithm, the Occupant
Transportation Decision Algorithm (OTDA), using an injury-based
approach rather than AIS severity alone. We have identified three
facets of injury that contribute to need for treatment at a TC: sever-
ity, time sensitivity and predictability. Severity is a measure of an
injury’s mortality, time sensitivity quantifies its urgency and predict-
ability is its likelihood of being missed upon evaluation by first re-
sponders at the scene. These three components are then jointly
optimized to create a list of 240 injuries, each with a yes/no indica-
tor of being on the Target Injury List (TIL). We believe that the TIL
gives a better picture of the extent of injury severity and need of
treatment at a TC or non-TC. Efficiencies in multi-centre RCTs - What lessons can be learned
from a trial with more than 100 recruitment sites? Background The OTDA was implemented using data from National Automotive
Sampling System-Crashworthiness Data System 2000–2011, which in-
cluded 38,970 cases. The OTDA uses multivariable logistic regression
to predict the risk of an occupant sustaining an injury on the TIL for
specified crash conditions. In addition to using an injury-based ap-
proach for modeling the risk of severely injury occupants, another
novel feature of the OTDA compared to other AACN systems is that
the OTDA uses a genetic algorithm to optimize each of the compo-
nents and determines the risk threshold for the decision to transport
to a TC or non-TC. The goal of the optimization was to minimize UT
and OT, ideally producing UT rates < 5% and OT rates < 50% as rec-
ommended by the American College of Surgeons (ACS). We have recently completed recruitment to a large multicentre trial
with recruitment sites in both primary and secondary care. Opening
a recruitment site is a substantial amount of work: it requires ap-
provals to be in place; a site agreement to be signed by all parties;
site initiation/training; copies of CVs, GCP certificates and a com-
pleted delegation log to be returned to the study office; for the site
to have received a site file and study documentation; and in this
study, an estimate from the site of number eligible patients to be
invited. As in previous studies, spreadsheets were maintained to log informa-
tion about contacts, documents returned, CVs and GCP certificates,
such that a green-light form could be populated for sign off prior to
opening the site. However, given the number of recruitment sites in-
volved, this logging of information was very time-consuming. We
reviewed our processes, and, where possible, have implemented al-
ternative processes that are likely to generate efficiencies in recruit-
ment site set-up. These are described below. Results of the OTDA produced UT rates ranging from 3-16% depend-
ing on the crash mode and OT rates meeting the ACS 50% recom-
mendation. The OTDA also showed improved UT rates compared to
other AACN algorithms in literature. We believe the OTDA will aid
emergency personnel to make the correct triage decision for an oc-
cupant after a MVC. With nation-wide implementation, we estimate a
potential benefit of improved triage decision-making for 165,000 oc-
cupants annually. Discussion Adjustment for biases is useful in meta-analyses synthesizing all
available evidence. We recommend an integrated approach to bias Trials 2017, 18(Suppl 1):200 Trials 2017, 18(Suppl 1):200 Page 87 of 235 trials whose primary outcome was the same. The results were
consistent after adjustments for type of outcome, type of study
design, post-randomisation exclusions, and variance of log odds
ratio (0.79 (0.69 to 0.92), p = 0.0019). Challenges in implementing and managing clinical trials in
developing countries: lessons learned by the national cancer
institute’s (NCI) AIDS malignancy consortium (AMC)
Megan Wirth, Dikla Blumberg, Kimberly Mosby-Griffin, Don Vena
Emmes Corporation
Correspondence: Megan Wirth
Trials 2017, 18(Suppl 1):P232 Challenges in implementing and managing clinical trials in
developing countries: lessons learned by the national cancer
institute’s (NCI) AIDS malignancy consortium (AMC)
Megan Wirth, Dikla Blumberg, Kimberly Mosby-Griffin, Don Vena
Emmes Corporation
Correspondence: Megan Wirth
Trials 2017, 18(Suppl 1):P232 Conclusion Sites opened In total, 175 recruitment sites were identified (36 secondary care sites
and 139 primary care sites). 141 sites were opened to recruitment Page 88 of 235 Trials 2017, 18(Suppl 1):200 Page 88 of 235 (36 secondary care sites and 105 primary care sites). Of the 36 sec-
ondary care sites opened to recruitment, 31 recruited and 5 did not. Of the 105 primary care sites opened to recruitment, 86 recruited
participants and 19 did not. The review of reasons for suspension identified five main themes:
drug/intervention issues (drug/intervention safety issues, drug/inter-
vention supply issues); trial evaluation (futility, review of trial/changes
to protocol); funding (funding issues); recruitment (primarily slow ac-
crual, but some cases of rapid accrual); and running of the trial (oper-
ational issues, staffing, wider organisational issues). The proportions
of trials suspended/stopped for each of these reasons differed be-
tween the two trial registers. 19% of those suspended on clinical-
trials.gov had been suspended because of drug/intervention safety
issues compared to 6% of ISRCTN. The proportions suspended/
stopped for the other reasons are: trial evaluation 29% in clinical-
trials.gov vs 18% in ISRCTN; funding 17% vs 31%; recruitment (20%
vs 36%), running of the trial (15% vs 9%). There were a number of reasons why sites did not open to recruit-
ment. The most common reason was that the site did not return
documentation to the study office (CVs, GCPs certificates, delegation
log, site agreement). A few sites actively withdrew from the study be-
fore being green-lighted due to staff changeover or perceived lack of
eligible patients. Once opened, some sites failed to recruit any patients to the study. Reasons for this included staff changeover and lack of eligible pa-
tients, competing priorities and eligible patients who did not agree
to take part. Background Background
Randomised controlled trials (RCTs) of therapy interventions are be-
coming increasingly common, and provide a series of challenges. Here we discuss our experience from the PD COMM Pilot (A Pilot
Randomised Controlled Trial Of Lee Silverman Voice Treatment Ver-
sus Standard NHS Speech And Language Therapy Versus Control In
Parkinson’s Disease) trial. Problems with speech or voice are common
with people with Parkinson’s (PWP). Miller (2006) noted how changes
in communication led to increased physical and mental demands
during conversation, an increased reliance on family members and/
or carers, an increased likelihood of reduced participation and social
withdrawal. Two types of speech and language (SLT) therapy are
available to PWP: NHS SLT an individually tailored intervention of ~6-
8 sessions per local practice and Lee Silverman Voice Treatment
(LSVT) a structured set of 16 sessions over 4 weeks focussed on vol-
ume. There is little evidence that either is effective. PD COMM Pilot
examined the feasibility of a full scale trial, and to optimise the de-
sign. Intervention-based issues and solutions are discussed below. Recruitment g
Seonaidh Cotton, Chloe Brooks, Lynda Constable
University of Aberdeen
Correspondence: Seonaidh Cotton
Trials 2017, 18(Suppl 1):P234 A reflection on the management of a trial of speech and language
therapy
1
1
1
1
1 y
Caroline Rick1, Carl E. Clarke1, Natalie Ives1, Smitaa Patel1, Rebecca Woolley1,
Francis Dowling2, Lauren Genders1, Christina H. Smith3, Marian C. Brady4,
Keith Wheatley1 1University of Birmingham; 2Cambridge University; 3University College,
London; 4Glasgow Caledonian University 1University of Birmingham; 2Cambridge University; 3University College,
London; 4Glasgow Caledonian University
Correspondence: Caroline Rick
Trials 2017, 18(Suppl 1):P235 ;
g
y
Correspondence: Caroline Rick
Trials 2017, 18(Suppl 1):P235 y
Correspondence: Caroline Rick
Trials 2017, 18(Suppl 1):P235 Background Within our trials unit two trials have recently been suspended, and
then restarted. While there is a fairly mature literature on early ter-
mination of studies, there is a paucity of literature about the tempor-
ary suspension of studies. y
We aimed to document reasons for trial suspensions using data avail-
able on publically available registers of clinical trials (clinicaltrials.gov
and ISRCTN). Lessons learned The observation that there are differences in the relative importance
of reasons why trials are suspended/stopped may reflect the types of
trials registered on the two registries. We identified potential for efficiencies in terms of logging informa-
tion about sites and staff. Minimal information was already logged
onto the study website (to register a site to enable randomisation
and collection of study data and to maintain appropriate website ac-
cess for site staff). For future studies, the website template has been
amended to include: (i) an additional web form to log information
about the site, including approvals in place, progress of site agree-
ment, etc.; and (ii) a web form to log information about site staff, in-
cluding CVs received, date of GCP training, along with the facility to
upload CVs/GCP certificates onto the website. In addition, the web-
site template facilitates the upload and storage of local documents. h
l
l k l
l
ff
b We identified potential for efficiencies in terms of logging informa-
tion about sites and staff. Minimal information was already logged
onto the study website (to register a site to enable randomisation
and collection of study data and to maintain appropriate website ac-
cess for site staff). For future studies, the website template has been
amended to include: (i) an additional web form to log information
about the site, including approvals in place, progress of site agree-
ment, etc.; and (ii) a web form to log information about site staff, in-
cluding CVs received, date of GCP training, along with the facility to
upload CVs/GCP certificates onto the website. In addition, the web-
site template facilitates the upload and storage of local documents. Having such systems in place is likely to generate trial efficiencies: be
time-saving for trial office staff, recording information in a single
place and allow the green-light forms to be generated automatically;
have capacity to run regular reports (for example progress reports on
site set-up); and generate notifications for, for example renewal of
GCP training. A number of those registered as ‘suspended’ on clinicaltrials.gov
appeared to have been terminated early (with no intention of
restarting) or completed rather than suspended. More guidance for
those maintaining records on trial registries may aid the consistency
of recording. p
y
Background Since tracking approvals is intended to protect participant data
and ensure data was obtained and released to the DCC in an
ethical manner consistent with regulatory oversight, we identified
ways to innovate and simplify processes. Historically, tracking has
been done on paper involving complex filing systems; however,
technological advancements expanded options for executing this
responsibility. Methods Clinicaltrials.gov define a ‘suspended’ study as a ‘study that has
stopped recruiting or enrolling participants early, but may start
again’. We searched clinicaltrials.gov for interventional studies which
had their recruitment status recorded as ‘suspended': the search was
run on 29 June 2016. ISRCTN do not have an equivalent term for sus-
pended trials. The closest term is ‘stopped’ which includes studies
that have never started along with those that have stopped prema-
turely. We searched ISRCTN for interventional studies which had their
status recorded as ‘stopped’: the search was run between 18 July
and 12 August 2016. as the intervention was dependent on speech and language
therapists (salts) being available to start therapy within 4–6 weeks,
bottlenecks occurred e.g. School holidays, staff turnover. Good com-
munication between the research nurses and salts was vital and sites
were allowed to pause recruitment if salts were unable to start ther-
apy within the trial timelines. While this slowed recruitment, 95% of
59 participants had received therapy by the 3 month primary end-
point. Staffing: There were a number of potential issues 1. Did the
level of experience of staff treating participants in the NHS and LSVT
arms differ? 2. Does the beliefs of the salts? Regarding patient suit-
ability for interventions or treatment preference impact the results? 3. Limited research experience of many salts. 17 therapists only saw
1 participant, 11 saw only participants in 1 arm and 8 saw partici-
pants in both. The trial provided a supportive network for salts to ex-
change information. These potential issues will be examined in more
detail in the substantive trial where an in-depth process evaluation
will also be performed. For each suspended trial, a code was assigned to each trial to classify
the reason for the suspension. The coding framework was developed
inductively and continually refined during the process of coding. Results 837 trials registered on clinicaltrials.gov had their recruitment status
designated as suspended. 403 trials registered on ISRCTN were re-
corded as ‘stopped’. It was not possible to identify the reason for sus-
pension/stopping for 40% of those recorded as suspended on
clinicaltrials.gov and 8% of those recorded as stopped on ISRCTN:
either no reason was given, or the reason was not clear or ambiguous. Trials 2017, 18(Suppl 1):200 Trials 2017, 18(Suppl 1):200 Page 89 of 235 Results Ninety-one potential RBM tools were identified and 24 were eligible
for inclusion. These tools were published between 2000 and 2015. Eight tools were paper based or electronic questionnaires and 16 op-
erated as Service as a System (SAAS). Risk associated with the investi-
gational medicinal product (IMP), phase of the clinical trial and study
population were examined by all tools and suitable mitigation guid-
ance through on-site and centralised monitoring was provided. Conclusion Intervention Tools and processes for tracking IRB approvals as a dcc for large
multi-center clinical research networks
Jenna Gabrio, Jeanette O. Auman, Lindsay M. Parlberg, Margaret M. Crawford,
Kristin Zaterka-Baxter
RTI International
Correspondence: Jenna Gabrio
Trials 2017, 18(Suppl 1):P237 Does the content of the interventions change over time? The trial
kept treatment records and has explored the dose and content. The numbers of participants randomised to each treatment arm
at individual sites were too small to test for changes over time,
however this will be examined in the substantive trial. Logistic is-
sues: Frequently the Trust providing the intervention was differ-
ent to the recruiting site. This produced a number of issues e.g. Recognition including SFT funding is associated with recruitment
not the treatment site. Further, the catchment areas of the Trusts
may only partially overlap. In some cases, the only resolution was
for sites to only recruit from a subset of potential participants
dependent on treatment sites’ catchment area. Communication,
support and recognition of different perspectives and priorities
has built a research group that will form the basis of the sub-
stantive trial: 10 of the 11 pilot sites were happy to participate in
the substantive trial. multi-center clinical research networks
Jenna Gabrio, Jeanette O. Auman, Lindsay M. Parlberg, Margaret M. Crawford,
Kristin Zaterka-Baxter
RTI International
Correspondence: Jenna Gabrio
Trials 2017, 18(Suppl 1):P237 p
Results The development and implementation of a database increased ef-
ficiencies both for ccs and DCC s. The processes reduced the vol-
ume of email regarding IRB approvals sent to ccs. Individual
emails to ccs notifying them an approval is about to expire are
no longer necessary. Instead, a single monthly email is sent to all
ccs indicating updated IRB reports have been posted and should
be reviewed. Automated highlighting of approvals that will expire
soon has also reduced the burden on the DCC coordinators and
minimized the likelihood of oversight. The creation of a central
database and formalized procedures have streamlined internal
regulatory processes for DCC staff. If questions arise about an ap-
proval for a specific CC, DCC staff can access the database to
look up information needed. RBM tools for clinical trials are a relatively new, their features and use
varies widely and they continue to evolve. This makes it difficult to
identify the “best” RBM technique or tool. For example, equivalence
testing is required to determine if RBM strategies directed by paper
based and SAAS based RBM tools are comparable. Such research
could be embedded within multi-centre clinical trials and conducted
as a SWAT (Study within a Trial). Risk based monitoring (RBM) tools for clinical trials: a systematic
review Caroline Hurley1, Frances Shiely2, Patricia Kearney2, Mike Clarke3,
Joseph Eustace4, Evelyn Flanagan4, Jessica Power3
1University College Cork, Ireland; 2Department of Epidemiology and
Public Health; 3Centre for Public Health; 4Health Research Board -Clinical
Research Facility 1.
International Conference on Harmonisation of Technical Requirements
for Registration of Pharmaceuticals for Human Use. Integrated
Addendum to ICH E6 (R1): Guideline for Good Clinical Practice, 2015.
Available from: http://www.ich.org/fileadmin/Public_Web_Site/
ICH_Products/Guidelines/Efficacy/E6/E6_R2__Addendum_Step2.pdf.
2.
Organisation for Economic Co-operation and Development (OECD).
OECD Recommendation on the Governance of Clinical Trials, 2013 Methods Review of published and grey literature using a detailed search-
strategy and cross-checking of reference lists. This review included
academic and commercial instruments that met the Organisation for
Economic Co-operation and Development (OECD) classification of
RBM tools. Methods Programmers developed an in-house Microsoft Access database used
to track receipt of IRB approvals for numerous studies from multiple
ccs. The custom database has capacity to monitor approval expir-
ation dates for an unlimited number of studies and ccs, and it can
generate automated reports displaying information on all docu-
mented approvals. The system has functionality to produce reports
organized by individual protocol and/or CC, as well as the ability to
highlight IRB approvals that must be renewed within the next three
months. Coordinators formalized communication procedures for col-
lecting updated approvals and informing ccs of the status of infor-
mation currently on file. We established a central email account to
which ccs submit updated documentation. Upon receipt of docu-
mentation a DCC coordinator acknowledges delivery, files documen-
tation, and enters updated information into the database. Monthly, a
DCC coordinator generates automated individual center IRB reports
and posts them to the research network private website. Ccs receive
an email notification from the DCC and can then access their center
reports through the website. Based on these reports ccs determine
what documentation must be sent to the DCC to keep their records
up to date. Correspondence: Caroline Hurley
Trials 2017, 18(Suppl 1):P236 Correspondence: Caroline Hurley
Trials 2017, 18(Suppl 1):P236 Objective A primary responsibility of Data Coordinating Centers (DCC) for
multi-center research networks is tracking individual center IRB ap-
provals. In networks with high numbers of studies and clinical cen-
ters (CCs) the amount of documentation can be overwhelming and
burdensome to manage. A team of DCC programmers and coordina-
tors developed simple electronic tools and processes to fulfill this
responsibility. Background In November 2016, the Integrated Addendum to ICH-GCP E6 (R2) will
advise trial sponsors to develop a risk-based approach to clinical trial
monitoring. This new process is commonly known as risk based mon-
itoring (RBM). To date, a variety of tools have been developed to
guide RBM. However, a gold standard approach does not exist. This
review aims to identify and examine RBM tools. 1.
International Conference on Harmonisation of Technical Requirements
for Registration of Pharmaceuticals for Human Use. Integrated
Addendum to ICH E6 (R1): Guideline for Good Clinical Practice, 2015.
Available from: http://www.ich.org/fileadmin/Public_Web_Site/
ICH_Products/Guidelines/Efficacy/E6/E6_R2__Addendum_Step2.pdf. Background
l
l Keele Clinical Trials Unit (CTU), based within the Faculty of
Medicine and Health Sciences at Keele University, is a UK Clinical
Research Collaboration registered CTU specialising in the develop-
ment and delivery of large multicentre clinical trials testing
treatments and health services, as well as conducting large epi-
demiological studies in primary and secondary care settings. Keele
CTU supports the design, delivery and analysis of research studies. Keele CTU works closely with the Patient and Public Involvement
and Engagement (PPIE) Team located within the Institute for
Primary Care and Health Sciences at Keele University. The PPIE
Team have a Research User Group (RUG) which consists of people
with experience of, or carers of close relatives with, long-term con-
ditions. The CTU Project Management team are pivotal in ensuring
the success of research studies and work closely with the RUG to
achieve this. p
Results The RUG are involved in a variety of activities including assisting
with grant application, intervention development, document de-
sign, ethical approval, development of recruitment and retention
strategies, patient simulation, quality assurance, study monitoring
and dissemination of findings. To highlight the contribution and
impact of the RUG two specific examples are presented in this
abstract. The RUG played an active role in developing a ‘usual
care’ leaflet for a trial of an intervention for hand osteoarthritis. Their contribution made the leaflet clear, practical and acceptable
to patients. The RUG provided valuable ideas about how to ap-
proach patients in a GP waiting room to enrol them into a study
which involved video-recording a GP consultation. They made
realistic and patient-centred suggestions for how this could be
achieved ethically. References Although an initial investment is needed to design a database, de-
velopment and formalization of these processes have resulted in
significant time and cost savings throughout the organization’s ten-
ure as a DCC. The flexible nature of an Access database makes it an
efficient and suitable solution for tracking a growing number of
studies in research networks that may have a fluid composition of
centers over time. Trials 2017, 18(Suppl 1):200 Page 90 of 235 P239
A good use of time and money? A study of how trial data
collection effort is distributed across different categories of data
Gordon Fernie1, Katie Banister1, Suzanne Breeman1, Lynda Constable1,
Anne Duncan1, Heidi Gardner1, Kirsteen Goodman2, Doris Lanz3,
Alison McDonald1, Emma Ogburn4
1University of Aberdeen; 2Glasgow Caledonian University; 3Queen Mary
University Of London; 4University of Oxford
Correspondence: Gordon Fernie
Trials 2017, 18(Suppl 1):P239 The role and impact of patient and public involvement and
engagement (PPIE) in clinical research: perspectives from Keele
CTU project management The role and impact of patient and public involvement and
engagement (PPIE) in clinical research: perspectives from Keele
CTU project management
1
1
1
2 A good use of time and money? A study of how trial data
collection effort is distributed across different categories of data
Gordon Fernie1, Katie Banister1, Suzanne Breeman1, Lynda Constable1,
Anne Duncan1, Heidi Gardner1, Kirsteen Goodman2, Doris Lanz3,
Alison McDonald1, Emma Ogburn4
1
2
3 Helen Myers1, Sarah A. Lawton1, Stefannie Garvin1, Steven Blackburn2
1Keele Clinical Trials Unit; 2Institute for Primary Care and Health Sciences
Correspondence: Helen Myers
Trials 2017, 18(Suppl 1):P238 Helen Myers1, Sarah A. Lawton1, Stefannie Garvin1, Steven Blackburn2
1Keele Clinical Trials Unit; 2Institute for Primary Care and Health Sciences
Correspondence: Helen Myers
Trials 2017, 18(Suppl 1):P238 Helen Myers1, Sarah A. Lawton1, Stefannie Garvin1, Steven Blackburn2
1Keele Clinical Trials Unit; 2Institute for Primary Care and Health Sciences
Correspondence: Helen Myers
Trials 2017, 18(Suppl 1):P238 g
1University of Aberdeen; 2Glasgow Caledonian University; 3Queen Mary
University Of London; 4University of Oxford
Correspondence: Gordon Fernie
Trials 2017, 18(Suppl 1):P239 Methods We have developed a list of 16 data categories (e.g. Partici-
pant identification, eligibility, demographics, health economics
and safety data), along with guidance on what each category
might contain. A standard operating procedure describes how
to go through a trial’s data collection forms to categorise each
collected data item. Data categorisation is done independently
in pairs, one person having in-depth knowledge of the trial,
the other independent of the trial. Any disagreement is re-
solved through discussion, with the rest of the project team
being brought in if necessary. Current work has focused on
piloting our materials and method with three trials run from
three different UK Trials Units. We will extend this work to fur-
ther trials run from more Trials Units prior to the SCT/ICTMC
conference. Background Data collection consumes a substantial portion of the resources
used in any randomised trial. In addition to the participant
identifier, the most important data collected is the primary out-
come; it drives the sample size calculation and should be the
main focus of the research effort. Most trials also collect sec-
ondary outcomes to supplement the primary. These additional
data are often collected to monitor safety, maintain quality and
ensure regulatory and data management requirements are ful-
filled. Many trials also collect outcome data not listed in the
trial protocol. Adding ancillary and exploratory data collection can result in a
substantial portion of a trial’s limited resources, in time, money
and participant burden, being devoted to collecting data that are
not directly linked to answering the research question. The cost
of this is not trivial: a large US study of drug trials estimated that
non-core data collection costs $3.7 billion annually. As part of the
Trial Forge initiative (a systematic approach to making trials more
efficient) here we describe our categorisation of the distribution
of data collection effort in a range of trials. This abstract provides examples of the role and impact of PPIE in the
conduct of research and presents perspectives from the Project
Management team on PPIE contribution to the delivery of research
studies. Results Our preliminary results suggest that trial teams spend more
time collecting data than they do collecting outcomes: some-
times less than 50% of the data collected is linked to primary
and secondary outcomes. The largest single category is almost
always secondary outcomes, which range between 28% and
52% in the three trials categorised to date. Primary outcome
data ranges from 1.2% to 14.2%. Safety and regulatory data
accounted for between 1.1% and 13%. In one of the three tri-
als 2,530 data items were collected, 78.8% of which were
mandatory. y
The overall impact of the RUG involvement is captured in the follow-
ing quotes from the Project Management team: “Valuable team
members”, “Enhance research relevance”, “Unique contributions and
viewpoints”, “Patient perspectives”, “Essential role”. Methods The RUG plays an essential role in each stage of research design and
delivery, helping to ensure that the research is ethical and acceptable
to research participants. We asked the Project Management team for
examples of the ways in which involvement of the RUG had benefit-
ted the studies they managed, and for their perceptions of the
impact the RUG had on research. Responses were collated and orga-
nised thematically to provide a description of PPIE contribution and
its impact. Context OCTET was a randomised controlled trial investigating the effectiveness
of low intensity interventions for the treatment of obsessive-compulsive
disorder (OCD). Two trial managers coordinated the study. This included
managing and coordinating personnel working across a variety of roles
within the study - research assistants, clinical practitioners, site leads, and
independent committee members. Learning from the OCTET trial - exploring acceptability of clinical
trials management
h
d l1
d h
ll l 2 g
Catherine Arundel1, Judith L. Gellatly2
1University of York; 2University of Manchester
Correspondence: Catherine Arundel
Trials 2017, 18(Suppl 1):P241 Catherine Arundel1, Judith L. Gellatly2
1University of York; 2University of Manchester
Correspondence: Catherine Arundel
Trials 2017, 18(Suppl 1):P241 Background The ending of a clinical trial may be challenging, particularly if staff
are required to withdraw the investigated treatment(s); however, this
aspect of trial work is surprisingly under-researched. To address this
gap, we explored the experiences of staff involved in closing out a
trial which entailed withdrawal of treatment (insulin pumps) from
some patients. Conclusion Organisation, openness, and positivity are crucial for executing a trial
successfully, whilst clear and focused processes and resources are es-
sential in monitoring and controlling the progress of a trial. Trial
managers should therefore consider developing these elements
when setting up a study. There is however, always room for improve-
ment and the continued sharing of effective techniques will help to
further evolve efficient trial management. p
Conclusions p
Methods Workshops, questionnaires and semi-structured interviews were used
to explore acceptability of trials management methods with a spe-
cific focus on the execution and monitoring of the study. Members
of the OCTET Trial research team were asked to comment, both posi-
tively and negatively, on their experience of the management, proce-
dures, training, and their overall involvement in the trial. 9 members
participated in the workshop, 10 completed a questionnaire and 20
were interviewed as part of qualitative work for the main OCTET
study. Data was collected and analysed using thematic analysis, with
the key phases of this approach adhered to. y
Conclusions Our early results suggest that a substantial proportion of trial
data is not outcome data. Primary outcomes accounted for less
than 15% of all data collected; secondary outcomes were at
least 3 times as many but in two trials represented over 20
times as much. Should the remaining trials in our study follow
this pattern then, given the expense of collecting, storing and
cleaning data, it suggests trialists should have an increased
awareness of the burden and costs associated with adding
data items to data collection forms. Regulators and others
should bear in mind the burden their requirements may place
on trial teams. Well managed, high quality research can provide evidence for
best practice in diagnosis, treatment, management and prognosis
to improve outcomes for patients. RUG involvement in research
design and delivery forms an integral role in the pathway which
provides the best evidence for both funders and clinicians, and
contributes to the best care for patients. The Project Manage-
ment team greatly value the views, opinions and suggestions
made by the RUG. The personal experiences of those living with,
or supporting those with, the research condition of interest,
strengthens study design and greatly enhances the research rele-
vance for the public. Trials 2017, 18(Suppl 1):200 Page 91 of 235 Page 91 of 235 benefit of others. For the wider research team, the key focus will always
be on the execution and delivery of a study. We therefore evaluated
the acceptability of clinical trials management, focusing on study
execution and monitoring, as implemented in the NIHR HTA funded
Obsessive Compulsive Treatment Efficacy Trial (OCTET). P240
Staff experiences of closing out a clinical trial involving withdrawal
of treatment: qualitative study
David White1, Julia Lawton2, David Rankin2, Jackie Elliott1, Carolin Taylor3,
Cindy Cooper1, Simon Heller1, Nina Hallowell4
1University of Sheffield; 2University of Edinburgh; 3Sheffield Teaching
Hospitals NHS Foundation Trust; 4University of Oxford
Correspondence: David White
Trials 2017, 18(Suppl 1):P240 Results Staff described a number of ethical and emotional challenges at
close-out, many of which had been unforeseen when the trial
began. A key challenge for staff was that, while patients gave their
agreement to participate on the understanding that pump treat-
ment could be withdrawn, they often found themselves benefiting
from this regimen in ways they could not have foreseen. Hence, as
the trial progressed, patients became increasingly anxious about
withdrawal of treatment. This situation forced staff to consider
whether the consent patients had given at the outset remained
valid; it also presented them with a dilemma at close-out because
many of those who had wanted to remain on a pump did not meet
the clinical criteria required for post-trial funding. When deciding
whether to withdraw treatment, staff not only had to take funding
pressures and patient distress into account, they also found them-
selves caught between an ethic of Hippocratic individualism and
one of utilitarianism. These conflicting pressures and ethical consid-
erations resulted in staff decision-making varying across the sites,
an issue which some described as a further source of ethical un-
ease. Staff concluded that, had there been more advanced planning
and discussion, and greater accountability to an ethics committee,
some of the challenges they had confronted at closeout could have
been lessened or even prevented. Staff experiences of closing out a clinical trial involving withdrawal
of treatment: qualitative study David White1, Julia Lawton2, David Rankin2, Jackie Elliott1, Carolin Taylor3,
Cindy Cooper1, Simon Heller1, Nina Hallowell4
1
2
3 David White1, Julia Lawton2, David Rankin2, Jackie Elliott1, Carolin Taylor3,
Cindy Cooper1, Simon Heller1, Nina Hallowell4
1
2
3 Background Conducting research can be a time consuming, difficult and challen-
ging process. Guidance and pragmatic advice focusing on randomised
controlled trial conduct are available but do not necessarily constitute
comprehensive guidance. Standardised trial management tools, have
previously outlined key elements constituting a successful trial as a
method of ensuring good practice in research trials: initiation, planning,
execution, monitoring, and analysis. Despite existing tools and guid-
ance, lessons are also frequently learnt during the development and
conduct of trials however rarely are these experiences shared for the Conclusions
Th
ki Recruitment estimates provided by sites - are they consistent with
observed accrual? Christy Toms Alexa Gillman Clare Cruickshank Shama Hassan Emma Hall Recruitment estimates provided by sites - are they consistent with
observed accrual? Christy Toms, Alexa Gillman, Clare Cruickshank, Shama Hassan, Emma Hall,
Claire Snowdon, Judith Bliss, Rebecca Lewis
The Institute of Cancer Research Clinical Trials & Statistics Unit (ICR-CTSU)
Correspondence: Christy Toms
Trials 2017, 18(Suppl 1):P242 The same kinds of ethical issues which may vex staff at the begin-
ning of a trial (e.g. Patients having unrealistic expectations of trial
participation; staff experiencing conflicts between research and
clinical roles) may re-present themselves at the end. To safeguard
the wellbeing of staff and patients, greater planning, coordination
and ethical oversight should go into the close-out of trials involving
withdrawal of treatment(s). Background Background
Integral to the development of new trial proposals and a key consid-
eration for funders is the assessment of feasibility of recruiting the
planned sample size. Estimated accrual figures provided by sites are
usually based on local clinical experience of the relevant patient
population, data from internal audits of number of patients seen and
previous experience of recruitment to trials. These estimates are used
during trial development to inform trial design and plan recruitment
timelines and as such have a substantial impact on the funding sup-
port requested. We aimed to assess how close actual recruitment to-
tals were to the estimates provided at the funding application stage
to determine if evidence-based correction factors could be defined. Methods y p
Results Six key themes associated with study execution and monitoring were
identified within the data: support; communication; processes; re-
sources; training and ethos. Clear and open communication and enthu-
siasm and accessibility of the trial managers and Chief Investigator
were noted across all themes as an important facet of the successful
running of the trial. Clear resources and training materials were also
found to be crucial in helping staff to work within the trial setting how-
ever constructive suggestions were also made for improvement. Conclusion p
Methods Interviews were conducted with n = 22 staff, recruited from seven
trial sites. Data were analysed thematically. Methods Six oncology trials covering a range of disease sites and treatment
modalities were selected from the ICR-CTSU portfolio. Individual sites’
estimated annual recruitment was compared with the average an-
nual accrual observed. The proportion of sites which failed to open
following initial expression of interest at funding application stage
and number of sites which opened which were not included in the
original funding application were also reviewed. Page 92 of 235 Trials 2017, 18(Suppl 1):200 Page 92 of 235 Conclusion The use of CPRD data enabled site recruitment efforts to be concen-
trated on those practices with eligible patients close to the research
site locations. The provision of CRPD data to pre-screen for patients
meeting the study eligibility criteria reduced the amount of work
required from GPs. There were however a significant number of
screen-failures detected by GPs that were not covered by the search
criteria, suggesting further improvements can be made to the search
criteria to make this process more efficient. Through CPRD data we
were able to successfully screen and recruit patients with COPD from
GP practices within central London to participate in research over a
6 month period. This is an effective and novel method of using EHRs
to screen and recruit participants for research. P243 P243
Using electronic healthcare records (I) to screen, locate and recruit
participants from primary care
Maimoona Hashmi1, Kirin Sultana1, Elizabeth Moore2, Jennifer Quint2,
Mark Wright1
1Clinical Practice Research Datalink (Centre of the MHRA); 2Imperial
College London
Correspondence: Maimoona Hashmi
Trials 2017, 18(Suppl 1):P243 Clinical Trials Units (CTUs) oversee a large resource of data and linked
samples generated from clinical trials and have a duty to facilitate
responsible sharing of these collections with the wider research com-
munity. Sharing has the potential to improve scientific and medical
knowledge, improve and validate research methods, encourage col-
laboration and reduce duplication of effort. Sharing must take into
consideration the scientific integrity of the original trial and the pro-
posed research, the terms of the consent with which tissue and data
were collected, relevant governance and regulatory requirements
and the terms and conditions of the sponsors and funders of the
original trial. Results One hundred & twenty two sites were on the funding applications of
the six trials reviewed, representing 82 centres in total, some listed
for >1 trial. Sites estimated they would recruit a total of 446 patients
per annum. Of those which opened, only 7/77 (9%) exceeded their
recruitment estimates. 8/77 sites (10%) recruited 0-40% less than
predicted, 28/77 sites (36%) 40-80% less and 31 sites (40%) 80-100%
less. Three sites did not provide recruitment estimates. Median
percentage reduction between predicted and actual recruitment per
site was 74% (inter quartile range 91 to 44). 45/122 of sites did not
proceed to open the respective trial (37%). Of the sites which partici-
pated in each trial, 48% were not originally included on the funding
applications. These sites contributed an average of 17% of target ac-
crual of the six trials. Over all trials, average observed annual accrual
was 66% of that estimated by sites. Eighty-one practices were approached of which 24 (29%) con-
sented to participate, resulting in a pre-screened list of 904 pa-
tients. There were 314 screen-failures (35%) of which 55% were
“unable/unsuitable” to participate in the study for reasons such as
housebound, dementia and other co-morbidities; a further 29% of
screen-failures were excluded for reasons associated with COPD
diagnoses and exacerbations, lastly, 16% were either transferred
out or deceased. 590 patients were invited of which 209 responded:
141/209 (67%) declined to participate and 61/209 (29%) agreed to
participate. The
main
reasons
for
declining
were:
study
too
demanding (43%); not interested (14%); currently facing health
issues (15%). Background Conduct of clinical studies traditionally involves study teams ap-
proaching clinicians to screen and find potential study participants. This can be both time-consuming and labour intensive for clinicians
and researchers. Leveraging Electronic Healthcare Records (I) as a re-
source to locate and screen eligible study participants is often under-
utilised but significantly reduces pre-screening activities. An example
of the advantage of this method is illustrated in the following study
investigating the association between air pollution and COPD exacer-
bations using portable air monitors and symptom diaries. Using I
data within the Clinical Practice Research Datalink (CPRD), we
screened for eligible patients in primary care practices, based on the
protocol inclusion/exclusion criteria. CPRD data are comprised of con-
tinually provided anonymised UK electronic primary care records to
enable clinical studies into improving public health. Clinical trials are conducted to provide a precise unbiased estimate
of effect to inform the next trial and influence clinical practice. It’s
imperative that the integrity of the trial is maintained until the pri-
mary research questions have been answered. When considering a
request for access to a specific trial cohort, CTUs consider: the clinical
importance of the hypothesis; whether the hypothesis requires
access to the specific trial collection; whether the relevant data or tis-
sue are held and are of sufficient quality and quantity; the statistical
validity of the proposed research; whether the proposed research is
validation or discovery; whether sharing would compromise the col-
lection or reporting of the original trial; and whether there are oppor-
tunities for collaboration. Conclusion Potential participating sites substantially overestimate accrual at the
funding application stage. This has consequences for trial develop-
ment as it impacts assessments of trial feasibility and planned re-
cruitment period. Sites which express interest and then fail to open
can also skew the recruitment estimates; however this appears to be
mitigated to a certain extent by those sites which do not provide ex-
pressions of interest at funding application stage but proceed to
open the trial at a later date. Estimating projected trial accrual is
challenging for sites and trials units. Options for improving recruit-
ment estimations, including use of national electronic health records
and documenting provenance of recruitment estimates (e.g. Local
audits), should be considered. Our data suggests feasibility of accrual
should be routinely reassessed per site once funding approval is
confirmed. P244
Clinical trial data and tissue: considerations for responsible sharing
Claire Snowdon, Emma Hall, Judith Bliss
The Institute of Cancer Research
Correspondence: Claire Snowdon
Trials 2017, 18(Suppl 1):P244 P243 Methods There is a wealth of legislation and supporting codes of practice con-
cerning the appropriate use of tissue and data collected from clinical
trial participants. At the heart of this is the need to ensure appropriate
informed consent and to protect participant confidentiality. The use of
data and samples is limited by the scope of the consent and conditions
of approval under they were originally collected. Data and tissue may
be used without explicit consent if it is fully anonymised and the re-
search has been approved by a research ethics committee. However
fully anonymising data may be difficult to achieve and may even re-
duce the utility of the collection for the intended purpose. Ethics com-
mittees now accept the need to seek broad and enduring consent for
future use of data and tissue. However advances in technologies and
changes in societal expectations can make this difficult to achieve. The CPRD I database was interrogated to create a pre-screened list of
patients located in practices close to the research sites in central
London. The search engine used a study-specific validated codelist and
algorithm. Using diagnostic codes alone, this algorithm had a Positive
Predictive Value (PPV) of 86.5% which is improved slightly by including
use of antibiotics and oral corticosteroids in previous 12 months and
spirometry; spirometry was not used as a screening criterion within the
I but was subsequently performed at the research site. Patients were
excluded if they were either current smokers or aged < 35 years old. Participating GPs were provided with a pre-screened list from which to
identify and select suitable patients to receive information about the
study. Potential participants could contact the research team directly to
be enrolled. Trials 2017, 18(Suppl 1):200 Page 93 of 235 Page 93 of 235 Tissue and data collected within clinical trials are of a high quality. They
are collected mostly prospectively in a systematic and unbiased fashion
and are well curated and documented. They are a precious resource
and represent a considerable investment from those involved in the
original trial including the clinical trial participants, investigators, CTU,
trial oversight committees, funders and the sponsor. Their opinions,
terms and conditions must be taken into account when considering
proposals for data sharing. This can be managed through formal access
policies, processes and agreements. q
Conclusions Key factors contributing to statistical rigour, in a trials context, are
discussed. These findings support the importance of 'inter-disciplin-
ary' teamwork. Increased understanding of each other’s roles and
more transparency in communication between statisticians, CDM
members and healthcare professionals, is of critical importance to
determining and communicating the clinical relevance of statistically
significant findings. Optimising trial recruitment with well-designed screening log:
experiences from the ROCS study
1
2
3
4 Correspondence: Marina Zaki
Trials 2017, 18(Suppl 1):P246 Methods of ethics committees
Joerg Hasford
University of Munich
Trials 2017, 18(Suppl 1):P245 The Cochrane Library Databases, Google Scholar, pubmed and Web
of Science were explored using P(Population), E(Exposure) and
O(Outcomes) search terms, with no restriction on years. Snowballing
yielded Grey literature and international guidelines. Results University of Munich Trials 2017, 18(Suppl 1):P245 Background g
Macleod et al. Criticized in 2014 that there is too much avoidable
waste and too little value in biomedical research and identified sev-
eral relevant issues (Lancet 2014:383:101–104). The literature discussed roles, responsibilities and rights of statisticians,
but also of pis and CDM members - where the aforementioned trial
statistical aspects are often a joint effort. Key barriers and facilitators to
statistical rigour in trials were then identified from the literature. Objective Objective Similarly, statisticians have a responsibility to be knowledgeable
about their therapeutic field of research, to be up-to-date with novel
statistical approaches and have a firm understanding of trial method-
ology. Statisticians also have a responsibility to ensure final study re-
ports are a 'fair reflection' of trial findings. Some authors also call for
statisticians to be recognized as ‘full-collaborators’ in the decision-
making aspects of trials, and maybe even as a ‘co-investigator’. 'Barriers' to trial statistical rigour include: lack of availability to statis-
tical expertise, timing and workloads and not adhering to regula-
tions. Facilitators include: understanding clear roles of statisticians
and CDM members in the oversight of certain procedures, adequate
resources, qualifications and experience. l g
y
g
'Barriers' to trial statistical rigour include: lack of availability to statis-
tical expertise, timing and workloads and not adhering to regula-
tions. Facilitators include: understanding clear roles of statisticians
and CDM members in the oversight of certain procedures, adequate
resources, qualifications and experience. Ethics Committees can play an important role in improving the qual-
ity of clinical trials re substance, content and methods. It seems that
Ethics Committees are not yet sufficiently aware of their responsibil-
ities in this context. In addition there should be no Ethics Committee
any more without sufficient biostatistical expertise. P247
Optimising trial recruitment with well-designed screening log:
experiences from the ROCS study
Martina Svobodova1, Lisette Nixon2, Jane Blazeby3, Anthony Byrne4,
Dougal Adamson5
1Cardiff University; 2Cardiff University, Centre for Trials Research; 3Centre
for Surgical Research, School of Social and Community Medicine,
University of Bristol; 4Cardiff University School of Medicine, Marie Curie
Palliative Care Research Centre; 5Tayside Cancer Centre, Ward 32,
Ninewells Hospital
Correspondence: Martina Svobodova
Trials 2017, 18(Suppl 1):P247 P245 Clinical trials: increasing value, reducing waste – the potential role
of ethics committees Methods Factors relating to statistics and clinical data management (CDM) how-
ever, are crucial to the planning, design, conduct, monitoring, analyses
and reporting of trials. Reliable results from statistical analyses are im-
perative to ensure confidence in the clinical interpretation of treat-
ments. Some key trial statistical and CDM aspects include: choosing
trial design, variables and outcomes, building databases, planning and
implementing randomization schedules, sample size calculations, statis-
tical monitoring and quality control, maintaining accurate statistical
documentation, Source Data Verification, interim and statistical analysis
and translating statistical results into clinically meaningful findings. One
key aspect to ensuring this ‘statistical rigour’, is having competent and
enthusiastic inter-disciplinary ‘Trialists’ - most notably: trial statisticians,
data managers and principal investigators (PIs). g
There is a balancing act between data sharing on one hand and pro-
tection of the collection and those who contributed to the collection
on the other. However sharing can and should be achieved ethically,
legally and with scientific probity with appropriate considerations
and controls. The objectives were to: 1) Develop an understanding of roles and re-
sponsibilities of statisticians, PIs and CDM team members in order to
2) Better understand the barriers and facilitators to statistical rigour
in clinical trials. Objective As in the European Union all clinical trials have to be reviewed and
approved by a competent Ethics Committee prior to the start, it is
time to check whether Ethics Committees can play a role re reducing
waste and increasing value of clinical trials. A number of authors raise concerns of statisticians only being con-
sulted after data collection - for analyses and reporting. It is strongly
recommended however, to have skilled statisticians involved in the
design and implementation, which may prevent statistical pitfalls
during the trial. Errors in trial design, conduct and analysis may intro-
duce bias and affect patient safety. Macleod et al., e.g. State that more than 50% of the studies are de-
signed without reference to systematic reviews of already existing
evidence. As experimentation and research with humans is ethically
only legitimate if the knowledge is not yet available and is at the
same time definitely needed, a systematic review should be an
absolutely essential part of each application dossier sent to an Ethics
Committee. Unfortunately,
even
the
recently
passed
European
Clinical Trial Regulation 536/2014 which specifies the content of the
application dossier in Annex I does not require the submission of
such a systematic review. Another relevant issue is according to
Macleod et al. That adequate steps to reduce bias are not taken in
more that 50% of the studies and that there are still too many trials
with inaedequate statistical power. Examples and explanations for
these flaws and the ethical problems involved will be presented. Conclusions Authors emphasize the importance of statistician involvement in
'teaching and learning'. They teach and inform colleagues about
important statistical information and interpretation of trial results. Similarly, statisticians have a responsibility to be knowledgeable
about their therapeutic field of research, to be up-to-date with novel
statistical approaches and have a firm understanding of trial method-
ology. Statisticians also have a responsibility to ensure final study re-
ports are a 'fair reflection' of trial findings. Some authors also call for
statisticians to be recognized as ‘full-collaborators’ in the decision-
making aspects of trials, and maybe even as a ‘co-investigator’. Authors emphasize the importance of statistician involvement in
'teaching and learning'. They teach and inform colleagues about
important statistical information and interpretation of trial results. Barriers and facilitators to statistical rigour in clinical trials - emerging
themes from the literature Marina Zaki1, Eilish McAuliffe2, Marie Galligan3
1 Marina Zaki1, Eilish McAuliffe2, Marie Galligan3
1School of Nursing, Midwifery and Health Systems, University College
Dublin & Health Research Board - Trials Methodology Research Network;
2School of Nursing, Midwifery and Health Systems, University College
Dublin; 3School of Medicine and Medical Sciences, University College
Dublin Background g
Rigorous clinical trial methodology is dependent on a number of fac-
tors, including but not limited to: appropriate team communication,
funding and compliance with ethical, legal and regulatory frameworks. Correspondence: Martina Svobodova
Trials 2017, 18(Suppl 1):P247 Trials 2017, 18(Suppl 1):200 Page 94 of 235 Page 94 of 235 Objectives
TIDIER
id TIDIER guidance is an extension of CONSORT 2010 and SPIRIT 2013
statements and aims to improve intervention reporting [1]. Our ob-
jective was to use tidier to identify and reduce the uncertainties
about the design of a complex behaviour change intervention prior
to a feasibility randomised controlled trial to reduce obesity in men. Background Correspondence: Garry Meakin
Trials 2017, 18(Suppl 1):P248 Correspondence: Garry Meakin
Trials 2017, 18(Suppl 1):P248 Opportunities and pitfalls encountered when using the template
for intervention description and replication (TIDIER) to develop a
complex intervention to reduce obesity in men
dd
1
h
b
k 1
d
l2 Mock activation of a pandemic influenza clinical trial: testing for
rapid recruitment
Garry Meakin1, Clare Brittain1, Lelia Duley1, Wei Shen Lim2
1Nottingham Clinical Trials Unit; 2Nottingham University Hospitals NHS
Trust
Correspondence: Garry Meakin
Trials 2017, 18(Suppl 1):P248 Mock activation of a pandemic influenza clinical trial: testing for
rapid recruitment
1
1
1
2 Garry Meakin1, Clare Brittain1, Lelia Duley1, Wei Shen Lim2
1Nottingham Clinical Trials Unit; 2Nottingham University Hospitals NHS
Trust Garry Meakin1, Clare Brittain1, Lelia Duley1, Wei Shen Lim2
1Nottingham Clinical Trials Unit; 2Nottingham University Hospitals NHS
Trust Methods ROCS study screening logs were initially designed as a two-stage paper
form. The first form included all patients requiring stent insertion, and
then those potentially eligible were copied across onto a 2nd stage
screening form. Research nurses were involved in the re-design of the
screening logs at regular face to face ROCS Nurses Meetings. Modifica-
tions were made to criteria and subsequently the two forms were com-
bined onto one Excel sheet. Nurses were advised to include all patients
receiving an oesophageal stent for palliative reasons. Reasons for de-
clining the study and for ineligibility could be selected from drop-down
options. Completion electronically allowed less writing and nurses
could email back the results weekly. Summary data was presented to
the ROCS TMG regularly. Derby Royal Hospital was chosen as the target site given its close
proximity to the coordinating centre and established links with the
trial team. The site was alerted to activation via a “Declaration of
Activation” letter which provided detailed information on the actions
required to receive the “green light” for recruitment of a “patient”
(volunteer) to commence. The mock activation allowed for the assessment of: 1) Investigational
Medicinal Product (IMP) manufacture, labelling and supply proce-
dures 2) training material for local investigators and site staff on trial
processes, 3) data management processes, 4) channels of communi-
cation between the coordinating centre and the mock activation site
and 5) the recruitment pathway. )
Results After implementation, feedback from nurses was very positive, with
100% return rate, following reminders in some cases. The ongoing
personal contact with individual sites improved their engagement
with the study. Early in the trial, screening logs clearly demonstrated
to the funders that the predicted number of patients requiring stent
insertion was correct, and that 63% acceptance rate of the trial was
above the 50% initially predicted. The reason for lower than expected
recruitment was due to low eligibility of 26% against the original esti-
mate of 70%. The main reason for ineligibility was patients identified
only after the stent was inserted; 14% of patients were ineligible owing
to this reason. The TMG provided this as evidence to funder and
sponsor as reason to change the trial design. Since the change to allow
patients to be recruited after stent 55% of patients have been rando-
mised post stent. A change was also made to the histology eligibility
criterion, but the effect of this has not been seen yet as it was only
implemented recently. Screening logs also highlighted low acceptance
rates in some centres, which allowed the trial team to provide more ad-
vice and support to these sites. One site improved acceptance rate
from 35 to 50% following additional support. C
l
i The site was mock activated on 15th September 2015, with recruitment
“green light” issued within 4 weeks, in conformity with trial targets. The
mock activation of the trial provided reassurance to the trial team that
trial processes and procedures were adequate for successful site activa-
tion and recruitment, it also helped to highlight a number of potential
areas in which trial processes could be improved. As a result changes are being made to the trial including minor
amendments to the CRF and third party contracts, the streamlining
of IT processes and increasing staff resource; this will help to further
build trial resilience in the event of a pandemic, and reduce the
burden of any queries generated by unclear processes at activation. An evaluation of the costs of conducting this mock activation will
also be reported. Conclusion Comprehensive screening log data can be collected. This is useful
to track proportions of incident patients that are eligible and
randomised. Data also provide information about non-eligibility
and non-participation to feedback to centres, the funders and TMG. Commitment of the study centres played a key role to in the
screening data return. This was easier to achieve through direct en-
gagement at the regular investigator meetings and acting accord-
ingly on participating centres feedback. p
Discussion Mock activation allowed trial processes to be tested and problems
addressed before actual patient recruitment. Such activation may
have wider relevance for streamlining trials where rapid recruitment
is critical, or anticipated to be complex. Although mock activation
has cost implications in time and resources, the investment may be
worthwhile if it improves recruitment and trial conduct, improving
trial efficiency. about the de
to a feasibility
Background Conducting a clinical trial during a public health emergency creates
novel challenges to successful execution and requires an innovative
approach to trial design. The ASAP trial (Adjuvant Steroids in Adults
with Pandemic Influenza) has been set-up in advance of an influenza
pandemic ready to be rapidly activated in such an event. All ap-
provals have been obtained, and documents and materials necessary Opportunities and pitfalls encountered when using the template
for intervention description and replication (TIDIER) to develop a
complex intervention to reduce obesity in men
Pat Hoddinott1, Stephan U. Dombrowski1, Marjon van der Pol2,
Frank Kee3,Mark Grindle1, Cindy Gray4, Alison Avenell2,
Michelle McKinley3, on behalf of the research team
1University of Stirling; 2University of Aberdeen; 3Queens University
Belfast; 4University of Glasgow
Trials 2017, 18(Suppl 1):P249 Opportunities and pitfalls encountered when using the template
for intervention description and replication (TIDIER) to develop a
complex intervention to reduce obesity in men
Pat Hoddinott1, Stephan U. Dombrowski1, Marjon van der Pol2,
Frank Kee3,Mark Grindle1, Cindy Gray4, Alison Avenell2,
Michelle McKinley3, on behalf of the research team
1University of Stirling; 2University of Aberdeen; 3Queens University
Belfast; 4University of Glasgow
Trials 2017, 18(Suppl 1):P249 Background for the conduct of the trial have been prepared. Upon activation, the
trial needs to recruit the first participant within 4 weeks, and to
complete recruitment of 2200 participants at approximately 40 sites
within the first pandemic wave of approximately 6 weeks. g
Many RC trials struggle to reach their pre-specified sample size. Screen-
ing logs offer an indication of eligibility and why patients do not enter
the trials as well as providing required figures for the CONSORT dia-
gram. The ROCS (Radiotherapy after Oesophageal Cancer Stenting)
study is a pragmatic RCT of external beam radiotherapy in addition to
stent versus stent alone in patients clinically assessed as requiring stent
insertion for relief of dysphagia caused by oesophageal cancer. Aim Even with the best of planning, unexpected barriers and issues
affecting recruitment and trial conduct often occur; this is particularly
likely to be true of a trial to be conducted during an influenza pan-
demic. As recruitment to ASAP must be completed within the first
wave of the pandemic, it is important that key trial process have
been tested, and adjusted if necessary, prior to activation of the trial
and that the site activation plan is realistic and deliverable. We there-
fore conducted and evaluated a mock site activation. Methods Re-design a screening log to provide data to optimise study design
and recruitment. Use of routine databases to aid the design of multicentre surgical
trials with length-of-stay as the primary outcome
Olympia Papachristofi Linda Sharples Use of routine databases to aid the design of multicentre surgical
trials with length-of-stay as the primary outcome
Olympia Papachristofi, Linda Sharples
London School of Hygiene and Tropical Medicine
Correspondence: Olympia Papachristofi
Trials 2017, 18(Suppl 1):P251 Results In Stage 1 a number of substantive changes to the design of the
intervention were made, including the addition of a physiotherapy
referral pathway and rapid access to suitable medications for neuro-
pathic pain. Running the intervention in Stage 2 found that the as-
sessment clinic was acceptable to patients and highlighted the need
for some changes to the clinic processes, including the need for add-
itional self-report screening tools and standardised radiographs. This
work also informed development of a comprehensive training pack-
age for Extended Scope Practitioners who would deliver the inter-
vention during the trial. Stage 3 found that stakeholders understood
the intervention and could see how the intervention would affect
the nature of their own work. They were aware of the proposed ben-
efits of the intervention for patients and were keen to engage with
the new practices. With little literature on how best to develop successful complex inter-
ventions that eventually translate into health service implementation,
tidier guidance for reporting interventions provides a useful starting
point. However, prospective development of guidance on intervention
development may be preferable to retrospective approaches. Our
study begins to systematically address the uncertainties and deci-
sions involved to develop a complex intervention. This is necessary
so that more interventions proceed to become successful trials, are
implemented into policy and practice and have impact on health
care outcomes. Background Complex surgical interventions are an indispensable part of modern
healthcare and there is increasing recognition that novel procedures
should undergo the same rigorous evaluation as other non-invasive
treatments. However, the multi-component nature of surgery compli-
cates evaluation. For instance, surgical procedures are delivered by
multidisciplinary teams and thus their outcome may vary due to pa-
tient characteristics, skill of the operators and the environment
within which they are conducted. Recognition and accommodation
of this variation is important in order to design adequately powered
related trials. The duration of postoperative Length-Of-Stay (LOS) (or
incidence of prolonged hospitalisation) has been the focus of many
surgical trials as it is a principal driver of surgical costs, and acts as a
surrogate for a range of post-operative complications. Therefore it is Correspondence: Vikki Wylde
Trials 2017, 18(Suppl 1):P250 Results Some intervention features had no evidence to inform a decision, so
we undertook a primary survey, qualitative research and PPI. Other
intervention features e.g. Behaviour change components had inform-
ative data from studies of varying quality which generated hypotheses. A team decision was made about whether further primary research
data was required or whether PPI and expert opinion would suffice. Some intervention features, particularly those relating to sustainability
(e.g. Website, text messages) and future implementation (who delivers),
had a strong underpinning logic which was considered sufficient for
the team to make a decision. Tidier helped to focus on the decisions to
be made. Limitations became apparent in relation to the intervention
context, delivery [3] and how the loose categories for intervention
features could be interpreted differently. Pragmatic decisions were
sometimes required due to limits in funding, time and staff availability. Conclusions p
Conclusions We have undertaken a comprehensive programme of research to
refine the design and development of a complex intervention prior
to evaluation in a randomised trial. Our study provides an example
of the methods that can be used to address key questions within
intervention design in a relatively tight timeframe. The next stage is
to evaluate the clinical and cost-effectiveness of the intervention in a
definitive multi-centre randomised trial, which will include an internal
pilot phase. Methods Three stages of work were undertaken over a 12 month period. To
develop the intervention, the first stage involved consensus ques-
tionnaires with 22 health professionals about the appropriateness
of individual components within a draft care pathway intervention. Mean appropriateness ratings were calculated and discussed at
meetings with 18 healthcare professionals. To refine delivery of the
intervention and assess whether it was acceptable to patients,
Stage 2 involved scrutiny of the trial intervention with 10 patients
who attended an assessment clinic. Stage 3 involved 10 health pro-
fessional stakeholders to evaluate their views about implementa-
tion potential of the intervention using a questionnaire based on
the nomad instrument. Methods We considered the literature on i) complex intervention development
methods ii) behaviour change theory (psychological and economic); iii)
systematic review evidence about weight loss; iv) health inequalities; v)
the acceptability to men and the public for similar interventions. With
Public Patient Involvement (PPI) and expert opinion, these sources were
used to populate the tidier checklist. We then decided how to fill the
gaps as robustly as possible in order to produce a replicable interven-
tion manual. y
Background Intervention development is seldom reported and can be viewed as a
black box [2]. Many interventions either do not result in a successful
trial or are not implemented and therefore do not impact on health
outcomes. This contributes to considerable research waste. Carefully Trials 2017, 18(Suppl 1):200 Trials 2017, 18(Suppl 1):200 Page 95 of 235 Page 95 of 235 designed interventions that are desirable, acceptable, feasible and
sustainable are required. In our study, intervention engagement and
reach are crucial because the prevalence of obesity in men is high,
men infrequently engage with weight loss interventions and there are
considerable health inequality consequences. designed interventions that are desirable, acceptable, feasible and
sustainable are required. In our study, intervention engagement and
reach are crucial because the prevalence of obesity in men is high,
men infrequently engage with weight loss interventions and there are
considerable health inequality consequences. developed a complex intervention comprising a novel assessment clinic
and onward referral pathway for patients reporting moderate-severe
pain at 3 months after knee replacement. The initial development of
the intervention was informed by a systematic review, survey of NHS
service provision, qualitative work with health professionals, consensus
meetings with pain experts and patient and public involvement activ-
ities. The aim of this work was to refine the design and delivery of this
intervention before evaluation in a randomised trial, in keeping with
the Medical Research Council’s recommendations for complex interven-
tion development. developed a complex intervention comprising a novel assessment clinic
and onward referral pathway for patients reporting moderate-severe
pain at 3 months after knee replacement. The initial development of
the intervention was informed by a systematic review, survey of NHS
service provision, qualitative work with health professionals, consensus
meetings with pain experts and patient and public involvement activ-
ities. The aim of this work was to refine the design and delivery of this
intervention before evaluation in a randomised trial, in keeping with
the Medical Research Council’s recommendations for complex interven-
tion development. Development of a complex intervention for patients with chronic
pain after knee replacement
1
2
2
1 Vikki Wylde1, Nicholas Howells2, Wendy Bertram2, Andrew Moore1,
Julie Bruce3, Candy McCabe4, Ashley Blom2, Jane Dennis1,
Amanda Burston1, Rachael Gooberman-Hill1
1
2
3 Vikki Wylde1, Nicholas Howells2, Wendy Bertram2, Andrew Moore1,
Julie Bruce3, Candy McCabe4, Ashley Blom2, Jane Dennis1,
Amanda Burston1, Rachael Gooberman-Hill1 1University of Bristol; 2North Bristol NHS Trust; 3University of Warwick;
4University of West of England 1University of Bristol; 2North Bristol NHS Trust; 3University of Warwick;
4University of West of England References 1. Hoffman TC et al. Better reporting of interventions: template for intervention
description and replication (tidier) checklist and guide. BMJ 2014;348:g1687. 1. Hoffman TC et al. Better reporting of interventions: template for intervention
description and replication (tidier) checklist and guide. BMJ 2014;348:g1687. 2. Hoddinott P. A new era for intervention development studies. Pilot and
Feasibility Studies. 2015; 1:36. 3. Dombrowski S, et al. Form of delivery as a key “active ingredient” In
behaviour change interventions. 2016. B J Health Psychology (in press). P252 P252
Process evaluation for the PREPARE-ABC study: context mapping,
pinchpoints and implications for implementation and theoretical
fidelity
Jamie Murdoch1, Anna Varley1, Jane McCulloch1, John Saxton2,
Erika Sims1, Jennifer Wilkinson1, Megan Jones1, Juliet High1, Allan Clark1,
Sue Stirling Process evaluation for the PREPARE-ABC study: context mapping,
pinchpoints and implications for implementation and theoretical
fidelity
1
1
1
2 p
g
Conclusions The value of context mapping is that we can predict areas of vulner-
ability prior to intervention delivery, then make recommendations for
adapting flexible elements of the intervention during implementa-
tion. In addition, we can target and observe key pinchpoints as they
are enacted, thereby offering opportunities for exposing the ‘active
ingredients’ of interventions in action and providing insights into im-
plementation and theoretical fidelity. An application of the methods in cardiac surgery, one of the most
expensive yet widely used surgery types, is presented using a cohort of
more than 100,000 consecutive case series patients from ten UK
specialist centres. The implications of the results for the design of re-
lated trials are also discussed. Process evaluation for the PREPARE-ABC study: context mapping,
pinchpoints and implications for implementation and theoretical
fidelity
1
1
1
2 Jamie Murdoch1, Anna Varley1, Jane McCulloch1, John Saxton2,
Erika Sims1, Jennifer Wilkinson1, Megan Jones1, Juliet High1, Allan Clark1,
Sue Stirling
1
2 Jamie Murdoch , Anna Varley , Jane McCulloch , John Saxton ,
Erika Sims1, Jennifer Wilkinson1, Megan Jones1, Juliet High1, Allan Clark1,
Sue Stirling
2 1University of East Anglia; 2Northumbria University
Correspondence: Jamie Murdoch
Trials 2017, 18(Suppl 1):P252 1University of East Anglia; 2Northumbria University
Correspondence: Jamie Murdoch
Trials 2017, 18(Suppl 1):P252 p
Results Data collection is ongoing at the time of submission. We will present
findings from our current evaluation of standard care for patients pre
and post-surgery for colorectal cancer, conducted prior to main trial
recruitment. We will discuss what recommendations can be made
from these findings for improving main trial implementation, using
qualitative field notes from observations of pre and post-surgery con-
sultations, and quantitative and qualitative data obtained through a
telephone scoping exercise conducted at all colorectal units partici-
pating in the study. l Background Process evaluations assess the implementation and sustainability of
healthcare interventions within clinical trials, offering explanations
for observed effects of trial findings and specifying the circumstances
under which interventions are likely to succeed or fail. Such evalua-
tions are particularly needed in trials of complex interventions which
contain multiple interacting components. However, while theoretical
models are available for evaluating intervention delivery within spe-
cific contexts, there is a need to translate conceptualisations of con-
text into analytical tools which enable the dynamic relationship
between context and intervention implementation to be captured
and understood. The aim of this article is to present the different types that have
been detailed in the literature which aim to assess multiple out-
comes in clinical trials, which are considered to be equally important
in the assessment of the treatment effect. They include (i) co- primary
outcomes and (ii) composite outcomes. We outline the challenges
faced in the sample size calculation and the statistical analysis of co-
primary outcomes, given different distributions and approaches of
analysis. We also illustrate example of clinical trials where co-primary
outcomes have shown treatment efficacy, which is not evident with a
single primary outcome. For a composite outcome, we summarise the
challenges faced in the analysis and reporting and interpretation of
results. In addition, we illustrate the pitfalls and strengths of these
approaches. g p
Methods We start by exploring the variation between surgeons and anaesthetists
separately, whilst adjusting for patient heterogeneity, using hierarchical
(random effects) models. In order to estimate the contribution of differ-
ent components of care and their interactions to variation in outcomes,
a series of hierarchical models with cross-classifications is employed. Using the two most influential providers in the surgical treatment path-
way, the surgeon and anaesthetist, for illustration, we show that key
components of surgery do not necessarily follow a strict hierarchy e.g. Patients are nested within surgeons nested within centres, but
surgeons are not nested within anaesthetists. We extend the proposed
models to accommodate an additional Centre level in the hierarchy
which introduces further variation due to infrastructure and policy
differences. Potential drivers of between-centre variation are further
examined through the incorporation of random coefficients. As there
may be multiple components that contribute to extended LOS, we
demonstrate how we can identify those which can be more effectively
manipulated in order to standardise practice in trials. We examine the
LOS both as continuous outcome, appropriately addressing its non-
normality, and as a binary outcome (prolonged hospital stay). Results Aims This study aims to demonstrate how routine databases can be used to
explore variation induced by patients, provider and centre practices in
LOS outcomes, in order to inform surgical trial design and estimate key
design parameters. h d Conclusions
h
l Ranjit Lall, Chen Ji
The University of Warwick
Correspondence: Ranjit Lall
Trials 2017, 18(Suppl 1):P253 High-quality routine databases can be used to identify sources of
variation in surgical care and outcomes. The resulting outputs can
then be used to inform surgical trial design and analysis to ensure
the robust and efficient analysis of intervention effects. For many decades, the randomised controlled clinical trial has been the
gold standard of conducting research studies in health care. Its design
and aims orientate around proving or disproving hypotheses based on
the efficacy or safety of an intervention powered for a single primary
outcome measure. However, in the awake of many medical techniques
and devices, that reveal the complexity and depth of a disease, treat-
ments such as complex interventions, are often assessed to obtain a
comprehensive picture of these multiple manifestations. In order to
support this, a single end-point will not provide sufficient information
that is adequate in treatment assessment. The MRC complex interven-
tion framework guidance (2008) states “Identifying a single primary out-
come may not make best use of the data; a range of measures will be
needed, and unintended consequences picked up where possible.” The
choice of more than one primary outcome measure seems to be per-
fectly plausible from a clinical view point, but statistically it presents
many complexities. Background Over 70,000 primary total knee replacements are performed annually in
the NHS. People choose to undergo knee replacement with the hope
that surgery will improve their pain, but approximately 20% of people
who have primary total knee replacement experience chronic pain
afterwards. Our research has demonstrated that current UK NHS service
provision for people with chronic pain after knee replacement is patchy
and inconsistent. This reflects an absence of evidence about effective
interventions and highlights the need to develop and evaluate inter-
ventions to address chronic pain after knee replacement. We have Page 96 of 235 Page 96 of 235 Trials 2017, 18(Suppl 1):200 Page 96 of 235 important to understand how and why this outcome varies, so that rec-
ommendations for trial design and analysis can be made. Traditionally,
surgical trial design suffered from a lack of detailed multicentre data. The current availability of high-quality, routinely collected administra-
tive databases allows us to explore current practice and outcomes, in
order to inform trial design in this context. important to understand how and why this outcome varies, so that rec-
ommendations for trial design and analysis can be made. Traditionally,
surgical trial design suffered from a lack of detailed multicentre data. The current availability of high-quality, routinely collected administra-
tive databases allows us to explore current practice and outcomes, in
order to inform trial design in this context. technique involves: 1) prospectively mapping contextual features
likely to affect intervention delivery; 2) using the mapping exercise
to identify likely pinchpoints in delivery; and 3) analysing imple-
mentation at the pre-identified pinchpoints during delivery. As an
example, we will present ongoing work from PREPARE-ABC - a
randomised controlled trial of suportive Exercise Programmes for
Accelerating
recovery
after
major
abdominal
Cancer
surgery. PREPARE-ABC, funded by the NIHR, sponsored by Norfolk and
Norwich
University
Hospitals
NHS
Foundation
Trust
and
co-
ordinated by the Norwich Clinical Trials Unit, University of East
Anglia, is recruiting 20 hospitals and 1146 patients in the UK requir-
ing surgery for colorectal cancer. Patients are randomised to one of
three arms: hospital based supervised exercise; home based sup-
ported exercise; or treatment as usual. Exploring automated free SMS from email in clinical trials
Amarnath Vijayarangan
Emmes Services Pvt Ltd.
Trials 2017, 18(Suppl 1):P254 Short Message Service (SMS) is one of the basic functionality avail-
able in all types of mobile phones. Research had shown that almost
all SMS are getting read as soon as they reach. It is the easiest route
to anyone to be notified as it does not require computer/internet. It
is reliable and secured in all the situations as it is completely moni-
tored and controlled by the mobile service providers. One might be
surprised to know that SMS can be sent from Email to mobile num-
ber at free of cost. Every mobile number is uniquely attached to an
email address with the domain chosen by the mobile carriers. Every-
one will be interested to make use of a feature if it is available at free
and at the same time reliable. The proposed approach is exploring
and automating the feature of sending SMS to mobile phones from
Email to serve the following various activities in clinical trials. 1. Reporting/Notifying the stake holders about importance occurrences
of events 2. Notifying the programming team about the current pro-
gram status. These two activities are completely SAS data driven. In
clinical trials, SAS is one of the widely used software for the data
management, analysis and reporting since the clinical trial datasets
are often available in SAS format. The analysis reports (Tables, List-
ings & Figures) are generated using SAS programming language for
the FDA submission. SAS programming language based automation
is implemented for these two activities. 3. Engaging Study partici-
pants 4. Reminder notifications to the project team on various activ-
ities. These two activities are completely Microsoft Excel data driven. Excel is one of the Microsoft applications always available in all the
computers and VBA is the language of Excel application. Using Excel
VBA programming these tasks are automated. The data based
automations are always developed using at least one programming
language. In order to send the n number of SMS from Email without
any manual intervention, we are making use of SAS and Excel VBA
programming languages. The SMS can be triggered from Email at a
scheduled interval or whenever certain criterion is met. Even though
the whole process can be automated using only SAS programming
language, we have come up with Excel VBA based automation as
well since SAS is very expensive software and hence cannot be made
to be available for all the project team members. g
Conclusion Conclusion DMs at ICR-CTSU typically work on a combination of trials which
may include both paper and EDC, requiring excellent time manage-
ment skills and flexibility. Attention to detail, investigational skills
and effective communication remain crucial, however the transition
to EDC trials requires development of additional competencies and
technical expertise in order to support DMs to produce and review
programmed listings. P256
Using central statistical monitoring to drive quality into clinical
trials Erik Doffagne
Cluepoints
Trials 2017, 18(Suppl 1):P256 Erik Doffagne
Cluepoints
Trials 2017, 18(Suppl 1):P256 Following encouragements from FDA guidance and the recent ICH
E6 Addendum, many organizations are adopting RBM (Risk-based
Monitoring). There is no single solution since RBM usually relies on a
combination of on-site monitoring visits and central monitoring
methods. CSM (Central statistical Monitoring) can play a major role in
the RBM strategy in detecting investigational sites with atypical pat-
terns in the collected data. Electronic data capture; changing data management at ICR-CTSU
Charlotte Friend, Lisa Jeffs, Deborah Alawo, Leona Batten, Joanna
Illambas, Judith Bliss, Emma Hall, Claire Snowdon, Alexa Gillman,
Rebecca Lewis The aim of this presentation is to share lessons learned and best
practice in terms of integration of CSM within the clinical operation
processes. In particular, emphasis will be given on how the outcomes
from CSM can be utilized in order to drive on-site monitoring efforts
and in identifying areas with potential risk. The Institute of Cancer Research
Correspondence: Charlotte Friend
Trials 2017, 18(Suppl 1):P255 The Institute of Cancer Research
Correspondence: Charlotte Friend
Trials 2017, 18(Suppl 1):P255 Exploring automated free SMS from email in clinical trials
Amarnath Vijayarangan
Emmes Services Pvt Ltd.
Trials 2017, 18(Suppl 1):P254 As Excel VBA is
available in everyone’s computer the VBA based proposed approach
can be utilized for various activities even if SAS is not available. This
proposed approach has wide range of cost effective applications
which can be quickly leveraged to perform various activities depend-
ing on the study requirement. Methods In this paper we propose an alternative approach to the design, im-
plementation and analysis of process evaluations for complex health
interventions through a process of ‘context mapping.’ This innovative Page 97 of 235 Page 97 of 235 Page 97 of 235 Trials 2017, 18(Suppl 1):200 checks are performed on all CRFs when the DMs at ICR-CTSU
transcribe data into the database. In-built database validations flag
discrepancies to DMs s during data entry. Resulting queries are docu-
mented, printed and sent to sites periodically and several months
can pass before query resolution occurs. Data entry of different forms
at any one time means trends in errors in data reporting are not al-
ways easily identified. In EDC trials, participating sites enter data into
an EDC system. Database validations highlight potential discrepan-
cies to sites at the time of data entry so that they can correct issues
immediately, reducing the number of data queries required. DMs at
ICR-CTSU receive daily automated emails listing newly completed
electronic CRFs from the database tracking system. Manual review of
specific forms is performed as required, for example, on trial entry
forms and important safety and endpoint data. Only one form per
patient can be open in the database for review at a time therefore
DMs also use advanced data review software to programme checks
which identify data discrepancies across forms for all trial partici-
pants. DMs run programmed checks at a frequency determined by
their priority, to systematically identify potential discrepancies. Data
are reviewed in context, and queries are raised electronically. These
are immediately available for sites to review and provide a response. Trends in data entry errors can be readily identified during review of
the programmed checks. This allows specific data entry guidance tar-
geting common errors to be provided to sites sooner and changes
to the database or CRFs can be considered by the ICR-CTSU trial
team earlier. Sites are therefore less likely to make the same errors
during future data entry. P254
Exploring automated free SMS from email in clinical trials
Amarnath Vijayarangan
Emmes Services Pvt Ltd. Trials 2017, 18(Suppl 1):P254 g
for all? for all? Liz Tremain1, Elaine Williams1, Tom Walley, CBE2
1NIHR Evaluation, Trials and Studies Coordinating Centre; 2University
of Liverpool Correspondence: Liz Tremain
Trials 2017, 18(Suppl 1):P257 The sharing and re-use of data for further hypothesis generation,
interrogation and analysis is now universally recognised as a key
principle in research. Furthermore there is acceptance that data gen-
erated by public funding, through participation of patients and the P257
Managed access to NIHR-funded research data: an opportunity Managed access to NIHR-funded research data: an opportunity
for all? Liz Tremain1, Elaine Williams1, Tom Walley, CBE2
1NIHR Evaluation, Trials and Studies Coordinating Centre; 2University
of Liverpool
Correspondence: Liz Tremain
Trials 2017, 18(Suppl 1):P257 g
ICR-CTSU introduced Electronic Data Capture (EDC) in 2012; this neces-
sitated a revision of data management systems and processes. In trials
using paper case report forms (CRFs) –“paper trials” – data managers
(DMs) at ICR-CTSU manually check all paper CRFs during data entry. With the introduction of EDC, they now perform manual checks and
additional programmed checks using data review software. Here we
describe how data management has changed as a result of the transi-
tion from paper to EDC trials. Implementation For paper trials, CRFs are received by ICR-CTSU and are entered onto
the database by DMs. CRFs are stored chronologically in a patient
folder, and are available for review at the time of data entry. Manual Trials 2017, 18(Suppl 1):200 Trials 2017, 18(Suppl 1):200 Page 98 of 235 public, should be put to maximum use by the research community
and, whenever possible, translated to deliver patient benefit. The
National Institute for Health Research (NIHR) is a major public funder
of research in the UK, and is committed to transparency. The NIHR
position on data sharing and access is an important factor support-
ing this, with its standard research contract containing a clause re-
garding data release for many years, and the NIHR Journals Library
requiring a specific data sharing statement since 2015 for all its open
access publications. Mechanisms and processes for sharing data
have recently been subject to a great deal of global debate and dis-
cussion. Although a consensus has now largely been achieved on
the “Why” Aspect, early activity has been stalled to a certain extent
by an inability to address the “How”, and provide suitable and af-
fordable repositories to permit data sharing, discoverability and ac-
cess. Against the backdrop of recent international developments,
NIHR has reviewed its requirements and processes on access to
data to ensure that NIHR activity was appropriately reflected and
that funded researchers were supported. A number of initiatives fo-
cused on or related to data sharing have been developed which
have all built on the iom/NIH report ‘Sharing Clinical Trial Data’
published in 2015. Key areas include the publication of the ICJME
proposal on data sharing following publication, proposals from the
MRCT Center at Harvard for ‘Vivli’ (as a centre for Global Clinical Re-
search Data), and the ongoing development of the Clinical Study
Data Request (CSDR) system. In light of these developments, the
NIHR is developing a revised position on the sharing of Anon-
ymised Individual Participant Data (IPD) generated by NIHR-funded
research and a managed-access system to support this. This seeks
to build upon and strengthen NIHR activity in this area and initially
includes; Confirmation that anonymised datasets from NIHR funded
research should be available for further analysis wherever possible. NIHR data will be released via a ‘Managed Access’ System, subject
to data use agreement. NIHR protocols should contain a ‘Data Shar-
ing Plan’ which will be publically available. Implementation NIHR publications must
include a data sharing statement/access link which clearly explain
how data can be requested. The NIHR is aware of the demands
placed on researchers in this area, and the need to retain a focus
on this area. As a result it is noted that NIHR requirements and sup-
port will need to evolve as the wider data agenda develops. Objectives Rosie Harris, Lauren J. Scott, Chris A. Rogers
Clinical Trials and Evaluation Unit
Correspondence: Rosie Harris
Trials 2017, 18(Suppl 1):P258 Rosie Harris, Lauren J. Scott, Chris A. Rogers
Clinical Trials and Evaluation Unit
Correspondence: Rosie Harris
Trials 2017, 18(Suppl 1):P258 To explore the feasibility of conducting a clinical trial of CHM within
a primary care setting with particular reference to recruitment, refer-
ral patterns, compliance, drop out rates, the relevance of outcomes
measures, the QOL of participants, adverse effects, and differences
between standardised/individualised remedies. To compare outcomes of duration and severity of acute UTIs, rates of
re-infection, measuring acute and prophylactic antibiotic use, and
evaluating long-term changes. These preliminary data may be used
to inform a future, adequately powered, definitive study. Discussion Writing the code to produce the tables is straight forward to do. The
program has been successfully used to produce data completeness
reports in several multicentre RCTs. It has significantly reduced the
time needed to prepare reports for study meetings and independent
oversight committees and has removed the risk of transcription
errors. The reports produced have been consistently well received. The program can easily be used for reporting on other key aspects
of trial conduct not just completeness of data. Efficient routine cen-
tral monitoring of trial conduct can serve to highlight issues early
and help minimise risks to a trial. Background Efficient and timely monitoring of data throughout the conduct
of randomised controlled trials (RCTs) is essential to ensure high
quality data and robust results; monitoring may include sum-
maries of recruitment, data completeness and data queries. Here we focus on efficient methods for monitoring complete-
ness of trial data. Variations in the time herbs were taken will be explored with the
outcomes as there is no definitive length of time recognised - it will
vary from 4 to 16 weeks. Background Chinese herbal medicine (CHM) has a history of treating the symptoms
of UTIs for >2000 years. In the UK UTIs are the commonest bacterial
infection presented by women within Primary care. RUTIs have a signifi-
cant negative effect on QOL, impact hugely on health care costs from
outpatient visits, diagnostics and prescriptions. Current treatment of
RUTIs relies heavily on antibiotics. Methods We have developed a Stata program that enables the user to simply
and effectively monitor data completeness rates. The program allows
the user to look at the overall completeness of case report forms
(CRFs) or at the completeness of individual data fields. To use the
program, three variables must be specified: the variable to be sum-
marised; an indicator for the subjects to be included in the summary;
and the variable by which the completeness of the variable of inter-
est is to be grouped. The program also handles conditional data (i.e. Where the requirement for a response is conditional on the answer
to a preceding question). The program directly outputs the results to
Microsoft Excel, where they can be further manipulated if required. The generated output contains the number and percentage of en-
tries with data present and the number and percentage of entries
with data missing, by group and overall. A pragmatic, double blinded randomised controlled feasibility study in-
volving 4 groups of 20 women, using standardised or individualised
CHM for RUTIs in Primary care and traditional care. Women with a
history of RUTIs will be identified by medical record searches and in-
vited to participate. Within the Wessex, Western and Peninsula regions
allocation will be to the standardised arm of the trial (Primary care). Women from London and Hove will be allocated to individualised CHM
treatment. MHRA approval was needed for the standardised arm but
not the individualised arm. Results An example of the basic output (for one group). In this example, CRF
A1 is present for 121 study participants in group 1 (95.3%) and miss-
ing for 6 participants in this group (4.7%). g
p
p
g
p
Discussion y
Method y
Method Methods P259 P259
Chinese herbal medicine (CHM) for recurrent UTIs in women, a
feasibility trial
Kim Harman1, George Lewith2, Felicity Bishop3, Beth Stuart 4,
Andrew Flower2
1University of Southampton; 2University of Southampton,
Complementary and Alternative Health; 3University of Southampton,
Faculty of Social, Human and Mathematical Sciences; 4University of
Southampton, Primary Care & Population Sciences
Correspondence: Kim Harman
Trials 2017, 18(Suppl 1):P259 p
Disclaimer This work was supported by the National Institute for Health Research
(NIHR) Health Technology Assessment (HTA) programme and by the
NIHR Bristol Biomedical Research Unit in Cardiovascular Disease at
University Hospitals Bristol NHS Foundation Trust. The views expressed
are those of the authors and not necessarily those of the NHS, the NIHR
or the Department of Health. P261 P261
Value of a sister observational cohort alongside a randomised
controlled trial with an internal feasibility phase
Janet Dunn1, Andrea Marshall1, Maria Ramirez1, Andy Evans2,
Peter Donnelly3
1Warwick Clinical Trials Unit, University of Warwick; 2Ninewells Medical
School; 3South Devon Healthcare NHS Foundation Trust
Correspondence: Janet Dunn
Trials 2017, 18(Suppl 1):P261 One option, suggested in the literature, is to use the implied sample
size for the maximal negative correlation between the two tests,
thus, giving the largest possible sample size. However, this overly
conservative technique is highly likely to be wasteful of resources
and unnecessarily burdensome on trial participants - as the trial is
likely to be overpowered and recruit many more participants than
needed. A more accurate estimate of the sample size can be deter-
mined at a planned interim analysis point where the sample size is
re-estimated - thereby incorporating an internal pilot study into the
trial design, with the intention of producing an accurate estimate of
the correlation between the tests into the trial. Observational cohorts alongside randomised controlled clinical trials
can be very informative. They enable an assessment of the number of
patients that do not want to be randomised and reasons for non-
participation in the randomised controlled trial (RCT). They also allow
investigation of what is standard practice at each site. They can be ex-
tremely useful in hard to recruit trials to gain information about the
outcomes of these patients in standard clinical practice. Mammo-50 is a
multi-centre RCT of different mammographic surveillance schedules for
breast cancer patients aged 50 years or older at diagnosis. A total of
5000 patients are randomised to annual surveillance versus 2-yearly for
conservation surgery and 3-yearly for mastectomy patients. There was
a 24 month pre-planned internal feasibility study assessing recruitment,
acceptability to be randomised and logistical endpoints which in-
cluded a sister observational cohort. The aim of the cohort was to
assess standard practice for non-randomised patients in terms of
information given to patients, type of follow-up at each centre and
frequency of mammographic surveillance. During the 24 month
feasibility phase of the trial, 1354 patients were enrolled into the
study; 936 (69%) patients choosing to participate in the RCT and
418 (31%) patients were recruited into the sister observational
cohort study. The main reason for not going into the RCT but being
part of the observational cohort was patient choice. A qualitative feasibility study to inform fluids in shock (FISH) - a
pilot randomised controlled trial of fluid bolus therapy in septic
shock P262
Internal pilot sample size re-estimation in paired comparative
diagnostic accuracy trials with a binary response
Gareth McCray1, Andrew Titman2, Paula Ghaneh3, Gillian Lancaster1
1Keele University; 2Lancaster University; 3University of Liverpool
Correspondence: Gareth McCray
Trials 2017, 18(Suppl 1):P262 pilot randomised controlled trial of fluid bolus therapy in septic
shock
Caitlin O'Hara1, David Inwald2, Ruth Canter3, Paul Mouncey3,
Mark D. Lyttle4, Simon Nadel2, Mark Peters5, Kerry Woolfall1
1The University of Liverpool; 2St Mary’s Hospital, Imperial College
Healthcare NHS Trust; 3Intensive care national audit & research centre
(ICNARC); 4Emergency Department, Bristol Royal Hospital for Children;
5Institute of Child Health, University College London
Correspondence: Caitlin O'Hara
Trials 2017, 18(Suppl 1):P260 P261 Patients
wanted to remain on their standard mammographic surveillance
and didn’t want the possibility of changing regardless of whether
the standard was more or less frequent. Cohort patients have simi-
lar baseline patient characteristics to those entering the RCT,
although the cohort did contain slightly more patients who had
undergone mastectomy for their breast surgery. The feasibility
phase demonstrated that the trial was acceptable by patients and
clinicians but the ratio of patients entering the cohort compared to
the RCT increased over the duration of the feasibility phase. The
cohort demonstrated that standard practice regarding mammo-
graphic surveillance and follow-up is highly varied across sites. In Methods This paper discusses a sample size estimation and re-estimation
method based on the maximum likelihood estimates, under an im-
plied multinomial model, of the observed values of correlation be-
tween the two tests and, if required, prevalence, at a planned
interim. The method is illustrated by comparing the accuracy of two
procedures for the detection of pancreatic cancer, one procedure
using the standard battery of tests, and the other using the standard
battery with the addition of a PET/CT scan all relative to the gold
standard of a cell biopsy. Simulation of the proposed method are
also conducted to determine robustness in various conditions. Results The results show that the type I error rate of the overall experiment
is stable using our suggested method and that the type II error rate
is close to or above nominal. Furthermore, the instances in which the
type II error rate is above nominal are in the situations where the
lowest sample size is required, meaning a lower impact on the actual
number of participants recruited. Results Recruitment is challenging and varies greatly by region. Total recruit-
ment to date for the standardised arm n = 26, better in Peninsula
than anywhere else, for the individual arm total recruitment n = 21,
more participants found in Brighton & Hove by Kent, Surrey and Page 99 of 235 Trials 2017, 18(Suppl 1):200 Page 99 of 235 Page 99 of 235 Sussex CRN compared to two London CRNs. Numbers finishing to
date are in the standardised arm n = 1 with n = 5 loss to follow up
and n = 1 withdrawal and in the individualised arm n = 7 with n = 2
lost to follow up. conclusion the observational cohort can provide valuable informa-
tion about a population of patients that are not willing to partici-
pate in a RCT. The purpose of the cohort should be clear and
informative. Recruiting into a sister observational cohort may be
seen by sites as an easier option and thus detract from recruiting
patients into the main RCT. It may be advantageous to close the
observational cohort at a time when sufficient numbers are recruited
and the aims of the cohort fulfilled. Mammo-50 demonstrated the
strength of a sister observational cohort alongside the RCT, especially
within the internal feasibility stage, leading to the success of the
full RCT. We have yet to analyse the full data for recruits including diaries for
QOL data. We will be interviewing both NHS staff and participants for their
views on CHM and the processes involved. The trial finishes recruitment at the end of October 2016 as the herb
expiry date is the end of November 2016. Background The sample size required to power a trial to a nominal level in a paired
comparative diagnostic accuracy trial, i.e. Trials in which the diagnostic
accuracy of two testing procedures are compared relative to a gold
standard, depends on the correlation between the two diagnostic tests
being compared. The lower the correlation between the tests the
higher the sample size required, the higher the correlation between
the tests the lower the sample size required. A priori, we usually do not
know the correlation between the two tests and thus cannot determine
the exact sample size. Furthermore, the correlation between two tests
is a quantity for which 1) it is difficult to make an accurate intuitive esti-
mate and, 2) it is unlikely estimates exist in the literature, particularly if
one of the tests is new, as is very likely to be the case. Trials 2017, 18(Suppl 1):P260 This abstract is not included here as it has already been published. Results Of the 186941 trials in clinicaltrials.gov, 1567 (0.8%) were studying
one rare condition only and with prevalence information from
Orphadata. There were 19 trials studying disease with prevalence <1/
1,000,000, 126 trials with 1-9/1,000,000, 791 trials with 1-9/100,000
and 631 trials with 1-5/10,000. Of these, 1160 were described as
phase 2 trials. All the covariates described above except type of lead
sponsor were significant and thus, were included in the regression
model. The estimated mean sample sizes in phase 2 trials were simi-
lar across all prevalence classes after adjusting for other covariates;
15.7 (95% CI, 8.7-28.1), 26.2 (16.1-42.6), 33.8 (22.1-51.7) and 35.6
(23.3-54.3) for prevalence <1/1,000,000, 1-9/1,000,000, 1-9/100,000
and 1-5/10,000, respectively. Phase 3 trials of rarer diseases (<1/
1,000,000 and 1-9/1,000,000) had similar size (estimated mean, 19.2,
6.9-53.2 and 33.1, 18.6-58.9, respectively) to those in phase 2 but
were statistically significant lower than the slightly less rare diseases
(1-9/100,000 and 1-5/10,000) trials (estimated mean, 75.3, 48.2-117.6
and 77.7, 49.6-121.8, respectively). We plan to recruit a total of n = 150 patients (75 patients in each
arm) to the INTERIM trial in 18 months. It is anticipated that approxi-
mately 90 PFS events will be observed with a minimum of 9 months
follow up. The INTERIM trial proposal has received funding from the UK RFPB
NIHR programme. The concept of predictive power will provide us
with confidence to conclude whether the follow-on phase III trial is
justified, while it is easily implemented in practice. p
Conclusion Conclusion We recommend a paired comparative diagnostic accuracy trial which
used an internal pilot study to re-estimate the sample size at the in-
terim. This design would use a maximum likelihood estimate, under a
multinomial model, of the correlation between the two tests being
compared for diagnostic accuracy, in order to more effectively estimate
the number of participants required to power the trial to at least the
nominal level. Page 100 of 235 Trials 2017, 18(Suppl 1):200 Page 100 of 235 P263
How does prevalence affect the size of clinical trials for treatments
of rare diseases? Siew Wan Hee1, Adrian Willis1, Catrin Tudur Smith2, Simon Day3,
Frank Miller4, Jason Madan1, Martin Posch5, Sarah Zohar6, Nigel Stallard1
1University of Warwick; 2University of Liverpool; 3Clinical Trials Consulting
and Training Limited; 4Stockholm University; 5Medical University of
Vienna; 6INSERM
Correspondence: Siew Wan Hee
Trials 2017, 18(Suppl 1):P263 interventional trials is low, around 34%. Many novel trial designs, espe-
cially using adaptive and Bayesian methods, have been developed to
help reduce costs and improve success rate of such trials. These novel
techniques, however, are not always easily implemented in practice. We propose to apply the predictive power concept in the design of
feasibility studies. interventional trials is low, around 34%. Many novel trial designs, espe-
cially using adaptive and Bayesian methods, have been developed to
help reduce costs and improve success rate of such trials. These novel
techniques, however, are not always easily implemented in practice. We propose to apply the predictive power concept in the design of
feasibility studies. ,
Conclusions
O
d
h Conclusions g
1University of Bristol; 2Bangor University; 3University of Oxford;
4PPI Representative Our study shows that there was association between prevalence and
the size of phase 3 trials with rarest diseases trials noticeably smaller
than the less rare diseases trials. However, prevalence was not associ-
ated with the size of phase 2. Correspondence: Joanna Thorn
Trials 2017, 18(Suppl 1):P265 How does prevalence affect the size of clinical trials for treatments
of rare diseases?
2
3 Siew Wan Hee1, Adrian Willis1, Catrin Tudur Smith2, Simon Day3,
Frank Miller4, Jason Madan1, Martin Posch5, Sarah Zohar6, Nigel Stallard1
1University of Warwick; 2University of Liverpool; 3Clinical Trials Consulting
and Training Limited; 4Stockholm University; 5Medical University of
Vienna; 6INSERM y
BRAF + MEK inhibitor drugs are effective treatment for patients with
BRAF mutant melanoma, but benefit is limited by secondary resist-
ance and toxicity. Clinical case reports and animal models suggest
intermittent dosing may delay onset of resistance and reduce side-
effects. The INTERIM trial is an open label two-arm randomised phase
II feasibility trial designed to investigate the intermittent BRAF + MEK
inhibitor drug dosing. Eligible patients will be randomly allocated to
either the intermittent or the standard continuous dosing arm. Since
there are concerns whether patients and their doctors will accept
allocation to less than standard treatment, the overall objective of
the study is to determine the acceptability of randomisation and
compliance of patients allocated intermittent BRAF + MEK inhibitor
drug dosing. The study will also investigate the probability of a suc-
cessful follow-on phase III trial, measured using the predictive power. The definitive phase III trial will be powered to test the hypothesis
that intermittent dosing will prolong progression-free survival (PFS)
compared with standard continuous dosing. It will need ~1000 pa-
tients (846 PFS events) to detect a hazard ratio (HR) = 0.80 with a 5%
significance level and 90% power. The log(HR) is normally distrib-
uted, and therefore the predictive power could be easily calculated. Assuming a prior of no difference and 1 PFS event, that is log(HR) ~
N(0, 4), a significance level 5% and 90 PFS events observed in the
feasiblity study: Correspondence: Siew Wan Hee
Trials 2017, 18(Suppl 1):P263 Core items for a standardised resource-use measure (ISRUM):
expert Delphi consensus survey
1
2
1
1 Joanna Thorn1, Colin Ridyard2, Ruth Riley1, Sara Brookes1, Dyfrig
Hughes2, Sarah Wordsworth3, Sian M. Noble1, Gail Thornton4,
William Hollingworth1 P264 P264
Predictive power in feasibility study design: implementation in the
interim melanoma cancer trial
Wendi Qian1, Andrea Machin1, Pippa Corrie2
1Cambridge Clinical Trials Unit - Cancer Theme; 2Cambridge Cancer
Centre, Cambridge University Hospitals NHS Foundation Trust
Correspondence: Wendi Qian
Trials 2017, 18(Suppl 1):P264 Wendi Qian1, Andrea Machin1, Pippa Corrie2
1Cambridge Clinical Trials Unit - Cancer Theme; 2Cambridge Cancer
Centre, Cambridge University Hospitals NHS Foundation Trust
Correspondence: Wendi Qian
Trials 2017, 18(Suppl 1):P264 Wendi Qian1, Andrea Machin1, Pippa Corrie2
1Cambridge Clinical Trials Unit - Cancer Theme; 2Cambridge Cancer
Centre, Cambridge University Hospitals NHS Foundation Trust
Correspondence: Wendi Qian
Trials 2017, 18(Suppl 1):P264 Background Economic evaluations are commonly conducted within randomised
controlled trials in order to assess value for money by measuring both
the costs and the outcomes associated with a particular intervention. However, resource-use measurement by patient recall in economic
evaluations is characterised by inconsistency and a lack of validation. A
well validated standardised resource-use measure could increase data
quality, improve comparability between studies and reduce research
burden on patients and health economists. Aim Background Clinical trials are typically designed based on the classical frequentist
framework constrained to some pre-specified type I and II error rates. Depending on the targeted effect size, the sample size required in
such designs range from hundreds to thousands. Trials for rare
diseases with prevalence 1/2000 or fewer may find it challenging to
recruit patients to trials of large size. In this work, we examine the re-
lationship between prevalence and other factors with the size of
interventional phase 2 and 3 trials conducted in the US and/or EU. Methods We downloaded all trials from Aggregate Analysis of clinialtrials.gov
(AACT) in May 2016 and identified rare disease trials by matching mesh
terms in AACT with those in Orphadata. Actual sample sizes of com-
pleted trials or anticipated sizes of non-completed trials were used for
analysis. We investigated effects of trials’ characteristics such as: inclu-
sion criteria (e.g. Gender, age), intervention model (e.g. Factorial design,
single arm), lead sponsor type (e.g. Industry, US Federal Agency), trial
location, number of countries involved in the trial, year that enrolment
to the protocol began, number of interventions in the trial, whether or
not the trial had a data monitoring committee and whether or not the
intervention studied in the trial was FDA regulated on sample size. The
effect of prevalence on sample size was tested adjusting for phase,
interaction between prevalence and phase, and all other significant
covariates. If the observed HR = 0.80 (an improvement in median PFS from 12 to
15 months) in the phase II feasibility trial, the predictive power to re-
ject the null hypothesis of no PFS benefit of intermittent dosing
schedule under the planned phase III trial (with 846 PFS events) is
72%. If the observed HR = 0.75 (an improvement in median PFS from
12 to 16 months) in the phase II trial, the predictive power to reject
the null hypothesis of no PFS benefit of intermittent dosing schedule
under the planned phase III trial (with 846 PFS events) is 81%. Aim To identify a minimum set of core items of resource use that should
be included in a standardised instrument for health economic evalu-
ations conducted in the United Kingdom (UK). Cancer clinical trials are expensive in terms of running costs and
time taken to complete, while the success rate of phase III cancer Trials 2017, 18(Suppl 1):200 Page 101 of 235 Methods Knowledge of the clinical pharmacological properties of drugs in
development evolves throughout the drug development process. Such properties include the absorption, distribution, metabolism
and excretion of the drug (pharmacokinetics) as well as its effect
on the body (pharmacodynamics), such as disease progression or
biomarker activity. Pharmacometric models can be deployed to de-
scribe these processes based on available data and simulation can
be used to both evaluate efficacy and safety in differing popula-
tions under different conditions to assess the impact of disease,
background medication or adherence. These estimates can further
be used as inputs to pharmacoeconomic models which compare
the costs and benefits of the hypothetical drug to those of existing
therapies. This has the added value of, going beyond efficacy, and
identifying what properties are most likely to result in a drug being
deemed cost-effective. The content of 59 questionnaires in the Database of Instruments
for Resource-Use Measurement (www.dirum.org) was analysed to
generate a list of 60 resource-use items relative to an NHS and
personal social services perspective (e.g. Visits to healthcare profes-
sionals in the community; prescribed medications). An electronic
Delphi survey was developed, and health economists with experi-
ence of conducting economic evaluations in the UK were recruited
through personal approaches and a general request to the Health
Economists Study Group mailing list (a professional group based in,
though not restricted to, the UK). Respondents were asked to rate
items on a scale of 1 to 9 according to the importance of the item
in a generic context, and were encouraged to comment on their
choices or add additional items. Responses were used to identify
items considered less important according to predefined consensus
criteria. A second round was developed, in which feedback from
round 1 (median responses to each item and summarised com-
ments) was presented to respondents, alongside a reminder of their
own scores. An individualised email was sent to each participant
from round 1, and round 2 participants were asked to re-rate items. A final item selection meeting of the project team and a represen-
tative of the participants was held to discuss the results of the
Delphi. Identifying the optimal clinical pharmacological properties of
potential future medicines using clinical trial simulation
Daniel Hill-McManus1, Scott Marshall2, Steven Lane3, Elena Soto2,
Dyfrig Hughes1 y g
g
1Bangor University; 2Global Pharmacometrics Pfizer Ltd; 3University of
Liverpool Correspondence: Yuanyuan Kong
Trials 2017, 18(Suppl 1):P268 Correspondence: Yuanyuan Kong
Trials 2017, 18(Suppl 1):P268 Correspondence: Daniel Hill-McManus
Trials 2017, 18(Suppl 1):P266 Demographic and baseline characteristics of patients in china
registry of hepatitis B (CR-HEPB)
1
2
3
4 g
y
p
Yuanyuan Kong1, Lai Wei2, Jinlin Hou3, Zhongping Duan4, Hui Zhuang5,
Hong You1, Jidong Jia1, the CR-hepb study group
1Beijing Friendship Hospital, Capital Medical University; National Clinical
Research Center for Digestive Disease; 2Peking University People’s
Hospital; 3Nanfang Hospital, Southern Medical University; 4Beijing Youan
Hospital, Capital Medical University; 5Peking University Health Science
Center standard
Results The results reveal the optimal combinations of clinical pharmacological
properties for any future uricosuric medicine and therefore provide the
target characteristics to drive future drug discovery. The results of the
economic modelling show the probability that new drugs will be cost-
effective for a given willingness-to-pay threshold based on the impact
of these properties on the expected efficacy and safety. The findings
could serve as a guide of the potential for future innovation in the area
of uricosuric treatments for gout. Methods This study investigates the potential for using modelling and simulation
to inform drug discovery and development using a case study of urate-
lowering therapies (ULTs) used in the long term management of gout. Gout is characterised by a reliable biomarker, serum uric acid (UA) con-
centration, which is also used as a primary endpoint in clinical trials. Serum UA concentrations are well correlated with gout symptoms and
can also be predicted using pharmacometric models. This case study
focusses on estimating the desired clinical pharmacological properties
of uricosuric drugs, which stimulate the renal excretion of UA thus low-
ering the serum concentrations. Successful uricosuric drugs must bal-
ance the risks resulting from the renal excretion of large amounts of
UA against the benefits of reduced serum concentrations, while being
forgiving to poor adherence which is common for ULTs. The linkage to
economic modelling comparing the hypothetical drug with current
standard ULT is used to provide estimates of cost-effectiveness. Results Conclusions The apparent consensus on which items are important to trialists in a
generic context suggests that a standardised instrument for core items
is feasible, provided it is developed with the flexibility to add ‘bolt-on’
modules. Although this work was conducted in the context of RCTs
within the UK, in principle, the items identified are generalizable to
other jurisdictions and study designs. P268 P268
Demographic and baseline characteristics of patients in china
registry of hepatitis B (CR-HEPB)
Yuanyuan Kong1, Lai Wei2, Jinlin Hou3, Zhongping Duan4, Hui Zhuang5,
Hong You1, Jidong Jia1, the CR-hepb study group
1Beijing Friendship Hospital, Capital Medical University; National Clinical
Research Center for Digestive Disease; 2Peking University People’s
Hospital; 3Nanfang Hospital, Southern Medical University; 4Beijing Youan
Hospital, Capital Medical University; 5Peking University Health Science
Center p
Results 45 health economists with wide-ranging trial experience completed
round 1. Following application of the consensus criteria, items such
as length of outpatient appointments (median = 3) and email/text
communications with healthcare professionals (median = 4) were
considered less important. The list of 60 items was reduced to 34
items for the second round; no new items were added. 42 respon-
dents completed round 2 (93.3% of the original respondents), and
the list of items considered important converged towards a shorter
list where there is greater consensus about importance (including
hospital outpatient appointments (median = 9) and appointments at
GP surgeries (median = 9)). Following the meeting to discuss the re-
sults, a list of 10 core items was identified with further items identi-
fied as suitable for development as ‘bolt-on’ modules. Background Type 1 diabetes is associated with cardiovascular disease (CVD) and
the electrocardiogram (ECG) is the most accessible test for screening
and detection of subclinical myocardial infarction and CVD. The Dia-
betes Control and Complications Trial (DCCT) and its follow-up study,
the Epidemiology of Diabetes Interventions and Complications (EDIC)
is currently following 1,214 of the 1,441 originally randomized partici-
pants (94% of the surviving). During the 30 years of follow-up, con-
tinual efforts were made to modernize systems and data processing
to improve efficiency and reduce cost. Sena Jawad, Daniel Gray, Neena Modi, Chris Gale
Imperial College London
Correspondence: Sena Jawad
Trials 2017, 18(Suppl 1):P269 Methods We searched the four most cited general medical journals (New Eng-
land Journal of Medicine, The Lancet, BMJ and The Journal of the
American Medical Association) and extracted neonatal clinical trials
from 2006 onwards with no restriction on the disease area or treatment
type. The following data items were extracted from each identified
paper by two independent reviewers: baseline characteristics, items
used in stratification or minimisation, and items used to adjust the pri-
mary outcome. Data items were combined where clinically appropriate. NNRD data completeness was examined over the period January to
June 2015 for infants <32 weeks gestational age in England, Scotland
and Wales. Missing was defined as an empty field or an invalid value. This review was pre-registered (PROSPERO: CRD42016046138). Results p
Methods Participants were administered a resting 12-lead ECG at each annual
visit during DCCT/EDIC. Paper tracings and accompanying paper
tracking forms were sent from the 27 clinics to the Data Coordinating
Center (DCC), then forwarded in monthly batches to the Central ECG
Reading Center (CERC) for analysis. In 2012 the paper tracking form
was replaced with direct entry into a proprietary data management
system. In 2014, the study implemented the use of digital ECG re-
cordings and transmission. Unlike paper ECGs, digital scans automat-
ically provide hundreds of waveform measurements and can be
stored indefinitely without the risk of deterioration. Digital ECGs are
transmitted directly to the CERC via analogue phone lines. Site coor-
dinators were centrally trained on the use of the new digital ECG ma-
chines and how to transmit the recorded ECGs electronically to the
CERC. Conclusions In this largest registry for HBV patients in China mainland, middle-
age men were predominant and less than half of all patients were
HBEAG positive. NAS were the most commonly used but nearly half
of the patients did not choose the recommended high potent and
less resistant agents. Long-term follow-up and judicial evaluation of
the antiviral efficacy and clinical outcomes would provide valuable
information for decision-making in clinical and public health sector. Background With the exception of maternal ethnicity, none
of the commonly reported data items were missing in more than 10%
of babies in the NNRD. Di
i reported data item (96%). Sex (89%) and birth weight (89%) were also
common items reported. Antenatal steroids were reported in 25 (86%)
pre-term studies and 1 (8.3%) term study. Mother’s ethnicity and mul-
tiple births were reported in 50% of all studies but the latter was pre-
sented in 72% (21) of pre-term studies and 8% (1) of term studies. Gestational age, the most reported data item, was complete for 99.3%
of infants in the NNRD. With the exception of maternal ethnicity, none
of the commonly reported data items were missing in more than 10%
of babies in the NNRD. and database were developed, maintained and managed by an infor-
mation technology service provider and professional statistical and
methodological terms As of Oct 31, 2016, 38 tertiary or secondary hospitals across China
had participated in this registry, and totally122,987 patients and
486,976 visits were recorded. Among them 61.9% were men; the
average age at inclusion was 44.3 years, with 67.7% of them being
between 30 and 60 years old. Approximately 6.7% were initially
diagnosed with immune tolerance phase of HBV infection, 68.5%
with chronic hepatitis B, 14% with cirrhosis (compensated 6.3%; de-
compensated 7.7%), 1.8% with HCC, and 9% with others (including
acute-on-chronic failure and recovery phase of HBV infection). Forty
seven percent of the patients were positive for HBEAG and 74.1%
were positive for HBV DNA. Among 859 patients with liver biopsy the
necroinflammation score G0-G4 were seen in 2.6%, 30.5%, 36.2%,
25.6% and 5.1%, respecdtively; and fibrosis stage S0-S4 were seen in
12.5%, 34.8%, 28.9%, 18.3%, and 5.5%, respectively. Totally, 33,533
(27.3%) patients had therapeutic information, among them 10.6%
receiving conventional or pegylated interferon-alpha and 88.7% re-
ceiving nucleos(t)ide analogues (NAS). The split out of the NAS
showed that entecavir accounted for 51.2%, lamivudine for 18.8%,
adefovir for 16.1%, telbivudine for 12.5% and tenofovir (approved
but reimbursable for HBV therapy until recently) for 1.4%. Conclusions Discussion We show that there are a limited number of data elements which are
common to recent influential neonatal clinical trials. Such essential data
elements can be used to focus the measurement and improvement of
data quality in preparation for point of care trials. The NNRD has low
rates of missing data for these core data elements. This supports the
use of routinely collected NNRD baseline data in UK neonatal clinical tri-
als. Other key requirements are to establish national and international
consensus for common outcomes for neonatal trials and assess the
quality of corresponding NNRD data. Background Chronic infection of hepatitis B virus (HBV) is the predominant cause
of cirrhosis and hepatocellular carcinoma (HCC) in China. However,
the real-world data on the clinical and treatment profile is still lack-
ing. Therefore, we initiated a nation-wide, hospital-based registry sys-
tem, China Registry of Hepatitis B (CR-HepB) in June 30, 2012. Methods g
Modelling and simulation are increasingly being used to assist in
planning and decision making during drug development. This in-
cludes clinical trial simulation which has been applied to optimise
the design of drug trials; such as calculating sample sizes, determin-
ing the optimal dosing regimen or estimating the impact of protocol
deviations. This requires constructing a mathematical representation
of the trial processes and makes use of data on the population of
interest and likely effects of the interventions being studied. These
methods are typically applied to a specific compound in clinical de-
velopment to support decision-making and trial design in subse-
quent phases of development. Another potential application of
modelling and simulation, however, is in informing drug discovery
by identifying the theoretical properties of a drug which would maxi-
mise the desired trial outcomes. This on-line registry system is owned by China Foundation for Hepatitis
Prevention and Control and academically supported by Chinese Society
of Hepatology. The criteria for inclusion to this registry was any adult
patients with HBSAG-positivity for than 6 months, meeting the diagnos-
tic criteria for various stages of chronic HBV infection and consent to re-
ceive follow-up per clinical practice guidelines (check HBVDNA,
biochemistry, alpha fetoprotein and ultrasonography at least every
6 months). The decision on treatment was at discretion of the patients
and the clinicians based on standard of care. The information system Trials 2017, 18(Suppl 1):200 Trials 2017, 18(Suppl 1):200 Page 102 of 235 Page 102 of 235 Page 102 of 235 reported data item (96%). Sex (89%) and birth weight (89%) were also
common items reported. Antenatal steroids were reported in 25 (86%)
pre-term studies and 1 (8.3%) term study. Mother’s ethnicity and mul-
tiple births were reported in 50% of all studies but the latter was pre-
sented in 72% (21) of pre-term studies and 8% (1) of term studies. Gestational age, the most reported data item, was complete for 99.3%
of infants in the NNRD. Background Point-of-care registry trials extract data from existing Electronic Pa-
tient Records (EPR). Poor accuracy and completeness of EPR data are
key barriers to the success of such trials. Neonatal care in the United
Kingdom has a well-developed EPR database, the National Neonatal
Research Database (NNRD). We hypothesised that within neonatal
clinical trials there are a subset of common data items reported
across important trials, and aimed to assess the completeness of
these items in the NNRD. q
y
Conclusion High impact neonatal clinical trials share core data elements. In the UK
these data can be obtained reliably from the NNRD, a well-established
EPR-derived national database, supporting its use for point-of-care
registry trials. P270 Transition from paper to digital electrocardiograms (ECGs) after
30 years of follow-up in the DCCT/EDIC study
Jye-Yu Backlund1, Barbara H. Braffett1, Catherine L. Martin2, Wanyu Hsu1,
Lisa Diminick1, Susan Hensley3, Charles Campbell3, Yabing Li3,
Elsayed Z. Soliman3, The DCCT/EDIC Research Group1
1George Washington University; 2University of Michigan;
3Epidemiological Cardiology Research Center (EPICARE)
Correspondence: Jye-Yu Backlund
Trials 2017, 18(Suppl 1):P270 Transition from paper to digital electrocardiograms (ECGs) after
30 years of follow-up in the DCCT/EDIC study
Jye-Yu Backlund1, Barbara H. Braffett1, Catherine L. Martin2, Wanyu Hsu1,
Lisa Diminick1, Susan Hensley3, Charles Campbell3, Yabing Li3,
Elsayed Z. Soliman3, The DCCT/EDIC Research Group1
1George Washington University; 2University of Michigan;
3Epidemiological Cardiology Research Center (EPICARE)
Correspondence: Jye-Yu Backlund
Trials 2017, 18(Suppl 1):P270 Building a generic drug supply management system for ECRF
systems - Challenges and experience gained
1
1
2 Robbie Wilson , Sharon Kean , Elizabeth Douglas
1Robertson Centre for Biostatistics; 2R&D, NHS Greater Glasgow & Clyde
Correspondence: Robbie Wilson
Trials 2017, 18(Suppl 1):P271 Methods Common DSM components we provide include batch management,
order and receipt management (both manual and triggered), post-
receipt status updates and summary reporting tools. The processes
behind each component can vary slightly or significantly based on the
logistical challenges identified when reviewing a trial protocol and after
discussion with the trial management team and most importantly the
lead pharmacist or their equivalent. Although the basic functionality
appears to be the same the changes are usually identified ‘under the
hood’ and we will look to identify the different types of changes that
we have had to put in place from system-to-system. Developing sys-
tems like this as part of our Clinical Trials Unit (CTU) has allowed for
gradual refinement of functionality. However, we have faced increasing
challenges when integrating with third-party systems and working to
an external set of Standard Operating Procedures. These differences
will be considered and compared. The advantages of simple analytics in EPRO environments
Dionne Russell, Jonathan R. Gibb, Sharon Kean
Robertson Centre for Biostatistics
Correspondence: Dionne Russell
Trials 2017, 18(Suppl 1):P273 Background g
For many years Google have offered companies a range of tools to pro-
vide analytics on web sites. These tools can be used to track and report
on where or when the visitor to the site is having a bad experience and
does not complete a transaction or chooses to leave the site. Companies
use these tools to identify problem pages and further enhance the users
experience with a view to boosting sales and revenue. Clinical trials have
become less reliant on paper based systems and more reliant on elec-
tronic data capture (EDC) and electronic patient reported outcomes
(EPRO). This type of technology enables upfront validation of data, which
in turn should provide a cleaner data flow and should lead to less data
management queries. If however there is a problem with the design of
the system it may result in either partial completion or non-completion
this will lead to missing key data in any self-completion questionnaires in
the study. This is particularly dangerous in EPRO scenarios where there is
often less feedback from participants and there is usually the option to
skip most questions. The problem of questionnaire abandonment in
EPRO is somewhat similar to the problem of basket abandonment in
ecommerce websites in that it can be difficult to know what has caused
the abandonment and they both lead to significant loss. Methods Conclusion We will discuss the different scenarios faced when developing previous
DSM systems including why we had to modify the standard platform
and how we adapted it. We will also discuss how this experience can
be used to produce a generic system that is suitable to adapt to differ-
ent use cases as required. The difference between open-label and
double-blind DSM systems will be considered as this may be the reason
for two separate systems instead of just one. The feasibility of a ‘truly
adaptable’ system will be considered after this discussion. Building a new EDC in 2016
Jonathan Gibb, Sharon Kean
Robertson Centre for Biostatistics
Correspondence: Jonathan Gibb
Trials 2017, 18(Suppl 1):P272 Building a new EDC in 2016
Jonathan Gibb, Sharon Kean
Robertson Centre for Biostatistics
Correspondence: Jonathan Gibb
Trials 2017, 18(Suppl 1):P272 To improve the user experience of EDC and EPRO and ultimately in-
crease the completion rate, a range of existing approaches from
mainstream web analytics and observational usability evaluations
sessions were combined and embedded within the EDC and EPRO
environments. y
Conclusion The authors will present the major design decisions faced during
the creation of a new EDC, the new features introduced for the
different staff roles involved with the EDC usage lifecycle, including:
extensible programming language and platform support, inter-
nationalisation, multiple means of API access, online/offline version-
ing system. Background As our Centre moves towards a standardised in-house platform for
ECRF development we are taking steps to modify supporting processes
(such as randomisation, pharmacovigilance and document manage-
ment) into ‘generic’ components to build into this system. Another such
component is the Drug Supply Management (DSM) tool suite which
has been critical in previous systems to ensure allocation and monitor-
ing of supplies across trial sites is accurate and efficient. Experience of
developing custom versions of the DSM components has thrown up a
number of challenges; these in turn have allowed refinement of
functionality across multiple distinct system deployments. Identifying
the ‘best’ features from each system will allow us to move towards the
creation of a generic system. Results Implementation of digital ECG recordings substantially reduced the
time between ECG acquisition and receipt by the CERC, with 49% of
the ECG’s transmitted on the day of the clinical visit (mean 14 ±
18 days). The time from ECG acquisition to generation of the ECG clin-
ical report was reduced by 52 days (120 ± 39 and 68 ± 21 days for
paper and digital ECGs, respectively). Furthermore, the DCC received
ECG results from the CERC 51 days sooner (108 ± 40 days and 57 ±
21 days for paper and digital ECG, respectively). There was no reduction We identified 46 studies involving 33,276 infants and 132 data items;
29 studies on pre-term babies, 12 on term babies and 5 studies where
either age was unrestricted or undisclosed. Thirty seven trials (80%)
were multicentre trials. Gestational age was the most commonly Page 103 of 235 Trials 2017, 18(Suppl 1):200 Page 103 of 235 in ECG quality. The cost of purchasing new ECG machines capable of
digital transmission was offset and balanced by the reduction in the
cost of processing and reading paper ECG’s over time. Conclusion to collect and collate the data must be usable and provide reprodu-
cibility potentially for decades after the trial has finished. This cul-
ture of long lived projects and gradual organic evolutionary change
in software development has many advantages. Ideally best of
breed features and solutions remain and weaker elements are re-
placed. However legacy artefacts are left over from all evolutionary
approaches. In geography there are ox bow lakes, in human anat-
omy there is the tailbone and in jeans the small inner pocket was
originally used to hold a pocket watch. In popular culture, the tele-
vision show “Lost” featured a character that lived in an under-
ground bunker and types a series of mysterious numbers into a
computer every 108 minutes or there would be undisclosed “disas-
trous consequences”. While a fictitious plot device, there are nu-
merous similar occurrences in real business software and processes
where the knowledge exchange process is simply - just enter a zero
in that field, we don’t know why, but it doesn’t work if you don’t. Results When faced with the large amount of expertise gathered from past
EDC development in a CTU, the large number of processes involved
- the reason for which may or may not be understood, the risk of
mistaking valid important elements for legacy artefacts and com-
batting the phrase “that’s how it’s always been done”, creating a
new EDC system is difficult. to collect and collate the data must be usable and provide reprodu-
cibility potentially for decades after the trial has finished. This cul-
ture of long lived projects and gradual organic evolutionary change
in software development has many advantages. Ideally best of
breed features and solutions remain and weaker elements are re-
placed. However legacy artefacts are left over from all evolutionary
approaches. In geography there are ox bow lakes, in human anat-
omy there is the tailbone and in jeans the small inner pocket was
originally used to hold a pocket watch. In popular culture, the tele-
vision show “Lost” featured a character that lived in an under-
ground bunker and types a series of mysterious numbers into a
computer every 108 minutes or there would be undisclosed “disas-
trous consequences”. While a fictitious plot device, there are nu-
merous similar occurrences in real business software and processes
where the knowledge exchange process is simply - just enter a zero
in that field, we don’t know why, but it doesn’t work if you don’t. When faced with the large amount of expertise gathered from past
EDC development in a CTU, the large number of processes involved
- the reason for which may or may not be understood, the risk of
mistaking valid important elements for legacy artefacts and com-
batting the phrase “that’s how it’s always been done”, creating a
new EDC system is difficult. Digital ECGs have simplified and enhanced the processing of ECGs
between the reading center, coordinating center, and clinical sites by
reducing the processing time by 43% with less effort and cost. P271
Building a generic drug supply management system for ECRF
systems - Challenges and experience gained
Robbie Wilson1, Sharon Kean1, Elizabeth Douglas2
1Robertson Centre for Biostatistics; 2R&D, NHS Greater Glasgow & Clyde
Correspondence: Robbie Wilson
Trials 2017, 18(Suppl 1):P271 Background g
Compared to most software development projects, clinical trial
electronic data capture (EDC) systems have a very long shelf life. It
is not uncommon for clinical trials to last ten years. Even when tri-
als themselves may be comparatively short lived, the systems used We will demonstrate the significant advantages this approach pre-
sents when combined and how it can be used to identify and resolve
issues when they arise rather than discovering than facing incom-
plete datasets at the end of the collection period. Trials 2017, 18(Suppl 1):200 Page 104 of 235 Page 104 of 235 resources for programmer support to create such tools can greatly
benefit from REDCAP’s features, which are continually being advanced. Piping is a capability within redcap that allows inserting values previ-
ously entered by the user into a survey’s text. This feature enables the
generation of dynamic questions that appear to be customized for a
specific individual. P274
The paperless paradigm: transitioning to direct participant data
entry in the search for diabetes in youth study
Julia Robertson1, Leora Henkin1, Ken Wilson1, Jerry Barnes1, John Hepler1,
Catherine Pihoker2, Beth Loots2, Amy K. Mottle3, Lynne Wagenknecht1,
Ralph D'Agostino Jr.1
1Wake Forest School of Medicine; 2Seattle Children's Research Institute;
3University of North Carolina at Chapel Hill
Correspondence: Julia Robertson
Trials 2017, 18(Suppl 1):P274 p
g
1Wake Forest School of Medicine; 2Seattle Children's Research Institute;
3University of North Carolina at Chapel Hill
Correspondence: Julia Robertson
Trials 2017, 18(Suppl 1):P274 p
The EPHIM (electronic Patient Health Information Management) Pro-
ject is a research study with the aim of understanding the factors
that facilitate and limit use of patient portal systems by older, lower-
income adults. Documenting human-technology interaction is a key
component of the project. To assess the participants’ interactions
with technology, we asked them about their e-mail use, and if they
had any of the following in their home: stationary computer, laptop
computer, tablet, smartphone, or internet. These items were to be
asked in a baseline questionnaire and in six follow-up questionnaires
spanning 12 months. While we wanted to follow any changes in the
status of these items, given the age of the participants and relatively
short time frame across visits, we decided it was unlikely there would
be many changes in the technology available in participants’ homes
during the two months between interviews. Background Thus, in order to prevent
discrepancies in responses across time we used a combination of the
piping feature and branching logic within redcap to remind the par-
ticipants how they answered previously. For example, if a participant
answered that he/she had a laptop computer in his/her home in the
baseline questionnaire, at the next visit the question would read,
“When we spoke last time you indicated that you do have a laptop
computer in your home. Is this still correct?” The response to this
yes/no question was stored and used within the next follow-up visit
questionnaire which would have the same wording (“When we spoke
last time you indicated that you? Is this still correct?”). This feature
was enabled using a series of conditional statement code similar to
syntax used within Excel. Web-based, direct data entry by research participant populations is
becoming more common. In a long running research study, transi-
tioning away from paper-based data entry provided opportunities
and highlighted challenges. SEARCH for Diabetes in Youth (SEARCH) is an on-going, large, na-
tional multi-center and population-based epidemiological study of
youth with diabetes. Initiated in 2000, SEARCH was designed to esti-
mate the prevalence, incidence and clinical presentation of diabetes
in youth age < 20 years, by age, sex, race/ethnicity and diabetes type. More than 25,000 youth have been enumerated as part of the regis-
try study; 3000 are enrolled in the longitudinal cohort study. These
individuals represent diverse racial and ethnic backgrounds helping
SEARCH determine the extent of diabetes in the community and its
impact on different populations. SEARCH has 5 clinical centers lo-
cated in South Carolina, Ohio, Colorado, California, and Washington. Funding is provided by the Centers for Disease and Prevention (CDC)
and the National Institute of Diabetes and Digestive and Kidney Dis-
eases (NIDDK). The cohort study sample, followed longitudinally for 16 years, is char-
acterized using a variety of age specific surveys and a physical exam
in which complications and laboratory measures are assessed. For
the present SEARCH visit, the study took the opportunity to broaden
the method of data collection to allow participants the choice of
using a web-based direct data entry approach or to have data
collected on paper forms. To facilitate this transition, data entry
forms were carefully evaluated, re-organized and updated to better
accommodate direct data entry. Background The goals are to facilitate a positive
end-user experience, ensure high quality data capture, increase re-
sponse rates and decrease clinic staff burden. In addition, because of
funding limitations, approximately half of the past participants were
invited to participate only in the online surveys (e.g., were not of-
fered an in person visit). To date, response rates are on track to meet
study goals. In its simplest form, the piping feature within redcap allows for a more
personal correspondence with participants and increases efficiency in
the data collection process. We have highlighted a more advanced
example of the piping feature which, when used in combination with
branching logic, can be used to customize data collection and help pre-
vent discrepancies across time. P276
Using dedicated study laptops to enhance data quality, participant
safety, and trial efficiency: experience from a large-scale,
international, randomized clinical trial
Michelle Nunn, John Nolan, Simon Gilbert, Alex Baxter, Bob Goodenough,
Mike Lay, Louise Bowman, Martin Landray
Clinical Trial Service Unit (CTSU) and MRC Population Health Research
Unit, Nuffield Department of Population Health, University of Oxford
Correspondence: Michelle Nunn
Trials 2017, 18(Suppl 1):P276 Some of the challenges of adding the option of participant direct
data entry include creating an intuitive, seamless data entry flow,
encouraging participants to answer all questions and to complete all
modules, ensuring invalid or out of range answers are corrected and
that the participant understands overall navigation and the meaning
of individual questions and facilitating consistency in future analyses
after questionnaire updates and re-organization. This poster will
further explore the challenges encountered, both in planning and
programmatic implementation, and will describe the advantages and
outcomes both for clinic staff and study participants. Using REDCAP’s piping feature to aid in longitudinal data
collection Jennifer Talton, Phillip Summers, Kathryn Melius, Thomas A. Arcury
Wake Forest School of Medicine
Correspondence: Jennifer Talton
Trials 2017, 18(Suppl 1):P275 Background Background
The REVEAL study is a streamlined randomized controlled trial (RCT)
investigating the effects of adding the CETP inhibitor anacetrapib
to LDL-lowering treatment with atorvastatin among 30 000 study
participants at high risk of vascular disease. It is coordinated by the
CTSU at the University of Oxford (the trial Sponsor) with 6 Regional
Coordinating Centres responsible for the conduct of the trial in 431
sites in 10 countries. Laptops are provided to all sites so that
participant visit data can be captured directly into the electronic
Case Report Form (ECRF) using software specifically designed for
this purpose by CTSU. The laptop database therefore contains the
source data. M
h d P275
Using REDCAP’s piping feature to aid in longitudinal data
collection
Jennifer Talton, Phillip Summers, Kathryn Melius, Thomas A. Arcury
Wake Forest School of Medicine
Correspondence: Jennifer Talton
Trials 2017, 18(Suppl 1):P275 Methods REDCAP (Research Electronic Data Capture) is a secure, web-based
application designed to support data capture for research studies
and is free to non-profit organizations who join the redcap Consortium. Its capabilities include the building of custom databases and surveys
(that supports online or offline data capture); it also has data manage-
ment features, such as participant scheduling calendars. Projects which
do not need highly specialized data collection tools or have the Features of the laptop system used include: Consistency in laptop
setup by utilising a Windows 7 image which also allows for regional
variations where required. Remote central management of laptops
by CTSU, including user accounts and passwords plus distribution of
software updates. Timely, secure and regular transfer of data
between the laptops and the designated FTP & HTTPS servers via a
reliable internet connection. Robust laptop & data security achieved Trials 2017, 18(Suppl 1):200 Page 105 of 235 Page 105 of 235 through a combination of data encryption, whole-disk-encryption,
passwords, ‘Locked down’ user accounts and staff training. Partici-
pant identifiable data is retained on the laptop but only transferred
to CTSU if permitted by local data protection laws. Discussion dissemination of a clinical trial as a journal publication. By inputting in-
formation about the process, the status of the manuscript is transpar-
ent. Finally, the system needed to provide an easy way for investigators
and other staff to show the effects that their completed clinical re-
search has had on the overall scientific community. dissemination of a clinical trial as a journal publication. By inputting in-
formation about the process, the status of the manuscript is transpar-
ent. Finally, the system needed to provide an easy way for investigators
and other staff to show the effects that their completed clinical re-
search has had on the overall scientific community. y
These challenges were addressed by looking at a number of offline
tracking systems that had failed to meet the needs of various clin-
ical networks, and finding ways to improve upon them. An extensi-
ble.NET module was developed to store and display all relevant
data for publications tracking. Methods and results There were 80 CPRD general practices randomised. The trial interven-
tions include a webinar and decision support tools that are delivered
into general practice systems. In addition, intervention trial arm prac-
tices are sent monthly-updated reports on their prescribing of antibi-
otics for respiratory tract infections. During the 12 month intervention
period, electronic health records data are analysed from each month’s
CPRD release to provide detailed feedback on the number of RTI
consultations, number of antibiotic prescriptions and proportion of con-
sultations with antibiotics prescribed. Prescribing-report templates were
designed through qualitative research with non-trial practices. An R
program was written to extract, analyse and summarise electronic
health records data for intervention trial arm practices. The “reporters”
package in R was used to create personalised “Pdf” reports, based on
the templates, for each practice. The Global Network’s (GN) clinical trials produce rich data sets to in-
form investigators about treatments to prevent, diagnose, or treat
human diseases. From these datasets, the clinical investigators pub-
lish results from their preplanned investigation to inform colleagues
of the outcomes of the clinical trial. These same datasets can be
used for secondary analyses to leverage the information available. All of these publications enrich the understanding of a disease state
and possible therapies as well as serve as measurable deliverables,
demonstrating productivity to the funding source. Therefore, we
needed a system to track 1) data requests (for secondary analyses),
2) pre-publication development (includes all primary and secondary
reports using a clinical trial dataset) and 3) post-publication track-
ing (citation counts, journal impact factor and author h-index). Background Antibiotic resistance is a growing problem that transcends national
boundaries. 80% of all antibiotic used in the UK are prescribed within
primary care, and up to 50% of prescriptions may be unnecessary. In-
terventions are needed that can be delivered to prescribers at low cost. Objectives This study utilises electronic health record data (EHR) on antibiotic
prescribing for specific indications to provide feedback to prescribers. This intervention is being evaluated in a cluster randomised trial. P277
Tracking data requests from initiation to publication through the
use of a web-enabled database system
Michael Ham1, Elizabeth M. McClure1, Kevin A. Wilson1, Edward A. Liechty2,
Norman Goco1, Lori Schwarze1, Carolyn M. Petrie Huitema1
1RTI International; 2Indiana University
Correspondence: Michael Ham
Trials 2017, 18(Suppl 1):P277 This study utilises electronic health record data (EHR) on antibiotic
prescribing for specific indications to provide feedback to prescribers. This intervention is being evaluated in a cluster randomised trial. Study setting
h
d
l
b
d
d
h
l
l y
Conclusion p
g
p
y
Dorota Juszczyk, Judith Charlton, Martin C. Gulliford, the REDUCE Trial
Research Group Dorota Juszczyk, Judith Charlton, Martin C. Gulliford, the REDUCE Trial
Research Group In comparison to paper-based clinical trials, the use of carefully pro-
grammed and managed study laptops has significant benefits for
participant safety, data quality and regulatory compliance. How-
ever, it is probable that in the future web-browser based systems
(including tablet and smartphone implementations) will become
the norm, with advantages in terms of cost, convenience, familiar-
ity, and usability. However, the lessons learned from delivering a
large-scale, laptop-based, direct data entry system will be valuable
if the potential of these newer approaches is to be realised in fu-
ture clinical trials. King’s College London
Correspondence: Dorota Juszczyk
Trials 2017, 18(Suppl 1):P278 Methods Web services were employed to con-
nect the system to popular publication data stores such as The
United States National Library of Medicine’s PubMed database,
Thomson Reuters’s Web of Science database, and the International
DOI Foundation’s digital object identifier (DOI) to retrieve and store
accurate information about publications at any point in the creation
process. The presentation will discuss the different technical chal-
lenges of this approach and how they were resolved. Pros and cons
of the approach will also be discussed along with methods used to
report information out of the system. Using laptops in REVEAL offers a highly effective and user-friendly
method of collecting good quality participant data with significant
advantages over paper-based systems. Careful scripting of the user
interface enhances compliance with the study protocol and proce-
dures, and prompts any necessary actions related to participant
safety. Data entry (which can be done offline) directly into an ECRF
provides immediate validation of data and a full audit trail, whilst
site investigators retain access to their participants? Data held lo-
cally and securely both during and after the trial. The use of a ‘thick
client’ rather than a web-browser provides resilience against inter-
net outages whilst enabling timely data management across
multiple countries and time zones. Potential drawbacks include reli-
ance on a good internet connection for regular data transfer
(ideally at least daily), central study databases not being updated in
real time (although this is much less of a problem than systems
that rely on transcription of data from paper forms), and restric-
tions on moving participant identifiable data out of some countries. In addition the provision of laptops can be expensive and resource
intense requiring remote support and maintenance over many
years. Tracking data requests from initiation to publication through the
use of a web-enabled database system Michael Ham1, Elizabeth M. McClure1, Kevin A. Wilson1, Edward A. Liechty2,
Norman Goco1, Lori Schwarze1, Carolyn M. Petrie Huitema1
1RTI International; 2Indiana University
Correspondence: Michael Ham
Trials 2017, 18(Suppl 1):P277 The study is currently being conducted in the Clinical Practice Re-
search Datalink (CPRD). Methods and results Background ASCEND is a randomised 2x2 factorial study of aspirin versus placebo,
and of omega-3 fatty acid supplementation versus placebo, for pri-
mary prevention of cardiovascular events in people with diabetes. The study used a mail-based approach to identify and randomise
15,000 people with diabetes. The project is now approaching its final
follow-up stage. In the course of the study, the vast majority of data
collection was done via paper designed to be processed with Optical
Character Recognition software. In previous paper based studies,
double data entry was used, which meant sending paper forms to a
commercial company for data entry and finding and resolving any
data or keying discrepancies in-house (often with the necessity to
see the paper form). For ASCEND, a more streamlined and cost ef-
fective approach has been developed. pp
Methods A third party OCR software, FORMS, from Readsoft (now Lexmark) was
identified as the best tool to scan, review and save form content for fur-
ther use in the study. The software gives a rich selection of ways the
process can be customised. An option to review different parts of the
form by users with different roles was required, e.g. Lists of medication
or medical events to be reviewed and coded by medical staff, the rest
of the form to be reviewed by administration staff. Using the FORMS'
API, extra validations and background calculations were performed and
bespoke dialogues were added. The dialogues made it possible to save
handwritten medical events and medications as Read codes. Another
required outcome was a digital archive of form images with links to
relevant participants for viewing at any later point (instead of pulling a
form out of the paper archive). P281
Integration of patients, caregivers and healthcare providers into a
hypertension management research priorities process
Simon Bacon1, Nadia Khan2, Hypertension Canada Priorities Setting
Process Group3
1Concordia University & CIUSSS-NIM HSCM; 2University of British
Columbia; 3Hypertension Canada
Correspondence: Simon Bacon
Trials 2017, 18(Suppl 1):P281 1Concordia University & CIUSSS-NIM HSCM; 2University of British
Columbia; 3Hypertension Canada
Correspondence: Simon Bacon
Trials 2017, 18(Suppl 1):P281 p
Results Study paper forms were designed to fit FORMS requirements and
printed in a professional printing house using specific Pantone colours,
as we wanted to drop-out some elements during scanning. Once the
form stationery was available, we could start a long process of imple-
mentation of our own validation rules into the, unfamiliar at that time,
FORMS processing flow. Later on frequent maintenance work was
needed. The trial was extended in length and size and additional stocks
of form stationery had to be ordered. The set-up had to be tuned each
time a new printout of a known form was to be used. R
l There were 386 respondents who submitted 598 questions (after
exclusions). The majority of respondents were patients or caregivers
(78%). In addition, 29% lived in rural areas, 78% were aged 50–80
years and 75% were women. The 598 questions were distilled down
to 42 unique questions and from this list, the top 10 research ques-
tions prioritized included: determining the combinations of healthy
lifestyle modifications to reduce the need for antihypertensive
medications, stress management interventions, evaluating treat-
ment strategies based on out-of-office blood pressure compared
with conventional (office) blood pressure; education tools and tech-
nologies
to improve patient motivation and health behavior
change, management strategies for ethnic groups, evaluating nat-
ural and alternative treatments and the optimal role of different
healthcare providers and caregivers in supporting patients with
hypertension. In total, about 340,000 forms of seven types (with multiple printouts
in each type) were processed by a team not larger than 4 administra-
tive and 2 medical staff and this task was only one of their many du-
ties. Coding of medication and medical events reported was done
from the form image, while with a double data entry system it was
possible only after the keyed data was transferred into the database. Conclusions Methods Using the James Lind Alliance approach, a national web based sur-
vey asked patients, care givers and health care providers to submit
their unanswered questions on hypertension management. This
questionnaire was distributed through a variety of partner organisa-
tions to try and reach as wide a population as possible. Questions
already answered from randomized controlled trial evidence were
removed. A second questionnaire containing 42 distilled unique
questions were distributed in a 2nd round for feedback and rank-
ing. An in-person priority setting meeting of patient, caregivers and
healthcare
providers
then
ranked
the
final
top
10
research
priorities. Conclusions As well as informing the design of the cluster trial and outcome
evaluation, electronic health records were used as a key component
of the trial intervention. The automated system for writing feedback
reports was time-consuming to establish, but then worked efficiently. The most time consuming elements of the report production were
those that could not be automated, such as updating the meta-files
and adjusting the template design and content. Since the GN is a collaborative network, comprised of several sites lo-
cated across the U.S and in other countries, the tracking system had to
be centrally accessible. To accomplish this, we chose to allow access
through our website. We developed this tracking tool such that the in-
vestigators could submit concepts, requesting data from a completed
clinical trial, in an easy and trackable way. By collecting additional infor-
mation about the concept, all stakeholders could access the informa-
tion and understand the current status of the progress. The system was
also developed to track primary manuscript development as the first Trial
Registration
and
Funding:
NIHR
HTA
Trial
registration:
ISRCTN95232781 Trials 2017, 18(Suppl 1):200 Page 106 of 235 This abstract is not included here as it has already been published. This abstract is not included here as it has already been published. P279
Using optical character recognition for processing paper forms in a
large randomised clinical trial
Aleksandra Murawska, Jolyon Cox, Jane Booth, Jill Barton, Kevin Murphy,
Youcef Mostefaiv, Michael Lay, Louise Bowman, Jane Armitage
Clinical Trial Service Unit (CTSU) and MRC Population Health Research Unit
Correspondence: Aleksandra Murawska
Trials 2017, 18(Suppl 1):P279 P279
Using optical character recognition for processing paper forms in a
large randomised clinical trial P281
Integration of patients, caregivers and healthcare providers into a
hypertension management research priorities process
Simon Bacon1, Nadia Khan2, Hypertension Canada Priorities Setting
Process Group3
1Concordia University & CIUSSS-NIM HSCM; 2University of British
Columbia; 3Hypertension Canada
Correspondence: Simon Bacon
Trials 2017, 18(Suppl 1):P281 Background Despite the tremendous strides in hypertension management over
the last 4 decades, blood pressure remains poorly controlled in 35-
50% of patients with hypertension. This research agenda has gener-
ally been led by the scientific community and pharmaceutical indus-
try. Integrating patients and other key stakeholders as co-builders in
the development of research priorities may offer a new strategy to
increase the direct relevance and applicability of research to ultim-
ately close the current gaps in hypertension management. Objective We aimed to identify the 10 most important research priorities for
hypertension management across all stakeholder groups: patients,
caregivers and healthcare providers (family physicians, nurses, phar-
macists and dieticians). This presentation will discuss the methodology, costs and benefits of
this approach. h d Methods Setting: This multicentre pragmatic 2-arm randomised controlled
trial (RCT) was conducted in 24 trauma centres in the UK. Partici-
pants: All adult patients presenting with an open lower limb frac-
ture, with a Gustilo and Anderson (G&A) grade 2/3, were eligible for
inclusion. Initial wound management in Emergency Departments
involved removal of gross contamination, followed by surgical de-
bridement under anesthesia, where contaminated tissue is removed
and the open fracture is washed out. The fracture is then immobi-
lized using internal or external fixation. Interventions: Participants
were then randomised to treatment allocation at the end of sur-
gery, to either usual wound care or to negative pressure wound
therapy. – Ensuring compatibility of research questions. – Ensuring compatibility of research questions. – Developing a mutually acceptable protocol. – Identifying and being explicit about potential bias. – Developing solutions for potential bias. – Keeping abreast of market forces. Methods
R
l Regular meetings were arranged with Zimmer Biomet, with updates on
progress and feedback on issues could be discussed. The trial was devel-
oped as a study providing evidence for current practice variations. Previ-
ously within industry, surgical implant-based research has been limited
and undertaken essentially for marketing purposes. ALLIKAT moved the
focus to providing robust evidence for the use of new implants. We also
ensured the protocol supported the funder’s objective to comply with
the Beyond Compliance programme, which was set up by the BOA
(British Orthopaedic Association) to monitor safety of new products. Working together allowed us to manage the inevitable product
?A3B2 show $132#?>design modifications, so that the study was not
jeopardised or over-shadowed by market pressures from within the
company. As a pragmatic study within the NHS it also needed to be
patient-focused. This was achieved by utilising patient reported out-
come measures, rather than subjective clinical reports and ensuring pa-
tients were not referred to as ‘subjects’ In study related documents. Discussion yp
Conclusions These research priorities can be used to guide researchers and
funding bodies on hypertension management research considered
most relevant to patients, caregivers and healthcare providers. Given the challenging nature of these priorities, consideration of
what kinds of innovative clinical trial methodologies to answer
these questions is also needed. The choice of the OCR system to process the ASCEND form over
the traditionally used double data entry proved to be more effi-
cient, although the path to a working system was strenuous and
full of pitfalls. P280
A toolkit for patient and public involvement in a clinical trials unit:
an update & next steps
Heather Bagley1, Paula Williamson1, Carrol Gamble1, Nicola Harman1,
Hannah Short1, Priya Francis1, Helen Hickey1, Bridget Young1,
Kerry Woolfall1, Delia Muir2
1University of Liverpool; 2University of Leeds
Correspondence: Heather Bagley
Trials 2017, 18(Suppl 1):P280 Building a relationship with industry - An academic’s experience
working with Zimmer Biomet
C
hl C
1 R
h l D
1 D
id B
d1 Ji
Xi 2 A d
P i
1 g
Cushla Cooper1, Rachel Dorman1, David Beard1, Jing Xie2, Andrew Price1
1University of Oxford; 2Zimmer Biomet
Correspondence: Cushla Cooper
Trials 2017, 18(Suppl 1):P282 Trials 2017, 18(Suppl 1):200 Page 107 of 235 Trials 2017, 18(Suppl 1):200 Background ALLIKAT compares the clinical and patient reported outcomes of the
new bi-cruciate retaining knee system (Vanguard XP) to the current
single cruciate-retaining knee system (Vanguard CR). It is sponsored
and managed by the Surgical Intervention Trials Unit (SITU) at the
University of Oxford and funded by Zimmer-Biomet. As a key stake-
holder in the trial, the needs of Zimmer Biomet, with its product-based
approach, had to be carefully considered alongside an academic assur-
ance of protocol integrity (Goldenberg et al., 2011). Challenges identi-
fied in our industry collaboration include: Discussion A multi-disciplinary collaborative team have been involved in the de-
sign and set-up of the study and have produced a protocol that con-
siders academic, patient and industry needs, which is practicable and
will provide evidence for proof of principle of a new marketable de-
vice to be used in clinical practice. Maintaining a patient focus and
promoting evidence-based health care has been key to working with
industry and the open communication dialogue has been helpful in
achieving objectives. There has been a corollary advantage in the in-
creased network links with industry, orthopaedic consultants and
NHS Trusts around the UK and a greater understanding of the needs
of these different parties. Outcomes – Ensuring the study is patient-focused. The primary outcome is the Disability Rating Index (DRI) score at
one year. Secondary outcomes include incidence of deep infec-
tion of the limb, quality of life and postoperative complications. Superficial and Deep SSI was assessed at six weeks after surgical
repair
of
open
fracture. Research
associates
(ras)
observed
wounds at six weeks and completed data collection forms. Clinical
and patient-reported criteria were used, based upon the Centers
for Disease Control diagnostic criteria (CDC, 2015). Photography:
Digital cameras were used to capture a one or more images of
trial wounds at six weeks postoperatively; no upper limit on num-
ber of images was applied. A protocol was developed for ras. Photographs were taken in a variety of clinical settings whereby
light conditions were optimised to reduce glare. A 15-cm ruler
with clear millimeter divisions was placed next to the wound, with
participant identification number. Images were returned to and
stored by Warwick CTU. – Agreeing resource allocation and ownership for data collection – Agreeing resource allocation and ownership for data collection Background Investigator Initiated Trials (IITs) are academic sponsored trials funded by
industry. IITs expand product knowledge and are often seen to provide
more robust data in delivering evidence based practice. They provide evi-
dence for clinicians, funders and industries about what happens in the
real world (Suvarna, 2012) and can be used to show proof of principle. Our academic unit is currently collaborating with industry (Zimmer Bio-
met) on the All Ligaments Left in Knee Arthroplasty Trial (ALLIKAT). We
report the challenges and benefits of the collaboration in a device based
trial and how a mutually acceptable study is being delivered. Patients who sustain open lower limb fractures are at high risk of
postoperative surgical site infection (SSI); rates of up to 27% are re-
ported for deep SSI. The type of dressing applied after initial de-
bridement
may
influence
postoperative
wound
infection
and
healing. The aim of WOLLF is to investigate the effectiveness and
cost-effectiveness of standard postoperative wound dressings with
negative pressure wound therapy in adult patients undergoing sur-
gical management of open lower limb fracture. We supplemented
wound assessment data collection with digital photographic im-
ages of surgical wounds at six weeks postoperatively to investigate
the feasibility and utility of this methodology to aid the diagnosis
of wound healing and SSI. Results A total of 1515 images were obtained from 358 participants
(mean 4.2 images per participant). Two assessors independently
judged photographs; an experienced tissue viability nurse and se-
nior researcher with clinical background. A third independent
clinician acted as final arbiter where there was lack of agreement. Assessors were blinded to treatment allocation. Wounds were
judged for healing and visual evidence of infection, without
knowledge of clinical and patient-reported criteria recorded by
RAs. We report inter-rater and intra-rater reliability (kappa values)
for agreement between clinical assessors and compare rates of
healing and SSI with and without photographic data. This poster
will present our experience of the feasibility of supplementing
standard data collection methods by
the addition
of
a 2-
dimensional image to aid the accurate diagnosis of postoperative
infection in a large pragmatic trial. j
Methods A cohort of 1102 patients having coronary artery bypass grafting in four
trials was assembled. Data on 11 adverse events, recorded consistently
across trials, were analysed. For each event, the timing was compared
between patients with and without other adverse events. For the sub-
group with multiple events, the timing of other events experienced
relative to a target event (before, on the same day as, or after the target
event; each event considered as the target in turn) was summarised. Sequential pattern mining techniques were used to identify common
sequences of events in patients with at least two adverse events. Results Correspondence: Lucy Bradshaw
Trials 2017, 18(Suppl 1):P285 P283 Using photographic images to aid wound assessment within a
randomised controlled trial of standard wound management
versus negative pressure wound therapy: UK WOLLF trial
Julie Bruce1, Amy Verdun2, Sonia Davis3, Juul Achten3, Nick Parsons3,
Susie Hennings3, Matt Costa4
1University of Warwick; 2University Hospitals Coventry & Warwickshire;
3Warwick Clinical Trials Unit; 4Nuffield Orthopaedic Centre, University of
Oxford Using photographic images to aid wound assessment within a
randomised controlled trial of standard wound management
versus negative pressure wound therapy: UK WOLLF trial
Julie Bruce1, Amy Verdun2, Sonia Davis3, Juul Achten3, Nick Parsons3,
Susie Hennings3, Matt Costa4
1University of Warwick; 2University Hospitals Coventry & Warwickshire;
3Warwick Clinical Trials Unit; 4Nuffield Orthopaedic Centre, University of
Oxford Using photographic images to aid wound assessment within a
randomised controlled trial of standard wound management
versus negative pressure wound therapy: UK WOLLF trial Dementia outcomes after addition of proxy-based assessments fo
deceased or proxy-dependent participants
Sarah Gaussoin, Dan P. Beavers, Mark A. Espeland, Katelyn R. Garcia,
Beverly M. Snively, Sally A. Shumaker
1Wake Forest School of Medicine
Correspondence: Sarah Gaussoin
Trials 2017, 18(Suppl 1):P284 Dementia outcomes after addition of proxy based assessments f
deceased or proxy-dependent participants
Sarah Gaussoin, Dan P. Beavers, Mark A. Espeland, Katelyn R. Garcia,
Beverly M. Snively, Sally A. Shumaker
1Wake Forest School of Medicine
Correspondence: Sarah Gaussoin
Trials 2017, 18(Suppl 1):P284 Correspondence: Sarah Gaussoin
Trials 2017, 18(Suppl 1):P284 Correspondence: Sara
Trials 2017, 18(Suppl 1): Correspondence: Julie Bruce
Trials 2017, 18(Suppl 1):P283 This abstract is not included here as it has already been published. Trials 2017, 18(Suppl 1):200 Page 108 of 235 sequenc
Results Common adverse events were supraventricular tachycardia/atrial
fibrillation (SVT/AF) (341/1102, 31%) and suspected infections (312/
1102, 28%); half of those with both complications (62/124) had the
SVT/AF prior to infection. Reoperation occurred less frequently (56/
1102, 5%), and typically occurred alongside other events (44/56,
79%). Where reoperation and reintubation both occurred, they typic-
ally happened on the same day whereas, when reoperation and sus-
pected infection both occurred, reoperation usually preceded the
infection. Trends were less apparent for rarer complications, but pa-
tients who had both a myocardial infarction (MI) and SVT/AF (10/13
of those who had an MI) all had the MI first. As part of the preparation for independent adjudication of cranial
ultrasound scans in a perinatal trial (Cord pilot trial), we measured
the intra- and inter-observer agreement of interpretation of cranial
ultrasound scans by expert adjudicators. Background Variation in ascertainment of diagnosis based on radiological im-
aging has implications for randomised trials that report outcome
based on radiological diagnosis. This variation is particularly import-
ant for neonatal trials where diagnosis of intraventricular haemor-
rhage (IVH) and its severity based on cranial ultrasound scan are
important outcomes. Methods Eight experienced neonatologists or radiologists with expertise in
cranial ultrasound scans completed standardised training from a
paediatric neuroradiologist. To measure intra- and inter-observer
agreement each trained assessor rated the same 64 anonymised
cranial ultrasound scan images; comprising two sets of 32 scans. The second set was a duplicate of the first with order and anonymi-
sation code changed. These scans were prepared by the neuroradi-
ologist. Six different diagnoses (IVH grades 1 to 4, periventricular
leukimalacia (PVL) and ventriculomegaly) were represented at least
five times in the 32 scans, with some scans showing more than one
target pathology and at least five with no abnormality. Assessors
were unaware of the duplicates. Results are presented for any IVH,
mild/moderate IVH (grade 1 or 2), severe IVH (grade 3 or 4), PVL
and ventriculomegaly. The multiple rater Kappa statistic was used
to assess inter observer agreement. The intra-observer agreement
was assessed by calculating the intra-observer Kappa statistic be-
tween the two sets of scans for each adjudicator. Most events occurred early during the post-operative stay, and
timings were similar between patients with one or multiple events. Exceptions to this were reoperation, which happened later in pa-
tients with multiple events (although most reoperations were still
within one day of surgery) and gastrointestinal complications (which
tended to occur later in patients with multiple events). Unlike other
events, tracheostomy happened at any time during the post-operative
stay but, when this occurred, it was typically the final event reported. Twelve frequently occurring “event sequences” were identified, two
of which included three events. 5% of patients with two or more
events had SVT/AF and suspected infections following a reoperation;
25% of patients who needed reoperation went on to have SVT/AF
and suspected infections. Also, suspected infections and reintubation
were followed by a tracheostomy in 6% of after. Discussion Results Inter-observer agreement for severe IVH was substantial (multiple
rater Kappa 0.62), fair for mild/moderate IVH and all IVH (multiple
rater Kappa 0.26 and 0.37 respectively), moderate for ventriculome-
galy (0.59) and poor for periventricular leukomalacia (multiple rater
Kappa 0.11). Intra observer agreement was substantial for severe IVH
(mean Kappa 0.74) and ventriculomegaly (mean Kappa 0.78), fair to
moderate for mild/moderate IVH and all IVH (mean Kappa 0.44 and
0.53 respectively) and moderate for PVL (mean Kappa 0.46). l Conclusions This study has shown that there is considerable variation in the clas-
sification of scan results between individual assessors and between
the same assessor on repeated review. This suggests that for peri-
natal and neonatal trials it is important to use standardised criteria
and centralised adjudication with a consensus process for interpret-
ing cranial ultrasound scans. This has implications for other trials
where radiological images are used to assess outcome. P287
Development of the standardising measures in arm rehabilitation
trials for stroke (SMART) toolbox (work in progress)
Julie Duncan Millar1, Myzoon Ali1, Frederike van Wijck2, Alex Pollock1
1Nursing Midwifery and Allied Health Professions Research Unit, Glasgow
Caledonian University; 2School of Health and Life Sciences, Glasgow
Caledonian University P287
Development of the standardising measures in arm rehabilitation
trials for stroke (SMART) toolbox (work in progress)
Julie Duncan Millar1, Myzoon Ali1, Frederike van Wijck2, Alex Pollock1
1Nursing Midwifery and Allied Health Professions Research Unit, Glasgow
Caledonian University; 2School of Health and Life Sciences, Glasgow
Caledonian University Discussion The collection of comprehensive adverse event data across trials has
allowed us to identify temporal relationships between different events. Some patterns were expected while others were less so. Some events
are complications (e.g. MI), while others represent actions taken as a re-
sult of complication(s) occurring (e.g. Reoperation or reintubation). Working with clinicians, we are using these observations to inform dis-
cussions about which events to include in a composite outcome de-
scribing “post-operative course” and the relative importance of events. Intra and inter-observer agreement in the interpretation of
preterm neonatal cranial ultrasound scans After cardiac surgery, post-operative adverse events are common and
many patients experience several events. Some are frequent and less
severe, others are rare but serious. Most trials are under-powered to de-
tect differences in specific adverse events and event rates are often de-
scribed but not formally compared. We have examined the timing and
ordering of adverse events to inform the development of a composite
objective measure of “recovery” for use in cardiac surgery trials. Methods Lucy Bradshaw1, Jon Dorling2, Lelia Duley3, Lindsay Armstrong-Buisseret3,
Joe Fawke4, Bernard Schoonakker5, Eleanor Mitchell3, Rob Dineen6
1University of Nottingham; 2Early Life Research Group, University of
Nottingham; 3Nottingham Clinical Trials Unit, University of Nottingham;
4Leicester Neonatal Service, University Hospitals Leicester NHS Trust;
5Nottingham Neonatal Service, Nottingham University NHS Trust;
6Division of Clinical Neuroscience, University of Nottingham 8
Development of the standardising measures in arm rehabilitation
trials for stroke (SMART) toolbox (work in progress)
1
1
2
1 Development of the standardising measures in arm rehabilitation
trials for stroke (SMART) toolbox (work in progress)
1
1
2
1 (
)
(
p
g
)
Julie Duncan Millar1, Myzoon Ali1, Frederike van Wijck2, Alex Pollock1
1Nursing Midwifery and Allied Health Professions Research Unit, Glasgow
Caledonian University; 2School of Health and Life Sciences, Glasgow
Caledonian University y
Correspondence: Julie Duncan Millar
Trials 2017, 18(Suppl 1):P287 Patterns of adverse events after cardiac surgery
Rachel Maishman1, Barnaby C. Reeves1, Gianni D. Angelini2,
Chris A. Rogers1
1University of Bristol Clinical Trials and Evaluation Unit; 2Bristol Heart
Institute, University of Bristol
Correspondence: Rachel Maishman
Trials 2017, 18(Suppl 1):P286 Patterns of adverse events after cardiac surgery
Rachel Maishman1, Barnaby C. Reeves1, Gianni D. Angelini2,
Chris A. Rogers1
1University of Bristol Clinical Trials and Evaluation Unit; 2Bristol Heart
Institute, University of Bristol
Correspondence: Rachel Maishman
Trials 2017, 18(Suppl 1):P286 Background
Stroke is the leading cause of complex disability worldwide and up to
77% of stroke survivors experience impairments in arm function. Rehabilitation of arm function is a research priority for stroke survivors, Background Trials 2017, 18(Suppl 1):200 Page 109 of 235 carers and healthcare professionals. Randomised controlled trials (RCTs)
of arm rehabilitation measure numerous outcomes (e.g. Strength, pain,
ability to use arm) hindering comparisons and synthesis of trial data for
efficacy analyses to inform clinical practice. However, arm function is a
complex concept and a variety of outcomes and measurement tools
may be warranted. Therefore, we aim to develop consensus recom-
mendations on a toolbox of key outcome measures for use in arm re-
habilitation RCTs. Reaching a consensus on causes of pain: use of an expert
independent panel to determine a reference standard
J
D
i l 1 K
i
T
ki di 1 L
Middl
1 L
P Matthew Nankivell1, Paula Mulvenna2, Rachael Barton3, Corinne Faivre-Finn4,
Paula Wilson5, Elaine McColl6, Barbara Moore7, Iona Brisbane8,
David Ardron9, Richard Stephens10
1 Khalid Khan2, Jonathan Deeks1
1University of Birmingham; 2Queen Mary University of London
Correspondence: Jane Daniels
Trials 2017, 18(Suppl 1):P289 p
1MRC Clinical Trials Unit at UCL AND MRC London Hub for Trials
Methodology Research; 2Northern Centre for Cancer Care; 3Queen’s
Centre for Oncology and Haematology; 4Institute of Cancer Sciences;
5Bristol Haematology and Oncology Centre; 6Newcastle Clinical Trials
Unit and Institute of Health and Society; 7Wales Cancer Research
Network; 8The Beatson West of Scotland Cancer Centre; 9Patient
representative; 10MRC Clinical Trials Unit at UCL (retired)
Correspondence: Matthew Nankivell Method Phase 1: systematically explore trial data within a Cochrane Overview
of arm rehabilitation RCTs, extracting data on assessment tool use. Tools must be clearly defined and reproducible to be considered as
an outcome measure in phase 2 and 3. p
Methods QUARTZ randomised 538 patients to receive either WBRT, or supportive
care alone, with 407 carers also agreeing to participate. Here we com-
pare the baseline responses to the EQ-5D-3 L questionnaire of the pa-
tients and carers. The trial’s primary outcome measure of quality
adjusted life years (QALYs) was also calculated separately from patient
and carer data, and the results compared. Phase 2: using nominal group technique (NGT) identify and agree on
outcomes relevant to life after stroke with arm impairment. Eight NGTs
will be undertaken with stroke survivors and carers, and eight NGTs
with healthcare professionals experienced in arm function rehabilita-
tion. This will be supplemented by eight semi-structured interviews
with stroke survivors and carers. Data will be analysed using content
analysis. Outcome measures identified (Phase 1) will be linked with out-
comes from Phase 2 followed by systematic exploration of outcome
measures psychometric properties. Results Overall levels of agreement between patient and carer responses to
the EQ-5D at baseline were 82% for mobility, 79% for self-care, 71%
for usual activities, 78% for pain/discomfort, and 66% for anxiety/
depression. For anxiety/depression, carers reported more problems
than patients in 25% of cases, with 9% reporting fewer problems. For the other questions carers reported more problems as often as
they reported fewer: mobility 9% vs 8%; self-care 11% vs 11%; usual
activities 15% vs 15%; pain/discomfort 13% vs 9%. Overall levels of agreement between patient and carer responses to
the EQ-5D at baseline were 82% for mobility, 79% for self-care, 71%
for usual activities, 78% for pain/discomfort, and 66% for anxiety/
depression. For anxiety/depression, carers reported more problems
than patients in 25% of cases, with 9% reporting fewer problems. For the other questions carers reported more problems as often as
they reported fewer: mobility 9% vs 8%; self-care 11% vs 11%; usual
activities 15% vs 15%; pain/discomfort 13% vs 9%. QALYs were calculated for the 397 patients where both patient and
carer data were available. The average QALY was slightly higher
using patient data (45.3 days) than carer data (39.0 days). When
assessing the treatment effect, the difference in average QALY (95%
CI) was 3.2 days (−13.1, 7.4) when calculated from patient responses,
and 5.3 days (−15.4, 3.9) from carer responses. Conclusions Phase 3: edelphi to achieve consensus amongst stroke arm rehabilitation
researchers on important and feasible outcome measures from phase 2. A final consensus meeting with stakeholders (stroke survivors, carers, re-
searchers, trialists, and healthcare professionals) will determine which out-
come measures will be recommended as part of the SMART toolbox. Results p
QALYs were calculated for the 397 patients where both patient and
carer data were available. The average QALY was slightly higher
using patient data (45.3 days) than carer data (39.0 days). When
assessing the treatment effect, the difference in average QALY (95%
CI) was 3.2 days (−13.1, 7.4) when calculated from patient responses,
and 5.3 days (−15.4, 3.9) from carer responses. C
l
i Phase 1: We extracted data from 254 RCTs; 208 assessment tools
were identified of which 146 met the criteria of reproducible out-
come measure. The Fugl-Meyer (arm function section) was used most
frequently (79/254 (31%) RCTs). 120/208 (58%) outcome measures
were only used in one RCT. Background Clinical trials requiring patient reported data involving patients with
multiple symptoms and/or a poor prognosis are often considered
challenging. There is concern about over-burdening trial participants,
either through more regular follow-up or by using longer question-
naires. One possible solution is to obtain data about the patient in-
directly by asking their carer. The QUARTZ trial assessed the use of whole brain radiotherapy
(WBRT) in patients with inoperable brain metastases from non-small
cell lung cancer. This is a very poor prognosis group, and patients
can experience rapid changes in condition, which necessitated fre-
quent data collection. As the trial focused on quality of life, patients
were asked to complete the EQ-5D questionnaire on a weekly basis. At the same time, their carer was asked to complete the same ques-
tionnaire from the point of view of the patient, so that the potential
use of proxy scores could be assessed. Objectives y
Conclusions The level of agreement between patients and carers was reason-
ably high on most questions. The agreement was lowest for the
question about anxiety and depression, with carers tending to re-
port more problems compared to the patient’s own assessment. The level of agreement seen means it may be reasonable to use
the carer response in some situations where it is not appropriate
to ask the patient directly. Caution is advised though as even for
the question on mobility there was disagreement in 18% of cases. The difference in the analysis of the trial’s primary endpoint was
minor and did not change the main conclusion of the study. Therefore within the confines of a clinical trial, it could be appro-
priate to use these proxy assessments to assess treatment effects. QUARTZ is one of few trials in this setting, and further studies
looking at the use of proxy responses in poor prognosis popula-
tions are warranted. Phase 2: 43 stroke survivors and carers, and 58 health professionals par-
ticipated in the NGT sessions. Ten stroke survivors and carers participated
in eight interviews. Data analysis will be completed by January 2017. C
l
i Phase 1 highlighted wide variation and lack of consistency in use of
arm function outcome measures in RCTs. Consensus recommendations
that account for psychometric properties, and the perspective of stroke
survivors, carers, and healthcare professionals, will enable valid, reliable
and meaningful measurement in future RCTs of arm rehabilitation. Therefore, recommendations for priority outcome measures that meas-
ure important outcomes are warranted. By agreeing on a toolbox of
key outcome measures for inclusion, subsequent RCTs’ outputs will en-
hance comparability of RCT results and facilitate comprehensive meta-
analyses of the effectiveness of interventions. quartz trial
Matthew Nankivell1, Paula Mulvenna2, Rachael Barton3, Corinne Faivre-Finn4
Paula Wilson5, Elaine McColl6, Barbara Moore7, Iona Brisbane8,
David Ardron9, Richard Stephens10
1MRC Clinical Trials Unit at UCL AND MRC London Hub for Trials
Methodology Research; 2Northern Centre for Cancer Care; 3Queen’s
Centre for Oncology and Haematology; 4Institute of Cancer Sciences;
5Bristol Haematology and Oncology Centre; 6Newcastle Clinical Trials
Unit and Institute of Health and Society; 7Wales Cancer Research
Network; 8The Beatson West of Scotland Cancer Centre; 9Patient
representative; 10MRC Clinical Trials Unit at UCL (retired)
Correspondence: Matthew Nankivell
Trials 2017, 18(Suppl 1):P288 Objectives Describe current outcome measures used in arm rehabilitation RCTs and
their psychometric properties. Identify outcomes important to stroke sur-
vivors with arm function problems, their carers and healthcare profes-
sionals. Produce final consensus recommendations to support selection
of outcome measures for use in future arm rehabilitation RCTs. Results The EIP could produce the same diagnosis with summary data as for
complete data, although the EIP preferred the complete data, or
used in conjunction with the summary report, where cases were
considered complex. Sometimes it was felt necessary to select two or
more conditions where they could equally be the cause of pain,
although the EIP member was required to be at least 50% certain. The panel were in excellent agreement in identifying deep infiltrating
endometriosis and endometrioma of the ovary as causes of CPP, and
in good agreement for superficial peritoneal endometriosis and ade-
nomyosis when the MRI reports were used in the reference standard. Lower levels of agreement were noted for deciding that adhesions,
fibroids and pelvic inflammatory disease were the cause of pelvic
pain. The EIP failed to demonstrate adequate reliability in determin-
ing whether any of the non-gynaecological causes were the cause of
CPP. Conclusion There is little evidence on how panels should be
convened, how information should be presented or what the best
methods for consensus are and the MEDAL study highlights many
potential challenges. 98 unique outcomes were identified from 182 studies. The outcomes
were mapped to 37 outcome domains in Filter 2.0. Outcomes were most
common in the domains of the structure of the intestine, defecation
functions, pain in the stomach and abdomen and quality of life. Disease activity indices and QOL questionnaires were used extensively
in the included studies. Their coverage of the Crohn’s Filter framework
domains is dependent upon the combinations in which they are used. Five hundred ninety-three unique AEs were identified in the trials,
which mapped to 46 outcome domains in Filter 2.0. AEs were most
common in domains of infections, sensations of pain, the structure
of the intestine, pain in the stomach and abdomen and sensations
associated with the digestive system. Conclusions and recommendations There is large variation in the outcomes and AEs reported across RCTs for
CD, which supports the need for a core outcome set to be developed. – Using an existing conceptual framework to organise outcomes
data into domains and assessing their importance by frequency
of reporting is a pragmatic solution in lieu of a consensus
approach. – Using an existing conceptual framework to organise outcomes
data into domains and assessing their importance by frequency
of reporting is a pragmatic solution in lieu of a consensus
approach. Background g
Crohn’s disease (CD) is a chronic condition causing digestive tract
inflammation. Treatments may be used in combination and include
corticosteroids, immunosuppressives, 5asas, biologics and antibiotics. All carry risks of adverse events (AEs). Case study y
The MEDAL study asked whether magnetic resonance imaging (MRI)
could replace or triage the use of laparoscopy in establishing gynae-
cological diagnosis among women with chronic pelvic pain (CPP). The primary analysis assessed the accuracy of the MRI for identifying
the condition(s) causing CPP, using an EIP. The panel consisted of 15
Consultant Gynaecologists, not involved in the study recruitment,
with each meeting involving three members. The reference diagnosis
was made in two stages. 1. Using patient history and reported symp-
toms, clinical examination, ultrasound, laparoscopy and follow-up 2. As above with MRI scan report For both stages, each member indi-
vidually recorded the condition(s) for which they were >50% certain
were the cause of pain, prior to a group discussion to achieve a final
consensus diagnosis for the reference standard. To assess the reliabil-
ity of the EIP diagnoses we considered the agreement between the
three individual ratings, using Kappa, made by the panel members
prior to any group discussion. We faced several challenges: 1. The
quantity of information to assimilate and use of summary or complete
data 2. Eliciting a binary response, when there are degrees of uncer-
tainty 3. Multiple potential causes of pain which are not directly corre-
lated with the extent of pathology observed 4. Avoiding incorporation
bias from knowledge of MRI results 5. Laparoscopy cannot identify
some target conditions, only MRI can 6. Potential dual purpose of lapar-
oscopy as diagnostic and therapeutic. The study aim was to identify the important outcomes and AEs
resulting from treatments for CD. The study objectives were to: – Perform a systematic review of trials, extracting the reported
outcomes and AEs for CD. – Classify the outcomes and AEs into a conceptual framework
proposed for developing COSs (OMERACT Filter 2.03, in such a
way as to rank their importance. Identify longer term AEs from the Summary of Product – Identify longer term AEs from the Summary of Product
Characteristics (SPCs) 2 for the identified treatments. Characteristics (SPCs) 2 for the identified treatments. Results – Making use of AEs data is complicated as they may reflect disease
process, failure or side effects of drugs and unrelated events. – Researchers should make decisions on the use of disease
activity indices and QOL questionnaires by considering the
outcomes that will be captured. The mapping conducted here
will aid this. – Further recommendations will follow when the work is
concluded (analysis of withdrawals and SPC data). – Further recommendations will follow when the work is
concluded (analysis of withdrawals and SPC data). This abstract is not included here as it has already been published. Outcome measures in clinical trials of traditional Chinese medicine
for stable angina pectoris
Junhua Zhang1, Dongmei Xing2, Mingyan Zhang1
1Tianjin University of Traditional Chinese Medicine; 2The first teaching
hospital of Henan University of TCM
Correspondence: Junhua Zhang
Trials 2017, 18(Suppl 1):P292 Outcome measures in clinical trials of traditional Chinese medicine
for stable angina pectoris
1
2
1 Junhua Zhang1, Dongmei Xing2, Mingyan Zhang1
1Tianjin University of Traditional Chinese Medicine; 2The first teaching
hospital of Henan University of TCM
Correspondence: Junhua Zhang
Trials 2017, 18(Suppl 1):P292 Methods
MEDLINE MEDLINE, EMBASE, CENTRAL and CINAHL were searched. The inclusion
criteria were: 1. Randomised controlled trials, 2. Adult patients with CD,
3. All interventions to treat CD and its complications. AEs were standardised using the Medical Dictionary for Regulatory
Activities (MEDDRA)5 terminology. Outcome and AEs were classified
into domains using the ICF, the Wilson and Cleary model of health-
related quality of life (QOL)6 and other domains recommended by
OMERACT. The domains were used to populate the Filter 2.0 frame-
work, creating the ‘Crohn’s Filter’. Background In a test evaluation study, where there are a number of target condi-
tions to be considered, not all of which have a perfect reference stand-
ard, there is a risk of partial or differential verification of the underlying
causes, with the inherent bias. One approach is to use an expert inde-
pendent panel (EIP) to determine the presence or absence of the target Correspondence: Matthew N
Trials 2017, 18(Suppl 1):P288 Trials 2017, 18(Suppl 1):200 Trials 2017, 18(Suppl 1):200 Page 110 of 235 Page 110 of 235 condition based on several sources of information, ideally using a pre-
determined algorithm. condition based on several sources of information, ideally using a pre-
determined algorithm. The most important outcomes and AEs are not well defined, espe-
cially long term. There is no CD core outcome set (COS). One is pro-
posed for Inflammatory Bowel Disease (IBD) using the International
Classification of Functioning, Disability and Health (ICF) 1. py
Results py
g
p
Results Outcome measures in clinical trials of traditional Chinese medicine
for stable angina pectoris
Junhua Zhang1, Dongmei Xing2, Mingyan Zhang1
1Tianjin University of Traditional Chinese Medicine; 2The first teaching
hospital of Henan University of TCM
Correspondence: Junhua Zhang
Trials 2017, 18(Suppl 1):P292 Objectives To analyze the outcome measures in clinical trials of Traditional Chinese
Medicine (TCM) for stable angina pectoris and provide data to develop
core outcome sets (COS) for clinical trials of TCM. Page 111 of 235 Page 111 of 235 Trials 2017, 18(Suppl 1):200 Methods agreement level was achieved in 78 (83.4%) of procedural steps. For
example, it is mandatory to place transanal purse-string suture with
small bites (78.6%) to achieve a tight closure and stable pneumorec-
tum, and begin transanal TME with circumferential full thickness muco-
sal dissection (92.9%). A Competency assessment tool (CAT) of TATME
was developed incorporating the mandatory steps and quality from
the standardisation process. Three Chinese electronic biomedical literature databases (sinomed,
CNKI and Wanfang) were searched to identify randomized clinical
trials (RCTs) of TCM for stable angina pectoris published in 2010. RCTs evaluated the effectiveness of TCM for stable angina pectoris
were considered to be eligible. There was no limitation to the type
of TCM intervention and control. All reported outcomes and related
information of included trials were extracted. Two authors screened
literatures and extracted information dependently. Res lts Standardisation and competency assessment of transanal total
mesorectal excision (TATME) for rectal cancers: surgical quality
assurance in the context of a randomised controlled trial
Ali
T
i S ll M
li G
H Standardisation and competency assessment of transanal total
mesorectal excision (TATME) for rectal cancers: surgical quality
assurance in the context of a randomised controlled trial
Alice Tsai, Stella Mavroveli, George Hanna
Imperial College London
Correspondence: Alice Tsai
Trials 2017, 18(Suppl 1):P293 assurance in the context of a randomised controlled trial
Alice Tsai, Stella Mavroveli, George Hanna
Imperial College London
Correspondence: Alice Tsai
Trials 2017, 18(Suppl 1):P293 Alice Tsai, Stella Mavroveli, George Hanna
Imperial College London
Correspondence: Alice Tsai
Trials 2017, 18(Suppl 1):P293 ,
,
Imperial College London
Correspondence: Alice Tsai
Trials 2017, 18(Suppl 1):P293 Correspondence: Kirsty Cockle
Trials 2017, 18(Suppl 1):P294 Correspondence: Kirsty Cockle
Trials 2017, 18(Suppl 1):P294 Conclusion The EAGLE study: improving the wellbeing of men by evaluating
and addressing the gastrointestinal late effects of radical
treatment for prostate cancer
Kirsty Cockle1, Ann Muls2, Jervoise Andreyev2, John Green3,
Sam Ahmedzai4, Catherine Ferguson5, Lesley Smith6, Sara Pickett7,
Damian Farnell8, Susan Campbell1
1Marie Curie Palliative Care Research Centre, Cardiff University; 2The
Royal Marsden NHS Foundation Trust; 3Cardiff and Vale University Health
Board; 4Academic Unit of Supportive Care, Department of Oncology,
University of Sheffield; 5University of Sheffield Medical School;
6Macmillan Cancer Support; 7Swansea Centre for Health Economics,
Swansea University; 8School of Dentistry, Cardiff University The EAGLE study: improving the wellbeing of men by evaluating
and addressing the gastrointestinal late effects of radical
treatment for prostate cancer
Kirsty Cockle1, Ann Muls2, Jervoise Andreyev2, John Green3,
Sam Ahmedzai4, Catherine Ferguson5, Lesley Smith6, Sara Pickett7,
Damian Farnell8, Susan Campbell1
1Marie Curie Palliative Care Research Centre, Cardiff University; 2The
Royal Marsden NHS Foundation Trust; 3Cardiff and Vale University Health
Board; 4Academic Unit of Supportive Care, Department of Oncology,
University of Sheffield; 5University of Sheffield Medical School;
6Macmillan Cancer Support; 7Swansea Centre for Health Economics,
Swansea University; 8School of Dentistry, Cardiff University P293 Standardisation and competency assessment of transanal total
mesorectal excision (TATME) for rectal cancers: surgical quality
assurance in the context of a randomised controlled trial
Alice Tsai, Stella Mavroveli, George Hanna
Imperial College London
Correspondence: Alice Tsai
Trials 2017, 18(Suppl 1):P293 Conclusion Standardisation of techniques is crucial in a RCT in order to assess sur-
gical competency for pre-trial recruitment and monitor compliance dur-
ing the trial period. We have developed an objective and robust
methodology to perform standardisation, which was used in develop-
ing an operation manual and a competency assessment tool (CAT) for
SQA in an international multicentre RCT. Validation of TATME CAT will
be performed to ensure usability, reliability and validity. Finally ninety-four RCTs (with 9111 subjects) were included for ana-
lyses. There were totally 79 outcome measures were reported in all
included RCTs. The ten mostly reported outcomes were efficacy
rate of ECG, efficacy rate of angina pectoris, efficacy rate of TCM
syndrome, fasting lipid profile, withdrawal rate of nitroglycerin,
total scores of TCM syndrome, rate of clinical efficacy, nitroglycerin
consumption, hemodynamic indexes, endothelin, efficacy rate of in-
dividual symptoms of TCM, frequency of angina attack. There were
also several significant problems about outcomes in the included
trials: (1) Significant heterogeneity of outcomes. The number of out-
comes ranged from 1 to 21 with an average number of 5. For a
same outcome, the evaluation points and detecting methods varied
(2) Continuous data were arbitrarily transformed into ranked data. More than 90% of the trials reported the efficacy of outcome mea-
sures with percentages. (3) Only a few trials reported the outcomes
associated advantages and characteristic of TCM. (4) Outcomes
were randomly selected and reported with bias. y
y
y
The CAT will be used in video analysis during the trial entry process. Surgeons that wish to participate will be invited to submit 2 unedited
full-length videos for transanal TME and 1 for laparoscopic TME. There
should be at least one male case for TATME; this is due to the fact that
pelvic dissection in a male patient is usually more challenging. Both the
abdominal and transanal components should be recorded and submit-
ted. Two assessors approved by the expert panel will assess the videos
independently using CAT. Aim Prostate cancer survival is improving, in the UK it has tripled in the last
40 years. Radiotherapy is an effective treatment with the aim of cure,
however, many patients experience a change in bowel habit, such as
urgency and incontinence, developing months to years after comple-
tion of treatment. Evidence suggests that management of these symp-
toms by a gastroenterologist can be effective when following a
detailed investigative and treatment algorithm and an equivalent level
of care can be given by a trained nurse. The EAGLE study focuses on
the early identification and management of radiotherapy-induced
bowel symptoms, with the aim of improving the quality of life of pros-
tate cancer survivors and their partners and/or families. M th d Transanal total mesorectal excision (TATME) is a new innovative tech-
nique and theoretically allows more precise dissection with lower rates
of incomplete mesorectum and involved circumferential resection
margins comparing to laparoscopic TME. An international multicentre
randomised controlled trial (RCT) comparing the two operations has
been designed. Studies have shown the importance of standardisation
of interventions in surgical rcts, however it is poorly conducted. The
aim is to standardise the surgical steps and quality of tatme and
develop a competency assessment tool (CAT) for Surgical Quality
Assurance (SQA) of the trial. Conclusions Inappropriate outcomes with wrong evaluating points and methods
will impaired the value of clinical trial. Establishing a core outcome
set (COS) of TCM for stable angina are warranted. Recruitment and participation in the stem cell trial of recovery
enhancement-3 (stems-3): experiences of stroke survivors and their
carer’s Claire Diver1, Rebecca O'Connor2, Nikola Sprigg3, Louise Connell4,
Marion Walker5, Philip Bath3 Method Method Successful evidence-based healthcare interventions are often challen-
ging to embed into local clinical practice. In this effectiveness-
implementation hybrid study, a multi-component intervention consist-
ing of: a simple screening tool to identify men with late effects of radio-
therapy in oncology follow-up clinics; rapid referral to a specialised
gastroenterology service; and enhanced algorithm-led assessment lead-
ing to targeted advice and treatment, was implemented in three UK
centres. Mixed method approaches to data collection and analyses are
used to assess the effectiveness of the intervention and the implemen-
tation strategy at baseline, six month and twelve month intervals. Implementation outcome variables such as, acceptability to patients
and healthcare professionals, large scale adoption and sustainability are
addressed via longitudinal semi-structured interviews, alongside the
introduction of possible solutions to facilitate local implementation. A
control group of prostate cancer survivors with radiotherapy-induced
bowel symptoms from another local health board are followed up for
twelve months to assess the cost effectiveness of the intervention. A robust 4-round Delphi methodology was applied with peer-
nominated international expert consultants in TATME. Semi-structured
interviews were conducted in Delphi round 1 where surgeons gave de-
tails on how they perform TATME. Interviews were transcribed and ana-
lysed using a qualitative analysis software. The result was used for
hierarchical task analysis (HTA) to identify the key stages and steps. The
HTA result was subsequently used in Round 2, 3 and 4 as question-
naires, which contained all the variations and were distributed to the
same group of experts. Each step was as rated mandatory, optional or
prohibited. The steps that have reached 70% agreement were used to
develop a competency assessment tool and operation manual for SQA. Result The 4 rounds of Delphi achieved 96.4% of response rate. Three main
phases were identified: peri-operative, abdominal phase and transanal
phase. Four main stages were identified within the transanal phase: (i)
Transanal platform set up, (ii) Purse-sting placement, (iii) TME dissec-
tion, and (iv) Specimen extraction and anastomosis. A seventy percent Trials 2017, 18(Suppl 1):200 Page 112 of 235 Page 112 of 235 Patients’ experience in adaptive oncology clinical trials: trial
acceptability, feasibility, efficiency, processes and outcomes
Annmarie Nelson, Mirella Longo Annmarie Nelson, Mirella Longo
Cardiff University
Correspondence: Annmarie Nelson
Trials 2017, 18(Suppl 1):P295 g
Discussion Trials with adaptive designs attempt are intended to be efficient and
streamlined, by modifying parameters, as appropriate, usually based on
objective outcomes. The addition of participant experience as a sec-
ondary outcome measure allows for contextual factors and participant
preference to be included in decisions to adapt, therefore increasing
the likelihood of trial completion, and adoption and compliance with
interventions in a real world setting..Patient experience of the interven-
tion as a secondary outcome, combined with real time reporting of pa-
tient experience of trial processes can provide both immediate benefit
to trial processes, and a further understanding of the acceptability and
effectiveness of the intervention when aligned with the primary and
secondary trial outcomes. Background Qualitative studies of participant experience embedded within oncol-
ogy ctimps are rarely undertaken but can usefully explain why recruit-
ment is slow, or why participants are unlikely to comply with the
intervention in a real world setting, or why they might decline to enter
or withdraw from the trial. Previous studies undertaken by the Marie
Curie Research Centre, using patient experience as a secondary trial
outcome, have: Highlighted patient preferences for treatment in a non-
inferiority trial, Exposed issues of clinical equipoise in two feasibility
trials that failed to recruit, Supported strategies for recruitment in a
primary care trial, Explored participant’s understanding of complex trial
processes in a stratified trial of personalised therapies, Articulated the
potential reasons that patients decline surgical trials. Additionally, par-
ticipant interview data may be used in real time for presentation to
TMG and TSC meetings to allow timely protocol amendments in order
to improve recruitment and retention of participants. This concurrent
approach is being successfully used in an HTA funded, ongoing clinical
trial (ROCS: NCT01915693), and has enabled protocol amendments,
such as timing of recruitment and assessments, that have improved re-
cruitment and improved data capture. g
Many stroke survivors have residual disability, even after discharge from
post-hospital community rehabilitation. Advancements in acute stroke
management suggest a role for the use of pharmacological agents in
enhancing the neurological response to rehabilitation therapy. STEMS-3
(ISRCTN16714730) was a feasibility, 2x2 factorial randomised controlled
trial of granulocyte colony stimulating factor (G-CSF) and/or physiother-
apy at least 6 months after stroke. Recruitment and retention to clinical
trials can be influenced by participant views, research design, context-
ual and environmental factors. It is reported stroke survivors believe
continued physiotherapy will be beneficial, but it is not known whether
these beliefs influence participation in clinical trials of rehabilitation. Evidence suggests willingness to participate in drug trials is directly re-
lated to the presence of an illness the drug is designed to improve. It is
not known if this is true amongst stroke survivors or when drug ther-
apy is offered in conjunction with rehabilitation interventions. Family
members and carers frequently support older patients in decision mak-
ing about participation in clinical trials; this has not been studied
amongst stroke survivors. The aim of this study was to explore recruit-
ment and participation in STEMS-3 from the perspective of participat-
ing stroke survivors and their carers. Aims An integrated qualitative component within an adaptive design trial
can inform the primary and secondary trial objectives in the recruit-
ment and testing phases of the trial and, for the purposes of an
adaptive MAMS design, the stop/keep criteria per arm by assessing,
for example: The feasibility of patients; Recruitment to the trial by
examining their experience of consent and recruitment, including
reasons for declining participation; Participants’ motivation to accept
randomisation to different interventions; Potential improvements to
recruitment processes; Participants’ understanding and experience of
each trial arm; Participants’ experience and tolerability of toxicities;
Participants’ attitudes to the value of predicted treatment benefit. Methods Conclusion This study evaluates the effectiveness of an enhanced assessment
and treatment service, spanning oncology and gastroenterology de-
partments, in improving the outcome of prostate cancer survivors
post-radiotherapy. The factors needed for successful implementation
into local practice, which are essential for new initiatives in health-
care settings, will act as examples of best practice for a network of
centres of excellence in this field. Recruitment and participation in the stem cell trial of recovery
enhancement-3 (stems-3): experiences of stroke survivors and their
carer’s Recruitment and participation in the stem cell trial of recovery
enhancement-3 (stems-3): experiences of stroke survivors and their
carer’s
Claire Diver1, Rebecca O'Connor2, Nikola Sprigg3, Louise Connell4,
Marion Walker5, Philip Bath3
1School of Health Sciences; 2Nottingham University Business School,
University of Nottingham; 3Stroke Trials Unit, University of Nottingham;
4Allied Health Research Unit, University of Central Lancashire; 5Division
of Rehabilitation and Ageing, University of Nottingham
Correspondence: Claire Diver
Trials 2017, 18(Suppl 1):P296 Results strategies may be used according to the context and sensitivity of
topic and the quality of the data. Our previous trials have utilised
Thematic Analysis, Framework Analysis, and Interpretative Phenom-
enological Analysis, amongst others. Discussion The screening tool used in oncology to identify men suffering from
the late effects of radiotherapy has been validated against the
Gastrointestinal Symptoms Rating Scale (GSRS). Qualitative interview
data from patients suggests that the screening tool is quick and easy
to understand, addresses symptoms that are of most concern to pa-
tients, and facilitates open discussion of their bowel symptoms with
healthcare professionals. Final results will measure the effect of the
new service in terms of acceptability to staff and patients, quality of
life improvements, symptom control and cost effectiveness. Qualita-
tive interview data from healthcare professionals across the three UK
sites will address how each team is working towards sustainability of
the service. g
Method
Q
l Qualitative interview study underpinned by theoretical perspectives of
pragmatism and critical reflection using a purposive sampling strategy
to identify stroke survivors who had been recruited to the trial and their
carers. Semi-structured interviews were conducted, recorded and tran-
scribed verbatim. Thematic analysis using an iterative and emergent
approach was adopted. Results 16 participants (11 stroke survivors, 5
carers) were recruited from 60 participants in STEMS-3. 3 themes were
identified: personal, practical and procedural. Decisions to participate
were influenced by: opportunity for further treatment, potential bene-
fits to others, practical factors including treatment and assessment loca-
tion; side effects were considered worth the risk. Information given to
stroke survivors prior to consent was perceived as too long and difficult
to comprehend, and did not influence participation decisions. Carers
supported decision making and in contrast to participants, valued de-
tailed information. The principles of randomisation and blinding were
understood by participants, and participants thought the trial team
would not give them a treatment that was ineffective or harmful. There Qualitative data sets can be analysed for common themes in relation
to real-time participant experience of the trial processes and treat-
ment protocols. The analysis takes into account spontaneously re-
ported participant experience, which reflects idiosyncratic attitudes
and personal contexts, to enable patient reported outcomes supple-
mentary to the stopping criteria in an adaptive design and main trial
outcomes. A range of qualitative analytic frameworks and sampling Trials 2017, 18(Suppl 1):200 Page 113 of 235 Page 113 of 235 Mum 137: I think for us it’s probably gonna be the activity one, rather
than the graded, umm, exercise, because, err, we’ve been doing the
pacing, it’s been quite good, so that’s the one I’d probably lean
against but I’d like to know a bit more about them both. Conclusions Mum 137: I think for us it’s probably gonna be the activity one, rather
than the graded, umm, exercise, because, err, we’ve been doing the
pacing, it’s been quite good, so that’s the one I’d probably lean
against but I’d like to know a bit more about them both. Conclusions were concerns trial recruitment was used to facilitate discharge
from existing services and trial completion was considered the ‘end
of the road’; this was most marked for those that received no active
intervention. Outcome measure assessments were often the first
time anxiety, depression and personal relationships were discussed
and heard by the carers. P297 Treatment preference and recruitment to a paediatric randomised
controlled trial: managed activity graded exercise in teenagers and
pre-adolescents (MAGENTA) Treatment preference and recruitment to a paediatric randomised
controlled trial: managed activity graded exercise in teenagers and
pre-adolescents (MAGENTA) p
Lucy Beasant, Nicola Mills, Esther Crawley
University of Bristol
Correspondence: Lucy Beasant
Trials 2017, 18(Suppl 1):P297 Methods PRECIS-2 ratings were collected at two annual in-person meetings of
the Pragmatic Trials Collaborative Project. After a presentation and
brief training at the first meeting (Time 1), Principle Investigators (PIs)
rated their trials as originally designed (prior to trial initiation). After
a refresher session at the second annual meeting (Time 2), PIs again
rated their trials on current status on each domain, without access to
their ratings from the first meeting. Qualitative telephone interviews
were conducted with each PI subsequent to the meeting (summer
2016) to review the domains with a rating change; domains that
were stable (no change in rating) were not discussed. The interview
protocol included questions about the PI’s experience with and per-
ception of the value of the PRECIS-2 tool. Interviews were recorded
and transcribed. Background The intended purpose of the Pragmatic-Explanatory Continuum Indi-
cator Summary (PRECIS-2) tool is to help trialists consider the impact
design choices across nine domains have on the applicability of their
results in the clinical setting: from “1” Very explanatory (intervention
is tested under ideal conditions) to “5” Very pragmatic (intervention
is tested under usual conditions). Added value of increased adoption
of the tool is the emergence of a framework for investigators to com-
municate trial design decisions. PRECIS-2 is currently being used in a
National Institutes of Health (NIH), National Heart, Lung, and Blood
Institute (NHLBI) Pragmatic Trials Collaborative Project to explore
whether a rating adjustment from the planning phase to the first
year of implementation in a group of low-cost, pragmatic trials re-
flects true shifts in trial design. p
Methods Recruiters were offered one-to-one training and feedback on four
separate occasions as the feasibility trial progressed over a period
of 12 months [8]. Recruitment discussions were recorded, tran-
scribed and analysed thematically using techniques of constant
comparison [9]. Background & Objective Effective recruitment and retention in randomised controlled trials
(RCTs) is hugely important. Reduced patient recruitment rates may
prevent trial completion [1] and post randomisation dropout leads to
the loss of statistical power [2]. Recruitment to an RCT can be af-
fected if patients hold a preference for one of the treatments offered
in the trial [3]. Qualitative research methodology embedded in adult
RCTs has demonstrated that acknowledging and addressing patient
concerns about preference can enhance the acceptability of random-
isation and improve informed consent [4–6]. There is limited evidence
on whether or not preferences are expressed by young patients and
their parents during recruitment to paediatric trials, which have the
added complexity and interplay between patient, parent and health
professional equipoise [7]. The aim of the current research was to
investigate whether effective communication approaches used to
discuss treatment preference in adult trials were also effective in
paediatric RCTs. g
Method
Q
l Communication strategies and approaches used to train recruiters in
adult trials can be used in a paediatric setting with young patients
(aged 10-17 yrs) and their parents, but care should be taken to explore
reasons underlying both patient and parent preferences. Providing re-
cruiters with training and guidance can ensure families are more fully
informed about treatment options at recruitment, but further investiga-
tion of the effect on retention is required. Discussion This study has highlighted how trial design results in multiple factors
that impact on stroke survivors and their carers’ decisions to take
part in clinical trials and their subsequent experiences. Feasibility and
acceptability studies are essential in the evaluation and development
of trials of complex interventions. They should include a qualitative
investigation of study design that focusses on the procedural, prac-
tical and personal factors that impact upon individuals’ decisions to
participate, and remain, in clinical trials. For trials involving stroke
survivors consideration should be given to incorporating the views of
caregivers who support stroke survivors. P298
Framing the conversation: use of PRECIS-2 ratings to advance
understanding of pragmatic trial design domains
Paula Darby Lipman1, Kirsty Loudon2, Leanora Dluzak1, Rachael Moloney 3,
Donna Messner3, Catherine M. Stoney4
1Westat; 2Stirling University; 3Center for Medical Technology Policy;
4National Heart, Lung, and Blood Institute, National Institutes of Health
Correspondence: Paula Darby Lipman
Trials 2017, 18(Suppl 1):P298 Background Challenge 1 - Accommodating diverse populations: Rational MCC
accommodates biological diversity including presence of an inte-
grated virus, immune dysfunction, immune infiltration and somatic
mutations and multiple management pathways driven by clinical
variation, uncertainty and opinion. This has been achieved through
relaxed eligibility criteria and a focus on one question early in the
treatment pathway. An inbuilt 3-year feasibility study allows adapta-
tions to be made based on current data resulting in a more homoge-
neous population. In randomised control trials where outcomes are collected via ques-
tionnaire, maximising the response rate is paramount. Loss to follow-
up reduces the effective sample size and can place added assump-
tions on analysis, potentially leading to bias and compromising the
validity of results. SIFT (ISRCTN76463425) is a multicentre randomised
controlled trial of a feeding intervention in very preterm or very low
birthweight infants (gestational age at birth <32 weeks; birth weight
<1500 g) in neonatal units in the United Kingdom and Ireland. Primary
outcome is the proportion of infants surviving without moderate or se-
vere disability at 24 months of age corrected for prematurity. This is
assessed via a questionnaire sent directly to parents asking for informa-
tion on their infant’s health and development. Challenge 2 - Design for rare populations: A conventional trial design
would require >3000 patients to prove superiority beyond reason-
able doubt. Instead, using a Bayesian probabilistic approach, ob-
served data from 250 patients can still be informative to guide the
decision-making process; providing clinicians and patients with prob-
abilities that either treatment out-performs the other in reducing risk
of loco-regional failure; aiding individual decisions. Having confirmed address details and survival status, the SIFT Trial
Coordinating Centre sent participants’ parents a card for their
child’s second birthday and a thank-you note reminding them of
the questionnaire and encouraging them to update their contact
details. Staff then posted a questionnaire to the parent (including a
sticker set for their child) 17 days before the child’s age-corrected
second birthday. If there was no response, another copy of the
questionnaire plus reminder letter was posted on their age-
corrected birthday. Two weeks later, another copy of the question-
naire was posted, and two weeks after that, SIFT staff attempted to
call parents about the questionnaire. Challenge 3 - Methodology for aggressive cancers: Rapidly progres-
sing diseases leave little time for screening. Results Adapting trial design for challenging populations: how the rational
MCC trial was designed to account for a rare, aggressive cancer in
an elderly and diverse population
Rachel Blundred1, Christina Yap2, Sarah Pirrie2, Sarah Bowden2,
Oliver Cassell3, Carie Corner4, Catherine Harwood5, Pat Lawton6,
Clair Mcgarr7, Ian Zealley8
1University of Birmingham; 2Cancer Research UK Clinical Trials Unit,
University of Birmingham; 3Oxford University Hospitals NHS Trust; 4East
and North Herts NHS Trust; 5Queen Mary University of London;
6Nottingham University Hospital NHS Trust; 7University Hospitals
Birmingham NHS Foundation Trust; 8NHS Tayside
C
d
R
h l Bl
d d Adapting trial design for challenging populations: how the rational
MCC trial was designed to account for a rare, aggressive cancer in
an elderly and diverse population Rachel Blundred1, Christina Yap2, Sarah Pirrie2, Sarah Bowden2,
Oliver Cassell3, Carie Corner4, Catherine Harwood5, Pat Lawton6,
Clair Mcgarr7, Ian Zealley8 P300
Using a patient registry to conduct non-clinic engaged studies
Stephanie Dubose, Nicole C. Foster, Kellee M. Miller
Jaeb Center for Health Research
Correspondence: Stephanie Dubose
Trials 2017, 18(Suppl 1):P300 P300
Using a patient registry to conduct non-clinic engaged studies
Stephanie Dubose, Nicole C. Foster, Kellee M. Miller
Jaeb Center for Health Research
Correspondence: Stephanie Dubose
Trials 2017, 18(Suppl 1):P300 1University of Birmingham; 2Cancer Research UK Clinical Trials Unit,
University of Birmingham; 3Oxford University Hospitals NHS Trust; 4East
and North Herts NHS Trust; 5Queen Mary University of London;
6Nottingham University Hospital NHS Trust; 7University Hospitals
Birmingham NHS Foundation Trust; 8NHS Tayside This abstract is not included here as it has already been published. Correspondence: Rachel Blundred
Trials 2017, 18(Suppl 1):P299 Correspondence: Rachel Blundred
Trials 2017, 18(Suppl 1):P299 Increasing follow-up response among parents of very preterm
infants: personalised contact, external promotion, and web-based
questionnaires People with rare cancers need evidence-based treatment. Trials require
large samples to disprove no difference in treatment effect. Rare
cancers, like commoner malignancies, can be diverse affecting popula-
tion selection, stratification and applicability of trials. The aggressive
skin cancer, Merkel cell carcinoma (MCC) affects <300, predominantly
elderly, UK patients annually. Standard management with surgery and/
or radiotherapy for loco-regional MCC is based on retrospective data. Rational MCC aims to compare surgery and radiotherapy as first defini-
tive treatment for MCC in control of loco-regional disease. The chal-
lenges encountered in designing this trial can be applied to many
disease areas. Madeleine Hurd1, Louise Linsell1, Ed Juszczak1, Oliver Hewer1,
Ursula Bowler1, Samantha Johnson2, Jon Dorling3, all on behalf of
'The SIFT Collaborative Group 1University of Oxford; 2University of Leicester; 3University of Nottingham
Correspondence: Madeleine Hurd
Trials 2017, 18(Suppl 1):P301 Background Rational MCC has min-
imal screening requirements and collects most baseline data from
routine investigations. In addition, sites are required to hit Protocol-
defined treatment target times that mirror optimal clinical practice,
ensuring that randomisation does not produce a delay to front line
treatments. p
q
Follow-up began in August 2015. By February 2016, response rate
remained low: approximately 50%. Objective Challenge 4 - Overcoming clinical preconceptions: It can be difficult
for clinicians to consider alternative options when one treatment is
used more commonly. Rational MCC has an observational arm mir-
roring the interventional arm, which patients can enter if they are
unsuitable/unwilling to be randomised. This produces prospective
data even if no patients are randomised. Sites will be provided with
a checklist to guide SSMDT discussions to facilitate consideration of
treatment options. To outline measures taken to increase follow-up response rate during
the trial and their efficacy. Results Thematic analysis revealed: 1. Acceptance of preference at face value
without exploration; this resulted in families declining the trial with
little understanding of the reasons that underpin preference: Five PIs completed paired ratings for Time 1 and Time 2 for 9
PRECIS-2 domains, resulting in a total of 45 paired ratings. Of these,
over half (N = 24) demonstrated changes in ratings from Time 1 to
Time 2, and each trial had changes on at least three domains (range
“3” To “5”). Domains with the fewest changes were Recruitment Path,
Primary Outcome, and Primary Analysis; and those with the most
were Eligibility, Organization, and Flexibility of Adherence. Some do-
mains were rated as more pragmatic at Time 2 (11/24 domains with
higher rating), and others as more explanatory (13/24). Qualitative
analysis of the interview data identified three reasons for a rating
change: true change in design; change in interpretation of the do-
main; and misunderstanding of the PRECIS-2 domain. All PIs agreed
that the tool is useful during the planning phase of trial design, and
most have used the tool in subsequent work including proposals
and protocols. Mum 140: if we were given the graded exercise, I think he would prob-
ably withdraw Recruiter: I think, if you feel very strongly that you would
want one treatment rather than the other, I think it’s better not to be in
the study…[patient declined trial]. 2. Identification and exploration of preference; in-depth discussion
about reasons for preference allowed families to make a more in-
formed decision about study participation: y p
p
Patient 3: It’s the exercise one I don’t really like the sound of Patient 3: Its the exercise one I don t really like the sound of
Recruiter: graded exercise therapy doesn’t mean that you’ve got to
go and do, sort of a jog round the block, or anything like that, umm
what it’s doing is monitoring your activity and helping you to build
that up. We’re trying to sort out a better treatment for children in
the future…some of our patients when we’re talking about exercise,
umm, exercise for them is brushing their hair[patient accepted
randomisation]. Conclusion The NIH Pragmatic Trials Collaborative Project demonstrates how the
PRECIS-2 tool can frame a conversation around initial trial design 3. Results ‘We’ Or ‘I’; parents often expressed preference on their child’s behalf: Page 114 of 235 Page 114 of 235 Trials 2017, 18(Suppl 1):200 Page 114 of 235 choices and provide clarity regarding where these decisions fall
along the pragmatic-explanatory continuum. In addition to advan-
cing our understanding of pragmatic trial design, discussions around
application of the tool can be used to reflect on drivers of genuine
adjustment to trial design as well as to help to clarify misunderstand-
ings about the definitions of the tool domains which could be ad-
dressed through training. choices and provide clarity regarding where these decisions fall
along the pragmatic-explanatory continuum. In addition to advan-
cing our understanding of pragmatic trial design, discussions around
application of the tool can be used to reflect on drivers of genuine
adjustment to trial design as well as to help to clarify misunderstand-
ings about the definitions of the tool domains which could be ad-
dressed through training. that reflect the information required at different time points. Large
font versions of documents are available and information will also be
provided in DVD format Randomised trials are expensive and failure
to recruit wastes funding. The observational arm produces a bank of
biological and clinical data even if patients are not randomised. Additional questions will be reviewed during the feasibility study to
further maximise value. Data from the feasibility phase will be used
to guide operational adaptations to ensure the Protocol continues to
be informed by best practice The Rational MCC trial is funded by the
Efficacy and Mechanism Evaluation (EME) Programme, an MRC and
NIHR partnership. that reflect the information required at different time points. Large
font versions of documents are available and information will also be
provided in DVD format Randomised trials are expensive and failure
to recruit wastes funding. The observational arm produces a bank of
biological and clinical data even if patients are not randomised. Additional questions will be reviewed during the feasibility study to
further maximise value. Data from the feasibility phase will be used
to guide operational adaptations to ensure the Protocol continues to
be informed by best practice The Rational MCC trial is funded by the
Efficacy and Mechanism Evaluation (EME) Programme, an MRC and
NIHR partnership. Methods
h f ll The following adaptations were made to the follow-up process:
1) One week prior to sending the first questionnaire, the SIFT Trial
Coordinating Centre telephoned parents to confirm address details
and inform them that the questionnaire was to be dispatched. Parents
were also telephoned within a day of the second reminder being
posted (1 February 2016 onwards). Challenge 5 - Working with elderly populations: It is important to ad-
dress potential barriers in communication when working with elderly
populations. Rational MCC patient literature has been reviewed by
PPI representatives and multiple documents have been produced Page 115 of 235 Trials 2017, 18(Suppl 1):200 Page 115 of 235 2) A link to an electronic version of the questionnaire was sent to
parents with a valid email address or mobile number within a day of
posting the first paper version (26 February 2016 onwards). audio-recorded consultation data to understand recruitment chal-
lenges. Phase II involved tailored interventions to improve recruit-
ment, including components such as trial-specific feedback/training
and suggestions to clarify patient-facing documentation. Data pro-
vided by clinical centres were aggregated and displayed graphically
to compare targets with achievements over time, in relation to eligi-
bility assessment and numbers approached, consented, and rando-
mised. QRI intervention-components were also plotted over time. Results 3) Parents were contacted by text message as well as or instead of
by telephone at second reminder stage (29 March 2016 onwards);
charity for premature and sick babies BLISS promoted the follow-up
via Facebook and Twitter (5 April 2016). 4) Posters publicising follow-up were sent to recruiting sites for dis-
play, accompanied by a list of local participants with their response
status (20 June 2016 onwards). Recruitment in the initial periods of these RCTs rarely hit targets
(Phase I of the QRI), with the exception of one trial where recruiters
had previously received QRI training. Recruitment rates moved closer
to targets after implementation of QRI interventions (Phase II), with
the scale and patterns of improvement varying across RCTs. A sharp
increase in recruitment was evident in an RCT following a feedback/
training session attended by all centres, whereas smaller improve-
ments were seen in a multi-centre trial where a subset of centres
attended sessions. Other evidence of recruitment improvement in-
cluded centres moving from ‘no recruitment’ over weeks/months, to
recruiting first participants after feedback (four RCTs). Generating student recruiters for randomised trials in surgery
(GRANULE): a one-day course to empower a cohort of future
surgical trialists
2 g
p
y
Leila Rooshenas1, Kerry Avery1, Daisy Elliott1, Sangeetha Paramasivan1,
Alba Realpe2, Caroline Wilson1, Jenny L Donovan1, on behalf of the
quintet study group
1
2 g
y
Leila Rooshenas1, Kerry Avery1, Daisy Elliott1, Sangeetha Paramasivan1,
Alba Realpe2, Caroline Wilson1, Jenny L Donovan1, on behalf of the
quintet study group
1
2 g
James Glasbey1, Dmitri Nepogodiev1, Jane Blazeby2, Dion G. Morton1,
Nicola Fearnhead3, Simon Bach1, Thomas Pinkney1, Aneel A. Bhangu1
1University of Birmingham; 2University of Bristol; 3University of
Cambridge James Glasbey1, Dmitri Nepogodiev1, Jane Blazeby2, Dion G. Morton1,
Nicola Fearnhead3, Simon Bach1, Thomas Pinkney1, Aneel A. Bhangu1
1University of Birmingham; 2University of Bristol; 3University of
Cambridge 1University of Bristol; 2University of Warwick
Correspondence: Leila Rooshenas
Trials 2017, 18(Suppl 1):P303 Correspondence: James Glasbey
Trials 2017, 18(Suppl 1):P304 Correspondence: James Glasbey
Trials 2017, 18(Suppl 1):P304 p
p
Conclusion These preliminary observational data provide some evidence to show
an association between QRI interventions and improved recruitment in
very challenging RCTs. The QRI is increasingly appreciated by RCT in-
vestigators and funders. Formal evaluation of the QRI is itself challen-
ging, and will need to carefully consider appropriate markers of success
that include recruitment rates and levels of informed consent. y
Correspondence: Adwoa Hughes-Morley
Trials 2017, 18(Suppl 1):P302 y
Correspondence: Adwoa Hughes-Morley
Trials 2017, 18(Suppl 1):P302 This abstract is not included here as it has already been published. An intervention to optimise recruitment in challenging RCTs:
implementation of the 'quintet recruitment intervention' across
eight pilot/feasibility RCTs Generating student recruiters for randomised trials in surgery
(GRANULE): a one-day course to empower a cohort of future
surgical trialists
James Glasbey1, Dmitri Nepogodiev1, Jane Blazeby2, Dion G. Morton1,
Nicola Fearnhead3, Simon Bach1, Thomas Pinkney1, Aneel A. Bhangu1
1University of Birmingham; 2University of Bristol; 3University of
Cambridge
Correspondence: James Glasbey
Trials 2017, 18(Suppl 1):P304 Background g
Surgical trials are complex; patient populations are heterogeneous,
interventions are difficult to standardise, and outcome measures are
difficult to assess. Fewer patients are recruited to trials in surgery and
anaesthesia than any other medical specialties. There is an urgent
need to train a cohort of future surgical trialists, equipped with skills
to convey clinical equipoise and appropriately recruit patients into
well-designed randomised studies. Methods
h f ll Despite their
challenging nature, four pilot/feasibility RCTs recruited to target and
progressed to main trials, and two are currently recruiting well. Two
feasibility studies did not progress to main RCTs: one, because the
QRI enabled a nuanced understanding of equipoise issues previously
unbeknown to the trial management group, which were discussed
during a feedback session and found to be unsurmountable; and the
other, because a main trial was not feasible due to insufficient inci-
dent cases of eligible patients. Recruiters exposed to QRI training in
the latter trial went on to successfully recruit to a subsequent RCT
with integrated QRI, which consistently recruited above target des-
pite anticipated difficulties. C
l
i Learning lessons from trial decliners about improving recruitment:
qualitative study
1
2
3
4 Adwoa Hughes-Morley1, Bridget Young2, Roelie J. Hempel3, Ian T. Russell4,
Waquas Waheed5, Peter Bower2 Adwoa Hughes-Morley1, Bridget Young2, Roelie J. Hempel3, Ian T. Russell4,
Waquas Waheed5, Peter Bower2 1University of Manchester and University of York; 2MRC North West Hub
for Trials Methodology Research, University of Liverpool; 3School of
Psychology, University of Southampton; 4Swansea University Medical
School, Swansea University; 5NIHR School for Primary Care Research,
University of Manchester Background Randomised controlled trials (RCTs) are the most rigorous approach
for evaluating health care interventions, but many fail to recruit to
target, requiring costly extensions. Anticipation of recruitment
challenges can also deter investigators and funders from tackling
important, potentially practice-changing clinical questions. Devel-
oping interventions to optimise recruitment is a priority in trials
methodology research, but few interventions are transferrable
across RCTs. The quintet Recruitment Intervention (QRI) aims to op-
timise recruitment in ‘difficult’ RCTs, whilst safeguarding informed
consent. The intervention comprises in-depth investigation of re-
cruitment obstacles (Phase I), followed by implementation of strat-
egies to address recruitment challenges as the trial proceeds
(Phase II). Having integrated the QRI in eight rcts anticipated by
funders/trial investigators to encounter recruitment challenges, we
undertook a preliminary evaluation of the QRI’s implementation. Methods Results Response rate prior to all interventions was 51.0%. On 30 September
2016 it was 68.0%, a significant increase. The response rate also in-
creased (non-significantly) after implementation of each new initiative. SIFT intends to initiate an incentives programme to further increase the
rate (subject to ethical approval). Conclusion Contacting parents prior to dispatching questionnaire; reminder to
parents via text message; availability of questionnaire electronically;
and promotion via hospitals or charities are approaches which, when
combined, can significantly increase follow-up rate. g
Method A national, one-day course (GRANULE) was conducted with support
from Birmingham Clinical Trials Unit, and the Bristol Medical Research
Council-funded conduct-II hub. Undergraduate medical students were
competitively selected from a national UK student research group (Stu-
dent Audit & Research in Surgery). Completion of Good Clinical Practice
(GCP) certification was required prior to commencement. GRANULE course content was framed around active trials within colo-
rectal and oesophagogastric surgery, with a faculty of chief investiga-
tors and active trial recruiters. The course featured; 1. A series of
interactive lectures to give clinical context (STAR-TREC (Birmingham),
ACCURE-UK (Birmingham) and By-Band-Sleeve (Bristol)); 2. Structured, A national, one-day course (GRANULE) was conducted with support
from Birmingham Clinical Trials Unit, and the Bristol Medical Research
Council-funded conduct-II hub. Undergraduate medical students were
competitively selected from a national UK student research group (Stu-
dent Audit & Research in Surgery). Completion of Good Clinical Practice
(GCP) certification was required prior to commencement. GRANULE course content was framed around active trials within colo-
rectal and oesophagogastric surgery, with a faculty of chief investiga-
tors and active trial recruiters. The course featured; 1. A series of
interactive lectures to give clinical context (STAR-TREC (Birmingham),
ACCURE-UK (Birmingham) and By-Band-Sleeve (Bristol)); 2. Structured, The QRI was integrated into the recruitment processes of eight ‘diffi-
cult’ feasibility/pilot RCTs that addressed controversial issues or
compared very different treatment arms (including ‘no treatment’). Phase I of the QRI involved collecting and analysing interview and Page 116 of 235 Trials 2017, 18(Suppl 1):200 Page 116 of 235 Correspondence: Gwenllian Moody
Trials 2017, 18(Suppl 1):P305 Correspondence: Gwenllian Moody
Trials 2017, 18(Suppl 1):P305 Missing data in clinical trials is common and can reduce trial effi-
ciency and bias the estimate of treatment effect. Higher levels of
missing data have been associated with specific study areas (e.g. Mental health, substance abuse), longer lengths of follow up, trials
with more than two arms, and poor allocation concealment. How-
ever, little is known about the prevalence of different causes of miss-
ing data. Analysis of the reported reasons for missing data within
published literature could provide valuable insights to inform the de-
velopment of effective strategies to mitigate the problem. Methods Correspondence: Gwenllian Moody
Trials 2017, 18(Suppl 1):P305 Correspondence: Gwenllian Moody
Trials 2017, 18(Suppl 1):P305 Discussion Feedback from the GRANULE course demonstrated that undergradu-
ate medical students in the UK can be trained to confidently recruit
patients to high-quality clinical trials. As an early-years intervention,
this course has the capacity to change the culture of trials recruit-
ment within surgery at a junior level. Course delegates can access ac-
tive networks of postgraduate, trainee-led surgical research networks
in the UK to foster new mentoring relationships and actively recruit
patients into portfolio trials. Further course iterations are planned for
Spring 2017 (UK) and September 2017 (Germany). Managing the challenge of recruiting foster carers into a trial of a
supportive group-based social care intervention: lessons learned
from the confidence in care trial
1
1
1 Gwenllian Moody1, Lucy Brookes-Howell1, Rebecca Cannings-John1,
Sue Channon1, Elinor Coulman1, Mandy Lau1, Alyson Rees2,
Jeremy Segrott3, Jonathan Scourfield2, Michael Robling1
1South East Wales Trials Unit (SEWTU), Centre for Trials Research, Cardiff
University; 2Children’s Social Care Research and Development Centre
(CASCADE), Cardiff University; 3South East Wales Trials Unit (SEWTU),
Centre for Trials Research & Centre for the Development and Evaluation
of Complex Interventions for Public Health Improvement (decipher),
Cardiff University Conclusion Recruitment to the CIC trial has improved since the above amend-
ments were made and we expect to reach our recruitment target. Modifying the allocation ratio increases the target sample but we
considered on balance that this made the study both more likely to
achieve clinically viable groups and was more acceptable to pro-
viders. However, the impact of remaining sub-optimal group size on
fidelity will need to be determined. Similarly, the quality of communi-
cation about the trial to carers and also local providers will be
assessed in our process evaluation. One pilot site did not continue
into the trial phase but has enabled an on-going carer contact group
to provide timely input to both our recruitment and retention strat-
egy. Recruiting participants potentially well in advance of group on-
set introduces, as well as avoids some problems which will be
reviewed in our presentation. Results
f Since the changes were fully implemented after the pilot and the
first main recruitment wave, the average number of carers recruited
to each site increased from 9.17 (5.83 intervention: 3.33 control)
to14.25 (9.25 intervention: 5.00 control). While group sizes have in-
creased, it remains difficult to reach target group size. Most consent-
ing participants are now sourced via the direct approach from
providers (as opposed to the ongoing open approach letter). During
the second main recruitment wave, 85.09% of consented participants
were sourced directly from providers, whereas the remaining 14.91%
were self-nominated. Twenty-four delegates (10 female, 14 male) were invited to complete
the course. All 24 completed GCP certification prior to attendance,
and completed feedback (response rate = 100.0%). After course
completion, participants felt more confident in their understanding
of clinical equipoise (P < 0.001), ability to communicate clinical equi-
poise effectively (P < 0.001), ability to communicate risks and benefits
of each trial intervention (P < 0.001) and gain consent for participa-
tion in trials (P = 0.004). In free-text analysis, the simulated patient
interactions, and the high facilitator: student ratio were highly com-
mended. Lessons learnt included reducing the complexity of included
trial interventions, and giving extended time for single delegates’ simu-
lated patient interactions. P305 P306
Reported reasons for missing data
Anna Kearney1, Anna Rosala-Hallas2, Naomi Bacon2, Anne Daykin3,
Alison J. Heawood3, Athene Lane3, Jane Blazeby3, Mike Clarke4,
Paula R. Williamson1, Carrol Gamble1
1North West Hub for Trials Methodology Research/University of
Liverpool; 2Clinical Trials Research Centre/University of Liverpool;
3conduct-II Hub for Trials Methodology Research/University of Bristol;
4Centre for Public Health, Queen’s University of Belfast
Correspondence: Anna Kearney
Trials 2017, 18(Suppl 1):P306 Methods small group discussions surrounding challenges in trial recruitment; 3. Simulated patient recruitment, with formative assessment of actor
interactions. Confidence and experience in trials recruitment was col-
lected pre- and post-intervention using paired, self-reported, 15-point
online tools. 5-point Likert scales were used to quantify confidence
across four domains (understanding of equipoise, ability to communi-
cate equipoise, communicating risks and benefits of research involve-
ment, gaining consent for participation in trials). A mix of positive and
negatively weighted statements were used to minimise acquiescence
bias. Changes in perceived confidence were tested to a 5% level of sig-
nificance using McNemar’s paired chi-squared test. Free text feedback
underwent thematic analysis. We piloted at two sites prior to the first main recruitment wave, and
further optimised recruitment strategy in initial main trial waves. Strat-
egies introduced both preceded and followed the piloting phase. These
included 1) supplementing postal approaches to carers from their re-
spective Local Authority (LA) or Independent Fostering Provider (IFP)
by asking LAs and IFPs to select eligible carers from their databases for
direct invitation, 2) increasing lead time from approaching provider to
group initiation to up to four months, 3) modifying the allocation ratio
from 1:1 to 2:1 (intervention:control) to increase the chances of obtain-
ing the required training group size, 5) revising participant materials to
better align with the expectations of foster carers. Results Acknowledgements
h
l h
k With special thanks to the Bowel Disease Research Foundation. Background The Confidence in Care (CIC) trial is evaluating Fostering Changes
(FC), a training programme for foster and kinship carers which aims
to increase their skills and coping strategies and improve their rela-
tionship with their child. The CIC consortium of third-sector providers
train groups of 12 carers in both trial and non-trial settings. Groups
are timed to commence with each new school term, which is then
reflected by waves of recruitment to the trial. Previous evaluations
have found filling groups to be challenging, both Pallett et al. (2002)
and Briskman et al. (2012) ran groups with as few as six carers, which
impacts fidelity. FC requires carers to attend twelve 3-hour weekly
sessions, a considerable time commitment and possibly a recruit-
ment barrier. Randomised controlled trials in social care settings are
also uncommon compared to public and clinical health and in two
pilot sites we tailored, tested and revised our recruitment strategy. p
Methods Two cohorts were identified: A search of Medline (Ovid) for rando-
mised trials published within the four major medical journals in 2013;
National Institute of Health Research Health Technology Assessment
Programme (NIHR HTA) monographs published between 2009 and
2014. Parallel, two arm randomised control trials were included. Early
phase trials and pilot studies were excluded. Data on the number of
patients randomised, analysed, excluded and imputed was independ-
ently abstracted by two authors along with reported reasons and trial Page 117 of 235 Trials 2017, 18(Suppl 1):200 Trials 2017, 18(Suppl 1):200 Page 117 of 235 characteristics. Missing data was defined as the number of randomised
patients who did not contribute primary outcome data to the analysis
either because it was not available or because the data was excluded. Results characteristics. Missing data was defined as the number of randomised
patients who did not contribute primary outcome data to the analysis
either because it was not available or because the data was excluded. Results retention challenges and implemented strategies at trial design. Pa-
tient initiated withdrawal was the most common cause of missing
data. CTUs routinely used newsletters, timeline of participant visits,
and telephone reminders to mitigate missing data. CTUs reported
evaluating 36 of the 59 strategies presented using nested studies or
a comparison of retention before and after implementation. How-
ever, some frequently used strategies such as site initiation training
have had no research to inform practice. retention challenges and implemented strategies at trial design. Pa-
tient initiated withdrawal was the most common cause of missing
data. CTUs routinely used newsletters, timeline of participant visits,
and telephone reminders to mitigate missing data. CTUs reported
evaluating 36 of the 59 strategies presented using nested studies or
a comparison of retention before and after implementation. How-
ever, some frequently used strategies such as site initiation training
have had no research to inform practice. In 7/166 (4%) journal articles and 2/36 (6%) HTA monographs it
was not possible to determine the levels of missing data. 141/
159 (89%) and 34/34 (100%) trials had missing primary outcome
data with median [IQR] levels of missing data of 5.5% [1.5, 11.0]
and 11% [2.9, 19.8]. 35 CTUs (74%) participated in the Delphi survey of which 34 (97%)
completed both rounds. Pre-defined consensus was reached on
seven topics. Optimising the recruitment of underrepresented ethnic minority
patients to telehealth diabetes trials: examining the role of
language and research reporting practices
2
3
3 Talia Isaacs1, Daniel Hunt2, Danielle Ward3, Leila Rooshas3, Louisa Edwards3
1University College London; 2University of Nottingham; 3University of Bristol
Correspondence: Talia Isaacs
Trials 2017, 18(Suppl 1):P308 Background Randomised controlled trials (RCTs) are often considered the gold
standard of health intervention research. However, most RCTs under-
recruit ethnic minority patients, potentially jeopardising the external
validity of their findings. One recruitment challenge relates to asses-
sing whether patients have sufficient language proficiency to provide
informed consent and engage with the intervention. However, little
is known about how trial recruiters assess potential participants'
language proficiency. Using diabetes telehealth intervention RCTs as
a case study, we investigated the proportion of published trials that
include language proficiency as part of their inclusion criteria, includ-
ing how and why they do so. A secondary objective was to explore
any links between the inclusion of language-related eligibility criteria
and the proportion of ethnic minorities recruited. M
h d Identifying effective retention strategies: a research agenda
Anna Kearney1, Anne Daykin3, Alison J. Heawood3, Athene Lane3,
Jane Blazeby3, Mike Clarke4, Paula R. Williamson1, Carrol Gamble1
1North West Hub for Trials Methodology Research/University of
Liverpool; 2Clinical Trials Research Centre/University of Liverpool;
3conduct-II Hub for Trials Methodology Research/University of Bristol;
4Centre for Public Health, Queen’s University of Belfast
Correspondence: Anna Kearney
Trials 2017, 18(Suppl 1):P307 p
Methods Six retention strategies met consensus that further re-
search was of critical importance: site initiation training; frequency of
patient contact during a trial; the use of routinely collected data; the
frequency and timing of reminders; triggered site training and the
length of time needed to complete questionnaires. In contrast, 82%
reached consensus that research into the effectiveness of Christmas
cards for site staff was of low importance. The impact of the missing data within the journal cohort meant that
454 months were wasted across 126 trials recruiting patients that did
not contribute outcome data (median [IQR] per trial: 1.5 [0.7, 3.2]). Trials reported multiple reasons for missing data: patient withdrawals
(64%, n = 141); patients lost to follow up (60%); investigator exclu-
sions (53%) and failure of clinical staff to measure the outcome
(45%). 91/159 (57%) imputed data and 91 (57%) trials excluded
randomised patients with protocol deviations or missing data from
the analysis population. 41 (26%) trials used both approaches. Abstraction of the levels of missing data was challenging. CONSORT
statements were often misleading around imputation of data and
did not clearly report the number of outcomes known. The survey of current practices demonstrates a variety of strategies
are being used to mitigate missing data but with little evidence to
support their use. This Delphi survey has identified a consensus of re-
search priorities to be evaluated. P308 P308
Optimising the recruitment of underrepresented ethnic minority
patients to telehealth diabetes trials: examining the role of
language and research reporting practices
Talia Isaacs1, Daniel Hunt2, Danielle Ward3, Leila Rooshas3, Louisa Edwards3
1University College London; 2University of Nottingham; 3University of Bristol
Correspondence: Talia Isaacs
Trials 2017, 18(Suppl 1):P308 Results Of 3358 records identified in the search, 79 articles consisting of 58
distinct RCTs were included in the review. Half of the included RCTs
(29/58) referred to patients’ language proficiency as an eligibility cri-
terion. However, there were no common procedures across RCTs to
determine if patients had the requisite language ability to participate. Whereas some studies listed different combinations of language skills
as being necessary (speaking, listening, reading, writing), others re-
ferred to patients’ need to be native speakers. In two RCTs, there was
a mismatch between the telehealth medium used and the language
skills cited (e.g., telephone intervention requires writing but not
speaking ability), whereas four underspecified the language skills re-
quired (e.g., speaking but not reading ability stated as necessary for
a telephone and computer-text intervention). g
g
g
Responses from the current practice survey were used to inform a
subsequent two round Delphi survey with CTUs to gain consensus
around research priorities to assess the effectiveness of missing data
interventions. The 29 RCTs that referred to language as a patient eligibility criterion
tended to be larger-scale, recruiting nearly 1.7 times the total
number of recruited patients, compared to the 29 RCTs that made
no reference to language at all. Twenty-one RCTs in the former
group and 17 in the latter provided ethnicity information and Conclusion The percentage of missing data within the leading journals was on
average lower than expected. However, a comparison with the HTA
monographs suggests this may reflect a difficulty publishing RCT’s
with missing data in the top journals. Patient withdrawal and loss to
follow up were the leading causes of attrition, although the failure of
researchers to measure the outcome in retained patients was cited in
nearly half of the trials. Reporting missing data was often inadequate. We would recommend stricter adherence to the CONSORT flow
diagram and suggest revisions to ensure that the flow diagram could
be standalone with additional categories to allow distinction between
the numbers analysed and the numbers for whom the outcomes were
known and imputed. Background Identifying strategies to minimise missing data was the second highest
methodological research priority in a Delphi survey of the Directors of
UK Clinical Trial Units (CTUs). However, a Cochrane Methodology Re-
view of nested randomised studies of missing data strategies shows a
substantial evidence gap. The review demonstrates an emphasis on im-
proving questionnaire response rates and an absence of evidence that
address the full range of causes of missing data. In addition, published
case studies frequently describe the use of strategies which have not
been evaluated. Our aim was to assess current retention practices
within the UK and identify priorities for future research to evaluate the
effectiveness of strategies to reduce attrition. Methods: 75 Chief Investi-
gators of National Institute of Health Research Health Technology
Assessment (NIHR HTA) funded parallel randomised control trials start-
ing between 2009 and 2012 and 47 UK Clinical Trial Units (CTUs) were
surveyed to identify what approaches and strategies were used to miti-
gate missing data in trial design and conduct. A systematic review was conducted on telehealth intervention RCTs
that focused on type 2 diabetes and excluded ethnically-targeted
studies. Two reviewers independently conducted abstract and full-
text screening, risk of bias assessment, and data extraction. Results Reference 1. Reinert, C., et al., Quantitative and qualitative analysis of study-related
patient information sheets in randomised neuro-oncology phase III-trials. Eur J Cancer, 2014. 50(1): p. 150–8. P310
Reducing missing data in palliative care randomised controlled
trials: a mixed-methods study
Jamilla Hussain1, Martin Bland2, Miriam J. Johnson3, David C. Currow4,
Ian R. White5
1Hull York Medical School, University of York; 2Health Sciences
Department, University of York; 3SEDA, University of Hull; 4Palliative and
Supportive Services, Flinders University; 5MRC Biostatistics Unit,
University of Cambridge
Correspondence: Jamilla Hussain
Trials 2017, 18(Suppl 1):P310 Background A central tenet of recruitment to clinical studies is that participants
take part freely, armed with full information about the study. There
has been little research into how the appearance of the information
may affect recruitment. A study of Patient Information Leaflets (PILs)
concluded that PILs need ‘to be well structured and designed in an
appealing manner’. These aspects have not yet gained sufficient at-
tention [1]. In the case of paper information leaflets, production of a
high quality attractive leaflet is possible, but may require specialist
software, and incur extra costs for colour printing. Without the evi-
dence of benefit, the additional resources may not be justified. Results Results
After 5 months, we have sent out 436 invitation letters and have 182
consented participants. Consent rates for each PIL are: A - 68/181
(38%) B - 76/180 (42%) C - 76/180 (42%) An unexpected finding is
that consent rates are much lower across the study than was antici-
pated. We are currently investigating possible reasons for this. If the
current trend continues we will review the implications for the sam-
ple size and power of the study. Reducing missing data in palliative care randomised controlled
trials: a mixed-methods study P309
Does appearance matter? A study within a study
Lucy Culliford, Rachel Brierley, Jonathan Betts, Jenny Lamb, Rachel Maishman,
Barney Reeves1, Chris Rogers1
1University of Bristol
Correspondence: Lucy Culliford
Trials 2017, 18(Suppl 1):P309 Does appearance matter? A study within a study
Lucy Culliford, Rachel Brierley, Jonathan Betts, Jenny Lamb, Rachel Maishman,
Barney Reeves1, Chris Rogers1
1University of Bristol
Correspondence: Lucy Culliford
Trials 2017, 18(Suppl 1):P309 y
Jamilla Hussain1, Martin Bland2, Miriam J. Johnson3, David C. Currow4,
Ian R. White5 1Hull York Medical School, University of York; 2Health Sciences
Department, University of York; 3SEDA, University of Hull; 4Palliative and
Supportive Services, Flinders University; 5MRC Biostatistics Unit,
University of Cambridge
Correspondence: Jamilla Hussain
Trials 2017, 18(Suppl 1):P310 1Hull York Medical School, University of York; 2Health Sciences
Department, University of York; 3SEDA, University of Hull; 4Palliative and
Supportive Services, Flinders University; 5MRC Biostatistics Unit,
University of Cambridge p
Methods To investigate if the appearance of pils affects recruitment, we chose to
embed a randomised controlled trial (RCT) within the Outcome Moni-
toring After Cardiac Surgery (OMACS) study. OMACS uses routine NHS
data alongside participant questionnaires, and consent is sought by
post at 3 months post-surgery. OMACS was chosen as the ‘host’ study
as around 120 patients are approached for participation per month,
allowing evidence to be collected quickly. Participants are randomised
to receive one of 3 PILs: a tri-fold coloured leaflet produced using a
graphic design package, indesign, (PIL A), a coloured A4 sheet pro-
duced in Microsoft Word (PIL B), and a standard A4 black and white
sheet (PIL C). Both coloured leaflets are printed professionally. The
information contained in each leaflet is identical and participants do
not know about the randomised element of OMACS. The sample size is
1590 which, assuming a consent rate of 70% (based on a previous simi-
lar postal questionnaire study that achieved this (personal communica-
tion)), will provide 90% power to detect a 10% difference in consent
rate between any pair of PIL formats, with an overall significance level
of 5%. (i) Trial-level factors: systematic review and meta-regression of pri-
mary outcome MD in 108 palliative care trials; (ii) Participant and
site-level factors: multi-level cross-classified modelling using individ-
ual participant-level data (IPD) from 10 multi-site trials; (iii) Identifica-
tion and exploration of factors in more depth: thematic analysis of
interviews with 27 research personnel and participants. Results (i) Systematic review: MD was associated with increasing numbers of
questions/tests requested (odds ratio (OR) 1.19 per-doubling, 95%CI
1.05, 1.35) and longer study duration (OR 1.09 per-doubling, 95%CI
1.02, 1.17). (ii) IPD: At the participant-level (n = 1,846), MD was associ-
ated with baseline missingness (OR 17.19, 95%CI 8.55, 34.53) and
poorer Karnofsky Performance Status (10-unit increase: OR 0.78,
95%CI 0.70, 0.87); at the site-level (n = 35), MD at the end of follow-
up was associated with sites that randomised a greater number of
participants (per 10-randomisations: OR 1.08, 95%CI 1.01, 1.16) and
with fewer research personnel (4 personnel compared to 1: OR 0.07,
95%CI 0.01, 0.84). (iii) Interviews: themes included “attention-to-detail
vs. attention-to-person”, “clinical vs. research-role tension”, and “be-
yond GCP training”. Results 50/75 (66%) Chief Investigators and 33/47 (70%) CTUs completed the
current practice surveys. 78% of Chief Investigators were aware of Trials 2017, 18(Suppl 1):200 Page 118 of 235 Page 118 of 235 recruited a median of 24.6% versus 18.0% ethnic minority patients as
a proportion of the total sample respectively. The RCTs that included
language proficiency as an eligibility criterion recruited a greater pro-
portion of ethnic minority participants (37.8% of all recruited partici-
pants) compared with those that did not (13.9%). Conclusions recruited a median of 24.6% versus 18.0% ethnic minority patients as
a proportion of the total sample respectively. The RCTs that included
language proficiency as an eligibility criterion recruited a greater pro-
portion of ethnic minority participants (37.8% of all recruited partici-
pants) compared with those that did not (13.9%). Conclusions There are a number of differences between OMACS and the previous
study which may explain the difference in response rates. Previously,
the timing of the approach for consent is different (1 year versus
3 months) and patient packs were simpler with fewer documents
than used in the OMAC study. In attempt to cater for participants’
preferences, OMACS invites participants to elect for alternative re-
sponse methods (e.g. Postal versus internet questionnaire) and also
allows them to opt out of some aspects of the study. The previous
study did not include this diversity of options. Conclusion Approaches for assessing patients' language proficiency were found
to be inconsistent in the context of diabetes telehealth intervention
RCTs. Studies referring to language in patient screening might report
more on ethnicity because some ethnic minorities are also linguistic
minorities. Or it may be that these studies are more robust in terms
of research reporting and sample size. There was no evidence that
reference to language screening is associated with lower participation
from hard-to-reach groups, although the soundness and consistency of
individual inclusion/exclusion decisions on language grounds could not
be ascertained. Future research should focus on developing and
validating a language assessment tool that could be consistently
applied across RCTs to screen patients’ language proficiency during
recruitment. At this early stage, no formal conclusions can be drawn as to the ef-
fect of the appearance of the PIL. One year results with a formal
comparison between the rates of each group will be presented. Background To reduce the risk missing data (MD) pose to the power, precision
and validity of trial findings, MD should not only be handled appro-
priately at the analysis stage, but more importantly potentially revers-
ible MD risk factors must be identified and modified at the design
and conduct stage. This mixed-methods study used palliative care tri-
als, where MD due to death and disease progression are expected, to
explore the association between primary outcome MD and partici-
pant, trial site and trial-level MD risk factors. y
Conclusion
S
f Spouses of research participants may be a resource for studies re-
quiring a comparison group with similar demographic characteris-
tics. Potential obstacles to spouse participation, such as participant
refusal to allow contact spouse, distance/travel, and illness/disabil-
ity need to be considered. Clearly defined eligibility criteria, recruit-
ment strategies and testing procedures are needed to ensure valid
comparisons between groups. Standardized evaluations by trained
staff may yield stronger results compared to the use of published
comparison groups. Challenges in the analysis of a randomised controlled trial with
retrospective consenting: the RAPIDO study
1
1
2
2 Challenges in the analysis of a randomised controlled trial with
retrospective consenting: the RAPIDO study
Helena Smartt1, Katie Pike1, Rosy Reynolds2, Margaret Stoddart2,
Chris A. Rogers1, Alasdair MacGowan2
1University of Bristol; 2North Bristol NHS Trust
Correspondence: Helena Smartt
Trials 2017, 18(Suppl 1):P312 p
g
y
Helena Smartt1, Katie Pike1, Rosy Reynolds2, Margaret Stoddart2,
Chris A. Rogers1, Alasdair MacGowan2
1University of Bristol; 2North Bristol NHS Trust
Correspondence: Helena Smartt
Trials 2017, 18(Suppl 1):P312 Background Use of spouses for the control group was based on unique factors. Most spouses were familiar with the DCCT/EDIC study and staff by
virtue of their partner’s long-term participation and frequent accom-
paniment to study visits. Most important, the spousal group was
expected to be similarly distributed in age, race and socioeconomic
status to the DCCT/EDIC cohort. Additionally, practical efficiencies in
recruitment, scheduling, and travel were expected. p
Objective To determine the feasibility and comparability of using randomly se-
lected spouses of surviving DCCT/EDIC participants as a non-diabetic
control group. P313
Imaging endpoint eligibility in oncology trials: what works and
what doesn’t
D
id R
i P313
Imaging endpoint eligibility in oncology trials: what works and
what doesn’t
d what doesn t
David Raunig
ICON Clinical Research
Correspondence: David Raunig
Trials 2017, 18(Suppl 1):P313 David Raunig
ICON Clinical Research
Correspondence: David Raunig
Trials 2017, 18(Suppl 1):P313 Introduction RAPIDO is a multi-centre RCT comparing the effect on mortality of con-
ventional versus rapid diagnostic pathways for suspected blood stream
infections in hospitalised patients. In the conventional pathway, infect-
ive micro-organisms in a blood sample are identified within 3–5 days,
whereas the rapid diagnosis pathway takes 1 hour or less. Identifying
the infective micro-organisms then allows an appropriate antibiotic to
be chosen for treatment. It has been suggested that earlier antibiotic
therapy could improve patient outcomes including 28 day mortality
(primary outcome), length of hospital stay and time to resolution of
fever (secondary outcomes). Due to the time-sensitive nature of this
study, participants were consented retrospectively; where patients had
left the hospital before consent was obtained, postal consent was
sought. Hearing impairment is common among the general public >50 years
of age however the relationship between type 1 diabetes (T1D) and
hearing impairment in this age group is not well-studied. To examine
this question, the Diabetes Control and Complications Trial/Epidemi-
ology of Diabetes Interventions and Complications (DCCT/EDIC) Hear-
ing Study is examining the prevalence of hearing impairment among
a well-phenotyped T1D cohort (mean age 55 years). g
Results A total of 8628 patients were randomised across 7 UK centres, 6692 of
which were found to be eligible for the study. Consent was obtained
before hospital discharge for 2606 (39%) patients and postal consent
was successfully sought for a further 521 (8%). 1142 (17%) declined. Of
the remainder, 1341 (20%) died before consent could be sought and
consent was not obtained for 1082 (16%) survivors. The research ap-
provals granted for the study allowed only very limited data to be
retained and used for this latter group. By definition their survival status
was known (allowing analysis of the primary outcome) but secondary
outcome data were missing not at random. Pre-specified sensitivity
analyses were undertaken to estimate the bias associated with not hav-
ing data on up to 33% of the study population. The results of these
analyses and their impact on the study conclusions will be discussed. Discussion y
Conclusion There is the potential to reduce MD in palliative care trials by modify-
ing the factors associated with MD identified from this study. Further
development of the theoretical framework is required, prior to devel-
oping an intervention to reduce MD that will be tested within trials. Page 119 of 235 Trials 2017, 18(Suppl 1):200 Trials 2017, 18(Suppl 1):200 *In accordance with the submission guidance for the Sylvan Green
Travel Award the word count has been limited to 300. Background Studies in which patient consent cannot be obtained prospectively
represent a particular methodological challenge. Approval can be
sought to include patients in a randomised study without their con-
sent, but every effort must be made to seek informed consent when
the patients has recovered sufficient capacity or to seek consent
from a consultee if this doesn’t occur. We describe our experience of
seeking retrospective consent in the context of the RAPIDO trial, and
the implications for the study analyses. 1George Washington University; 2University of California, San Diego;
3National Institute on Deafness and Other Communication Disorders;
4University of Toronto; 5National Institute of Diabetes and Digestive and
6
7 1George Washington University; 2University of California, San Diego;
3National Institute on Deafness and Other Communication Disorders;
4University of Toronto; 5National Institute of Diabetes and Digestive and
Kidney diseasesniddk; 6University of Wisconsin; 7Episense, University of
Wisconsin; 8Case Western Reserve University; 9University of Iowa University of Toronto; National Institute of Diabetes and Digestive and
Kidney diseasesniddk; 6University of Wisconsin; 7Episense, University of
Wisconsin; 8Case Western Reserve University; 9University of Iowa Correspondence: Barbara Braffett
Trials 2017, 18(Suppl 1):P311 Use of a non-diabetic spouse control group in the DCCT/EDIC
hearing study
1
2
1
3 Barbara Braffett1, Gayle Lorenzi2, Xiaoyu Gao1, Kathy Bainbridge3,
Annette Barnie4, Catherine Cowie5, Karen Cruickshanks6, Dayna Dalton7,
Rose Gubitosi-Klug8, John Kramer9 Barbara Braffett , Gayle Lorenzi , Xiaoyu Gao , Kathy Bainbridge ,
Annette Barnie4, Catherine Cowie5, Karen Cruickshanks6, Dayna Dalton7,
Rose Gubitosi-Klug8, John Kramer9
1George Washington University; 2University of California, San Diego;
3National Institute on Deafness and Other Communication Disorders;
4University of Toronto; 5National Institute of Diabetes and Digestive and
Kidney diseasesniddk; 6University of Wisconsin; 7Episense, University of
Wisconsin; 8Case Western Reserve University; 9University of Iowa
Correspondence: Barbara Braffett Methods
Of h Of the total of 875 spouses, 510 were randomly identified for screen-
ing. Enrollment of 270 spouses would provide 90% power to detect
a clinically significant difference in hearing impairment between the
EDIC surviving cohort and controls. Permission from the EDIC partici-
pant was needed prior to contacting his/her spouse. Spouses with
known diabetes, or illness/disability that precluded travel to the clin-
ical center were excluded. A self-administered hearing assessment,
brief medical history, physical measurements, hba1c and audiometry
were performed on consenting participants and spouses. All data col-
lection methods and equipment were standardized and consistent
with DCCT/EDIC methods. Testing was performed by trained and
study-certified personnel. All audiograms were scored centrally. Results analyses and
Discussion The proportion of patients for whom consent was not obtained was
higher than had been predicted when the study was designed. The
requirement to obtain consent to use data collected in a trial after
the intervention is complete and when no further participant in-
volvement is required needs to be challenged. Disclaimer RAPIDO
was funded as part of an NIHR Programme Grant for Applied Re-
search. The views expressed are those of the authors and not neces-
sarily those of the NHS, the NIHR or the Department of Health. Of the 510 spouses identified, 39 (7.7%) were ineligible, 97 (19%)
were not approached (due to participant request, distance, illness/
disability, work demands, marital discord), and 88 (17.3%) were
approached but declined (work demands, travel, illness/disability, dis-
interest). A total of 289 spouses and 1150 (86.7% of surviving, 94.5%
of active) EDIC participants were evaluated. Spouses determined to
have diabetes based on hba1c (n = 5) were excluded from the ana-
lyses. The spousal group was similar in age, race, education, smoking
status and systolic blood pressure. P313
Imaging endpoint eligibility in oncology trials: what works and
what doesn’t
D
id R
i Methods of approaching general practices for trial participant
information: feasibility cluster-randomised trial nested within a
large multi-centre cluster-randomised controlled cross-over trial
Denise Forshaw1, Chris Sutton1 There is limited evidence as to the time taken by general practices to
respond to data requests for individual patients as research partici-
pants. In stroke trials, as patient mortality in the first 12 months is
high, it is common practice to ascertain participant status (dead/
alive) before contacting for follow-up; primarily to avoid emotional
distress to relatives. GPs are usually informed that a patient is partici-
pating in a trial via a letter sent directly from the admitting NHS
Trust. The letter details that they will be contacted at a given time
(dictated by data collection time-points) to ascertain patient status
and verify address and contact details. We have observed consider-
able variation in the time taken to reply to requests and significant
variation in how practices deal with such requests. Some practices
are happy to give the details over the phone following basic checks
with the researcher, some practices ask for a copy of the consent
form and some practices ask for a covering request by letter to be
sent via fax, with varying degrees of success in eventually getting
the information requested. Although numbers lost or delayed sub-
stantially are relatively low, they may still have an impact on loss of
valid outcome data and are resource-intensive but important. It is
therefore important to identify the approach that elicits the best re-
sponse from practices to inform the design of future studies. If
checking status is too costly or ineffective, then studies will adopt a
pragmatic model of contacting participants directly, which may not
be in the best interests of the patient or their families. We have
therefore designed a feasibility cluster RCT, nested within a larger
trial, using 12 sites and 4 different methods of approach. 1. Tele-
phone contact first and then Fax if requested using the letter format
already in use 2. Telephone contact first and then Fax using a new
letter format reminding them that they have already received con-
firmation of consent from their secondary care provider 3. Fax con-
tact first using the letter format already in use and then Telephone
contact if no response 4. Fax contact first using the new letter format
reminding them that they have already received confirmation of con-
sent from their secondary care provider Three sites were randomised
to each of these methods, with all general practices from which a Methods Ethics approval was obtained to allow full informed consent or verbal
assent (using a brief information sheet) followed by full written con-
sent at a later date. The brief information sheet is used when the
therapeutic time window is short and the use of full written consent
would inhibit recruitment into the trial. Where patients lacked cap-
acity, approval was obtained to enrol them with permission from a
relative, carer or friend acting as legal representative. If no one was
available to act as a legal representative, permission could be ob-
tained if two clinicians (one unconnected with the trial) agreed to
enrol the patient. Permission from legal representatives could be
given using a full information sheet, or the brief information followed
by full written consent. Background There is almost nothing that will destroy a relationship with a site
than disagreement on the eligibility of a patient. Oncology studies
are particularly vulnerable to this problem because site investigators
are very interested in saving their patients’ lives and may inadvert-
ently be biased toward inclusion. For example, disease free survival Page 120 of 235 Trials 2017, 18(Suppl 1):200 Trials 2017, 18(Suppl 1):200 Page 120 of 235 site’s participants were recruited being allocated to that method. To
reduce differences in initial approach the same member of staff was
used for all requests. We have collected details of the amount of
extra information or processes requested by the practices and the
time interval from request to provision of the information (or to ter-
mination of our request). Analysis will be descriptive and inform the
feasibility and design of a full nested trial of these methods. Feasibil-
ity questions include whether there is the potential to detect an im-
portant difference on a key outcome and whether it is feasible to
design a trial for which randomisation is by secondary care provider
rather than general practice. requires that a patient have no detectable disease at baseline. If eligi-
bility review done by the site is then sent to central review for effi-
cacy imaging analysis, there is a small but real percentage of
patients that will be determined to have had disease at baseline. These patients will, in the final analysis of risk, will be deleted from
the analysis since they would have progressed at baseline, an infinite
risk. Another example is the requirement in RECIST to have measur-
able lesions to determine response. Site determination of measurable
often does not coincide with the independent reader’s assessment of
measurable. Central confirmation of eligibility decreases the risk of
these patients being included but only if a certain amount of due
diligence is paid to the method of confirmation. P315
Brief consent forms enable rapid enrolment in acute clinical trials:
data from the on-going tranexamic acid for hyperacute primary
intracerebral haemorrhage (TICH-2) study p
data from the on-going tranexamic acid for hyperacute primary
intracerebral haemorrhage (TICH-2) study
Katie Flaherty, Lelia Duley, Zhe Law, Philip M. Bath, Nikola Sprigg
University of Nottingham
Correspondence: Katie Flaherty
Trials 2017, 18(Suppl 1):P315 Background Background
Intracerebral haemorrhage (ICH) is often complicated by haematoma
expansion (HE) with devastating consequences. The NIHR HTA TICH-2
study is a randomised controlled clinical trial that is testing whether
tranexamic acid arrests HE and improves outcome. Typically, stroke
treatments have greater efficacy if given early and so delays should
be avoided. Obtaining consent in the emergency situation is difficult
since many stroke patients lack capacity to consent and relatives are
often not present. P314
Methods of approaching general practices for trial participant
information: feasibility cluster-randomised trial nested within a
large multi-centre cluster-randomised controlled cross-over trial
Denise Forshaw1, Chris Sutton1
1University of Central Lancashire
Correspondence: Denise Forshaw
Trials 2017, 18(Suppl 1):P314 P314
Methods of approaching general practices for trial participant
information: feasibility cluster-randomised trial nested within a
large multi-centre cluster-randomised controlled cross-over trial
Denise Forshaw1, Chris Sutton1 P314
Methods of approaching general practices for trial participant
information: feasibility cluster-randomised trial nested within a
large multi-centre cluster-randomised controlled cross-over trial
Denise Forshaw1, Chris Sutton1
1University of Central Lancashire
Correspondence: Denise Forshaw
Trials 2017, 18(Suppl 1):P314 g
Methods Methods to assess eligibility are site alone, site + central, central alone
and site with central confirmation. Each method will be reviewed and
case studies as well as simulations will show the risks and benefits of
each. Case Studies Several anonymized case studies will be used to
demonstrate the effects of each of the methods. Additionally, parame-
ters derived from these case studies will be used to simulate clinical
trials under different hazard ratios to demonstrate the impact of in-
appropriate eligibility on the final results. P315
Brief consent forms enable rapid enrolment in acute clinical trials:
data from the on-going tranexamic acid for hyperacute primary
intracerebral haemorrhage (TICH-2) study
Katie Flaherty, Lelia Duley, Zhe Law, Philip M. Bath, Nikola Sprigg
University of Nottingham
Correspondence: Katie Flaherty
Trials 2017, 18(Suppl 1):P315 y
Results y
Results Of 1682 patients enrolled, 387 (23%) gave full informed consent and
201 (12%) gave brief verbal assent. Many patients lacked capacity
(65%) and were enrolled after proxy consent from a legal representa-
tive; full informed relative 720 (43%), brief relative 255 (15%), inde-
pendent physician 119 (7%). The mean (SD) time from stroke onset
to recruitment (in hours) for patients enrolled with full consent were
3.8 (1.6) for patient and 4.0 (1.7) for relative consent; this went down
to 3.4 (1.7) for brief patient and 3.6 (1.5) for brief relative. The quick-
est consent group was independent physician, with an average time
to recruitment of 3.2 (1.5) hours. Use of a range of methods for consent enabled rapid enrollment. Participants unable to consent had dysphasia and higher stroke se-
verity. Thirty nine participants who gave verbal assent died before
full written consent could be obtained, and two participants declined
to give further consent and later withdrew from the day 90 follow-
up; no participants who used brief consent were lost to follow-up. Conclusion References 1. Parmar et al. Lancet, 2014; 384(9940):283–234. 2. Chalder, Goldsmith et al. Lancet Psychiatry, 2015; 2(2):141–152. 3. Fritz and mackinnon. Psychol Sci, 2007; 18(3):233–239. 1. Parmar et al. Lancet, 2014; 384(9940):283–234. 2. Chalder, Goldsmith et al. Lancet Psychiatry, 2015; 2(2):141–152. 3. Fritz and mackinnon. Psychol Sci, 2007; 18(3):233–239. Background g
The GASP study (Groups for Alcohol Misusing Short-terms Pris-
oners) is a randomised trial of an intervention to improve partici-
pants’ sense of control and motivation to make changes. Men were
allocated to the control arm (standard prison regimen) or a
programme of nine group sessions over three weeks facilitated by
an experienced clinical psychologist and psychology assistant. Clus-
tering by group session is therefore present only in the intervention
arm. There were 8 facilitators in total, 5 psychologists and 3 assis-
tants, different pairs of facilitators ran the groups during the study. Further clustering is therefore present by facilitator which varied
over the course of the study. Results All group programmes for the GASP study have now been com-
pleted and longer term follow-up data collection and data cleaning
is underway. Two hundred and thirty eight men were randomised
on a 1:1 basis and there were 15 intervention group programmes
(cycles) completed over 2 years. The total sample size target was
120 for the primary analysis. Primary outcome LCB data is available
for 68 in the intervention arm and 61 in the control arm. Results of
the statistical analysis of the primary outcome will be presented
discussing any advantages or disadvantages of the analytic strategy
employed. Results The multiple arms/explanatory design combination provided both
practical and statistical advantages. From the practical point of view:
A) the results from several two arm trials were obtained from one
trial, B) an explanatory design meant this was true for important sec-
ondary analyses as well, C) this particular design allowed for compari-
sons between active treatments and with the specialised medical
care comparison arm. One statistical advantage was increased power. This may have been especially important for the mediation analysis,
as there is often low power to detect mediated effects [3] and some
useful methods for studying mediation suffer from lower precision. For example, there was 25% gain in the precision of the parameter
estimate for the mediator-outcome relationship in the full four arm
dataset as compared to the two arm subset. Another statistical
feature was the ability to test whether the mediator-outcome effect
(conceptual theory) was similar across treatment arms (action
theories). This assumption held, and making this assumption allowed
for further precision gains. Objectives To compare strategies for the analysis of clustered data where clus-
tering by group and facilitator is only present in the intervention
arm. up; no partici
Conclusion Abbreviated information sheets supporting verbal assent and proxy
consent can ensure patients are enrolled rapidly into emergency
clinical trials. The use of brief consent or proxy consent did not lead
to large numbers of withdrawals or losses to follow-up, thus the use Page 121 of 235 Trials 2017, 18(Suppl 1):200 of two stage/or proxy consent for emergency clinical trials should be
considered. (
p
Methods Longitudinal structural equation models (SEM) for mediation were
applied to two-arm subsets and the overall four-arm trial dataset to
study longitudinal mediation of the effects of the PACE trial treat-
ments. Fear avoidance (FA) was used as an example mediator and
physical functioning (PF) as an example outcome [2]. A single model
was fitted to the dataset in each case with the pertinent contrasts
obtained. Treatment by mediator interaction terms were used to as-
sess differences in mediator-outcome effects (conceptual theories)
for different treatments. Informal comparisons of the standard errors
were used to assess precision. Methods Recruitment and then randomisation to the intervention and control
arms was carried out in small blocks over the course of the study
due to a limitation on the maximum size of the group sessions. The
primary outcome, Locus of Control of Behaviour (LCB), was collected
for all men prior to randomisation and at the end of the group ses-
sions in the intervention arm and an equivalent time point in the
control arm. One analysis strategy could therefore involve the cre-
ation of control clusters contemporaneously equivalent to the inter-
vention group clusters. A second strategy would be to create clusters
of sample size one in the control arm and is the current standard
strategy for trials of this design. A third strategy would be to ran-
domly create control arm clusters of equivalent size, and variation in
size, to the intervention arm clusters, the ‘artificial cluster method’. A
forth strategy would be to group all the control men into a single
control arm cluster. The primary analysis is a two level general linear
model adjusted by baseline LCB. Secondary analysis will include the
additional level of facilitator in a three level model if the ICC warrants
its inclusion. Analysis strategies for two-level clustering in one arm of a
randomised group therapy trial set in Cardiff prison
Rebecca Playle, Michael Robling, Rachel McNamara, Yvonne Moriarty,
Zoe Meredith, Hannah John-Evans, Pamela Taylor
Cardiff University
Correspondence: Rebecca Playle
Trials 2017, 18(Suppl 1):P318 Analysis strategies for two-level clustering in one arm of a
randomised group therapy trial set in Cardiff prison
Rebecca Playle, Michael Robling, Rachel McNamara, Yvonne Moriarty,
Zoe Meredith, Hannah John-Evans, Pamela Taylor
Cardiff University
Correspondence: Rebecca Playle
Trials 2017, 18(Suppl 1):P318 y q
y
Kimberley Goldsmith1, Peter White2, Trudie Chalder1, Michael Sharpe3,
Andrew Pickles1 Andrew Pickles
1King’s College London; 2Centre for Psychiatry, Wolfson Institute of
Preventive Medicine, Barts and the London School of Medicine, Queen
Mary University; 3Psychological Medicine Research, Department of
Psychiatry, University of Oxford
Correspondence: Kimberley Goldsmith
Trials 2017, 18(Suppl 1):P317 1King’s College London; 2Centre for Psychiatry, Wolfson Institute of
Preventive Medicine, Barts and the London School of Medicine, Queen
Mary University; 3Psychological Medicine Research, Department of
Psychiatry, University of Oxford
Correspondence: Kimberley Goldsmith
Trials 2017, 18(Suppl 1):P317 1King’s College London; 2Centre for Psychiatry, Wolfson Institute of
Preventive Medicine, Barts and the London School of Medicine, Queen
Mary University; 3Psychological Medicine Research, Department of
Psychiatry University of Oxford Background Designing explanatory trials to answer additional questions such as
how and for whom treatments work should be a priority for im-
proving trial efficiency. Multiple arm trials are also more efficient, as
they provide more information about treatments over a shorter
time span [1]. We studied the benefits of multiple trial arms and ex-
planatory design using the Pacing, Graded Activity, and Cognitive
Behaviour Therapy: A Randomised Evaluation (PACE) trial as an ex-
ample. This trial studied three complex therapies and a specialised
medical care comparison arm for the treatment of chronic fatigue
syndrome. The study of how the treatments worked - mediation
analysis - was built into the trial design. In terms of mediation, one
interest was whether different treatments with some disparate
components might vary in mechanism. In other words, might the
effects of different treatments on a mediator (a paths or action the-
ories) be associated with different mediator-outcome relationships
(b paths or conceptual theories)? Results p
Results FU data was more complete for self-reported FU patients. No significant
difference in event rate was observed for first DFS event. When looking
at event types separately, death rates for self-reported patients were
significantly lower compared to conventional patients (HR = 0.31, 95%
CI = 0.17-0.72). Although not statistically significant DR rates were lower
for self-reported FU (HR = 0.62, 95% CI = 0.22-1.72) and LR rates were
higher for self-reported FU (HR = 3.39, 95% CI = 0.72-15.87). Conclusions In the fall of 2015, it was noted that within-cluster recruitment was
slower than expected, so the decision was made to increase the
number of clusters to 40. In Spring 2016, available baseline data was
used to estimate the intra-cluster correlation coefficient (ICC) in order
to gauge whether the initial assumption of a 0.02 ICC was correct. With an updated baseline ICC of 0.007 (95% CI: 0.0001-0.433) the ne-
cessary sample size decreased to 908 students. While favorable, this
left the study team with the following choice: a) assume the updated
ICC was closer to truth and proceed with the lower, more favorable
sample size; or b) assume the original ICC and continue with the
more conservative sample size of 1300. Given the instability of the
ICC estimate, the latter decision was made, but it raised the question
of whether previous cluster RCTs in adolescent medicine may have
benefited from sample size re-estimation using baseline ICC. Within REACT self-reported follow up is a suitable alternative to col-
lect data for the primary endpoint of DFS. However for accurate
reporting of secondary endpoints a more robust method for report-
ing of deaths needs to be considered. Further research is also re-
quired into whether patients reliably report the correct type of
relapse. When reviewing impact of FU methods which can change it
is important to use a landmark analysis or other methods to reduce
the risk of bias if it’s possible for events to occur before the method
can change (e.g. If the method can’t change until treatment is
complete). For multi-event outcomes it is also important to analyse
separately by event type in case the overall result masks a difference
between event types. This is particularly an issue when secondary
endpoints use single events. Sensitivity analysis assessing the impact of patient self-reported
follow up in the react trial
Holly Tovey1, Judith Bliss1, Charles Coombes2, Gunter von Minckwitz3,
Jan Steffen3, Lucy Kilburn1
1The Institute of Cancer Research; 2Imperial College London; 3German
Breast Group
Correspondence: Holly Tovey
Trials 2017, 18(Suppl 1):P319 Good QC goes far beyond just reviewing individual results and
should also consider monitoring data throughout the course of a
study. In particular, QC is essential when supporting a Data Monitor-
ing Committee. Given the nature of interim and incomplete data, in-
herent challenges exist when it comes to generation of DMC reports. Many of the usual practices associated with quality control need to
be adapted to accommodate the repetitive nature of DMC review on
accumulating data that may have outstanding queries. Correspondence: Holly Tovey
Trials 2017, 18(Suppl 1):P319 p
Methods A univariate Cox-model was fitted for time to first DFS event with FU
method as a time-varying covariate; observations were split at the time
a patient consented to self-reported FU unless an event occurred prior
to this. It was assumed that following consent patients could not revert
back to conventional FU. The model was repeated excluding the first
2 years of FU and a landmark analysis was also carried out looking at
0–2 years, 2–5 years and 5 years + separately. This was done to reduce
bias from early events; patients cannot switch to self-reported FU until
they have completed treatment (usually at 2 years) so events prior to
this could only occur on conventional FU. For each analysis the hazard
ratio for FU type and event rates in each group were calculated. Ana-
lysis was repeated separately for each type of DFS event; local relapse
(LR), distant relapse (DR) and death. The Coaching Boys into Men (CBIM) Middle School study is a cluster-
randomized trial of a middle school gender violence prevention pro-
gram. The primary goal is to examine the effectiveness of a program
for the primary prevention of adolescent relationship abuse (ARA) and
sexual violence among middle school sports teams in Western Pennsyl-
vania. Initially, 26 middle schools were randomized to receive either a)
the CBIM intervention, which trains athletic coaches by providing con-
crete strategies for discussing sexual violence as well as how to re-
spond to disrespectful behaviors, or b) control (standard coaching). According to initial sample planning assumptions, this would yield
1980 students and provide 80% power to detect meaningful differ-
ences in the primary outcome, positive bystander behavior. p
Conclusions The prison environment is a constantly changing and challenging en-
vironment for research. Prisoner numbers, prisoner mix, prison trans-
fers, staff to prisoner ratios, access to services and researcher access
to prisoners varied during the course of the group cycles, therefore
creating contemporaneously equivalent control arm clusters may be
preferable to the standard strategy in this trial. A discussion of any
bias that may be introduced or controlled for by any one of these
methods will also be addressed. Where indicated and/or sensible, designing trials to answer explana-
tory questions using a multiple arm design will be more efficient,
and provide more statistical power as well as a rich source of infor-
mation about treatments. Such designs should maximise efficiency
for primary outcome comparisons, and provide important informa-
tion about secondary questions of interest across multiple treatments
within a single study. Trials 2017, 18(Suppl 1):200 Page 122 of 235 Page 122 of 235 function of regulatory requirements, industry standards, and corporate
philosophies. However, no one should underestimate the importance
of independent, thoughtful consideration of relevance and impact at
each step in the process from data collection through analysis. function of regulatory requirements, industry standards, and corporate
philosophies. However, no one should underestimate the importance
of independent, thoughtful consideration of relevance and impact at
each step in the process from data collection through analysis. P319
Sensitivity analysis assessing the impact of patient self-reported
follow up in the react trial
Holly Tovey1, Judith Bliss1, Charles Coombes2, Gunter von Minckwitz3,
Jan Steffen3, Lucy Kilburn1
1The Institute of Cancer Research; 2Imperial College London; 3German
Breast Group
Correspondence: Holly Tovey
Trials 2017, 18(Suppl 1):P319 Background REACT is a phase III, multicentre trial of celecoxib vs placebo in primary
breast cancer patients in the UK and Germany. Patients receive blinded
treatment for 2 years and are followed up every 6 months, then annu-
ally up to 10 years for Disease Free Survival (DFS). This creates burden
on the site and the patient. For some sites it has been necessary to
move towards self-reported follow up (FU) via questionnaires to reduce
the burden. Not all sites have taken up the opportunity and it is not an
option in the UK. There was concern within the trial committees that
self-reported FU could result in a loss of data or accuracy, producing
bias in the principal analysis. It was agreed that the validity of self-
reported FU compared to conventional centre-based methods should
be retrospectively assessed within the trial. g
y
g
This presentation will explore adaptations to a typically rigid QC
process that are necessary when reviewing interim/incomplete data. Such adaptations focus on a risk-based approach to QC to ensure
that a DMC can make informed decisions with more confidence in
the data and programming. P321
The impact of sample size re-estimation using baseline ICC in
cluster randomized trials: 3 case studies
Kaleab Abebe1, Kelley A. Jones1, Elizabeth Miller1, Daniel J. Tancredi2
1University of Pittsburgh; 2University of California Davis
Correspondence: Kaleab Abebe
Trials 2017, 18(Suppl 1):P321 An evaluation of statistical methods for predicting timelines for
reaching target number of events in clinical trials with time-to-event
endpoints
1
2
2
3 Emma Clark1, Hans-Joachim Helms2, Sven Stanzel2, Fan Xia3
1Roche Products Ltd; 2Hoffmann-La Roche Ltd; 3Roche Product
Development
Correspondence: Emma Clark
Trials 2017, 18(Suppl 1):P323 Results g
In this talk, we will review sample size re-estimation methods for cluster
RCTs and describe three completed studies: CBIM High School, SHARP
(School Health Center Healthy Adolescent Relationships Program), and
ARCHES (Addressing Reproductive Coercion in Health Settings). After
providing an overview of the study designs and primary outcomes, we
will discuss the initial sample size calculations with the assumed ICC as
well as the final ICC at the end of study. Additionally, we will highlight
the impact of post-hoc sample size re-estimation methods on the tar-
get sample size as well as the primary results. DMC report production: considering a risk-based approach to
quality control DMC report production: considering a risk-based approach to
quality control
Amber Randall, Bill Coar
Axio Research
Correspondence: Amber Randall
Trials 2017, 18(Suppl 1):P320 DMC report production: considering a risk-based approach to
quality control
Amber Randall, Bill Coar
Axio Research
Correspondence: Amber Randall
Trials 2017, 18(Suppl 1):P320 quality control
Amber Randall, Bill Coar
Axio Research
Correspondence: Amber Randall
Trials 2017, 18(Suppl 1):P320 y
Amber Randall, Bill Coar
Axio Research
Correspondence: Amber Randall
Trials 2017, 18(Suppl 1):P320 Kukatharmini Tharmaratnam, Thomas Jaki Lancaster University
Correspondence: Kukatharmini Tharmaratnam
Trials 2017, 18(Suppl 1):P322 Quality control is fundamental to ensuring both correct results and
sound interpretation of clinical trial data. Most QC procedures are a Page 123 of 235 Trials 2017, 18(Suppl 1):200 Page 123 of 235 Background been reached. At the planning stage of such studies, the number of
events required for statistical analysis and predictions of the ex-
pected date when this target number of events will be reached, are
typically based on protocol assumptions and conducted by use of a
simple parametric model. A blinded re-evaluation of these predic-
tions is recommended to obtain more accurate predictions as the
trial progresses and events accumulate. Different statistical ap-
proaches have been proposed in the literature for making such
predictions, including parametric approaches assuming smooth
underlying survival functions, nonparametric approaches and hy-
brid methods applying a non-parametric model where data are
available, complemented with a parametric tail for regions where
no data are yet available. Factors such as study design and ratio of
number of events in relation to sample size can impact the model
estimates derived from the various statistical methods, thereby
making the choice of the optimal prediction method for a particular
study a key decision which can influence the reliability of the pre-
dictions. We report results obtained from a systematic comparison
of the different methods via simulation studies. The point estimates
of the predicted analysis times and number of events, along with
their variability as measured by confidence interval, are investi-
gated under varying study scenarios and findings are discussed. Keywords: time-to-event, event prediction, parametric, hybrid. g
Individual populations within a research study are typically heteroge-
neous. Characteristics such as genetics, disease etiology and severity
vary between individuals and potentially affect the response to treat-
ment. Treatment effectiveness is, however, typically assessed using the
average treatment effect or at most treatment effect within (prespeci-
fied) subgroups. Recently, developed approaches allow researchers to
predict an individual's response to treatment allowing individualized
treatment instead of relying on averages from a group or subgroup. Lamont et al. (2016) de ne Predicted Individual Treatment Effects (PITE)
and introduce the framework of PITE. The objective of this work is to
propose, derive and evaluate prediction interval for PITE. The PITE can be estimated utilizing multiple imputation to obtain
treatment effect estimates on a patient level. Based on this approach
we develop a method to compute prediction intervals on an individ-
ual patient level. To ensure adequate estimate of the variability
which is required to obtain such intervals, we investigate different
model selection methods. Objective To compare ML, MI and IPW approaches for handling missing longi-
tudinal proms data in RCTs. P323 P323
An evaluation of statistical methods for predicting timelines for
reaching target number of events in clinical trials with time-to-even
endpoints
Emma Clark1, Hans-Joachim Helms2, Sven Stanzel2, Fan Xia3
1Roche Products Ltd; 2Hoffmann-La Roche Ltd; 3Roche Product
Development
Correspondence: Emma Clark
Trials 2017, 18(Suppl 1):P323 Background Missing data are a potential source of bias in the results of randomised
controlled trials (RCTs), which can have a negative impact on guidance
derived from them, and ultimately patient care. However, missing data
are generally unavoidable in clinical research, particularly in patient re-
ported outcome measures (PROMs). For longitudinally collected out-
comes, often only a small subset of participant will have complete data
for all relevant time points. Multilevel mixed-effects linear regression
models are commonly used to analyse longitudinal data. A number of
methods are available to handle missing data in such analyses, includ-
ing maximum likelihood (ML), multiple imputation (MI) and inverse
probability weighting (IPW). Direct comparisons of such methods for
missing proms data in RCT settings are needed to ensure the bias intro-
duced in such analyses is minimised. Results We used continuous response variable and binary covariates to fit re-
gression model in all simulation studies. The simulation results show
that, using no variable selection leads to an under estimation of the
variability and hence under coverage. But the prediction intervals
achieve good coverage when we use variable selection methods
stepbic or Lasso. Lasso variable selection method works better even
with small sample sizes. We have considered different set of selected
variables used to get the PITE, those are separately selected variables
from each arm, union of selected variables from both arm and the
selected variables from joint model. Our simulation results indicates
all of these sets are perform well. In practice, the variables selected
from joint model would be more reasonable to use because we will
have new patients from any of the arms. We considered uncorre-
lated, perfectly correlated and partially correlated responses in the
simulation studies. Our proposed approach performs well with all of
these correlation structure. To illustrate proposed method, we used
PRO-ACT data (http://nctu.partners.org/proact) in ALS clinical trials. We used patients with equal number of individuals (n = 1500) from
the placebo and active treatments group. We used the response vari-
able ALSFRS slope as used in Kuffner et al.(2015) compute from re-
peated measure of ALSFRS score (ALS Functional Rating Scale) and
covariates are several baseline information, Age, Gender, Ethnicity,
etc.… for each patient. We applied lasso regression and selected the
variables Gender, Age, Race, onset-delta and onset-site to get good
PITE for each individuals. We calculate 95% prediction intervals for
each patients. The estimated PITE and its intervals are reasonably
good. Discussion: Our proposed approach to find the prediction
interval for PITE performs well in the simulation studies and real data
example. We could use other type of response variables and covari-
ates in the model to estimate PITE and also we may use interaction
models and more complex mixed models to get PITE in future work. A comparison of statistical approaches for analysing missing
longitudinal patient reported outcome data in randomised
controlled trials
Ines Rombach1, Alastair Gray1, Crispin Jenkinson2, Oliver Rivero-Arias3
1Health Economics Research Centre, University of Oxford; 2Health
Services Research Unit, University of Oxford; 3National Perinatal
Epidemiology Unit, University of Oxford
Correspondence: Ines Rombach
Trials 2017, 18(Suppl 1):P325 tudinal pro
Methods Kuffner et al. (2015), Crowdsourced analysis of clinical trial data to predict
amyotrophic lateral sclerosis progression. Nature Biotechnology, 33:51–57. References Kuffner et al. (2015), Crowdsourced analysis of clinical trial data to predict
amyotrophic lateral sclerosis progression. Nature Biotechnology, 33:51–57. Lamont et al. (2016), Identification of predicted individual treatment effects Methods Real-life missing data following missing at random patterns were
simulated within the follow-up of an RCT using the Oxford Knee
Score. Datasets of sample sizes ranging from 100 to 1,000 with miss-
ing proms outcome data in 10% to 40% of participants were simu-
lated. Both intermittently missing data and monotone missing data
patterns were considered. Missing data was addressed using ML, MI
and IPW. Performance of the different approaches was assessed by
the bias introduced in the treatment coefficients from multilevel
mixed-effects linear regression models obtained for 1000 simulations. Root mean square errors (RMSE) and mean absolute errors (MAE)
were used as performance parameters. Lamont et al. (2016), Identification of predicted individual treatment effects
(PITE) in randomized clinical trials Statistical Methods in Medical Research Lamont et al. (2016), Identification of predicted individual treatment effects
(PITE) in randomized clinical trials. Statistical Methods in Medical Research. (PITE) in randomized clinical trials. Statistical Methods in Medical Research. P327 T cells in type 1 diabetes: dilfrequency study
James Howlett1, Adrian Mander1, Simon Bond2, Frank Waldron-Lynch3
1MRC Biostatistics Unit Hub for Trials Methodology Research;
2Cambridge Clinical Trials Unit, Cambridge University Hospitals NHS
Foundation Trust; 3Division of Experimental Medicine &
h
f
d
f
b d Background In this paper, we compare different methods of calculating sample sizes
for comparing two independent means of a continuous outcome with
baseline and post-intervention measurements of a randomised con-
trolled trial (RCT). Sample size calculations typically use published re-
sults from similar trials, and we illustrate the different methods using
published results from the MOSAIC trial. Methods Thirty-six participants with T1D were administered repeat doses of alde-
sleukin with the aim of establishing the optimal dose-frequency to de-
liver drug to increase Tregs, CD25 (Subunit of the IL-2 receptor)
expression on Tregs, whilst minimising the increase in Teffs. There was
an initial learning phase with six pairs of participants, each pair receiv-
ing one of six preassigned dose-frequencies from 0.09-0.47x106 IU/m2
and 2–14 days, in order to model the dose-frequency response. At the
first interim analysis following the learning phase, the target increases
(30% Treg, 25% CD25, 0% Teff) for each of the endpoints were selected
by the dose frequency committee. The subsequent 3 groups of 8 par-
ticipants were administered dose-frequencies based on the results from
statistical analyses of all data from previous groups. When allocating
treatment regimens, consideration was given to the probability of the
predicted increases fall within the target ranges as well as the distance
the predicted increases are from the targets for each dose-frequency. Results Comparing different ways of calculating sample size for a
randomised controlled trial using baseline and post-intervention
measurements yp
q
y
y
James Howlett1, Adrian Mander1, Simon Bond2, Frank Waldron-Lynch3
1MRC Biostatistics Unit Hub for Trials Methodology Research;
2Cambridge Clinical Trials Unit, Cambridge University Hospitals NHS
Foundation Trust; 3Division of Experimental Medicine & Lei Clifton1, Jacqueline Birks1, David A. Clifton2
1Centre for Statistics in Medicine (CSM), Oxford University; 2Institute of
Biomedical Engineering, Department of Engineering Science, University
of Oxford Correspondence: Lei Clifton
Trials 2017, 18(Suppl 1):P327 Correspondence: Lei Clifton
Trials 2017, 18(Suppl 1):P327 Results Non-convergence issues were observed for the IPW approach for
small sample sizes. Complex MI models needed to be simplified to
obtain valid results for combinations of small sample sizes and large
proportions of missing data. Bias in the treatment coefficient in-
creased both with decreasing sample size and increasing proportions In clinical trials with time-to-event outcomes, interim or final analyses
are often planned after a pre-defined target number of events has Trials 2017, 18(Suppl 1):200 Page 124 of 235 Page 124 of 235 of missing data. MI and ML performed similarly when similar variables
were included in both the imputation and analysis model, and when
the imputation model was restricted to baseline variables. However, MI
was less biased than ML when additional post-randomisation data were
used in the imputation model. Both approaches were less biased when
follow-up data was missing intermittently compared to monotone
missing data scenarios due to drop-out. IPW introduced more bias in
the model results than both ML and MI across all sample size and miss-
ing data scenarios. ANCOVA. The correlation between the post-intervention and baseline
measure is likely to reduce as the duration prolongs; therefore the
duration between the post-intervention and baseline need to be
taken into account For example, the MOSAIC trial reported the SF-36
energy/vitality score at 6 months, for which we have derived r = 0.7. If the post-treatment time point of this measure in the planned RCT
is at 12 months, then we will need to reduce the value of r for the
sample size calculation. The resulting sample sizes are shown by the
sensitivity analysis in this paper. Background In type 1 diabetes (T1D) there is a deficiency in the interleukin 2 (IL-2)
pathway leading to a loss of regulatory T cell (Treg) function. Dilfre-
quency aims to determine the optimal dosing regimen of ultra-low
dose recombinant IL-2 (aldesleukin) to improve Treg function while
limiting the activation of CD4 T effector cells (Teff) in participants
with T1D. Conclusions
CO
ll Conclusions MI can offer benefits over ML for handling missing longitudinal proms
data when additional post-randomisation information is available. For
RCTs with sample sizes up to 1000, the use of IPW is not recommended
to handle missing data. The findings also demonstrate the importance
of minimising missing data and continued data collection beyond
missed appointments to inform the analysis and imputation models. The results presented in this presentation focus on missing at random
mechanisms, and sensitivity analyses to investigate the effect of other
missing data mechanisms remains imperative. ANCOVA allows efficient sample size calculation by utilising the cor-
relation between the baseline and post-intervention measurements;
however, one must be aware of its implications and consider factors
such as duration of the intervention. In comparison, using a t-test
produces a more conservative (i.e. Larger) sample size than using
ANCOVA. In the situation when sample size is calculated by a t-test instead of
ANCOVA, sample size using change score from baseline can be smaller
or larger than that using post-intervention score alone, depending on
the value of the correlation coefficient r. The choice of the outcome
measure should be driven by clinical knowledge instead of a mere pur-
suit of small sample size. p
Methods The methods we discuss are suitable for sample size calculation using a
continuous outcome measure. Suppose
the
primary
continuous
outcome measure is Y, with Y_0 and Y_1 denoting Y at baseline and
post-intervention, respectively. Let r denote the correlation coefficient
between Y_0 and Y_1. We discuss the following two factors: 1. The choice of the primary outcome measure: post-intervention
measure Y_1 vs. Change from baseline (i.e. Y_1-Y_0). 2. The choice of statistical methods for sample size calculation for
two independent means: t-test without using r vs. Analysis of covari-
ance (ANCOVA) using r. We show how to use the Variance Sum Law to derive r between Y_0
and Y_1, and then how to use the derived r to calculate sample size
by ANCOVA. We discuss the assumptions of the ANCOVA method
and its implications for the trial design. Improving precision by adjusting for prognostic baseline variables
in randomized trials with binary outcomes, without regression
model assumptions We advocate reporting the standard error (SE) of the mean change
between the baseline and post-intervention measurements, as did
the MOSAIC publication. It provides insight into the correlation be-
tween the baseline and post-intervention measurements, and
therefore allows the sample size to be calculated and compared in
different ways. p
Jon Steingrimsson, Daniel F. Hanley, Michael Rosenblum
Johns Hopkins University
Correspondence: Jon Steingrimsson
Trials 2017, 18(Suppl 1):P326 p
Jon Steingrimsson, Daniel F. Hanley, Michael Rosenblum
Johns Hopkins University
Correspondence: Jon Steingrimsson
Trials 2017, 18(Suppl 1):P326 This abstract is not included here as it has already been published. P328 P328
A response-adaptive trial to determine the optimal IL-2
dose-frequency to achieve multiple target increases on regulatory
T cells in type 1 diabetes: dilfrequency study
James Howlett1, Adrian Mander1, Simon Bond2, Frank Waldron-Lynch3
1MRC Biostatistics Unit Hub for Trials Methodology Research;
2Cambridge Clinical Trials Unit, Cambridge University Hospitals NHS
Foundation Trust; 3Division of Experimental Medicine &
Immunotherapeutics, Department of Medicine, University of Cambridge
Correspondence: James Howlett
Trials 2017, 18(Suppl 1):P328 P326 3 6
Improving precision by adjusting for prognostic baseline variables
in randomized trials with binary outcomes, without regression
model assumptions Conclusions Conclusions When randomisation has been stratified on a categorised continuous
variable, there is no difference between adjusting for the underlying
continuous variable and adjusting for the categorisation. When the
continuous variable has a large effect on the outcome and the vari-
able has not been stratified on, power is lost if the analysis is ad-
justed for the categorisation as opposed to the continuous variable. It is safer to always adjust for the underlying continuous variable. Three approaches to this problem are apparent: i) analyse any partici-
pants that have currently completed the study accepting that the
success rate is temporarily reduced; ii) analyse a full cohort of pa-
tients that have completed the study using a pre-defined cut-off
period, e.g. Only those randomised greater than nine months previ-
ously; and iii) switch analytical methods during the interim period to
utilise survival analysis methodology (e.g. Kaplan-Meier, Cox Propor-
tional Hazards), censoring participants at the point of last know
follow-up if not yet completed the study. Aim The aim of this work is to use formal causal inference techniques to
help trial researchers understand when the treatment effect estimate
will be biased due to recruitment issues, by using Directed Acyclic
Graphs (DAGs) and d-separation, and to give a measure of the size of
these biases. Methods: We considered several situations that could lead
to recruitment bias in a CRT, namely where individual recruitment is Discussion In studies of this type, Trial Statisticians should consider planning the
use of survival analysis methodology during the interim period regard-
less of planned final analysis methods to enable provision of inform-
ative estimates to independent Data Monitoring Committees. Results When the randomisation was stratified, the nominal power and sig-
nificance levels were maintained unconditionally. When the random-
isation was unstratified, the nominal power and significance levels
were maintained except when both (i) the analysis was adjusted for
the categorisation; and (ii) the effect of the underlying continuous
variable on the outcome was large. Understanding, quantifying and reducing recruitment bias in
cluster randomized trials
Karla Diazordaz
LSHTM
Trials 2017, 18(Suppl 1):P331 Understanding, quantifying and reducing recruitment bias
cluster randomized trials
Karla Diazordaz
LSHTM
Trials 2017, 18(Suppl 1):P331 Understanding, quantifying
cluster randomized trials
Karla Diazordaz
LSHTM
Trials 2017, 18(Suppl 1):P331 Trials 2017, 18(Suppl 1):P331 Discussion p
Results p
y
p
y
Results
ll h
h
ll
d
f We will show that: option i) will not provide appropriate estimates of
current success rates and could potentially bias interim efficacy esti-
mates if there is a difference between groups in early failures; option
ii) will provide appropriate estimates of current live birth rate but will
limit the amount of data available for analysis and therefore poten-
tially hamper decision-making; and option iii) will utilise all available
data for analysis of efficacy and also provide appropriate interim esti-
mates of the live birth-rate. Adjusting trial analyses for continuous stratification variables
Tom Morris, Shaun Barber, Cassey Brookes
Leicester Clinical Trials Unit
Trials 2017, 18(Suppl 1):P330 Adjusting trial analyses for continuous stratification variables
Tom Morris, Shaun Barber, Cassey Brookes
Leicester Clinical Trials Unit
Trials 2017, 18(Suppl 1):P330 p
Results p
g
We discuss the existing research on how the value of correlation
coefficient r influences the sample size, using change score from
baseline vs. Post-intervention score alone. We found at each pre-planned interim analyses, that the optimal dose-
frequency was estimated with increasing accuracy, thereby allowing
more participants to be allocated dose-frequencies close to the optimal
than would be possible in a non-adaptive design. The results from the
final interim analysis suggest that the optimal aldesleukin dose to We perform a sensitivity analysis on different values of r to show the
effect of the strength of the correlation on the sample size by Page 125 of 235 Page 125 of 235 Trials 2017, 18(Suppl 1):200 maintain steady state increases in Tregs and CD25 expression is be-
tween 0.20 x106 IU/m2 and 0.32x106 IU/m2 at a frequency of every
3 days. Results from the final analysis are ongoing and will be pre-
sented when available. guarantees that similar numbers of patients are allocated to each
arm, within limits determined by the block size(s). This type of ran-
domisation can be stratified, so that balance is achieved within the
strata, rather than overall. The analysis of data from such trials should
be adjusted for the stratification variables [1]. Stratification variables
must be categorical, and therefore, if randomisation is to be stratified
on a continuous variable, the variable must first be split into categor-
ies (e.g. BMI is often categorised as underweight/normal, overweight,
or obese). It is well known that a continuous covariate should not be
categorised in an analysis (or anywhere else) without good reason. The question this investigation aims to answer is: should the analysis
of a trial in which randomisation has been stratified on a categorised
continuous variable be adjusted for the categorisation, or the under-
lying continuous variable? Methods Reference [1] Improper
analysis
of
trials
randomised
using
stratified
blocks
or
minimisation, Brennan Kahan, Tim Morris, Statist. Med. 2012, 31 328–340. Statistical issues in data monitoring of clinical trials that
incorporate assessment of pregnancy loss Statistical issues in data monitoring of clinical trials that
incorporate assessment of pregnancy loss
Lee Middleton, Konstantinos Tryposkiadis, Versha Cheed
University of Birmingham
Correspondence: Lee Middleton
Trials 2017, 18(Suppl 1):P329 p
p
g
y
Lee Middleton, Konstantinos Tryposkiadis, Versha Cheed
University of Birmingham
Correspondence: Lee Middleton
Trials 2017, 18(Suppl 1):P329 Background Independent data monitoring in clinical trials of pregnant women where
successful pregnancy is one of the outcomes is hugely important given
the sensitive nature of these studies. Recommendations regarding early
stopping or protocol modification can only be made with appropriate
data available. Our experience in the NIHR-funded TABLET, PRISM and C-
STICH studies suggests certain elements of data monitoring - namely
oversight of interim estimates of the overall event rate and efficacy esti-
mates - require careful consideration and forward planning. Methods Simulations were performed to assess the effect on the significance
level and power of analyses in which the (continuous) outcome de-
pends on a continuous covariate, and the randomisation has been
stratified on a categorisation of this continuous variable. Three differ-
ent relationships between the variable and the outcome were tested:
linear, non-linear, and none, where the non-linear relationship meant
that different slopes were used for each level of the (binary) categor-
isation. The slopes in the linear and non-linear cases were varied in
magnitude. For each simulation, 10,000 data sets were generated,
and each was analysed in two models, one adjusting for the continu-
ous variable and the other for the categorisation. The simulations
were also conducted with unstratified randomisation. Primary outcomes for the aforementioned studies are variations of suc-
cessful pregnancy (either live birth > 34 weeks or pregnancy loss up to
the first week of life) and are planned to be analysed at the end of the
trial as dichotomous outcomes (success/fail) through the generation of
relative risks and associated confidence intervals using standard meth-
odology. However, interim assessment during the recruitment period
requires further thought as the failure rate is temporarily inflated due
to the fact that treatment failures (e.g. Miscarriage or still births) are
?A3B2 show $132#?>accumulated sooner than successful outcomes
(live births). In these circumstances, the Trial Statistician and Data Moni-
toring Committee need to consider their approach in how to monitor
both the sample size assumptions and interim estimates of efficacy. Background Cluster randomized trials (CRTs) are becoming increasingly common
in primary care and public health. Often clusters are recruited and
randomised before suitable individuals are identified and recruited to
participate or consent to data collection, leading to possible bias if
the recruited/consented individuals differ systematically from those
who do not. It is often thought that this biases may be particularly
important when recruitment rates vary across clusters and interven-
tion arms. Adjusting trial analyses for continuous stratification variables
Tom Morris, Shaun Barber, Cassey Brookes
Leicester Clinical Trials Unit
Trials 2017, 18(Suppl 1):P330 Background g
A competing risk is an event that prevents an event of interest, such
as a primary trial outcome, from occurring. The most common com-
peting risk is death. Ignoring a competing risk in the analysis of a
trial results in invalid estimates of the cumulative incidence (absolute
risk) of the event of interest. Ignoring competing risks can also result
in invalid comparisons between treatment and control groups, for
example by biasing the estimate of the hazard ratio. Methods We reviewed currently methods for dealing with competing risks. The two most commonly used methods were the Fine and Gray
model and cause-specific hazards models. We aimed to illustrate the
effect of competing risks on estimates of cumulative incidence or es-
timates or hazard ratios. We aimed to characterise the scenarios
where bias is most likely to occur and most likely to be large. We reviewed currently methods for dealing with competing risks. The two most commonly used methods were the Fine and Gray
model and cause-specific hazards models. We aimed to illustrate the
effect of competing risks on estimates of cumulative incidence or es-
timates or hazard ratios. We aimed to characterise the scenarios
where bias is most likely to occur and most likely to be large. We used data from 3 large Phase III randomised clinical trials in car-
diovascular disease: EMPHASIS-HF, EPHESUS and RALES. We chose
heart failure hospitalisation as the event of interest and cardiovascu-
lar death as the competing event. Missing data can be a serious problem in longitudinal studies be-
cause of the increased chance of drop-out and other non-response
across the multiple time points, and can be particularly challenging
when there are different causes of the missing values. For instance,
the reasons that patients completely drop-out of the study (mono-
tone missingness) may be very different from those for failing to at-
tend a particular follow-up appointment (intermittent missingness). Also, for some types of missingness, it is often plausible to assume
that data may be “missing not at random” (MNAR), i.e. after condi-
tioning on the observed data, the probability of missing data may
depend on the underlying unobserved values. For example, in critical
care trials the collection of hourly/daily biomedical data may take
place at the local physician’s discretion and lead to intermittent miss-
ingness that is related to the severity of the patient’s illness. Conclusions Recruitment bias in CRTs happens when recruitment/consent is dif-
ferential by treatment allocation and associated to a variable which
is also associated with the outcome. If this variable is observed, we
can control for it in the models, and our treatment effect will be un-
biased. However, if the variable is unobserved, the treatment effect
will be biased. This bias is small when recruitment rates are high. The
possibility that recruitment is associated with treatment assignment
can be minimised by identifying/recruiting individuals prior to cluster
randomisation, or by blinding recruiters and potential participants as
much as possible). In addition, if researchers know which individual
characteristic is likely to be associated with the systematic differences
in recruitment/consent, measuring this and adjusting for it, can miti-
gate the recruitment bias. Results Cause-specific hazards over-estimate cumulative incidence, whereas
the Fine and Gray method correctly adjusts estimates of cumulative
incidence to take into account competing risk. Both cause-specific hazards models and Fine and Gray models give
biased estimates of the hazard ratio for treatment effect. When using
the cause-specific hazards model, the likely size of the bias was small
or moderate in the examples we studied, but the bias was larger
when using the Fine and Gray model. Competing risks caused larger
biases when the event occurred in larger numbers of patients; oc-
curred earlier during follow up; or occurred more frequently in either
the treatment or control group. Results We have formal results showing when there is bias present, for ex-
ample when the probability of recruitment and the outcome both
depend on a common individual-level covariate, and these associa-
tions are differential by treatment allocated. In the simulations, we
found that where this bias is present, it can be over half a standard
deviation of the true causal treatment effect. Background For PIVOT, our interest is in the health-
related quality of life outcome, which was collected every 12 weeks
over a 3-year period, but suffered from substantial intermittent
(35%) and monotone (20%) missingness in both arms. For each
outcome, we compare the results from alternative assumptions
about the longitudinal missing data mechanisms with the pub-
lished trial results and assess the implications for decision uncer-
tainty. As an example, provisional results from the sensitivity
analysis for VASST find that the average cardiac index over time
was 9% higher for patients treated with vasopressin compared with
those treated with norepinephrine (95% credible interval: 1%-17%),
whereas the original analysis reported no difference. We conclude
that this approach to sensitivity analysis provides a flexible frame-
work to assess the implications of the missing data for the trial
conclusions. associated with treatment allocation and/or another variable (either
measured or unmeasured), and use d-separation to show when the
treatment effect is biased due to the associations induced by condi-
tioning the analyses to those individuals in the population who are
recruited (or consented). We also conducted a simulation study in
which we varied the magnitude of association among the individual-
level covariate, treatment allocation at the cluster-level, the probability
of recruitment, and the outcome variable. We considered two different
individual recruitment rates: 50% and 75%. l associated with treatment allocation and/or another variable (either
measured or unmeasured), and use d-separation to show when the
treatment effect is biased due to the associations induced by condi-
tioning the analyses to those individuals in the population who are
recruited (or consented). We also conducted a simulation study in
which we varied the magnitude of association among the individual-
level covariate, treatment allocation at the cluster-level, the probability
of recruitment, and the outcome variable. We considered two different
individual recruitment rates: 50% and 75%. l Background Faced
with MNAR data, missing data guidelines recommend sensitivity ana-
lysis to allow for alternative assumptions about the missing data. A
useful approach is to use selection models, which specify a marginal
distribution for the outcomes (analysis model) and a conditional
distribution for the missing value indicators given the outcomes
(missingness model). Selection models are particularly attractive in
longitudinal studies, because they can recognise that the missing
data mechanism may be distinct across the different types of miss-
ingness. This research proposes flexible Bayesian selection models
for assessing the robustness of trial results to alternative realistic as-
sumptions about the different forms of missingness. In particular, we
consider i) the implications of different model choices to allow for y
y
g
We used data from 3 large Phase III randomised clinical trials in car-
diovascular disease: EMPHASIS-HF, EPHESUS and RALES. We chose
heart failure hospitalisation as the event of interest and cardiovascu-
lar death as the competing event. Background Randomisation in clinical trials is often performed using permuted
blocks, in which the randomisation of a patient is dependent on the
randomisation of the other patients in the same block. This method Page 126 of 235 Page 126 of 235 Trials 2017, 18(Suppl 1):200 Trials 2017, 18(Suppl 1):200 Page 126 of 235 complex longitudinal data structures and ii) the incorporation of
clinical expert knowledge about the reasons for the missing values
through informative priors in the missingness model. We illustrate
the methods using two examples: the Vasopressin and Septic
Shock Trial (VASST) and the Protease Inhibitor Monotherapy Versus
Ongoing Triple Therapy Trial (PIVOT). For VASST, we reanalyse the
cardiac index data, collected at baseline and 9 subsequent time-
points over the following 96 hours. Monitoring started after base-
line for a third of the patients and was discontinued as a result of
both death and recovery. For PIVOT, our interest is in the health-
related quality of life outcome, which was collected every 12 weeks
over a 3-year period, but suffered from substantial intermittent
(35%) and monotone (20%) missingness in both arms. For each
outcome, we compare the results from alternative assumptions
about the longitudinal missing data mechanisms with the pub-
lished trial results and assess the implications for decision uncer-
tainty. As an example, provisional results from the sensitivity
analysis for VASST find that the average cardiac index over time
was 9% higher for patients treated with vasopressin compared with
those treated with norepinephrine (95% credible interval: 1%-17%),
whereas the original analysis reported no difference. We conclude
that this approach to sensitivity analysis provides a flexible frame-
work to assess the implications of the missing data for the trial
conclusions. complex longitudinal data structures and ii) the incorporation of
clinical expert knowledge about the reasons for the missing values
through informative priors in the missingness model. We illustrate
the methods using two examples: the Vasopressin and Septic
Shock Trial (VASST) and the Protease Inhibitor Monotherapy Versus
Ongoing Triple Therapy Trial (PIVOT). For VASST, we reanalyse the
cardiac index data, collected at baseline and 9 subsequent time-
points over the following 96 hours. Monitoring started after base-
line for a third of the patients and was discontinued as a result of
both death and recovery. P334
How and when do competing risks influence results from clinical
trials? John Gregson
London Schoole of Hygiene and Tropical Medicine
Trials 2017, 18(Suppl 1):P334 John Gregson
London Schoole of Hygiene and Tropical Medicine
Trials 2017, 18(Suppl 1):P334 P333
A bayesian framework to address missing not at random data in
longitudinal studies with multiple types of missingness
Alexina Mason1, Richard Grieve1, Anthony C. Gordon2, James A. Russell3,
Simon Walker4, Nick Paton5, James Carpenter1, Manuel Gomes1
1London School of Hygiene and Tropical Medicine; 2Imperial College
London; 3University of British Columbia; 4University of York; 5National
University of Singapore
Correspondence: Alexina Mason
Trials 2017, 18(Suppl 1):P333 Methods We explored a series of ways of modifying the KM graph with two ob-
jectives: (1) clearly and accurately representing the numbers censored,
experiencing events, and still ‘at risk’, and (2) displaying uncertainty. We
included combinations of often-used basics, such as censoring marks
and simple risk tables, to more sophisticated risk tables, companion
risk-and-event graphs, area shading graphs which represent at-risk pop-
ulations, and re-construction of the KM lines themselves with sampling. We used trial data to illustrate the strengths and weaknesses of each
possible approach. An international survey is in development which will
seek responses during winter 2016 17 from people with a wide range
of relevant perspectives, including statisticians, clinicians, journal editors
and regulators. A fun, supplemental interactive vote would be under-
taken on-site during the conference. 1Imperial College London; 2Imperial College London, School of Public
Health, Imperial Clinical Trials Unit; 3Cardiff University, College of
Biomedical & Life Sciences, Centre for Trials Research; 4Imperial College
London, Department of Surgery & Cancer, Division of Cancer Potential Impact There is potential to improve the presentation of KM graphs and,
furthermore, to convey more information about the results of clinical
trials. However, implementation in manuscripts would likely depend
on the willingness of editors to make the necessary space. Discussion Conclusions The cumulative incidence of a primary outcome can be accurately es-
timated using the Fine and Gray method. However, when estimating
the hazard ratio for treatment effect of an event of interest, current
methods do not adequately deal with competing risks. Trials 2017, 18(Suppl 1):200 Page 127 of 235 the selection rules are not properly taken into account by the estima-
tion strategy, then intuitively one might expect overly optimistic esti-
mates of the treatment effect of the selected candidate, given that it
had to perform ‘well’ in the first stage in order to proceed to the sec-
ond stage. Improving Kaplan – Meier graphs: better presentation of
numbers-at-risk, cumulative events and measures of uncertainty
Matthew Sydes1, Christopher C. Jarvis2, Babak Choodari-Oskooei1,
Patrick P. J. Phillips1, Tim P. Morris1
1MRC Clinical Trials Unit at UCL, Institute of Clinical Trials Methodology,
UCL, London, UK; MRC London Hub for Trials Methodology Research,
London, UK; 2London School of Hygiene and Tropical Medicine, London,
UK; MRC London Hub for Trials Methodology Research, London, UK
Correspondence: Matthew Sydes
Trials 2017, 18(Suppl 1):P335 To efficiently and completely correct for selection bias in adaptive
two-stage clinical trials, uniformly minimum variance conditionally
unbiased estimators (UMVCUEs) have been derived for a variety of
trial designs with normally distributed data. However, a common as-
sumption is that the variances are known exactly, which is unlikely to
be the case in clinical practice. In this paper, we extend the work of Cohen and Sackrowitz (Statistics
& Probability Letters 1989), who proposed an UMVCUE for the best
performing candidate in the normal setting with a common un-
known variance, but only when the first stage sample sizes are all
equal and the second stage sample size is equal to one. y
Methods Variable selection methods were performed on SCOTROC4 trial data
collected from Scottish Gynecologic Cancer Trials Group. The original
cohort included 964 patients, of which 155 patients had both
available protein expression data in tumour samples assessed by in-
dependent scorers, and evaluable CA125 data which monitored pa-
tients’ therapeutic response. Following clinical consultation, response
was defined as >50% reduction in CA125 baseline post-treatment. A
pre-selection method to improve variable selection efficiency re-
duced 26 candidate proteins to 6: cycline E, SENP2, p53, folr2, larp1
and Ki-67. Backwards selection (BS), Akaike Information Criterion
(AIC) and LASSO methods were then applied to create predictive
models. Accuracy (sensitivity and specificity) of models was assessed
through receiver operating characteristic (ROC) curve and area under
the curve (AUC). Discrimination ability was assessed through box-and-
whisker plots of predicted probability of responding/non-responding
groups (127 and 28 patients respectively). 10-fold stratified cross-
validation was applied to BS and AIC to control for over-fitting. Performance ability from the full model, BS, AIC, LASSO, cross-
validated BS and cross-validated AIC were compared. To assess
clinical usefulness, Positive predictive value (PPV) and negative
predictive value (NPV) were calculated by extracting accuracy
values from the most accurate model and prevalence of thera-
peutic response from the original cohort. If there is agreement on a new standard which is not yet routinely
available in the major statistical packages, work will be required to
make these routinely and simply available. Conditionally unbiased estimation in two-stage adaptive trials with
unknown variances Results Several ways to improve depictions of survival data will be presented
on the poster. Results of the survey will be presented at the meeting. We will summarise the strengths and weaknesses. Background Clinical trials are valuable resources for biomarker exploration as
prospectively collected data and experimental designs minimise
bias. Models using multiple biomarkers to predict therapeutic re-
sponse are of particular interest; however, the high-dimensional,
small datasets come with challenges. This study aimed to high-
light over-fitting issues with producing predictive models using
commonly-used methods for Stratified Medicine in typical clinical
trial datasets, using an ovarian cancer trial derived dataset as a
case study. Background Kaplan – Meier (KM) graphs are the standard approach for depicting
outcomes and risks over time for time-to-event outcome measures, in-
cluding, for example, survival-based outcome measures which are
widely used in many disease areas. In the context of clinical trials using
these outcome measures, a KM graph is ubiquitous, and is intended to
provide a visual representation of any difference between groups or
lack thereof and is therefore critical to the interpretation and impact of
the trial results. We believe, however, that the standard version of KM
graphs can sometimes mislead. One challenge is that the number of
patients contributing information decreases as time increases, but the
eye is naturally drawn to the right-hand side of the graph where there
are fewer data. Another challenge is the uncertainty in the data under-
pinning the lines. There is no widely agreed way to depict this informa-
tion, and is insufficiently clearly presented in most journals’ graphs. M th d Our extension allows for arbitrary first and second stage sample sizes
for the different treatment arms, and can also be used to estimate
the outcome measure of the j-th best candidate out of k. We show
through a simulation study that the UMVCUE that assumes a known
variance and estimates it from the trial data is no longer unbiased,
and will have a higher mean squared error than our new estimator if
the variance is overestimated. Issues with over-fitting in predictive models produced for stratified
medicine: a case study on an ovarian cancer trial
Meredith Martyn1, Xinxue Liu2, Charlotte Wilhelm-Benartzi3, Robert Brown4,
Deborah Ashby2
1Imperial College London; 2Imperial College London, School of Public
Health, Imperial Clinical Trials Unit; 3Cardiff University, College of
Biomedical & Life Sciences, Centre for Trials Research; 4Imperial College
London, Department of Surgery & Cancer, Division of Cancer
Correspondence: Meredith Martyn
Trials 2017, 18(Suppl 1):P337 p
Conclusion Evidence of over-fitting issues were present in all variable selection
methods, including LASSO which supposedly controls for over-fitting
within its algorithm. LASSO proved advantageous with its enhanced pre-
cision in dichotomising patients, however, NPV and PPV values suggested
that a clinically useful model is unlikely to be found unless a dataset is
large, or odds ratios of biomarkers added in models are extreme. Conditionally unbiased estimation in two-stage adaptive trials with
unknown variances
1
2 David Robertson1, Ekkehard Glimm2
1MRC Biostatistics Unit; 2Novartis Pharma AG
Correspondence: David Robertson
Trials 2017, 18(Suppl 1):P336 Two-stage adaptive trial designs offer an efficient way of selecting
and validating multiple candidate treatments within a single trial. A
common strategy is to select the best performing treatment (accord-
ing to some ranking criteria) after an interim analysis, and to then
validate its properties in an independent sample in the second stage. However, selecting and ranking candidates in this way can induce
bias into the naive estimates that combine data from both stages. If Trials 2017, 18(Suppl 1):200 Page 128 of 235 A simple relationship between power and expected confidence
interval width
1
2 Most trials had missing data, most used a complete case analysis,
about half accounted for missing data in the sample size calculation
and very few carried out a sensitivity analysis. About one-fifth ana-
lyzed both the intention-to-treat and per-protocol sets. Andrew Forbes1, Richard Hooper2
1Monash University; 2Queen Mary University of London
Correspondence: Andrew Forbes
Trials 2017, 18(Suppl 1):P340 There is room for improvement in handling missing data in noninferi-
ority trials. There is also a need to carry out research in sensitivity
analyses for noninferiorityi trials with respect to missing data. Results The futility boundaries in Simon’s minimax design are 0/13 and 3/27
with a sample size of 27 patients. In Bayesian PP design, the futility
boundaries are 0/14, 1/24, 2/26 and 3/27 with the same sample size
as Simon’s minimax design. The exact type I errors in Simon’s design
and PP design are both 0.042, while the powers are 0.80 and 0.81, re-
spectively. Although the probability of early stopping under null hy-
pothesis is significantly higher in PP design than that in Simon’s
design (87% vs 51%), the expected sample size under null hypothesis
for the two designs are the same (E(N|H0) = 19.8). y
Melanie Bell, Brooke Rabe
University of Arizona
Correspondence: Melanie Bell
Trials 2017, 18(Suppl 1):P338 p
Method The phase II cancer was original designed as a Simon’s two-stage
Minimax with the primary outcome of clinical benefit, defined as
complete response, partial response or stable disease for 6 months. The trial tested H0: p0 < =0.05 versus H1: p1 > =0.20 with type I error
of 0.05 and type II error of 0.20.The Bayesian PP design monitors the
trial continuously so that the Bayesian posterior probability is up-
dated after the outcome from each participant becomes available. The predictive probability of concluding a positive result by the end
of the trial is calculated based on the updated posterior probability. In this study, we used p0 = 0.05 and p1 = 0.20 to design the trial. If
the probability that the clinical benefit rate of p is larger than p0 ex-
ceeds a threshold of Theta-T at the end of the trial, the drug will be
concluded as effective. During the monitoring, the trial will stop for
futility if the PP is less than a threshold of Theta-L, and the trial will
not stop for efficacy (Theta-U = 1). To compare with the Simon’s
minimax design, the minimum sample size is selected among the
sample sizes satisfying the constraints of above type I and type II
error. The corresponding Theta-L and Theta-T are 0.001 and [0.86,
0.95], respectively. Bayesian predictive probability design in single-arm cancer phase
II trials: is it superior to frequentist design? Xinxue Liu, Victoria R. Cornelius
Imperial Clinical Trials Unit, Imperial College London
Correspondence: Xinxue Liu
Trials 2017, 18(Suppl 1):P339 p
p
g
Correspondence: Xinxue Liu
Trials 2017, 18(Suppl 1):P339 Result Most phase II cancer trials apply a single-arm design with a binary out-
come, and multi-stage designs are commonly used to stop for futility in
these settings. The most common design for single-arm phase II cancer
trial is Simon’s two-stage design. However, Bayesian design with con-
tinuous monitoring is getting popular in recently years as it is flexible
and efficient given its intensive statistical input. In this study, we
compared the operating characteristics of Simon’s two stage design
and Bayesian predictive probability (PP) design using a real life cancer
phase II trial. esu t
The full model, BS, AIC and LASSO produced similar performance
levels of accuracy (AUC = 0.80, 0.78, 0.80, 0.80). Discriminative ability
was also similar, as 75% of distributions between responding and
non-responding patients in box-and-whisker plots were distinctly
different from each other. LASSO demonstrated advantageous pre-
cision in discrimination ability. High correlation between the full
model, BS, AIC and LASSO models predictive probability (r ranged
from 0.8-1) suggested over-fitting in models produced by these
variable selection methods. This was supported by the substantial
drop in accuracy once BS and AIC models were cross-validated
(AUC = 0.57, 0.54 respectively). Cross-validated models showed lim-
ited ability to distinguish between responding/non-responding pa-
tients. PPV and NPV calculations implied that 10% of patients in
this dataset predicted as responders would not respond to therapy,
and 55% patients who would be predicted as non-responders
would respond to therapy using the most optimal sensitivity and
specificity values from the full model (70%, 75%) assuming the
prevalence of response is 77.4%. Methods We carried out a systematic review to investigate how researchers
are handling missing data in noninferiority trials: the amount of miss-
ing data; the analyses used and the missing data assumptions;
whether missing data were considered in the sample size calculation;
and whether any sensitivity analyses were carried out. Background There have been intermittent calls in the health sciences for sample
size planning for randomised trials to be based on, or include, the ex-
pected width of the 95% confidence interval (CI) for the parameter
of interest. The relationship between power of a test at a 5% signifi-
cance level and the expected 95% CI width has appeared in the lit-
erature for trials planned with 80% or 90% power, most notably by
Goodman and Berlin over 20 years ago. However, this relationship
does not appear to be well known, has not been extended to treat-
ment effect parameters other than differences between randomised
arms, and it does not seem to have been realised that an even sim-
pler approximate relationship also exists. Background Missing data pose a serious threat to the validity and interpretation
of noninferiority trials and may result in the rejection of a promising
new noninferior agent or the acceptance of what is, in fact, an infer-
ior treatment. While there are recommendations for principled ap-
proaches to handling missing data in superiority trials, there are
none for NI trials, and missing data can affect them differently. M th d In this cancer phase II trial, where the clinical benefit rate of standard
treatment (p0) was relatively low, the Simon’s two stage design had
similar operating characteristics compared to Bayesian PP design. In
practice, this suggests that if a phase II trial has a stop boundary of 0
in the interim analysis of Simon’s design, the Bayesian PP design is
unlikely to be superior. P339 P339
Bayesian predictive probability design in single-arm cancer phase
II trials: is it superior to frequentist design? Xinxue Liu, Victoria R. Cornelius
Imperial Clinical Trials Unit, Imperial College London
Correspondence: Xinxue Liu
Trials 2017, 18(Suppl 1):P339 P341
Funnel plots for statistical quality control in a large, multi-site
registry
1
1
2
2 g
y
Claire Boyle1, Nicole C. Foster1, Kenneth Scheer2, Henry Anhalt2,
Avni Shah3, Joyce Lee4, Sarah Corathers5
1Jaeb Center for Health Research; 2T1D Exchange; 3Stanford University;
4University of Michigan; 5Cincinnati Children's Hospital Medical Center
Correspondence: Claire Boyle
Trials 2017, 18(Suppl 1):P341 y
Claire Boyle1, Nicole C. Foster1, Kenneth Scheer2, Henry Anhalt2,
Avni Shah3, Joyce Lee4, Sarah Corathers5 Claire Boyle1, Nicole C. Foster1, Kenneth Scheer2, Henry Anhalt2,
Avni Shah3, Joyce Lee4, Sarah Corathers5 y
1Jaeb Center for Health Research; 2T1D Exchange; 3Stanford University;
4University of Michigan; 5Cincinnati Children's Hospital Medical Center
Correspondence: Claire Boyle
Trials 2017, 18(Suppl 1):P341 y
1Jaeb Center for Health Research; 2T1D Exchange; 3Stanford University;
4University of Michigan; 5Cincinnati Children's Hospital Medical Center
Correspondence: Claire Boyle
Trials 2017, 18(Suppl 1):P341 The T1D Exchange Clinic Network consists of 81 endocrinology
practices throughout the United States. Eighteen of the centers
primarily care for adult patients, 38 for pediatric patients, and 25
care for both. Among the more than 100,000 patients with type 1
diabetes (T1D) who receive care at these centers, more than 30,000
have been enrolled in the T1D Exchange clinic registry. The diverse
size, resources, and practices among registry clinics may have an
impact on the diabetes management and diabetes-related out-
comes of participants. Understanding the variation in these re-
sources and practices is an important step in determining how to
improve diabetes management and diabetes outcomes. Statistical
quality control is a method for monitoring quality of conformance
and eliminating distinct causes of variability in a process through
the use of graphical displays. One such graphical display is a funnel
plot, which plots effect estimates from individuals against a measure of
size or precision. Funnel plots also include lines for expected value of
the effect and lower and upper control limits. These plots can be useful
in assessing the variation in mean, median, or proportion of diabetes
management factors and outcomes across clinic size. For example, a
funnel plot of the proportion of diabetes patients achieving target
glycemic control as measured by hba1c is an effective visual display of
glycemic variation across clinical centers. The funnel plot enables iden-
tification of high performing centers that may provide insights to in-
form practice improvements for other participants in the network. g
Existing Methods We outline two conceptually different methods for optimising the
expected outcome of a pharmaceutical portfolio from the literature
and provide a discussion and comparison of these methods. The
first method is based on real options analysis and draws upon the
way in which the sequential nature of the investments made in a
drug development programme corresponds to a series of call op-
tions. The resulting model formulation is a mixed integer linear
programme which maximises the real options value of the portfolio. The second method is similar to the stochastic version of the re-
source constrained project scheduling problem. In this setting, the
development programmes for each of the drugs within the portfo-
lio will be treated as projects which are made up of stochastic and
deterministic tasks. The resulting model formulation is a multi-stage
stochastic programme and has a particular focus on the technical
uncertainty involved in the process. Conclusions One can determine the expected 95% CI width given a certain level
of power, or vice versa, using an extremely simple relationship which
makes it easy to conceptualise the consequences of one for the
other. The relationship can be a useful rule of thumb to consider
when planning trials. P341
Funnel plots for statistical quality control in a large, multi-site
registry
1
1
2
2 Knowledge of variation in glycemic control, current use of advanced
diabetes technologies, and occurrence of acute diabetes-related out-
comes across varying clinic size is useful for learning and improving
practices and resources in delivering diabetes care. Background Preterm newborns are a very vulnerable population in which clinical
trials are extremely difficult and therefore rarely conducted. A phase
I/II trial aiming at finding the recommended dose of Levetiracetam
for treating neonate’s seizures was planned with a maximum sample
size of 50. In the trial, 4 dose levels (consisting in a loading dose and
up to 8 maintenance doses) are considered with 3 primary outcomes:
efficacy, short term toxicity (Ts) and long term toxicity (Tl). Tl occurs
at the same time as short term toxicity but can only be measured at Emily Graham1, Thomas Jaki1, Nelson Kinnersley2, Chris Harbron2
1Lancaster University; 2Roche Products Ltd
Correspondence: Emily Graham
Trials 2017, 18(Suppl 1):P342 y
Our Contribution The existing methods for portfolio decision making do not allow in-
formation about combination therapies specifically to be incorpo-
rated into the decision making process itself. Therefore, we provide a
comparison and discussion of these methods in the context of a
portfolio containing combination therapies before providing our own
extension. Our extension builds on network meta-analytic techniques
and allows information to be shared between studies for similar
combination therapies. Learning across trials of similar combinations
will allow us to improve the accuracy of our treatment effect esti-
mates which in turn will lead to better informed decision making
and hence better outcomes for the portfolio. A Bayesian weighted quasi-likelihood design for phase I/II clinical
trial with repeated dose administration in preterm newborns
Moreno Ursino1, Ying Yuan2, Corinne Alberti3, Emmanuelle Comets4,
Tim Friede5, Frederike Lents6, Nigel Stallard7, Sarah Zohar1
1INSERM, UMRS1138 - team22; 2The University of Texas MD Anderson
Cancer Center; 3INSERM, UMR 1123; 4INSERM, CIC 1414; INSERM IAME,
UMR 1137; 5University Medical Center Göttingen; 6Federal Institute for
Drugs and Medical Devices; 7Warwick Medical School, The University of
Warwick Correspondence: Moreno Ursino
Trials 2017, 18(Suppl 1):P343 Correspondence: Moreno Ursino
Trials 2017, 18(Suppl 1):P343 p
pp
Methods Phase II trials play a vital role in cancer drug development as they de-
termine whether a new drug should continue for further investigation. We derive the basic relationship between power and expected CI
width, state its underlying assumptions, and illustrate its use in a Page 129 of 235 Trials 2017, 18(Suppl 1):200 Trials 2017, 18(Suppl 1):200 Page 129 of 235 series of examples for difference and ratio treatment effect measures
used in randomised trials. We demonstrate that a linear approxima-
tion simplifies this relationship further. Results series of examples for difference and ratio treatment effect measures
used in randomised trials. We demonstrate that a linear approxima-
tion simplifies this relationship further. Results therapies. There has been a recent rise in popularity of combination
therapies, particularly those containing new molecular entities. Our
particular area of interest is oncology, due to the recent develop-
ment of cancer immunotherapy treatments. While this development
is an exciting one, it poses new challenges for pharmaceutical
companies. One of these challenges is how to decide which combi-
nations, from the large set of possible combinations, is the most
promising and hence which therapies should be added to a com-
pany’s portfolio. In order to make the best decisions for the portfolio,
emerging information should be included alongside the available his-
torical data. However, in the context of combination therapies we
have a different source of information: the information from studies
involving similar combinations. We believe that incorporating infor-
mation from similar studies will lead to improved portfolio level deci-
sion making. The expected 95% CI width calculated from the relationship with
power compares very favourably with asymptotic analytical formulae. The simpler linear approximation is appropriate for any level of power
between 50% and 95%. The use of unequal allocation ratios in the design of randomised
phase II trials Richard Jackson, Paul Silcocks, Trevor Cox
University of Liverpool
Correspondence: Richard Jackson
Trials 2017, 18(Suppl 1):P344 Objectives Equal allocation of patients to one of two treatments is accepted al-
most universally in the design of randomised clinical trials and it is
often assumed that this approach provides the most efficient use of
available resources. Background Background
W
i We are interested in the problem of portfolio level decision making
in the context of a pharmaceutical portfolio containing combination Trials 2017, 18(Suppl 1):200 Trials 2017, 18(Suppl 1):200 Page 130 of 235 allocation will ensure a smaller standard error about the odds ratio
for studies where there is a positive response. a later time. In the absence of efficacy, physicians could add a sec-
ond agent as rescue medication, which could differ from centre to
centre. allocation will ensure a smaller standard error about the odds ratio
for studies where there is a positive response. Background g
Interstitial lung disease (ILD) frequently complicates systemic auto-
immune disorders resulting in considerable morbidity and mortality. The
connective tissue diseases (CTDs) most frequently resulting in ILD include;
systemic sclerosis, idiopathic inflammatory myositis (including dermato-
myositis, polymyositis and anti-synthetase syndrome) and mixed con-
nective tissue disease. Despite the development, over the last two
decades, of a range of biologic therapies which have resulted in signifi-
cant improvements in the treatment of the systemic manifestations of
CTD, the management of CTD-associated ILD has changed little. At
present there are no approved therapies for CTD-ILD. Following trials in
scleroderma-ILD, cyclophosphamide is the accepted standard of care for
individuals with severe or progressive CTD-related ILD. Observational
studies have suggested that the anti-CD20 monoclonal antibody, rituxi-
mab, is an effective rescue therapy in treatment refractory CTD-ILD. How-
ever, before now, there have been no randomised controlled trials
assessing the efficacy of rituximab in this treatment population. Methods On average, the proposed design leads to recommendation of the
correct dose at about 60% for a sample size of 30, increasing up to
more than 80% in many scenarios for a sample size of 50. This model
maintains an acceptable number of neonates with toxicities when
compared to the same design without quasi-likelihood part and
without relevance weights. Materials and methods A Bayesian design was developed for this trial. The 3 primary outcomes
were modelled via a logistic model for efficacy, a time-to-event quasi-
likelihood for Ts and a quasi-likelihood with Ts as covariate for Tl, as Ts
is predictive for Tl. The quasi-likelihood method allows us to take into
account the fact that toxicity may be due to Levetiracetam or to
the added second agent or to both, in case the Levetiracetam
shows no efficacy and a second agent is added. Relevance weights
were added to the model to avoid stickiness (that is, to be stuck for
several patients at the same suboptimal dose level) due to early
toxicities along with small target probability. Finally, this model al-
lows sequential analyses on accumulating data. Dose escalation
rules were based on adaptive thresholds for posterior probabilities,
in the start-up phase considering only Ts while later considering
both Ts and Tl. A simulation study was conducted to assess the
design under several scenarios for sample size of 30, 40 and 50,
respectively. The same design without quasi likelihood part, that is
considering all toxicities due to Levetiracetam, and without rele-
vance weight was used for comparison. R
lt P345
Rituximab versus cyclophosphamide for the treatment of
connective tissue disease associated interstitial lung disease
(RECITAL): a randomised controlled trial
Vicky Tsipouri1, Peter Saunders1, Greg J. Keir2, Deborah Ashby3,
Sophie V. Fletcher4, Michael Gibbons5, Matyas Szigeti3, Helen Parfrey6,
Elizabeth A. Renzoni1, Chris P. Denton7
1Royal Brompton Hospital; 2Princess Alexandra Hospital; 3Imperial
College London; 4Southampton General Hospital; 5Royal Devon and
Exeter Hospital; 6Papworth Hospital; 7Royal Free Hospital
Correspondence: Vicky Tsipouri
Trials 2017, 18(Suppl 1):P345 Discussion Design of phase II studies with a binary endpoint is often carried out
in a two-stages following the principles of Simon and A’Hern and ex-
tended into randomised trials by Jung and Sargent. Assessments of
efficacy are often made via the odds ratio, the precision of which is
only optimal under equal allocation when there is no difference in
the response rates between the two treatment arms. M th d This is the first randomised control trial to study the efficacy of rituxi-
mab as first line treatment in CTD-associated ILD. To date we have
recruited 34 patients from 3 UK sites. Our recruitment accruals repre-
sent one of the largest cohorts worldwide in these rare diseases. Herewith, we are presenting baseline characteristics of this unique
cohort. The results anticipated at the conclusion of the trial should
provide important information on the treatment of a life-threatening
complication affecting a rare group of CTDs. For trials where the response rates are p_x and p_y in the experi-
mental and control arm respectively, we propose to allocate 0 1 pa-
tients to the experimental arm such that = (1 + A)^(−1) Where Calculating expected survival from high-dimensional cox models
with treatment-by-biomarker interactions in randomized clinical
trials A = (p_x (1-p_x))/(p_y (1-p_y)) Acknowledgments This work was conducted as part of the inspire (Innovative methodology
for small populations re- search) project funded by the European Union’s
Seventh Framework Programme for research, technological development
and demonstration under grant agreement number FP HEALTH 2013–602144,
but does not necessarily represent the view of all inspire partners. assessing t
Methods RECITAL is a multicentre, randomized, double-blind, double-dummy,
controlled trial funded by the Efficacy and Mechanism Evaluation
Programme of the Medical Research Council and National Institute
for Health Research. The trial, which has to date recruited ~30% of its
target recruitment, will compare rituximab 1 g given intravenously,
twice at an interval of two weeks, with intravenous cyclophospha-
mide given monthly at a dose of 600 mg/m2 body surface area in in-
dividuals with ILD due to systemic sclerosis, idiopathic inflammatory
myositis (including anti-synthetase syndrome) or mixed connective
tissue disease. A total of 116 individuals will be randomised 1:1 to
each of the two treatment arms, with stratification based on under-
lying CTD, and will be followed for a total of 48 weeks from first
dose. The primary endpoint for the study is change in forced vital
capacity (FVC) at 24 weeks. Key secondary endpoints include; safety,
change in FVC at 48 weeks as well as survival, change in oxygen re-
quirements, total 48 week corticosteroid exposure and utilisation of
healthcare resources. Results Sample size calculations based on the exact methodology of Jung
and Sargent show that estimates are smaller than those where equal
allocation is used, with the discrepancy being greater as the re-
sponse rate tends towards 0 or 1. In studies where standard sample
size calculations are used, for a fixed sample size using unequal Nils Ternès, Federico Rotolo, Stefan Michiels
Gustave Roussy
Correspondence: Nils Ternès
Trials 2017, 18(Suppl 1):P346 Nils Ternès, Federico Rotolo, Stefan Michiels
Gustave Roussy
Correspondence: Nils Ternès
Trials 2017, 18(Suppl 1):P346 Page 131 of 235 Trials 2017, 18(Suppl 1):200 Page 131 of 235 cance of
Results Out of 29´119 articles 378 RCT were included in the analysis investi-
gating a total of 62´522 patients of which 15´025 patients were
blinded (24.0%). Regarding performance bias 88 of 378 RCT (23.3%)
were at high risk of performance bias and 290 of 378 RCT (76.7%)
were not. Hereby, 50 of 88 high risk RCT (56.8%) showed significant
trial results compared to 134 of 290 non-high risk RCT (46.2%) result-
ing in non-significant association (OR 1.53; 95%-CI: 0.95 to 2.48; p =
0.08) of performance bias and trial results. Further, 59 of 378 RCT
(15.6%) were at high risk of detection bias and 319 of 378 RCT
(84.4%) were not. Hereby, 28 of 59 high risk RCT (47.5%) showed
significant trial results compared to 156 of 319 non-high risk RCT
(48.9%) resulting in non-significant association (OR 0.94; 95%-CI: 0.52
to 1.65; p = 0.84) of detection bias and trial results. Discussion Considerations in designing equity-relevant clinical trials
Lawrence Mbuagbaw1, Beverley Shea2, Theresa Aves1, Vivian Welch2,
Monica Taljaard3, George Wells3, Peter Tugwell2
1McMaster University; 2Bruyère Research Institute; 3Ottawa Hospital
Research Institute Considerations in designing equity-relevant clinical trials
Lawrence Mbuagbaw1, Beverley Shea2, Theresa Aves1, Vivian Welch2,
Monica Taljaard3, George Wells3, Peter Tugwell2
1McMaster University; 2Bruyère Research Institute; 3Ottawa Hospital
Research Institute
Correspondence: Lawrence Mbuagbaw
Trials 2017, 18(Suppl 1):P347 Correspondence: Lawrence Mbuagbaw
Trials 2017, 18(Suppl 1):P347 Correspondence: Lawrence Mbuagbaw
Trials 2017, 18(Suppl 1):P347 Background equity-relevant
trial,
the
Consolidated
Standards
for
Reporting
(CONSORT) equity advisory group came together to address these
issues. Thanks to the advances in genomics and targeted treatments, an in-
creasing interest is being devoted to develop prediction models with
biomarkers or gene signatures to predict how likely patients will
benefit from particular treatments. Despite the methodological
framework for the development and validation of gene signatures in
a high-dimensional setting is quite well established, no clear guid-
ance exists yet on how to estimate expected survival probabilities. We propose a unified framework for developing and validating a
high-dimensional Cox model integrating clinical and genomic vari-
ables in a randomized clinical trial to estimate the expected absolute
treatment effect according to signature values, and to estimate ex-
pected survival probabilities for patients with associated confidence
intervals. Content This work is part of a broader project that includes the development
of a framework for defining equity-relevant trials and a CONSORT ex-
tension for equity-relevant trials. This work discusses approaches to
integrating equity considerations in equity-relevant randomized trials
by building upon the PROGRESS-Plus framework (Place of residence,
Race, Occupation, Gender, Religion, Education, Socioeconomic status,
Social capital and other context-specific factors) and covers research
questions formulation, two scenarios of equity relevant trials and
how the PROGRESS-Plus factors may influence trial design, conduct,
and analyses. Background g
Blinding is a measure in randomized controlled trials (RCT) to reduce
performance and detection bias. There is evidence that lack of blinding
leads to overestimated treatment effects. Since, surgical trials use inter-
ventions with a physical component blinding is often complicated to
apply. The aim of this study was to analyse the actual impact of blind-
ing on outcomes in general and abdominal surgery RCT. Methods A systematic literature search in CENTRAL, MEDLINE and Web of
science was conducted to locate RCT between 1996 and 2015 with a
surgical intervention. General study characteristics and information
on blinding methods were extracted. The risk of performance and
detection bias was rated as low, unclear or high according to the
Cochrane Collaboration's tool for assessing risk of bias. The main out-
come was the association of a high risk of performance or detection
bias with significant trial results and was tested at a level of signifi-
cance of 5%. y
g
Conclusion We propose a unified framework for developing and validating a gene
signature in a high-dimensional survival setting in order to calculate
expected survival probabilities at a given horizon for future patients,
and to visualize the survival predictions. Based on our simulations, the
adaptive lasso penalty can be useful to identify a signature and then,
to accurately estimate the expected survival probability of future
patients. y
Correspondence: Pascal Probst
Trials 2017, 18(Suppl 1):P349 Correspondence: Pascal Probst
Trials 2017, 18(Suppl 1):P349 Correspondence: Pascal Probst
Trials 2017, 18(Suppl 1):P349 Simulation results suggest that a penalized regression model estimated
using adaptive lasso estimates the survival probability of new patients
with low bias and standard error, and that bootstrapped confidence in-
tervals have empirical coverage probability close to the nominal level
across very different scenarios. The double cross-validation allows mim-
icking internally the prediction performance in absence of external val-
idation data. We also propose a visual representation of the expected
survival probabilities using splines. In the breast cancer trial, we identi-
fied a prediction model with 4 clinical covariates, the main effect of 98
biomarkers and 24 biomarker-by-treatment interactions. This illustration
also highlights the high variability of the expected survival probabilities,
with very large confidence intervals. P349
Blinding in randomized controlled trials in general and abdominal
surgery: a systematic review and empirical study g
y
y
y
Pascal Probst, Steffen Zaschke, Patrick Heger, Phillip Knebel, Alexis Ulrich,
Markus W. Büchler, Markus K. Diener y
Conclusion Based on a parsimonious selection model in a penalized (lasso or
adaptive lasso) high-dimensional Cox model, we investigated several
strategies to: estimate the individual survival probabilities at a given
timepoint (using single or double cross-validation); construct confi-
dence intervals thereof (analytical or bootstrap); and visualize them
graphically (pointwise or spline). We compared these strategies through
a simulation study covering null and alternative scenarios and we eval-
uated them by prediction criteria. We applied the strategies to a large
randomized controlled phase III trial in 1574 early breast patients that
evaluated the effect of adding trastuzumab to chemotherapy and for
which the expression of 462 genes were measured. With an a-priori focus on certain equity items, trials can be designed
to optimize their ability to provide actionable and credible evidence
on equity, by careful consideration of design, conduct and analytical
issues that play a role in equity. p
Results In M1 disease, we found a clear benefit of docetaxel on survival. FAME gave us confidence that the primary question was answered
definitively, without needing to wait for results of the remaining 2 tri-
als, or collecting IPD. Collaborating with trialists through FAME gave
us access to pre-publication trial results, and facilitated contemporan-
eous publication of the systematic review and the largest trial. In M1 disease, we found a clear benefit of docetaxel on survival. FAME gave us confidence that the primary question was answered
definitively, without needing to wait for results of the remaining 2 tri-
als, or collecting IPD. Collaborating with trialists through FAME gave
us access to pre-publication trial results, and facilitated contemporan-
eous publication of the systematic review and the largest trial. In M0 disease, there was a clear effect of docetaxel on failure-free
survival, but overall survival results were inconclusive. Therefore,
FAME provided an early signal of potential benefit, and highlighted
the value of a future update that includes longer-term follow-up of
included trials and results of currently unreported trials. Ongoing
collaboration with trialists will provide up-to-date information, en-
abling better prediction of the timing and feasibility of a definitive p
y
g
In M0 disease, there was a clear effect of docetaxel on failure-free
survival, but overall survival results were inconclusive. Therefore,
FAME provided an early signal of potential benefit, and highlighted
the value of a future update that includes longer-term follow-up of
included trials and results of currently unreported trials. Ongoing
collaboration with trialists will provide up-to-date information, en-
abling better prediction of the timing and feasibility of a definitive Post-trial follow-up methodology in large randomized controlled
trials: a systematic review Timely and reliable evaluation of the effects of interventions: a
framework for adaptive meta-analysis (FAME)
Jayne Tierney1, Claire L. Vale2, Sarah Burdett2, David Fisher2,
Larysa Rydzewska2, Mahesh K. B. Parmar2
1University College London; 2MRC Clinical Trials Unit at UCL, Institute of
Clinical Trials and Methodology, UCL; MRC London Hub for Trials
Methodology Research
Correspondence: Jayne Tierney
Trials 2017, 18(Suppl 1):P351 Rebecca Llewellyn-Bennett1, Danielle Edwards2, Richard Bulbulia2,
Louise Bowman2 1University of Oxford; 2Clinical Trial Service Unit, Nuffield Department of
Population Health, University of Oxford
Correspondence: Rebecca Llewellyn-Bennett
Trials 2017, 18(Suppl 1):P350 1University of Oxford; 2Clinical Trial Service Unit, Nuffield Department of
Population Health, University of Oxford
Correspondence: Rebecca Llewellyn-Bennett 1University of Oxford; 2Clinical Trial Service Unit, Nuffield Department of
Population Health, University of Oxford
Correspondence: Rebecca Llewellyn-Bennett
Trials 2017, 18(Suppl 1):P350 Background Large randomised trials tend to have a relatively short “in-trial” Follow-
up period and hence may underestimate any long-term benefits of the
assessed intervention or fail to detect delayed hazards. Post-trial follow-
up (PTFU), which we define as extended follow-up either after the
scheduled trial period or publication of the primary results, allows
detection of both persistent or enhanced beneficial effects following
cessation of study treatment (ie, a legacy effect) and the emergence of
possible adverse effects (eg, cancer). Despite these advantages, PTFU is
not routinely undertaken and, when implemented, methods vary
widely. This review describes methods of PTFU used in recent large ran-
domised trials, and will compare retention rates and study costs where
such information is available, and may help promote the use of effect-
ive PTFU for ongoing and future large trials. Methods A systematic search of electronic databases and clinical trial registries
was conducted using a pre-defined search strategy with the following
inclusion criteria: i) randomized trials with 1000 or more participants, ii)
published between March 2006–2016; iii) evaluation of medical, surgi-
cal or psychological interventions; iv) implementation of post-trial
follow-up reported. Two reviewers screened and extracted data from
eligible papers with the aim of 95% concordance and any discrepancies
were resolved by a third reviewer. Retention rates, costs and other de-
scriptive differences of PTFU were reviewed. The systematic review was
conducted following PRISMA guidelines. Key principles of FAME are: 1) Start the systematic review process
early, before all trials have completed 2) Comprehensively search for
published, unpublished and ongoing eligible trials; 3) Develop a de-
tailed picture of these trials, particularly how information and results
are likely to accumulate; 3) Predict the feasibility and timing of a reli-
able meta-analysis; 4) Interpret meta-analysis results accounting for
trials that have not yet completed/reported; 5) Determine if an up-
date based on AD or IPD is needed. In 2014, using FAME, we initiated two systematic reviews to evaluate
the effects of adding docetaxel to standard care in men with HSPC. We predicted that, by mid-2015, results of 3 of 5 eligible trials in M1
disease would become available, each with median follow-up of
around 4 years. They would represent around 90% of all men rando-
mised, giving 70 to >99% power to detect a 5% -10% absolute differ-
ence in 4-year survival. This provided a clear trigger for a robust
meta-analysis. Background Most systematic reviews are retrospective and use aggregate data
(AD) from publications, meaning they can be unreliable, lag behind
therapeutic developments and fail to influence ongoing or new trials. Commonly, the potential influence of unpublished or ongoing trials
is overlooked when interpreting results, or determining the value of
updating the meta-analysis or need to collect individual participant
data (IPD). Therefore, we developed a Framework for Adaptive Meta-
analysis (FAME) to determine prospectively the earliest opportunity
for reliable AD meta-analysis. We illustrate FAME using two system-
atic reviews in men with metastatic (M1) and non-metastatic (M0)
hormone-sensitive prostate cancer (HSPC). Results The search strategy incorporated relevant papers from Cochrane
Central Register, Embase, Medline and clinical trial registries yielding
50,153 papers from databases (49,915) and trial registries (218). After
excluding duplicates (22,168), studies of children and animals (1649)
and papers published before 2006 (9289). 17,027 abstracts were
screened by 2 reviewers using a concordance strategy. Reviewers were
73% concordant for the first 10% of abstracts screened, but after
discussion concordance rose to 99%. Following abstract screening, 239
papers and 218 protocols were eligible for full review and preliminary
results suggest that around half will represent unique studies with
relevant data to extract in the review. The length of PTFU ranged from
1–20 years and PTFU methods varied, including direct patient contact
via clinic appointments, postal questionnaires, telephone interviews
and indirect follow-up via national registries. Some trials used incen-
tives for participant retention, including free healthcare relevant to the
intervention. Several PTFUs were prompted by the Data Monitoring
Committee because of concerns about potential delayed treatment
hazards. Occasionally trials investigated an outcome different to the in-
trial primary endpoint. Where industry supported the in-trial period,
such funding for PTFU was infrequent. Final results of the review are
pending and will be presented. y
Also, for M0 disease, we anticipated the availability of results from 4
of 11 eligible trials, again with median follow-up around 4 years. Power would be reasonable (60 to >99%) to detect similar absolute
effects, but only 60% of randomised men would be represented. Al-
though a meta-analysis would not be definitive, it could provide use-
ful context for the M1 results and for ascertaining when a robust
update of the meta-analysis might be feasible. Background Disparities in health and health outcomes are a common feature in
health research. When these disparities are unfair and avoidable they
may be referred to as inequities. Due consideration of inequities is
important to inform the design and conduct of trials so that they do
not aggravate inequities, but instead capture the role of inequities in
a credible and informative way. In light of the lack of evidence on
equity and the absence of guidance on how to design a purposefully Surprisingly, performance and detection bias do not distort treatment
effects in general and abdominal surgery RCT. Therefore, surgical re-
searcher can rely on this evidence and leave out complicated ways of
blinding methods. However, easily applicable blinding measures should Page 132 of 235 Trials 2017, 18(Suppl 1):200 Page 132 of 235 be taken for the theoretical advantage. During critical appraisal of a
surgical RCT the threat to validity of trial results by performance and
detection bias should not be overestimated. follow-up used in a range of recent randomized trials. We anticipate
that PTFU using routinely collected health records will be more com-
prehensive and cost-effective than studies involving direct patient
contact. On synthesis evidence from explanatory and pragmatic trials: a
comparison of meta-analytic methods Randomized controlled trials of treatments and interventions are
typically described as either explanatory or pragmatic. Meta-analysis
of RCT studies typically pools evidence of treatment effects from
included studies, regardless of their classification as ‘pragmatic’ or
‘explanatory trials. Given that treatment effects in explanatory trials
may be greater than those obtained in pragmatic trials, conventional
meta-analytic approaches may not accurately account for the hetero-
geneity among the studies and may result in biased estimates of
treatment effects. Stratified meta-analysis of systematically review
studies in which treatment effects from explanatory trials are meta-
analyzed and reported separately from pragmatic trials is increasingly
being adopted in meta-analysis studies. But this approach might not
necessarily inform decision-making especially when stratum-specific
pooled treatment effects are in opposite directions. In this study we
investigate a variety of meta-analytic approaches for synthesizing
evidence from pragmatic and explanatory trials, including mixture
random-effects
meta
regression,
robust
random-effects
meta-
regression, and hierarchical Bayesian meta-analysis techniques for
synthesizing evidence from pragmatic and explanatory trials. Data
from a systematic review of 55 published obesity prevention trials,
which investigated the effectiveness of public health intervention on
reduction of obesity, was used to demonstrate and compare these
methods. Discussions about the key statistical and design consider-
ations when pooling evidence from both types of trial designs are
provided. Review of treatment allocation schemes reported in published
clinical trial results Review of treatment allocation schemes reported in publi
clinical trial results
Jody Ciolino, Hannah L. Palac, Amy Yang, Mireya Vaca
Northwestern University
Correspondence: Jody Ciolino
Trials 2017, 18(Suppl 1):P354 Jody Ciolino, Hannah L. Palac, Amy Yang, Mireya Vaca
Northwestern University
Correspondence: Jody Ciolino
Trials 2017, 18(Suppl 1):P354 Jody Ciolino, Hannah L. Palac, Amy Yang, Mireya Vaca
Northwestern University
Correspondence: Jody Ciolino
Trials 2017, 18(Suppl 1):P354 Clinical trial units of medical scientific societies to close
evidence gaps g p
Gabriele Dreier University Medical Center Freiburg
Trials 2017, 18(Suppl 1):P353 University Medical Center Freiburg
Trials 2017, 18(Suppl 1):P353 Background Properly designed and implemented randomized controlled trials
(RCTs) serve as the ideal form of evidence-based research to estab-
lish efficacy of new therapies; however, substantial debate regarding
most appropriate trial designs persists today. Areas of confusion in-
clude: appropriate treatment allocation techniques to ensure com-
parable baseline arms, best reporting practices, and controlling for
influential variables at the analysis phase. While randomization litera-
ture promotes covariate adaptive methods (e.g., minimization, devel-
oped 1974) to protect against baseline imbalance and provide more
efficient analyses, many investigators prefer simpler methods (e.g.,
stratified blocking schemes) for their understandability and ease of
implementation. This manuscript reviews recently published rcts to
illustrate current practice. p
g
Conclusions Post-trial follow-up of large RCTs may allow more reliable estimation of
the long-term benefits of the study treatment and the detection of any
delayed adverse effects which might not emerge during the relative
“in-trial” period. This review will describe the methods of post-trial Page 133 of 235 Page 133 of 235 Page 133 of 235 Trials 2017, 18(Suppl 1):200 meta-analysis, and whether AD or IPD will be required. It will also
facilitate a co-ordinated dissemination strategy. Conclusions committees of DGHNOKHC and BVHNO have together founded
the German Clinical Trials Unit for Ear, Nose and Throat medicine,
Head and Neck Surgery (DSZ-HNO) to assist their members in the
identification of evidence gaps and the planning and conduct of
systematic reviews and clinical trials. An interdisciplinary team of
statisticians, physicians, project managers, study nurses, data
managers and monitors provides the required expertise. The first
projects have been started, including a BMBF (German Ministry
for Education and Research)-funded clinical trial for the treatment
of sudden hearing loss. A survey among all members of both as-
sociations to detect evidence gaps was conducted. The results led
to a prioritization process and planning of trials, registries, sys-
tematic reviews and other projects with industry and academia
alike. A presentation at the Guideline Commission of the Working
Group of German Medical Scientific Societies led to further Soci-
eties wanting to copy the ENT example, thus a Clinical Trial Unit
as presented here can be a suitable model for closing evidence
gaps and fostering clinical trials. In piloting FAME, we have shown that meta-analysis can be done in
a timely and transparent manner without compromising reliability P352
On synthesis evidence from explanatory and pragmatic trials: a
comparison of meta-analytic methods
Tolulope Sajobi1, Oluwagbohunmi Awosoga2, Meng Wang1,
Anita Brobbey1, Guowei Li3, Bijoy K. Menon1, Michael D. Hill1,
Lehana Thabane3
1University of Calgary; 2University of Lethbridge; 3McMaster University
Correspondence: Tolulope Sajobi
Trials 2017, 18(Suppl 1):P352 Methods We searched pubmed for articles indexed ‘randomized controlled trial’,
published in the New England Journal of Medicine, Journal of the
American Medical Association, British Medical Journal, or Lancet for two
time periods: 2009 and 2014 (before and after establishment of up-
dated Consolidated Standards of Reporting Trials [CONSORT] guide-
lines). Upon completion of screening, articles underwent full review to
collect data related to trial characteristics, the type of randomization
scheme used, and clarity of reporting. Background Background
In the last 25 years, ebm has increasingly found its way into clinical
practice and research. Existing evidence primarily serves doctors to sup-
port their decision-making, but is also the basis for providing scientific
proof for a health care intervention`s benefit to patients and ultimately
payers/health insurances. The closure of existing evidence gaps re-
quires substantial human and financial resources, and can only succeed
with the involvement of clinical and methodological expertise. Objectives Our search returned 343 articles, 298 of which we included in full re-
view. The majority reported on superiority (86%), multicenter (92%),
two-armed (79%) trials. With respect to CONSORT adherence, 68% of
trials indicated a ‘randomizedr Trial in the title, and the randomization
scheme could not be determined in 10% of studies. Consistent with
our hypothesis, the majority of articles reported a stratified block
method (69%) of allocation, but 81% of trials involved covariates in the
treatment allocation procedure. The majority (84%) of trials reported
adjusted analyses, with 91% of these adjustments in analyses pre-
specified. Trials published in the later time period (2014 vs. 2009) were
more likely to have clearer report of randomization scheme (84% vs. 66%, p = 0.0003), report adjusted analyses (87% vs. 79%, p = 0.0100),
and pre-specify adjustment in analyses (95% vs. 85%, p = 0.0045). Study
start year significantly predicted whether design involved a covariate
adaptive method of allocation, but in the opposite hypothesized direc-
tion: odds of adaptive method use decreased for every one-year in-
crease in study start (OR = 0.89 [0.82, 0.96], p = 0.0045). However, odds
of pre-specified adjusted analyses tended to increase over time (OR =
1.13 [1.02, 1.24], p = 0.0145). Scientific Societies have a natural interest in detecting and closing
evidence gaps. Here we report a project of the German Society of
Otolaryngology, Head and Neck Surgery (DGHNOKHC) and the Ger-
man professional association of otolaryngologists (BVHNO) which can
serve as a master example for similar projects. Methods The two institutions have a vested interest in supporting their members
in the generation and dissemination of evidence, and to foster the
transfer of knowledge into practice. This includes the areas of diagnosis,
treatment, prognosis and prevention, comprising the application of me-
dicinal products, medical devices or surgical procedures. The executive Trials 2017, 18(Suppl 1):200 Trials 2017, 18(Suppl 1):200 Page 134 of 235 Methods To capture as many anal cancer patients as possible, we developed
an umbrella protocol that would capture patients across the
spectrum of disease. PLATO (personalising Anal cancer radiotherapy
dose) (ISRCTN88455282) is an integrated protocol, comprising 3 sep-
arate trials (ACT3, ACT4 and ACT5) in which the most relevant clinical
research questions are asked across three distinct risk strata. Each
trial asks separate questions and has separate eligibility criteria and
sample sizes. Background p
g
Daniel Sabanes Bove, Jiawen Zhu, Ulrich Beyer
Hoffmann-La Roche Ltd
Correspondence: Daniel Sabanes Bove
Trials 2017, 18(Suppl 1):P355 Anal cancer is a rare disease, but its incidence is rising rapidly. Approxi-
mately 1000 cases in the UK and 5,000 in the USA are diagnosed each
year. Standard treatment for anal cancer includes concurrent Mitomy-
cin C, 5-Fluorouracil (or more recently capecitabine) and radiotherapy. Due to advances in radiotherapy technology, a new generation of clin-
ical trials is now required that optimises radiotherapy dose based on a
stratified risk assessment of the disease. This abstract is not included here as it has already been published. Training the clinical investigators of the future - A clinical trials
clerkship Natalie Ives, Jon Deeks
University of Birmingham
Correspondence: Natalie Ives
Trials 2017, 18(Suppl 1):P356 Background
f The ACT3 trial (n = 90) is a non randomised phase II study for low-
risk disease that will evaluate a strategy of local excision only versus
local excision plus radiotherapy, depending on the size of tumour
margin post local excision (>1 mm versus < =1 mm, respectively). The ACT4 trial (n = 162) is a randomised phase II trial (2:1) for
intermediate-risk disease comparing standard dose chemoradiother-
apy with reduced-dose chemoradiotherapy. The ACT5 trial (n = 640)
is a seamless pilot (n = 60)/phase II (n = 140)/phase III trial (n = 672
total) for patients with high risk disease that will compare standard
dose chemoradiotherapy with two increased doses. Only one of the
dose escalated experimental arms will be evaluated for the phase III
component. The primary end point for each trial is 3 year locoregio-
nal failure. PLATO is funded by Cancer Research UK and is due to
open to recruitment in the UK and Ireland in Q4 2016. Discussion To support future clinical trial research it is important that those
planning a career in clinical trials are supported and trained to lead
on these trials. Training clinical investigators of the future in the
design, management and analysis of clinical trials is key [Sackett]. Clinical Trials Units (CTUs) have extensive experience in the design
and delivery of clinical trials, and provide an excellent training envir-
onment in which to embed researchers of the future. Ctus provide a
unique opportunity for researchers to learn about clinical trials in a
highly active research environment, alongside staff who work on
trials every day. The pros and cons of an ‘umbrella’ trial design for a rare disease
from a trial management and data management perspective
Sue Bell, Jo Copeland, Alexandra Smith Correspondence: Sue Bell
Trials 2017, 18(Suppl 1):P357 Correspondence: Sue Bell
Trials 2017, 18(Suppl 1):P357 Rolling dose escalation with overdose control: an efficient and safe
phase 1 design P357 P357
The pros and cons of an ‘umbrella’ trial design for a rare disease
from a trial management and data management perspective
Sue Bell, Jo Copeland, Alexandra Smith
University of Leeds
Correspondence: Sue Bell
Trials 2017, 18(Suppl 1):P357 Reference David L. Sackett. Clinician-trialist rounds: 20. Shouldn’t “Trialists-in-training”
Rotate through RCT-clerkships; Clinical Trials 2013;0:1–4. Our findings suggest that while optimal reporting procedures and
pre-specification of adjustment in analyses for RCTs tend to be pro-
gressively more prevalent over time, we have evidence of the op-
posite effect on use of sophisticated covariate adaptive methods in
clinical trial practice. Many authors suggest covariate adaptive
methods as ideal in designing clinical trials, but there is a discon-
nect between theory and practice. Moreover, our results suggest a
widening of this gap as time moves on. y
Methods To develop a clinical trials clerkship for clinical investigators that
combines a programme of training with hands-on experience, men-
torship and access to experts working in clinical trials. R
l P358
Partnership of cancer center core facilities with community-based
research networks in the coordination and management of
multi-center clinical trials
Rani Jayswal, Stacey Slone, Mark Stevens, Rushi Goswami,
Lara Sutherland, Kris Damron, Emily Dressler, Brent Shelton,
Eric Durbin, Heidi L. Weiss
Markey Cancer Center, University of Kentucky
Correspondence: Rani Jayswal
Trials 2017, 18(Suppl 1):P358 p
Discussion Time, money and resources could potentially be saved by incorporat-
ing more than one trial under the umbrella of one protocol. The
PLATO trial concept allows different research questions across the
locoregional disease spectrum to be addressed efficiently using a sin-
gle protocol and clinical trial funding application. This type of trial
design is increasingly important in the era of personalised medicine
and the need for clinical studies to address different research ques-
tions within the same disease. Sharing the details of this concept
should assist other investigators to develop similar future studies. De-
tails of our experience of implementing an integrated protocol along
with the pros and cons of this approach from a trial and data man-
agement perspective will be presented in more detail. At the Birmingham Clinical Trials Unit (BCTU) at the University of Bir-
mingham, we have developed a clinical trials clerkship where fellows
spend on average 15 days (including a 3 day Research Methods
Course) in BCTU over a 12 month period. The fellows will have the
opportunity to learn about various trial processes from study set-up,
protocol and case report form development, regulatory require-
ments, trial management, database development, statistical aspects
of clinical studies, recruitment strategies, data management and
monitoring, trial steering committees, interim and final data analysis
and submitting for publication. Each fellow is assigned a senior trial-
ist who acts as their mentor, who is responsible for working with the
fellow to tailor the training and learning experience. The fellow is ex-
pected to maintain a reflective log of their taught and experiential
training through completion of a workbook. For those planning to
run a trial as part of their fellowship, these can be embedded within
BCTU, with mentorship on delivering the project provided by a se-
nior trial manager, trial co-ordinator, database programmer and stat-
istician. Appropriate CTU costs to help the fellow deliver the study
can be included in NIHR fellowship applications. C
l
i Conclusions Within BCTU, we are currently running our first cohort of fellows
following the above programme, and initial feedback is that it is an
enjoyable and highly valuable learning experience. Markey Cancer Center, University of Kentucky
Correspondence: Rani Jayswal
Trials 2017, 18(Suppl 1):P358 Trials 2017, 18(Suppl 1):200 Page 135 of 235 Page 135 of 235 The importance of translation of clinical trials into catchment popula-
tions of Cancer Centers coupled with the advent of molecularly tar-
geted agents and emphasis in precision medicine resulting in smaller
patient pool within a single institution entail the need to engage
multiple sites for the design and implementation of clinical trials. The
conduct of multi-center studies is necessarily complex, requiring in-
formatics tools and data management processes that need a coordi-
nated effort necessitating an infrastructure akin to Data Coordinating
Centers. We present a model whereby biostatistics and informatics
core facilities partner with community based research networks to
manage multi-center clinical trials. More specifically, we focus on
three critical areas in informatics and data management namely i)
development of an integrated set of standard operating procedures
(SOPs) between the community based network and MRU pertaining
to all aspects of data management; ii) improving utilization of a clin-
ical trial management system (CTMS), a biospecimen management
system and customized database applications to accommodate
multi-center studies and iii) adopting and expanding automated
statistical programs to monitor protocol-specific triggers including
subject accrual, safety, and efficacy endpoints into a multiple site
setting. The community research network focuses on administrative
coordination and site communication and management to serve as a
clinical coordinating center. We demonstrate this model for the con-
duct of a therapeutic intervention trial and non-intervention study;
provide the specific informatics, data management and statistical
tools we have implemented to manage multi-center studies; and dis-
cuss challenges and areas of improvement in this partnership infra-
structure for provision of an integrated clinical and data science
coordination for multi-center clinical studies. Database through an iterative process of regression analysis and re-
assessment. P360 P360
Consolidated trial management: an example of a purpose built
clinical trial management system for an academic research
organization
Rebecca Mister1, Seshu Atluri2, Burcu Vachan3, Wendy Hague4
1Head of Site Management; 2Analyst Programmer; 3Oncology Program
Manager; 4Clinical Trials Program Director
Correspondence: Rebecca Mister
Trials 2017, 18(Suppl 1):P360 Funding
h g
The ARRISA-UK study is funded by the National Institute for Health
Research's Health Technology Assessment Programme (13.34.70). The
views and opinions expressed are those of the authors and do not
necessarily reflect those of the HTA, NIHR, NHS or the Department of
Health. Concepts important to the design of an innovative risk register in
general practice databases? Developing methodology from
ARRISA-UK
Stanley Musgrave1, Erika Sims1, David Price2, Annie Burden2, Allan Clark1,
Susan Stirling1, Mohammad Al Sallakh3, Gwyneth Davies3,
Estelle Payerne1, Ann Swart1
1Norwich Medical School; 2Research in Real Life, Ltd.; 3Swansea
University Medical School
Correspondence: Stanley Musgrave
Trials 2017, 18(Suppl 1):P359 Background Many clinical conditions require the identification and stratification
of risk to ensure that interventions can be targeted appropriately. Challenges to identification of ‘at-risk’ patients using data from elec-
tronic health records include identification of relevant characteristics,
how data availability informs decision making, coding and storage of
data, and how data can be searched for, accessed and managed. Each week in the UK, 22 patients die and 1400 are hospitalised due
to asthma (Asthma UK). Sixty per cent of patients with at-risk asthma
defined according to British Thoracic Society (BTS) guidelines have
an exacerbation requiring prednisolone per year compared to 10% of
the total asthma population and BTS guidelines suggest at-risk regis-
ters may be useful for asthma. The At-Risk Registers Integrated into
primary care to Stop Asthma crises - UK (ARRISA-UK) study group are
evaluating the effectiveness and cost effectiveness of generating and
implementing an at-risk asthma register. Background g
The NHMRC Clinical Trials Centre (CTC) based in Sydney, Australia
and affiliated with the University of Sydney is an Academic Research
Organisation (ARO) which develops and co-ordinates multi-centre
clinical trials in Australia, New Zealand and internationally. Working
across number of different fields including cardiology, oncology, neo-
natology and endocrinology the group collaborates with a number
of institutions including study sites, other international co-ordinating
centres, cros, cmos and central laboratories. As central coordinating
centre for a number of clinical trials, the CTC frequently works with
the same study sites (and personnel) across a number of different
trials. A need was identified to collate trial operations information
centrally to reduce time for individual trials collecting this informa-
tion in their own bespoke systems. There was also a need to be
able to collate core information (timelines, approvals) across trials
and report these centrally in order to generate metrics to review
performance. After consideration and review of the cost and func-
tionality of existing commercial software packages it was decided
to develop a custom system in-house, tailored to CTC specific trial
co-ordination requirements. Consolidated trial management: an example of a purpose built
clinical trial management system for an academic research
organization Stanley Musgrave1, Erika Sims1, David Price2, Annie Burden2, Allan Clark1,
Susan Stirling1, Mohammad Al Sallakh3, Gwyneth Davies3,
Estelle Payerne1, Ann Swart1
1
2
3 Rebecca Mister1, Seshu Atluri2, Burcu Vachan3, Wendy Hague4
1Head of Site Management; 2Analyst Programmer; 3Oncology Program
Manager; 4Clinical Trials Program Director
Correspondence: Rebecca Mister
Trials 2017, 18(Suppl 1):P360 Rebecca Mister1, Seshu Atluri2, Burcu Vachan3, Wendy Hague4
1Head of Site Management; 2Analyst Programmer; 3Oncology Program
Manager; 4Clinical Trials Program Director
Correspondence: Rebecca Mister
Trials 2017, 18(Suppl 1):P360 y
1Norwich Medical School; 2Research in Real Life, Ltd.; 3Swansea
University Medical School
Correspondence: Stanley Musgrave
Trials 2017, 18(Suppl 1):P359 1Norwich Medical School; 2Research in Real Life, Ltd.; 3Swansea
University Medical School Beyond ARRISA-UK These experiences will be used to develop strategies using a multi-
disciplinary approach for identification and recruitment of at-risk
individuals in other disease areas. This will permit development of
methodology for efficient trial design, delivery and planning in primary
care. Developing a risk profile for an at-risk register: importance of a
multi-disciplinary team Developing a risk profile for an at-risk register: importance of a
multi-disciplinary team Candidate characteristic values to be included in the risk profile were
identified based on expert opinion, prior work and literature review. This list was reviewed by a working group within the ARRISA-UK team
to identify additional characteristics based on clinical experience of
managing asthma, consider limitations/restrictions of GP Practices. Clinical data systems in relation to the characteristics identified, and
evaluate reliability and variability of the characteristics in terms of real
world coding of clinical information. The characteristics contributing to
the identification of patients with a statistically significant risk of hospi-
talisation were determined in the Optimum Patient Care Research Conclusions The coefficients of the characteristics (including age, smok-
ing status, comorbidities (rhinitis, diabetes, ischaemic heart disease,
anxiety and/or depression, and anaphylaxis), BTS treatment step, para-
cetamol treatment, lower respiratory tract infection, oral corticosteroid
therapy or hospitalisation in the previous year, body mass index and
blood eosinophil count) then are used in an algorithm to calculate a
risk score which was validated in a second database, the Secure Anon-
ymised Information Linkage databank. Implementing an At-Risk Register Using this algorithm, the ARRISA-UK
search tool identifies at-risk individuals in general practices. Search re-
ports from the GP clinical database system for the characteristics above
are analysed, and the risk assessment is flagged in relevant patient re-
cords via specific Read or SNOMED codes. These inform the compu-
terised decision support system in the form of popup information
boxes prompting clinical action. They can also facilitate care manage-
ment tasks, data collection and further clinical coding. Case study
h '
h y
Who's who - PW is a Clinical Trials Fellow and occupational therapist
with previous experience of feasibility RCTs in his NIHR Doctoral
Research Fellowship. A core aim of the fellowship was to develop
skills to become a future CI of a multicentre study. The Nottingham
Clinical Trials Unit (NCTU) is a UK Clinical Research Collaboration
registered unit, based at the University of Nottingham. The unit cur-
rently hosts a number of Fellowships and research training awards. Application process - Collaborative meetings with NCTU helped bal-
ance the learning objectives of the trainee with the learning opportun-
ities available at NCTU and identify suitable trials. Surgical procedures can be difficult to standardise due to the num-
ber of factors involved, including the surgeon’s skill and experience,
and decisions taken regarding the surgical procedure based on pa-
tient characteristics or fitness, variations in anatomy, etc. Each surgi-
cal procedure will, therefore, be open to variability which the QA
programme within inpact aims to minimise. Discussions among inter-
national surgical collaborators have led to agreement on precise sur-
gical details to be included in the trial protocol and supplementary
surgical trial guidance notes. Each surgeon will be accredited before
participation in the trial. Accreditation will involve independent re-
view of a number of surgical procedures by the inpact surgical QA
committee comprising US and UK surgical leads for the trial. During
the trial, photographs and operative notes will be reviewed and feed-
back will be given to individual surgeons at participating sites. y
p
g
Application process - Collaborative meetings with NCTU helped bal-
ance the learning objectives of the trainee with the learning opportun-
ities available at NCTU and identify suitable trials. Training programme - NCTU developed an extensive ‘menu’ Of activ-
ities from which a tailored programme was produced covering: trial
oversight, quality management and sops, pharmacy, trial set-up, site
set-up, recruitment, data management, follow-up, write up and dis-
semination. KS, as CTU mentor, led in the development and oversight
of PW’s training programme. The randomisation schema within inpact requires knowledge of lymph
node involvement. Correct interpretation of protocol criteria is crucial. Initially, prospective central review of all patient scans (to assess lymph
node involvement) prior to randomisation was envisaged, but during
protocol development it became evident that the logistics of this Integration into the unit - PW worked within three trials teams to
maximise experience and learning. Quality assurance (QA) challenges in the development of
international trials in rare diseases
1
2 Quality assurance (QA) challenges in the development of
international trials in rare diseases
1
2 Quality assurance (QA) challenges in the development of
international trials in rare diseases
Clare Cruickshank1, Steve Nicholson, Curtis Pettaway2, Nick Watkin3,
Jelle Teertstra4, James Gimpel5, Elizabeth Miles6, Cathy Corbishley3,
Pheroze Tamboli2, Stephanie Burnett1
1The Institute of Cancer Research; 2M.D. Anderson Cancer Center; 3St. George's University Hospital NHS Foundation Trust; 4The Netherlands
Cancer Institute; 5American College of Radiology, Center for Research
and Innovation; 6National Radiotherapy Trials QA (RTTQA) Group
Correspondence: Clare Cruickshank
Trials 2017, 18(Suppl 1):P362 NIHR clinical trials fellowship: reflections from a fellow and a
mentor Phillip Whitehead, Kirsty Sprange, Alan Montgomery
University of Nottingham
Correspondence: Phillip Whitehead
Trials 2017, 18(Suppl 1):P361 Phillip Whitehead, Kirsty Sprange, Alan Montgomery
University of Nottingham
Correspondence: Phillip Whitehead
Trials 2017, 18(Suppl 1):P361 Aim To develop and implement a user-friendly Clinical Trial Management
System (CTMS) to support the clinical trials team at the CTC that was
cost effective to develop and maintain. Project specification: The first
step was to develop a requirements document by seeking input from
relevant parties. The following key content domains were identified:
projects, organisations, people and documents and their relation-
ships specified. Key user requirements were ease of data entry
and reporting. Trials 2017, 18(Suppl 1):200 Trials 2017, 18(Suppl 1):200 Page 136 of 235 Project development Supplementary training - The “hands on” Experience in NCTU was
supplemented with formal training opportunities involving method-
ology and statistical courses, and presenting at national conferences. Reflections System specifications were then prepared collaboration with a data
systems developer. A relational database design and (Oracle) written
in Java was used for development. After an initial prototype was
developed the system was released for user testing by trials staff
from the discrete functions within the trials teams. Once the system
was qualified, but prior to rollout, existing study tracking data was
imported into the new CTMS system. Reports (both within and across
projects) were developed prior to release to enable staff to access
key information. Benefits and Challenges Benefits included experiential learning by
involvement and integration into the unit and the various trials
teams, involvement in multidisciplinary working, observing multiple
chief investigators across multiple studies at various stages of the
trials, knowledge of processes and procedures and making contacts’
internal and external. Background The National Institute for Health Research (NIHR) introduced Clinical
Trials Fellowships in 2012 with the aim of further developing existing
NIHR trainees’ skills and experience in clinical trials. Fellowships are
hosted within Clinical Trial Units (CTU) that are in receipt of NIHR
CTU Support Funding as these offer the best environment in which
to: expose trainees to all aspects/stages of clinical trials; cover mul-
tiple studies; understand how proposals are developed from initial
concept through to funding application by interdisciplinary, collab-
orative working; and tailor training to individuals’ needs. We reflect
on our experience of the fellowship from the perspective of the
trainee (PW) and the CTU mentor (KS). inpact (CRUK/13/005, EA8134) is an international trial in penis cancer
developed under the auspices of the International Rare Cancers
Initiative (IRCI). It evaluates the combination and sequence of four
common treatments for penis cancer: Inguinal Lymph Node Dissec-
tion (ILND), chemotherapy, chemoradiotherapy, and Pelvic Lymph
Node Dissection (PLND). The interventions used within the trial
present a number of QA challenges to ensure that any differences in
trial outcomes are related to the randomisation schedules and not
deviations from the trial protocol. The rarity of the disease means
that, whilst networks of specialists have developed, experience at an
individual clinical team level can be limited. A number of inter-
national specialist subgroups were therefore set up during protocol
development to discuss areas of QA need and to agree on QA pro-
cesses for the trial. Project deployment Challenges included capacity and availability of key activities across
trials and the unit, time-lag between the application (summer 2014)
and the commencement of the fellowship (2016) making it difficult
to plan specific activities in the unit. Some flexibility was required
due to the uncertain nature of clinical trials particularly in the set-up
phase when timelines can be fluid. This resulted in some adaptations
to the training package. Training sessions were conducted on the use of the new system. Staff were also invited to specify what reports would be helpful to
their teams. Project Evaluation: After implementation, a process of
continual user feedback and enhancement was undertaken to im-
prove system usability and acceptability. Conclusion: Development of
the initial system took approximately 12 months from the decision to
develop, through specification and user testing, import of existing
data to release. Since this time additional functionality and reporting
has been developed and released periodically. The system has now
been in use for 3 years and feedback from users demonstrates in-
creasing acceptance of the system. However, there were key learn-
ings from the experience of implementing a new software system
e.g., unforeseen costs related to the lack of staff dedicated solely to
this project (and impact on timelines), resistance to change, and the
expansion of the original scope of the project with requests for fur-
ther functionality. Conclusions CT Fellowships offer a unique opportunity for trialists of the future to
get hands on experience at an early career stage and also to enable
CTUs to develop researchers leading to high quality multi-centre tri-
als. Both fellow & NCTU found the experience highly beneficial and
strongly support continuation of this NIHR training programme. Background g
In 2005, the Panamerican network for the harmonisation of
pharmaceutical regulation (Red PARF in Spanish), based on the ICH
guidelines, introduced the Document of the Americas for the Good
Clinical Practices (DA-GCP) with the aim of harmonising clinical re-
search practices in the region. The DA-GCP was not mandatory to
all regulatory authorities. Therefore, each country had the inde-
pendence to develop their guidelines and regulations to allow clin-
ical trials. Colombia and Brazil in 2008 presented their resolution to
implement clinical research in the country adopting the ICH-GCP
guidelines, and in 2012 Mexico did the same. However, only
Colombia and Brazil stated in their regulation the adoption of DA-
GCP. Therefore, the question that emerges is how does the differ-
ence on the normativity between these countries have influenced
the sponsor strategies to coordinate, manage and implement multi-
national clinical trials in Latin America? M th d Methods To answer this question, in first place three multi-site clinical trials to
evaluate vaccines were studied in Mexico, Colombia, and Brazil to
assess the influence of the national regulation on multinational pro-
jects. Also in each country, members of clinical research associations
were interviewed to understand better the local dynamics and the rela-
tionship between local normativity and the pharmaceutical industry. Sixty-six semi-structured interviews were conducted with members of
the research site, sponsors, clinical monitors, ethic committees, regula-
tory agencies, and members of clinical research associations. Objective Substantial variability in adverse event (AE) reporting practices may
exist between sites, particularly in multicenter clinical trials involving
patient populations for whom AEs are prevalent. Variability is likely
to be multifactorial, involving differences in training, culture, docu-
mentation, and other parameters, but also, perhaps, upon the quality
of trial performance. We hypothesize that sites with very low or very
high numbers of AEs reported are more likely to also have excessive
data corrections identified during source document review by site
monitors. Methods In a recently completed randomized clinical trial of acute treatment
of patients with traumatic brain injury (protect NCT00822900), we
retrospectively determined the coincidence of enrollment sites being
outliers on both AE reporting and data corrections found by site
monitoring. Outlier sites were those outside 95% boundaries on fun-
nel plots of AE reporting and of data corrections. Variability in AE
reporting was assessed by examining the average number of AEs
reported at each site (the total number of AEs reported at a site di-
vided by the number of subjects enrolled at that site). Data correc-
tion at each site was assessed as the average number of data
clarification requests (DCRs) written by a site monitor during source
document verification visits that resulted in the site correcting erro-
neous data in the case report form (CRF). Analysis of coincidence
was descriptive in this exploratory study. Sensitivity analyses using
90% boundaries and looking at only serious AEs (SAEs) were also
visualized. This qualitative study reveals that despite Red PARF efforts to har-
monise GCP in the American continent, this objective has not been
achieved in practice. Between Colombia, Brazil, and Mexico, it does
not exist a harmonisation which is reflected in four aspects. 1) The di-
vergence on requirements and procedures to approve the trial. 2)
The number of institutions involved in protocols evaluation. 3) The
restriction of Colombia regulation to hire certain professional profiles
to be part of research teams 4) The research capabilities requested
by each regulatory agency to implement the trial. These differences
made that each sponsor had to develop management strategies to
implement the vaccine trial in Colombia, Brazil, and Mexico which
demanded: 1) coordinate times among different countries to start
their trials. 2) Invest in the creation of research capabilities to imple-
ment its protocol. 3) Hire smos to coordinate trials at local levels and
manage research sites, and 4) design new training strategies to
create a knowledge-base among all clinical teams according to the
local requirements. In conclusion, despite Red PARF’s efforts, har-
monisation of clinical trial regulation in Latin America has not been
achieved. The difference between regulatory frameworks induced
the creation of unique strategies by sponsor to coordinate and
management the evaluation and implementation of multinational
clinical trials in the region. Objective The primary objective of this paper is to explain the differences be-
tween the Mexican, Colombian, and Brazilian clinical research regula-
tions and how these influenced the evaluation and implementation of
multi-national vaccine trials in these three countries. P363
Variability in adverse event reporting rates per subject by
enrollment site in a multicenter acute care clinical trial
Erin Bengelink1, Valerie Stevenson1, Jordan Elm2, Sharon Yeatts2,
Robert Silbergleit1
1University of Michigan; 2Medical University of South Carolina
Correspondence: Erin Bengelink
Trials 2017, 18(Suppl 1):P363 P364
Regulation in Latin America and its impact on the execution of
multinational clinical trials to evaluate vaccines
Sara Valencia
phd Student Science and technology studies
Trials 2017, 18(Suppl 1):P364 P364
Regulation in Latin America and its impact on the execution of
multinational clinical trials to evaluate vaccines
Sara Valencia
phd Student Science and technology studies
Trials 2017, 18(Suppl 1):P364 Case study
h '
h During the course of the fellow-
ship, regular meetings were held between the fellow and mentor
to reflect on personal development and for NCTU to offer feedback
and guidance. Trials 2017, 18(Suppl 1):200 Trials 2017, 18(Suppl 1):200 Page 137 of 235 high and 2 were low AE reporting outliers. Findings were similar
using 90% boundaries and rates of SAE reporting. Conclusions would be prohibitive. The ECOG-ACRIN Cancer Research Group and
The Netherlands Cancer Institute shared anonymised images to enable
development of a web-based teaching and testing solution using the
ACR Radiology Curriculum Management System. Radiologists respon-
sible for assessing patient lymph node involvement at each of the par-
ticipating sites will be assessed through this training tool and
accredited prior to the trial opening at that site. Extensive variability in both AE reporting and data collection quality
exceed that expected by chance alone in this example trial. AE
reporting rates may be useful as a metric to incorporate into risk-
based site monitoring plans if similar patterns are found with larger
numbers of sites across additional clinical trials. Other areas identified as requiring international QA consensus were
pathology and radiotherapy, the latter being led by the UK’s NCRI
Radiotherapy Trials QA Team and in the US, the National Clinical
Trials Network’s QARC. The organisation of separate QA subgroups in
addition to the standard trial set-up processes and protocol develop-
ment has been challenging, but the QA programme ultimately
underpins the quality of trial treatment in this rare cancer. Regular
international communication and the sharing of knowledge and experi-
ence with existing national QA processes and infrastructure have
ensured consensus on trial protocol and associated QA. Internationally-
harmonised QA programmes should optimise deliverability of this trial
across multiple countries. Background Good sites are vital to ensure that multicentre randomised con-
trolled trials (RCTs) are delivered on time, within budget and to a
high standard. For example, over optimistic recruitment targets
often mean the trial goes over budget and fails to complete on
time. To help improve trial efficiency, site selection questionnaires
(SSQs) to gather relevant information about potential sites are con-
sidered ‘best practice’ for selecting new sites in multicentre trials. However, there is limited evidence about their effectiveness in im-
proving trial conduct. Correspondence: Diane Whitham
Trials 2017, 18(Suppl 1):P365 p
Methods For each of the five trials, SSQs were developed using questions
that were both generic and protocol specific. The SSQ was emailed
to the Principal Investigators (PIs) for potential sites, requesting its
completion and return. The Chief Investigators (CIs) had access to
these responses, and it was at their discretion whether they used
the information to select sites. P366 P365
A study aimed at improving the conduct and efficiency of trials by
developing a standardised set of site performance metrics and a
systematic approach to reporting
Diane Whitham1, Julie Turzanski1, Alan Montgomery1, Lelia Duley1,
Shaun Treweek2, Paula Williamson3, Lucy Culliford4, Mike Clarke5,
Julia Brown6, Louise Lambert7
1Nottingham University; 2Aberdeen University; 3Liverpool University;
4Bristol University; 5Queen's University; 6Leeds University; 7CRN
National Coordinating Centre (CRNCC) | NIHR Clinical Research
Network (CRN), Leeds
Correspondence: Diane Whitham
Trials 2017, 18(Suppl 1):P365 Can site recruitment be predicted? Results of a retrospective,
blinded evaluation of a site selection questionnaire in five
multicentre trials
Diane Whitham, Dawn Coleby, Wei Tan, Julie Turzanski, Lelia Duley
Nottingham University
Correspondence: Diane Whitham
Trials 2017, 18(Suppl 1):P366 y
Conclusion We will present the outcomes of the focus groups and literature
search and discuss the design and development of our Delphi survey
questionnaire. For CI selected sites, where the SSQ was reviewed by a blinded
assessor, those that were selected based on the blinded assess-
ment seemed to perform significantly better in terms of recruit-
ment than those rejected following blinded assessment. This
suggests that SSQs have potential as a tool to improve the se-
lection of sites for clinical trial. They merit further development
and evaluation as to whether they can improve efficiency of
trial conduct. Research Plan
ll f Key Stakeholders: Trial Managers, Clinical Trials Units, NETSCC, NIHR
Clinical Research Network, Chief Investigators, Statisticians. Results Results An SSQ had been returned for all sites selected by the CI. There were
105 sites across the five trials. Three trials had completed recruit-
ment, and overall sites had been recruiting for between 0.7 months
and 47 months. Finally we will develop a simple tool (probably within Excel) for the
presentation of key metrics to Trial Managers, Trial Management
Groups and Trial Steering Committees in a standardised format. The median monthly recruitment (actual/target) was higher in the
54 sites selected by blinded assessment of the SSQs (median re-
cruitment =78.5) compared with the 51 sites not selected by the
SSQ assessment (median recruitment =50.0) (p = 0.0019, Mann-
Whitney U test). p
g
Key Stakeholders: Trial Managers, Clinical Trials Units, NETSCC, NIHR
Clinical Research Network, Chief Investigators, Statisticians. Results Can site recruitment be predicted? Results of a retrospective,
blinded evaluation of a site selection questionnaire in five
multicentre trials A study aimed at improving the conduct and efficiency of trials by
developing a standardised set of site performance metrics and a
systematic approach to reporting
1
1
1
1 Can site recruitment be predicted? Results of a retrospective,
blinded evaluation of a site selection questionnaire in five
multicentre trials Diane Whitham, Dawn Coleby, Wei Tan, Julie Turzanski, Lelia Duley
Nottingham University
Correspondence: Diane Whitham
Trials 2017, 18(Suppl 1):P366 Diane Whitham1, Julie Turzanski1, Alan Montgomery1, Lelia Duley1,
Shaun Treweek2, Paula Williamson3, Lucy Culliford4, Mike Clarke5,
Julia Brown6, Louise Lambert7 1Nottingham University; 2Aberdeen University; 3Liverpool University;
4Bristol University; 5Queen's University; 6Leeds University; 7CRN
National Coordinating Centre (CRNCC) | NIHR Clinical Research
Network (CRN), Leeds 1Nottingham University; 2Aberdeen University; 3Liverpool University;
4Bristol University; 5Queen's University; 6Leeds University; 7CRN
National Coordinating Centre (CRNCC) | NIHR Clinical Research
Network (CRN) Leeds Nottingham University; Aberdeen
4Bristol University; 5Queen's Univers
National Coordinating Centre (CRNC
Network (CRN), Leeds
Correspondence: Diane Whitham
Trials 2017, 18(Suppl 1):P365 Background Standardising the collection, reporting and monitoring of data rele-
vant to site performance could improve the effective and efficient
oversight of clinical trial delivery. Our surveys of UK Trial Manager
Network (UK TMN) members and NIHR chief investigators revealed
wide variations in how trial data are used to assess performance. However, without consensus on optimal ways of utilizing perform-
ance metrics, trialists may focus on too many or uninformative
indicators, causing inefficiency in trial conduct and difficulty in com-
paring between studies. Ideally, This study aimed to evaluate the performance of an SSQ developed
by the Nottingham Clinical trials Unit (NCTU), using data on key
metrics collected from five randomised controlled trials. Previously
presented preliminary data comparing mean number of days to re-
cruit the first participant found that sites selected by both the Chief
Investigator (CI) and by blinded assessment of SSQs were 68%
more likely to have recruited their first participant than those
where the CI and the blinded assessment disagreed (Trials 2015,
16(suppl 2):P176.). This project aims to improve trial conduct and efficiency by: Reach-
ing consensus on important metrics that should be monitored rou-
tinely in multicentre trials. Establishing initial baseline benchmark
indicators for each performance metric for trending and predicting
potential issues, so minimizing their impact and improving trial per-
formance and efficiency. Developing a standardised systematic
method for reporting and presenting these metrics to trial mangers,
tmgs and tscs. We now update our study and present data assessing how well the
SSQ predicted site recruitment. Research Plan
ll f Small focus groups of stakeholders will establish an initial list of per-
formance metrics and parameters that could be measured routinely
in trials. We will then design a Delphi survey using data from litera-
ture searches and the focus groups to develop a comprehensive list
of performance metrics and parameters for inclusion in the Delphi
survey. For sites selected by the CI, each completed SSQ was assessed by
an assessor who was ‘blind’ to the site and to the PI. This assess-
ment used seven pre-defined criteria: SSQ not returned, potential
pool of participants, available staff resources, clinical trials experi-
ence of PI, competing trials for target population, number of trials
competing for resources, and equipoise for the trial interventions. If
any one of the first three criteria was not satisfied, the site was
excluded. The Delphi survey will be sent to Trial Managers and CTU directors
as they play key roles in ensuring the efficient delivery of multicentre
trials. Three Delphi rounds will be used to steer the groups towards
consensus, on a list of important performance metrics. We will docu-
ment the reasons for their decision-making with regard to selection
of metrics. For CI selected sites, the monthly recruitment rates (actual/target) of
sites that were and were not selected by blinded assessment of the
SSQs from these sites were compared. Data from the Delphi survey will be presented to stakeholders in a
priority-setting workshop with a wide range of trial stakeholders, pro-
viding participants with the opportunity to express their views, hear
different perspectives and think about monitoring of site perform-
ance. We will seek agreement on the top key performance metrics
(expected to be around 8–12 in number) and benchmark indicators
for each metric to trigger action to improve site performance. Data from the Delphi survey will be presented to stakeholders in a
priority-setting workshop with a wide range of trial stakeholders, pro-
viding participants with the opportunity to express their views, hear
different perspectives and think about monitoring of site perform-
ance. We will seek agreement on the top key performance metrics
(expected to be around 8–12 in number) and benchmark indicators
for each metric to trigger action to improve site performance. Finally we will develop a simple tool (probably within Excel) for the
presentation of key metrics to Trial Managers, Trial Management
Groups and Trial Steering Committees in a standardised format. Results 882 subjects were enrolled at 49 sites between 2010 and 2013. 11
sites that did not enroll any subjects in the study were excluded,
leaving 38 sites for inclusion. Site enrollment ranged widely from 1
to 85 subjects with a median of 18. The average number of reported
AEs by site ranged from 0.5 to 12 (median 3.14). The average number
of DCRs resulting in data correction by site ranged from 0.75 to 15
(median 3.56). On funnel plots, 14/38 (37%) sites were outliers with
regard to AE reporting outliers (6 low, 8 high), and 7/38 (34%) were
outliers with regard to high data correction rate. Coincidence was
suggestive but not significant given the small numbers; 4/14 (29%)
of the AE reporting outliers were also high data correction outliers,
as compared to only 3/24 (13%) of the sites that were not AE report-
ing outliers. Unexpectedly, among the 4 coincident outliers, 2 were Trials 2017, 18(Suppl 1):200 Page 138 of 235 P369 g
y
Of the total 1075 registrations, 496 (46%) have submitted the form
noting that a patient will not register to a sub-study. Of note, pa-
tients without a matching biomarker who previously received im-
munotherapy are not currently eligible for any sub-study. Conduct of a precision medicine trial: screening, tissue adequacy,
study registration, and reasons for not participating on lung-map
(lung cancer master protocol) Conduct of a precision medicine trial: screening, tissue adequacy,
study registration, and reasons for not participating on lung-map
(lung cancer master protocol) Katie Griffin, Shannon McDonough, Jieling Miao, James Moo
Mary W. Redman
SWOG Statistics and Data Management Center at FHCRC
Correspondence: Katie Griffin
Trials 2017, 18(Suppl 1):P367 Correspondence: Guy Peryer
Trials 2017, 18(Suppl 1):P369 Correspondence: Guy Peryer
Trials 2017, 18(Suppl 1):P369 Methods Lung-MAP has two steps, a screening step followed by sub-study regis-
tration step. In the screening step, tissue is submitted to determine pa-
tient eligibility for biomarker-selected or non-match sub-studies. For
patients with tissue that is determined to not be adequate for bio-
marker testing, either additional tissue or tissue from a fresh biopsy can
be submitted for retesting. Patients can either be screened at progres-
sion on therapy or pre-screened while receiving therapy for stage IV or
recurrent disease. The trial did not open with the pre-screening option;
this option was added at the end of 2015. The protocol-specified tar-
gets are that patients screened at progression receive their sub-study
assignment within 16 days from tissue submission and pre-screened
patients receive their sub-study assignment within one day of notifying
the study they have progressed on the prior treatment. If at any point
in time it is determined that a patient will not enroll on a sub-study,
the site submits a form noting the reasons for not registering. R
lt Exploration of possible measurement methods to best collect opin-
ions on trade-off levels was undertaken. One option explored was a
simple cross-tabulation of hypothesised levels of DFS and cardiotoxi-
city. Another avenue explored was the use of gaming chips placed
on separate continuums of perceived “costs” and “benefits” of the
two treatment arms. To assist in interpretation of the trade-off be-
tween perceived advantages and disadvantages, graphical aids were
also considered. One option investigated used pictures of old fash-
ioned weighing scales with two pans, one representing one treat-
ment arm with a hypothesised DFS and cardiotoxicity level, and the
other just a hypothesised cardiotoxicity level. Responders were asked
to choose the level of DFS required to make the scales balance. As of November 4, 2016, 1075 patients have registered to be screened
(714 (66%) screened at PD, 361 (34%) pre-screened). Upon initial sub-
mission, about 12% of submitted tissue was inadequate, with the most
common reason being an insufficient amount of tissue (N = 58). Pa-
tients resubmit tissue samples about 37% of the time and 79% of those
were analyzable; the tissue inadequacy rate overall is 8.8%. Eliciting clinician’s opinions on acceptable trade-offs within one trial
endpoint for various levels of detriment in another endpoint is a
complex one. Surveys were sent out to all 152 hospitals involved in
the PERSEPHONE trial. Background Another avenue explored was the use of gaming chips placed
on separate continuums of perceived “costs” and “benefits” of the
two treatment arms. To assist in interpretation of the trade-off be-
tween perceived advantages and disadvantages, graphical aids were
also considered. One option investigated used pictures of old fash-
ioned weighing scales with two pans, one representing one treat-
ment arm with a hypothesised DFS and cardiotoxicity level, and the
other just a hypothesised cardiotoxicity level. Responders were asked
to choose the level of DFS required to make the scales balance. Eliciting clinician’s opinions on acceptable trade-offs within one trial
endpoint for various levels of detriment in another endpoint is a
l
ll
h
l
l
d q
Discussion Discussion The project will result in a reporting tool showing a standardised set
of clear, meaningful and easily accessible performance metrics. The
metrics will assist researchers to indicate change over time and iden-
tify potential problem areas early, allow better utilisation of resources
and timely action to be taken. Trials 2017, 18(Suppl 1):200 Page 139 of 235 Page 139 of 235 PERSEPHONE is a phase III non-inferiority RCT comparing six months
of trastuzumab to the standard twelve months in patients with HER2
positive early breast cancer. The primary endpoint is disease-free
survival (DFS), with cardiac function as a secondary endpoint. It was
assumed that the standard 12 months trastuzumab results in 80%
DFS at 4 years. With 5% 1-sided significance and 85% power, 4000
patients gives the ability to prove non-inferiority of the experimen-
tal arm, defining non-inferiority as no worse than 3% below the es-
timated 4-year DFS of the standard arm. The trial reached its 4000
patient target in July 2015, making this UK trial the largest of its
kind in the world. P367
Conduct of a precision medicine trial: screening, tissue adequacy,
study registration, and reasons for not participating on lung-map
(lung cancer master protocol)
Katie Griffin, Shannon McDonough, Jieling Miao, James Moon,
Mary W. Redman
SWOG Statistics and Data Management Center at FHCRC
Correspondence: Katie Griffin
Trials 2017, 18(Suppl 1):P367 P367
Conduct of a precision medicine trial: screening, tissue adequacy,
study registration, and reasons for not participating on lung-map
(lung cancer master protocol)
Katie Griffin, Shannon McDonough, Jieling Miao, James Moon,
Mary W. Redman
SWOG Statistics and Data Management Center at FHCRC
Correspondence: Katie Griffin
Trials 2017, 18(Suppl 1):P367 Standard operating procedures for managing adverse events in
trials that do not involve an investigational medicinal product: a
protocol for a Delphi consensus study
1
2
1
3 Guy Peryer1, Catherine Minns Lowe2, Yoon Loke1, Catherine Sackley3
1University of East Anglia; 2University of Hertfordshire; 3King's College,
London Background Whilst waiting for the follow-up data to mature, we embarked on de-
signing a survey to canvass current clinician’s opinions on trastuzu-
mab duration that would provide insight into not only the potential
practice-changing impact of PERSEPHONE’S results, but also the most
appropriate non-inferiority limits to define for the future meta-
analysis of the “twelve month trastuzumab versus less” trials for fur-
ther investigation into pre-specified sub-groups of patients. The Lung-MAP trial (Lung Cancer Master Protocol), launched in 2014, is
an umbrella protocol to evaluate targeted therapies in biomarker se-
lected patients for previously-treated stage IV or recurrent squamous
non-small cell lung cancer. The trial infrastructure also includes a “non-
match” study or set of studies for patients without any of the bio-
markers under study. Lung-MAP, conducted by SWOG, and involving
the National Clinical Trials Network of the National Cancer Institute
(NCI), is the first precision medicine trial launched with the support of
the NCI in the United States. The survey aimed to record opinions on what clinicians considered the
effectiveness of each of PERSEPHONE’S two randomised treatment du-
rations, followed by what difference between them they would require
the results to prove in order to change their current practice. Opinions
on the two randomised arms’ rates of cardiotoxicity were also collected. The next section of the survey depicted various hypothetical scenarios
of cardiotoxicity differences between treatment arms, with responders
asked what trade-off they would require in terms of the primary end-
point of DFS to change their current practice within those scenarios. The survey aimed to record opinions on what clinicians considered the
effectiveness of each of PERSEPHONE’S two randomised treatment du-
rations, followed by what difference between them they would require
the results to prove in order to change their current practice. Opinions
on the two randomised arms’ rates of cardiotoxicity were also collected. The next section of the survey depicted various hypothetical scenarios
of cardiotoxicity differences between treatment arms, with responders
asked what trade-off they would require in terms of the primary end-
point of DFS to change their current practice within those scenarios. Exploration of possible measurement methods to best collect opin-
ions on trade-off levels was undertaken. One option explored was a
simple cross-tabulation of hypothesised levels of DFS and cardiotoxi-
city. p
Discussion Conduct of a complex trial platform including biomarker testing and
evaluation of multiple investigational therapies may continue to be a
valued approach for evaluating biomarker/investigational therapy
combinations. Lessons learned and views into their conduct are im-
portant to help inform future endeavors. Background Medical research methods, technologies and tools evolve rapidly. It is
essential guidance prioritising the safety of human volunteers is
reviewed at timely intervals. This study aims to provide clarity and
consistency to the assessment and reporting of adverse events in
clinical trials that do not involve an investigational medicinal product
(non-CTIMP). Non-CTIMP governance covers a broad spectrum of
non-pharmacological disciplines (e.g. Surgery, nutrition, psychological
and physical therapies etc.). Currently, this is a neglected area of clin-
ical trial research. The lack of consistent identification, categorization,
and reporting of harms prevent researchers from conducting reliable
meta-analyses and comprehensive systematic reviews on the bene-
fits and risks of non-drug interventions that help to guide clinical
practice. Non-systematic methods of assessing harms increase the
potential for reduced effect sizes, resulting in a bias towards the null Measurement methods for eliciting opinions on treatment
benefits, toxicities and acceptable trade-offs of the two, within the
PERSEPHONE trial
1
1
2
1 Methods Results will be presented of the success of the
methodology adopted to undertake this task. Once a patient’s tissue has been successfully tested, the patient is
assigned and can then register to a Lung-MAP sub-study. To date,
785 patients have been notified of their sub-study assignment and
387 patients have registered to a sub-study. p
p
Methods A variety of strategies were utilised for the success of the trial. These included; Inclusion of a medical ethicist on the investigator
team; A longer than normal set-up phase of the study for educating
sites about placebo surgery; A pre-trial survey where surgeons in-
terested in participating in the CSAW outlined their practices,
followed by in-depth interviews between the surgeons and the
study’s clinical leads; Use of a Prospective Patient Assessment (PPA)
at the main site. This involved presenting a hypothetical placebo
surgery trial to patients to gain feedback and ask whether they
would consider participation. A Qualitative Recruitment Investiga-
tion (QRI) was also undertaken in the early phases of the trial to ob-
serve transparency of information given to patients and to assess
the level of surgeon equipoise. Standard evaluation of the fre-
quency of study procedures was also undertaken. Results In addition to the protocol design the poster will present preliminary
survey data collected with 70 chief investigators of non-CTIMPs. The
survey questions and results are attached. Questions covered a series
of themes evaluating the range of inconsistency in defining, categor-
izing and reporting serious adverse events, and evaluated prefer-
ences for increased harmonisation in this area. The strategies resulted in successful recruitment to the study. Feed-
back showed the benefit of involving the participating surgeons in
defining the placebo procedure arm. Regular monitoring of the
study showed surgeons were fully compliant with the restrictions
of the placebo operation (the arthroscopy only). The placebo elem-
ent was not an issue in relation to recruitment nor in implementa-
tion of the study arms. The PPA completed showed 90% of patients
would be interested in participating in a placebo surgery trial. Feed-
back on the hypothetical study also informed the research ethics
application. The QRI generated a “top tips for recruitment” list and
enabled training on the best approach to patients. CSAW success-
fully reached their recruitment target of over 300 patients, recruited
from 25 NHS sites. Measurement methods for eliciting opinions on treatment
benefits, toxicities and acceptable trade-offs of the two, within the
PERSEPHONE trial
1
1
2
1 Louise Hiller1, Shrushma Loi1, Anne-Laure Vallier2, Donna Howe1,
Peter Bell1, John Carey1, Uzma Manazar1, David Cameron3, David Miles4,
Andrew Wardley5
1
2 Trials 2017, 18(Suppl 1):200 Page 140 of 235 (Type II error). Critically, a lack of evidence of harm does not equate
to evidence of safety. (Type II error). Critically, a lack of evidence of harm does not equate
to evidence of safety. Placebo surgery trials in the NHS are possible
Naomi Merritt1, David Beard2, Andrew Carr2, Cushla Cooper2
1University of Oxford; 2NDORMS, University of Oxford
Correspondence: Naomi Merritt
Trials 2017, 18(Suppl 1):P371 The study will address variability in practice, defined in Standard
Operating Procedures, that UK Clinical Trials Units (CTU) have in
place for: i) defining, ii) classifying, and iii) reporting adverse events
in non-ctimps. Compared to drug trials, adverse events in non-ctimps
are not managed well. There is considerable inconsistency in report-
ing styles between trials of similar design and intervention type. Placebo Surgery Trials in the NHS are Possible Introduction Placebo sur-
gery trials are controversial and are not routinely conducted in the
NHS. Evidence related to the management of such studies is limited
and teams planning a placebo surgery trial need to carefully consider
how to manage such a trial. To promote increased consistency, we will conduct a consensus exer-
cise among non-CTIMP experts using a Delphi technique followed by
a face-to-face meeting. This method adheres to the recommended
sequence outlined by the international network for Enhancing the
Quality and Transparency of Health Research (EQUATOR) for develop-
ing health research guidelines. Background CSAW is a multicentre randomised placebo controlled blinded surgi-
cal trial assessing the effectiveness of arthroscopic sub-acromial de-
compression surgery versus an arthroscopy alone (the placebo or
sham procedure) versus a period of active monitoring with specialist
reassessment. Previously, a placebo surgery trial has been deemed
difficult to run in the NHS with additional challenges for the study
management team. These include (and supported by the literature)
increased concerns regarding risk, ethics, perceived patient decep-
tion, ability to recruit and the surgical community acceptance of the
placebo procedure. A non-CTIMP expert is defined as: a CTU representative, a Chief
Investigator or trial manager of non-ctimps with >3 trials experience
in this role, or a senior member of the Health Research Authority’s
Operations team or Ethics Committee. As such, the participants in
the consensus exercises will also be the direct beneficiaries from the
project maximising its pathway to impact. Following the face-to-face meeting, guidance and explanatory state-
ments will be drafted. The guidance statement will focus on: How ad-
verse events should be defined in relation to the non-pharmacological
intervention, How CTU standard operating procedures should be de-
signed to reflect the results of the Delphi exercise, How adverse events
should be classified following a judicious causal assessment, and
Recommended reporting methods that will promote more effective
meta-analyses of non-pharmacological interventions that provide a
balanced benefit-harm evaluation. Following study completion, we will
work with a selection of UK CTUs to evaluate the implementation of
any agreed modifications to current practice. Improving the quality of NIH funded clinical trials
Carmen Rosa
National Institute on Drug Abuse
Trials 2017, 18(Suppl 1):P370 The National Institutes of Health (NIH), as the largest public funder of
clinical trials in the United States, recognizes the importance of clin-
ical trials and well as recognizes the major challenges in the design,
efficiency and reporting of clinical trials. Over the years, NIH has
funded trials that are too complex, have small sample sizes, rely on
surrogate endpoints, have unrealistic enrollment goals, inadequate
budgets, etc. Many times these trials are not published nor data sub-
mitted to a public site. On September 16, 2016, the NIH announced a
series of efforts directed towards the improvement of clinical trials
efficiency, accountability and transparency. This presentation will
briefly discuss these activities, which are aimed to address the clinical
trials process from the time new ideas are generated to sharing data
to the public. The initiatives covers NIH review and selection of trials
to fund, clinical trials management and oversight, and data sharing. More specifically, this presentation will discuss the variety of new
NIH policies, including Good Clinical Practice (GCP) training require-
ments for investigator and NIH staff, using clinical trials specific Fund-
ing
Opportunity
Announcements
(FOAs),
including
appropriate
expertise to review sessions, using a protocol template (required for
FDA studies), using a single Institution Review Board (SIRB), and util-
izing clinicaltrials.Gov to register and upload results. P372
Randomization balance in multicenter clinical trials with short drug
life and rapid allocation
Jeff Szychowski, Alan T. N. Tita, Gary R. Cutter
University of Alabama at Birmingham
Correspondence: Jeff Szychowski
Trials 2017, 18(Suppl 1):P372 Sample size calculations using bayesian optimisation
1
2
1 Sample size calculations using bayesian optimisation
Duncan Wilson1, Richard Hooper2, Rebecca Walwyn1, Amanda Farrin1
1University of Leeds; 2Queen Mary, University of London
Correspondence: Duncan Wilson
Trials 2017, 18(Suppl 1):P374 Conclusion With effective strategies in management and monitoring a placebo
surgery trial is possible in the NHS. No major challenges were faced
in the conduct of the study. CSAW has now successfully completed
and results will be published early 2017. Jeff Szychowski, Alan T. N. Tita, Gary R. Cutter
University of Alabama at Birmingham
Correspondence: Jeff Szychowski
Trials 2017, 18(Suppl 1):P372 Page 141 of 235 Trials 2017, 18(Suppl 1):200 Trials 2017, 18(Suppl 1):200 Page 141 of 235 Background 1The University of Warwick; 2Oxford University Hospitals NHS Trust;
3Royal Devon & Exeter NHS Foundation Trust; 4University Hospitals of
Coventry and Warwickshire; 5Guys and St Thomas’ NHS Foundation
Trust; 6The University of Oxford; 7Glasgow Caledonian University
Correspondence: Susanne Finnegan Finding the optimal sample size for a trial is an important step in its
design. In many trials of complex interventions (such as psychother-
apies and behavioural interventions) this task is complicated by two
factors. Firstly, sample size can be defined by several design parame-
ters rather than a single n. For example, a trial which compares a
psychotherapy intervention with treatment as usual may be partially
nested, with patients nested within therapists in the intervention
arm but not in the control arm. The design parameters of such a trial
are the number of therapists in the intervention arm, the number of
patients seen by each therapist, and the number of patients in the
control arm. The second complication is that analytical formulae for p
p
Development of the PREFIT MFFP At each site the investigational pharmacists prepared a pre-specified
number of study bags to be used or discarded within 7 days. Given
pharmacy costs and constraints, bags were typically prepared once
per week. The number of prepared bags was estimated to be the
number of patients enrolled over the course of the next 7 days. In
successful recruiting weeks, all prepared study bags were used. In
lower enrollment weeks, bags were discarded. Because of these con-
straints, the rates of study drug preparation and randomization were
continually monitored and modified as needed. Intervention: Multifactorial interventions are defined as that where in-
dividuals receive ‘an assessment of known risk factors for falling and
an intervention matched to their risk profile’. To determine which risk
factors to include in PREFIT, we considered evidence from systematic
reviews, including a large Cochrane review of 34 RCTs of multifactor-
ial interventions to prevent falls in older people and evidence exam-
ining the effectiveness of MFFP delivered in primary care. We
referred to clinical guidelines from the American Geriatrics Society
(AGS), British Geriatrics Society (BGS) and National Institute for Health
and Care Excellence (NICE) to further inform selection of risk factors. In addition, we elicited a range of views from clinical and practice ex-
perts within the field of falls and bone health. The final PREFIT MFFP
intervention comprised of seven risk factors which were assessed on
every participant referred for treatment. The model was based upon
individual assessment and onward referral to specialist services
where indicated. Results Pilot study We undertook a pilot study in 12
general practices (n = 1801) in Devon to determine the acceptability
and feasibility of delivering an exercise programme and a complex
MFFP intervention to older adults recruited from primary care. The
interventions were then rolled out to other regions within the main
trial. Methods Prefit is a three-arm, cluster RCT, conducted within primary care across
England. We aimed to recruit 9000 participants, aged 70 and above,
from 63 general practices. Practices were randomised to deliver one of
three falls prevention interventions: (1) advice only; (2) advice with ex-
ercise; (3) advice with multifactorial falls prevention (MFFP). The Age UK
Staying Steady booklet was sent to all trial participants. The process of
developing the complex ‘active’ interventions is described below. Development of the PREFIT Exercise Intervention: We undertook a
review of systematic reviews of exercise interventions to prevent falls in
community-dwelling
older
people. Based
upon
evidence
from
Cochrane systematic reviews and UK clinical guidelines, we shortlisted
three standardised programmes for possible inclusion. To reflect the
pragmatic nature of the trial, we also reviewed surveys of NHS falls ser-
vices and conducted consensus work with clinicians working in falls
prevention. We selected the Otago Exercise Programme which targets
balance and strength, using ankle weights. The intervention is a six-
month programme, which is individualised and supported by trained
therapists who prescribe exercises and progress over time. y
Methods and Results Methods and Results We simulate the effects of underutilization of prepared study drug
on randomization balance and total drug waste. We consider differ-
ent combinations of randomization schemes (fixed blocks of 2, 4,
and 6, and variable block designs), total number randomized by
site, and ratio of prepared-to-used study drug. Randomization bal-
ance is lost, and waste increases, as the preparation rate exceeds
the randomization rate. Development of complex interventions to prevent falls and
fractures in older people living in the community: the prevention
of fall injury trial (PREFIT)
1
1
1
7 Susanne Finnegan1, Julie Bruce1, Emma Withers1, Dawn Skelton7,
Ranjit Lall1, Shvaita Ralhan2,, Ray Sheridan3, Katherine Westacott4,
Finbarr Martin5, Sarah Lamb6
1
2 Susanne Finnegan1, Julie Bruce1, Emma Withers1, Dawn Skelton7,
Ranjit Lall1, Shvaita Ralhan2,, Ray Sheridan3, Katherine Westacott4,
Finbarr Martin5, Sarah Lamb6
1
2 Conclusions It is extremely important that we understand the characteristics of
potentially suboptimal randomization procedures, as they may lead
to increased waste, increased costs, and randomization imbalance. The complications introduced by short drug shelf life and by the
need for rapid randomization are important in multiple contexts in-
cluding labor & delivery and emergency medicine. We discuss strat-
egies to optimize resources and minimize waste. Background
d Our study is inspired by the Cesarean Section Optimal Antibiotic
Prophylaxis (C/SOAP) trial, a double-blind, pragmatic, randomized
clinical trial conducted at 14 hospitals in the United States. Women
with a singleton pregnancy, at least 24 weeks gestation, and under-
going nonelective cesarean delivery were randomized to receive ei-
ther azithromycin (500 mg in 250 ml saline) or an identical-appearing
saline placebo prior to incision. All women were to receive standard
prophylaxis (cefazolin) prior to incision. The 250 ml bags were
prepared in advance by investigational pharmacists according to
site-stratified randomization schemes, kept in a secure refrigerator,
and had a 7 day shelf life. Only the investigational pharmacists who
prepared the study drug had access to the randomization scheme
through
a
dedicated
password-protected
website. Randomized
women received the next sequentially numbered study bag in the
refrigerator. Expired study bags were discarded. Introduction to investigate the efficacy of falls preventions strategies on rate and
risk of falls, there is a lack of strong, robust evidence for multifactorial
or exercise interventions in preventing fractures. We developed two
complex falls prevention interventions for evaluation within the
framework of a large multicentre, pragmatic, randomised controlled
trial (RCT) (ISCTRN 71002650). Methods The logistics of allocating an assigned drug treatment in a multicen-
ter randomized controlled clinical trial may be complicated by a
short drug shelf life and by the need for rapid allocation after
randomization. We conduct a simulation study to examine the effects
on randomization balance under these conditions, where the ratio of
rates of drug preparation and recruitment at study centers vary from
low to high. We further explore practical strategies to address these
logistical needs. Conclusions These complex interventions are currently being evaluated within the
largest multicentre falls prevention clinical trial conducted in the UK. P373
Development of complex interventions to prevent falls and
fractures in older people living in the community: the prevention
of fall injury trial (PREFIT)
Susanne Finnegan1, Julie Bruce1, Emma Withers1, Dawn Skelton7,
Ranjit Lall1, Shvaita Ralhan2,, Ray Sheridan3, Katherine Westacott4,
Finbarr Martin5, Sarah Lamb6
1The University of Warwick; 2Oxford University Hospitals NHS Trust;
3Royal Devon & Exeter NHS Foundation Trust; 4University Hospitals of
Coventry and Warwickshire; 5Guys and St Thomas’ NHS Foundation
Trust; 6The University of Oxford; 7Glasgow Caledonian University
Correspondence: Susanne Finnegan
Trials 2017, 18(Suppl 1):P373 P373
Development of complex interventions to prevent falls and
fractures in older people living in the community: the prevention
of fall injury trial (PREFIT)
Susanne Finnegan1, Julie Bruce1, Emma Withers1, Dawn Skelton7,
Ranjit Lall1, Shvaita Ralhan2,, Ray Sheridan3, Katherine Westacott4,
Finbarr Martin5, Sarah Lamb6
1The University of Warwick; 2Oxford University Hospitals NHS Trust;
3Royal Devon & Exeter NHS Foundation Trust; 4University Hospitals of
Coventry and Warwickshire; 5Guys and St Thomas’ NHS Foundation
Trust; 6The University of Oxford; 7Glasgow Caledonian University
Correspondence: Susanne Finnegan
Trials 2017, 18(Suppl 1):P373 Background Falls are the leading cause of accident-related mortality in older
adults. Injurious falls, including fractures, are associated with func-
tional decline, loss of independence, disability, and significant health
and social care costs. Although numerous trials have been conducted Page 142 of 235 Trials 2017, 18(Suppl 1):200 Page 142 of 235 Developing a framework to aid purposive sampling in process
evaluation of a critical care trial Bayesian optimisation can be an effective technique for performing
sample size calculations when power must be estimated using simu-
lation, particularly when sample size is characterised by several de-
sign parameters. By improving the efficiency of these calculations,
increasingly complex sample size problems can be solved without
the need for unrealistic simplifying assumptions. Correspondence: Lydia Emerson
Trials 2017, 18(Suppl 1):P376 p
Methods We propose using Bayesian optimisation to solve the sample size
problem. This method allows optimal or near-optimal choices for
sample size to be found with minimal computational effort. The gen-
eral approach involves the careful choice of the design parameter
values where power should be estimated using simulation. Conduct-
ing the simulations at these points, a statistical model is then fitted
to the output to describe the general relationship between the
design parameters and the trial power. This model is then used to
find the smallest design parameter values which will give power of
at least the nominal level. The method is flexible, can be used for al-
most any problem for which power can be estimated using Monte
Carlo simulation, and can be implemented using existing statistical
software packages. Could adaptive research designs be useful in designing an
effective ehealth intervention? A methodological analysis
R
B j
i J
i
C Lee Kong Chian School of Medicine, Nanyang Technological University
Correspondence: Ram Bajpai
Trials 2017, 18(Suppl 1):P375 Conclusions The adaptive designs showed potential to address various ehealth
specific challenges. Such designs could lead to simplified operational
complexities involved and make these interventions more efficient
and cost-effective. There is a need to encourage researchers to use
adaptive designs and set regulatory guidelines to handle practical
challenges. Background The use of ehealth or digital health interventions has increased due
to rapid growth in information and communication technologies
(ICTs). This results quick appearance and change in digital interven-
tions that challenge the robust designing of such interventions. The
traditional intervention designs are somehow incapable to tackle
specific challenges of digital interventions. It is therefore important
to explore innovative research designs to handle the unique chal-
lenges of ehealth interventions. g
Objective
h
h This methodological research aims to analyse how different adaptive
research designs could be used in evaluation of digital behaviour
change interventions (DBCIs) without altering the nature of random-
ized designs. Results calculating power are not always available. As a result power must
instead be estimated through Monte Carlo simulation methods,
which may be computationally demanding. For example, such a
simulation of the TIGA-CUB study would involve the generation of a
large number of hypothetical trial data sets and fitting a multilevel
model to each one. In combination, these factors make finding an
optimal sample size a difficult and time consuming problem. We ex-
plore how modern optimisation algorithms can be used to solve
these problems in an effective, timely manner. We did not find any evidence so far of using adaptive designs either
in ongoing or published digital intervention trials literature. There-
fore, we discuss different adaptive design choices conceptually such
as adaptive randomisation design, group sequential design, sample
size re-estimation design, hypothesis-adaptive design and seamless
phase II/III design etc. Literature suggested that sequential, seamless
phase II/III and multi-arm multi-stage designs could improve effi-
ciency and maintain ethical considerations; changing- sample size
and hypothesis designs could handle the uncertainty and be flexible
to define end points; and enrichment designs could handle hetero-
geneity among responses and ease the data monitoring process. On
the other hand, multiple adaptive designs in a single trial require
more control in execution and should be handled with care. How-
ever, other adaptive designs such as treatment-switching and dose-
finding are yet to explore their usability in relation to ehealth
intervention. There are some statistical challenges that need address-
ing when designing such trials. For example, any adoption to the
design may increase the Type I error rate, difficulties in the analysis
of trial data including Bayesian approach (especially in deciding prior
distribution) and interpretation of results. Conclusions p
Evaluation p
Evaluation To illustrate the approach we apply it to a partially nested psychother-
apy trial in an illustrative case study. We use the proposed method to
identify a set of candidate sample size options, each of which will give
power of at least the nominal rate. From this set of options, that which
is considered best in terms of its balance between number of therapists
and number of patients can be chosen. We compare this with an alter-
native approach using simpler heuristics, in terms of both the computa-
tion time required and the quality of the resulting solutions. Conclusions P376
Developing a framework to aid purposive sampling in process
evaluation of a critical care trial
Lydia Emerson1, Danny McAuley1, Mike Clarke2, Thomas P. Hellyer3,
A. John Simpson3, Bronagh Blackwood1
1Centre for Experimental Medicine, Queen's University Belfast; 2Centre
for Public Health, Queen's University Belfast; 3Institute of Cellular
Medicine, Newcastle University
Correspondence: Lydia Emerson
Trials 2017, 18(Suppl 1):P376 Background
h P375
Could adaptive research designs be useful in designing an
effective ehealth intervention? A methodological analysis
Ram Bajpai, Josip Car
Lee Kong Chian School of Medicine, Nanyang Technological University
Correspondence: Ram Bajpai
Trials 2017, 18(Suppl 1):P375 To answer the question ‘does a complex intervention work?’ in a way
that distinguishes between failure of the intervention and failure of
its implementation, an evaluation of the process of intervention
delivery is required. Process evaluation data are collected from a
sample of the practitioners involved in implementation and interven-
tion delivery. However, the mechanism of selecting a sample is rarely
described in the literature. The aim of this project was to define a
framework to purposively sample clinicians in a trial conducted in 22
intensive care units (ICUs) which used a new invasive test for detect-
ing ventilator associated pneumonia in critically ill patients (the
vaprapid-2 trial, ISRCTN65937227). Methods Data analysis of context
and usual practice collected at the beginning of the trial, alongside
qualitative data collected from doctors, nurses, and laboratory staff
during the trial provided information on adoption and delivery of
the intervention in the ICUs. From this information, we constructed
themes describing what worked well, for whom and in what contexts
in terms of intervention delivery. These themes were explored with
clinicians at the end of the trial in order to identify factors and the
mechanisms of their interaction that were likely to impact on trial
outcomes. We purposively sampled 40% of ICUs for end of trial inter-
views, ensuring that we obtained maximum variation in barriers and
facilitators to the trial. Results An adaptive design allows modifications during the trial based on the
reports from interim analysis. We reviewed Medline available literature
related to adaptive designs and hand searched relevant medical
and statistical journals. We also assessed the published and on-
going (registered at www.clinicaltrials.gov/) ehealth interventions
from Jan 2011 to Oct 2016 to search any evidence of adaptive
designs in ehealth or digital health interventions. In the analysis of data collected before and during the trial, we identi-
fied five themes. To enable easier sampling, we grouped the themes
into two broad categories to form a framework: (1) ICU situation which
reflected (positive or negative) issues with laboratories, workload, staff
availability, and fitting the trial into the ICU; and (2) perceived risk
(classed as high or low risk). This categorisation enabled sites to be Trials 2017, 18(Suppl 1):200 Page 143 of 235 ‘mapped’ onto the framework. In addition to these themes, we also
examined recruitment data to assess the reach of the intervention i.e. The percentage of eligible patients who were actually recruited into
the trial. We subsequently sampled ICUs from each of the four cells that
also captured the variation in reach. Background Blinding, the process of withholding knowledge of treatment allo-
cation from participants and trial personnel, is critical in the design
of RCTs. It may reduce differences between trials groups in the as-
sessment of outcomes (detection bias), in the way interventions
and co-interventions are delivered (performance bias) and in with-
drawals from the trial (attrition bias). In addition, it may minimise
bias in the interpretation and reporting of analyses if data analysts
are successfully blinded. Indeed if there is inadequate blinding this
can exaggerate estimates of treatment effects by up to 25%. Blind-
ing, however, can be hard to achieve and maintain in trials asses-
sing non-pharmacological interventions such as surgery. Challenges
specific to surgical trials include, but are not limited to, difficulties
in delivering a control intervention indistinguishable from the
active intervention, and blinding personal who deliver the interven-
tion. This systematic review will describe the current methods used
to blind participants, intervention providers, care givers, outcome
assessors and data analysts in trials of invasive surgical interven-
tions across all surgical specialties. In addition, we will present
examples of trials where blinding was not attempted but may have
been possible, outlining how novel methods of blinding may be
utilised. Presently we outline results to date with a complete report
available in March 2017. 1. SAS Formats cannot be applied while creating excel files using
proc export Solution: SAS macro program is written to handle the
format issue. 2. The Source data path changes of Pivot reports while moving the
reports Solution: There is a wide discussion can be seen in various
online forums on how to solve the pivot source data path changes
while moving the files with pivot tables. None of the solutions dis-
cussed online are simple and reliable. The simplest solution is open
the file and using SAVE AS option save it in the desired location in-
stead of the coping the master dashboard. How simple it is. Conclusion Little information is available on the methods that might be used for
purposive sampling of practitioners implementing new interventions
in critical care research. We suggest a novel and practical method of
categorising data to produce a framework to guide maximum vari-
ation sampling. P378
Cost effective interactive live clinical data monitoring dashboards
with drill-down
Amarnath Vijayarangan
Emmes Services Pvt Ltd. Trials 2017, 18(Suppl 1):P378 P378
Cost effective interactive live clinical data monitoring dashboards
with drill-down Cost effective interactive live clinical data monitoring dashboards
with drill-down
Amarnath Vijayarangan
Emmes Services Pvt Ltd. Trials 2017, 18(Suppl 1):P378 with drill-down
Amarnath Vijayarangan
Emmes Services Pvt Ltd. Trials 2017, 18(Suppl 1):P378 P377
Minimising bias in surgical RCTs through blinding: a systematic
review
Sian Cousins, Katy Chalmers, Kerry Avery, Natalie Blencowe, Sara Brookes,
Jane Blazeby, M. Kobetic, T. Munder
University of Bristol
Correspondence: Sian Cousins
Trials 2017, 18(Suppl 1):P377 Minimising bias in surgical RCTs through blinding: a systematic
review Periodical data review is very important and highly recommended
for all the ongoing clinical studies to ensure the data integrity and
quality. Each clinical study requires experts from various functional
groups like SAS programming, Biostatistics, Data Management and
so on. Each one of them have various data review requirements
and also one cannot expect everyone to familiar with SAS program-
ming as clinical datasets are often available as SAS datasets. Statisti-
cians prefer summary level data whereas others might need to look
at the summary level as well as granular level data. These reports
are static and hence end users do not have any choice to
customize or drill down the reports on their own. Currently it is al-
ways directed to a SAS programmer to update the reports which is
an overall time consuming process. Every clinical study is con-
strained with budget and it might be expensive for them for a so-
phisticated tool. These dashboards are created only once for each
study using SAS, Excel VBA & Excel Pivot Table and they are –Multi
user access at a time –Live Interactive Summary Reports and
Graphs –No Programming is required for the end user –100% Menu
Driven –Auto Refresh –Custom Filters –Drill Down to Raw Data The
master dashboard excel file can be copied by each user to their
local machine and each one can play around with the locally saved
reports without impacting the master dashboard & source files. The
following are the challenges faced during the developmental stage
along with their solutions. Sian Cousins, Katy Chalmers, Kerry Avery, Natalie Blencowe, Sara Brookes,
Jane Blazeby, M. Kobetic, T. Munder
University of Bristol
Correspondence: Sian Cousins
Trials 2017, 18(Suppl 1):P377 Sian Cousins, Katy Chalmers, Kerry Avery, Natalie Blencowe, Sara Brookes,
Jane Blazeby, M. Kobetic, T. Munder
University of Bristol
Correspondence: Sian Cousins
Trials 2017, 18(Suppl 1):P377 Sian Cousins, Katy Chalmers, Kerry Avery, Natalie Blencowe, Sara Brookes,
Jane Blazeby, M. Kobetic, T. Munder Correspondence: Sian Cousins
Trials 2017, 18(Suppl 1):P377 Methods
A A systematic search was carried out in Medline (ovidsp), Embase and
CENTRAL databases for articles published between January 2006 and
June 2016 in the top 10 surgical and general medical journals accord-
ing to impact factor. Articles eligible for inclusion were RCTs of invasive
interventions, in which blinding of any participants or trial personnel
had been attempted. We define an invasive procedure to be where a
cut is made or access to the body is gained via cutting, instrumentation
via a natural orifice or percutaneous skin puncture where instruments
are used in addition to the puncture needle. Trials in which a medicinal
product is delivered via an invasive procedure and where there is ad-
ministration to targeted anatomical districts or where an action is per-
formed internally to administer the product, will be included. General
study characteristics will be extracted, in addition to data regarding
blinding specifically. Blinding status of participants and trial personnel,
method of blinding, instances where blinding may have been possible
but was not attempted and details of any reported tests of success of
blinding will be extracted. Quality of included trials will also be assessed
using the Cochrane Risk of Bias tool. 3. Pivot based reports are static with the number of rows in excel. But for an ongoing study, this will be increasing and every time user
cannot change their reports for the rows. It becomes tedious to
manually do the same on several reports and it is error prone. Solu-
tion: While creating the pivot reports, 50000 rows are selected and
Whenever any SAS dataset exceeds 50000 rows, email notification is
sent. 4. Date based filtering criteria is one of the frequently used criteria
for the data monitoring. For example, number of subjects enrolled
during last 1 week or 1 month. Excel pivot does not provide an op-
tion to filter data using specified date ranges. Solution: Fortunately,
this is solved using the concept of SLICER available in excel 2010
onwards. This paper proposes an easy and cost effective approach to develop an
Interactive Live Clinical Data Monitoring Dashboards with Drill-Down
Using SAS & Microsoft Excel. Discussion We outline and summarise the methods of blinding used in high
quality surgical RCTs assessing invasive interventions. We highlight
good practice and will make recommendations for future research in
this field to minimise bias in RCTs in surgery. Conclusion Putting in place small changes and guidelines can improve staff
productivity and save duplication of their workload. Having a sys-
tem which all staff can easily implement and use helps everyone
keep track of what has been done to deal with data queries. The in-
vestigations that come from these queries improves data quality
and efficiency of trial conduct. A similar approach is used in our
BHF RIGHT-2 trial. Subsequently, there was a need identified within ECTU for a forma-
lised procedure for data management activity, in particular where
there is no allocated Trial Manager. By first establishing a desig-
nated Data Manager role, ECTU have undertaken a schedule of
evaluation and improvement procedures to redefine data manage-
ment activity within the unit. The entire lifecycle of the evaluation
of the existing data management activity and formalisation of new
procedures will be detailed, including the development of an ECTU
data management plan and its standardised content. Through on-
going monitoring and feedback from Trial Managers and external
clients, future plans will also be identified, including suggestions
for future discussion with the wider data management community. P381
Changing platforms without stopping the train : a data management
perspective on the operational aspects of adaptive platform trials
Dominic Hague1, Stephen Townsend1, Lindsey Masters1,
Mary Rauchenberger1, Matthew R. Sydes1
1MRC Clinical Trials Unit at UCL, Institute of Clinical Trials and
Methodology, UCL, London, UK; 2MRC London Hub for Trials
Methodology Research, London, UK
Correspondence: Dominic Hague
Trials 2017, 18(Suppl 1):P381 Methods We critically reviewed data management challenges in STAMPEDE
and FOCUS4. These included implementation of case report forms
(CRFs), Clinical Data Management Systems (CDMS), randomisation
systems, report development, documentation, and other operational
challenges. We also sought specific challenges arising from electronic
(FOCUS4) or paper (STAMPEDE) CRFs. P380
Data validation traffic light system: data from the tranexamic acid
for intracerebral haemorrhage (TICH-2) trial Data validation traffic light system: data from the tranexamic aci
for intracerebral haemorrhage (TICH-2) trial
Katie Flaherty, Lelia Duley, Zhe Law, Philip M. Bath, Nikola Sprigg
University of Nottingham
Correspondence: Katie Flaherty
Trials 2017, 18(Suppl 1):P380 for intracerebral haemorrhage (TICH-2) trial
Katie Flaherty, Lelia Duley, Zhe Law, Philip M. Bath, Nikola Sprigg
University of Nottingham
Correspondence: Katie Flaherty
Trials 2017, 18(Suppl 1):P380 Discussion We found similar adaptive platform trial-specific challenges in both
trials. Adding and removing comparisons to open trials provides
extra layers of complexity to CRF and CDMS development. At the
start of an adaptive platform trial, CRFs and CDMS must be designed
to be scalable in order to cope with the continuous changes in this
trial design, ensuring future data requirements are considered where
possible. When adding or stopping a comparison, the challenge is to
incorporate new data requirements while ensuring data collection
within ongoing comparisons is unaffected. Some changes may apply
to all comparisons; others may be comparison-specific or only applic-
able to patients recruited during a specific time period. We will dis-
cuss the advantages and disadvantages of the different approaches
to CRF and CDMS design we implemented in these trials, particularly g
Results
Th Twenty seven queries were raised from a sample of 14 centres;
6 (22%) of these were coded green and were data corrected, the
remaining 21 (78%) were red and removed from the checks. data checks were run recently for TICH-2, so all data are not yet avail-
able. Twenty seven queries were raised from a sample of 14 centres;
6 (22%) of these were coded green and were data corrected, the
remaining 21 (78%) were red and removed from the checks. This system also led to changes in ECRFs; it was noticed that partici-
pant weight was often missing on the baseline form, so this was
moved to the day 2 form to give hospital staff more time to get the
information. Since the change, the number of completed entries has
increased from 69% to 75% (p = 0.03). Background To date, STAMPEDE has added four new research comparisons,
closed two research comparisons following pre-planned interim
analysis (lack-of-benefit) and completed recruitment to six research
comparisons. FOCUS4 has closed one research comparison follow-
ing pre-planned interim analysis (lack-of-benefit) and added one
new research comparison, with a number of further comparisons in
the pipeline. We share our experiences from the operational as-
pects of running these adaptive platform trials, focusing on data
management. Data validation in clinical trials is an important procedure. Real time
validation checks may not pick up all errors and these need correct-
ing. A flagging system would help trial staff be more time effective
by preventing re-checking of problems that cannot be resolved. A
traffic light system was created and implemented at the Nottingham
Stroke Trials Unit. g
Results
Th The search retrieved 3946 articles. 1873 duplicates were removed
and 613 were removed on basis of journal. 1460 titles and abstracts
were screened for eligibility using standardised screening forms. 1129 articles were excluded after abstract review and 331 articles
were included for full text review. Full results will be available by
March 2017 and reported at the meeting. Data management lifecycle evaluation
Michelle Steven
Edinburgh Clinical Trials Unit
Trials 2017, 18(Suppl 1):P379 Data management lifecycle evaluation
Michelle Steven
Edinburgh Clinical Trials Unit
Trials 2017, 18(Suppl 1):P379 Michelle Steven
Edinburgh Clinical Trials Unit
Trials 2017, 18(Suppl 1):P379 Trials 2017, 18(Suppl 1):200 Page 144 of 235 Page 144 of 235 data checks were run recently for TICH-2, so all data are not yet avail-
able. Twenty seven queries were raised from a sample of 14 centres;
6 (22%) of these were coded green and were data corrected, the
remaining 21 (78%) were red and removed from the checks. This system also led to changes in ECRFs; it was noticed that partici-
pant weight was often missing on the baseline form, so this was
moved to the day 2 form to give hospital staff more time to get the
information. Since the change, the number of completed entries has
increased from 69% to 75% (p = 0.03). Data management processes are required to ensure clinical trial
data is high-quality and captured according to protocol and regula-
tory requirements; a critical phase within clinical research. The
Edinburgh Clinical Trials Unit (ECTU) Data and IT Systems Team are
small yet well-established with a wide ranging remit from CRF
?A3B2 show $132#?>design, data entry, and data cleaning through
to the design and hosting of complex bespoke electronic data cap-
ture (EDC) systems. Historically, the majority of the EDC systems de-
veloped were used in studies fully supported by ECTU, with an
identified project manager assigned to the study who completed
many of the data management tasks together with the IT Systems
Team. However, there has been a recent demand for support only
from data management, with ECTU developing EDC systems for tri-
als with external trial coordination. In addition, with the continued
growth of the Trial Management teams, there was significant vari-
ation in CRF design and data management procedures between
the individual trial managers. data checks were run recently for TICH-2, so all data are not yet avail-
able. Background There is limited research and literature on the data management
challenges encountered in adaptive platform trials. This trial design
allows both (i) seamless addition of new research comparisons, and
(ii) early stopping of accrual to individual comparisons that do not
show sufficient activity without affecting other active comparisons. FOCUS4 (colorectal cancer) and STAMPEDE (prostate cancer), run
from the MRC CTU at UCL, are two leading UK examples of clinical
trials implementing adaptive platform designs. Methods The NIHR HTA Tranexamic acid for intracerebral Haemorrhage
(TICH-2) trial is a randomised, controlled, international, multicentre
trial aiming to recruit 2,000 patients. Data volume in such a trial is
large, and having numerous centres makes solving data queries
time consuming. The database in TICH-2 has built in logic checks
allowing real time validation and this identifies most but not all
data inconsistencies. A program was created that looks at the data
and checks it for values which lie outside the normal ranges or are
inconsistent between different data fields, this picks up queries that
the real time validation missed to ensure data is as complete as
possible. The checks are run for one centre at a time and sent to
trial coordinators, within the trial coordinating centre, to go
through them and resolve with sites. Coordinators highlight each of
the checks in either green, orange or red. Green shows the query
has been resolved, usually due to incorrect data that has been
checked with the recruiting site and updated. Orange means it has
not been resolved because the site has yet to respond; such queries
may be resolved at a later date. Red indicates that data cannot be
resolved or is correct as is and the statistician should remove the
value from further data checks. [Note: For lessons learnt from a central trial management perspec-
tive, see our companion abstract] Method The Collaborative Studies Coordinating Center (CSCC) in the Depart-
ment of Biostatistics at the University of North Carolina serves as the
data coordinating center for the trial. A dynamically allocated biased-
coin minimization algorithm (Pocock & Simon, Biometrics 1975) was
designed and programmed at the CSCC as an application called from
the randomization electronic case report form (ecrf) from the CSCC-
developed, web-based data management system, Carolina Data
Acquisition and Reporting Tool (CDART). Each time a patient is to be
enrolled, the site enters the enrollment data, including all of the
stratification factors into the ecrf. The randomization application
within CDART calculates an imbalance score for each purported treat-
ment assignment that is based on stratification co-factor levels of
previously enrolled, randomized patients. The lowest imbalance score
has some influence when the treatment is assigned. g (
Methods Randomization seeks to balance background factors across treatment
groups through random assignment, and stratified randomization im-
poses structure to help ensure balance of the stratification factors. Yet
randomization schemes that are over-stratified may not result in treat-
ment group balances in factors related to disease outcome, sometimes
making study interpretations difficult. Using dynamic randomization al-
gorithms in trials with a small sample size relative to the number of
stratification groups may improve the co-factor balance, allowing
for a clearer study signal. Periodontal Treatment to Eliminate
Minority Inequality and Rural Disparities in Stroke (PREMIERS) (NIH
Minority Health and Health Disparities Research) is a 2-center phase
III randomized, controlled trial that will enroll 400 patients to test
whether intensive periodontal treatment reduces the risk of recur-
rent vascular events among ischemic stroke and TIA survivors. Re-
searchers wanted to ensure balance of 4 different factors: race,
stroke severity, socio-economic status, and stroke risk. The SIP team applied the PRECIS-2 tool to assess the pragmatism of
the SIP feasibility study design, using training materials and the soft-
ware on the PRECIS-2 website www.PRECIS-2.org to create their own
sip study wheel. The individual PRECIS-2 scores of the SIP trial team
were aggregated into a single PRECIS-2 wheel to indicate the median
and range of scores for each of the nine PRECIS-2 domains. The trial
team then used aggregated scores to discuss the design of the feasi-
bility study and reach consensus. Discussion focussed on domains
with the greatest range of scores (i.e. Widest discrepancy between
individuals). Members of the team were asked to complete an evalu-
ation form to determine the utility of using the tool with a view to
designing a future randomised trial. Operationalizing and testing a minimization randomization
algorithm for use in clinical trials g
Sheila Burgard1, James Bartow1, Hope Bryan1, Sonia Davis1,
Steven Offenbacher1, Souvik Sen2 1University of North Carolina; 2University of South Carolina
Correspondence: Sheila Burgard
Trials 2017, 18(Suppl 1):P382 1University of North Carolina; 2University of South Carolina
Correspondence: Sheila Burgard
Trials 2017, 18(Suppl 1):P382 Conclusions Adaptive platform trials offer an efficient model to run randomised
controlled trials but setting-up and conducting the data manage-
ment activities in these trials can be operationally challenging. Trialists and Funders must plan for scalability in data collection, and
the resource required to cope with additional competing data man-
agement tasks. Correspondence: Kirsty Loudon
Trials 2017, 18(Suppl 1):P383 Impact case study: using PRECIS-2 to discuss the design of a pilot
and feasibility study - summary of swallowing intervention
package (SIP)
1
2
2 Impact case study: using PRECIS-2 to discuss the design of a pilot
and feasibility study - summary of swallowing intervention
package (SIP) p
g
Kirsty Loudon1, Mary Wells2, Emma King2
1University of Stilring; 2Nursing, Midwives and Allied Health Professions
Research Unit Kirsty Loudon1, Mary Wells2, Emma King2
1University of Stilring; 2Nursing, Midwives and Allied Health Professions
Research Unit Background The PRECIS-2 tool was developed to help trialists match their design
decisions to the information needs of those they hope will use the trial
results. PRECIS-2 has a highly visual wheel format with nine design do-
mains including Eligibility, Recruitment, Setting, Organisation and Pri-
mary outcome which are scored on a Likert scale from “1” Very
explanatory - Ideal world, to “5” Very pragmatic - Just like usual care. The tool was developed to design Randomised Controlled Trials and is
being used internationally by health care professionals in a variety of
clinical areas. The aim of our study was to evaluate the usefulness of
PRECIS-2 for discussing the design of a feasibility study of an interven-
tion developed by a trial team including speech and language thera-
pists, oncology nurses, and a psychologist: a Swallowing intervention
Package (SIP). M
h d Operationalizing and testing a minimization randomization
algorithm for use in clinical trials
Sheila Burgard1, James Bartow1, Hope Bryan1, Sonia Davis1,
Steven Offenbacher1, Souvik Sen2
1University of North Carolina; 2University of South Carolina
Correspondence: Sheila Burgard
Trials 2017, 18(Suppl 1):P382 g
Results Ten out of the 14 members of the sip trial team used the PRECIS-2
tool to assess the pragmatism of the SIP feasibility study. Prior to the
meeting, the discrepancy between domain scores was up to 3 points
on a scale of 5, suggesting differing views of how explanatory or
pragmatic the study design was. The PRECIS-2 domains with greatest
consensus were Eligibility - To what extent are the participants in the
trial similar to those who would receive this intervention if it was part
of usual care, and Setting - How different are the settings of the trial
from the usual care setting. Some of the trial group believed that
certain aspects of the feasibility study for the sip trial were quite ex-
planatory, with four out of nine of the domains scoring "2": Flexibility
(Adherence), Follow up, Primary Outcome and Primary Analysis. Fol-
lowing discussion, the team reached consensus on scoring 7 out of 9
domains, assessing the overall design of the sip feasibility study as
more pragmatic than explanatory. With all but one of the meeting
participants independently scoring the sip trial using PRECIS-2, this
enabled meaningful discussion of the key elements of a future trial
design. Results Results This traffic light system has proven easy to follow and understand
and has been effective at getting queries organised. It ensures coor-
dinators are not re-checking queries that cannot be resolved. The Page 145 of 235 Trials 2017, 18(Suppl 1):200 Page 145 of 235 Page 145 of 235 in relation to use and maintenance of generic versus comparison-
specific CRFs and CDMS. of implementing the algorithm, the additional steps to safeguard
against changes in stratification data after a patient has been ran-
domized, and the double-programmed validation job confirming that
the treatment assignments are being correctly assigned. in relation to use and maintenance of generic versus comparison-
specific CRFs and CDMS. The work required to add or remove a comparison, including the
development and testing of changes, updating of documentation,
and training of sites, must be undertaken alongside data manage-
ment of ongoing comparisons. Adequate resource is required for
these competing data management tasks, especially in trials with
long follow-up. A plan is needed for regular and pre-analysis data
cleaning for comparisons that could recruit at different rates and
times. We will discuss the ways that these data cleaning activities
can be split and prioritised. P383
Impact case study: using PRECIS-2 to discuss the design of a pilot
and feasibility study - summary of swallowing intervention
package (SIP)
Kirsty Loudon1, Mary Wells2, Emma King2
1University of Stilring; 2Nursing, Midwives and Allied Health Professions
Research Unit
Correspondence: Kirsty Loudon Background
d 34 sites have opened to recruitment across the UK, with enthusiasm,
commitment and support evident from the site research teams. Pa-
tients have responded favourably to the trial and the opportunity to
contribute to ground breaking research. Patients found the Patient
Information DVD informative and welcomed receiving information
early on in the patient pathway. Corticosteroids (CS) are key to achieving rapid disease control in chil-
dren and young people (CYP) presenting with new or flaring juvenile
idiopathic arthritis (JIA). Efficacy, duration of action and side effect pro-
files vary with the route of administration. Current routes of CS adminis-
tration are based on physician and patient preference, rather than
scientific evidence. A randomised controlled trial is needed to ascertain
the most effective routes and doses of CS. This paper will report on the
feasibility of a potential CS induction regimen randomised controlled
trial (RCT) in JIA from the perspective of CYP and their families. Methods Reasons patients gave for participating in the trial include “the trial
offered the best treatment options” and that “others would benefit
from the results of the trial”. Patients have also commented that they
welcome the opportunity for independent pathology review of their
biopsies; a key quality assurance element of the trial. Feedback from
sites highlights the difficulty in conveying to patients the rationale of
replacing surgery with active monitoring, with 30% of patients stat-
ing a preference for surgery. To address this, regular communication
workshops are offered, phone-in sessions allow sites to share best
practice and frequent newsletters offer hints and tips to aid recruit-
ment. Media channels are being explored to raise public awareness
of the overtreatment of DCIS. Dissemination of this information will
help to engage future LORIS patients. Semi-structured in-depth interviews were conducted with a purpos-
ive sample of CYP with JIA and their families, recruited via rheuma-
tology clinics across the UK. All CYP and their families had recent
(<12 months) experience of CS treatment. The Framework Method
was used to support thematic analysis of the data. Results Findings will be reported on CYP’S and parents’ experiences of four
different CS delivery routes, treatment preferences and willingness to
participate in a CS induction regimen RCT, randomising patients be-
tween different steroid delivery routes and dose regimes. CYP’s and
parents’ questions about the planned RCT and their recommenda-
tions regarding its design will also be reported. Overtreatment of DCIS – 4 years on from the marmot
review - progress with the LORIS trial
1
2
3 Overtreatment of DCIS – 4 years on from the marmot
review - progress with the LORIS trial
1
2
3 Overtreatment of DCIS – 4 years on from the marmot
review - progress with the LORIS trial
1
2
3 Jennie Young1, Adele Francis2, Jeremy Thomas 3, Matthew Wallis4,
Andrew Hanby5, Lesley Fallowfield6, Valerie Jenkins6, Lucy Matthews6,
Patricia Fairbrother7, Maggie Wilcox7, John Bartlett8, Lucinda Billingham9,
Sarah Bowden9, Claire Gaunt9, Daniel Rea9, Tracy Roberts9, Sarah Pinder10
1University of Birmingham; 2University Hospitals Birmingham; 3Western
General Hospital; 4Addenbrooke's Hospital; 5University of Leeds;
6SHORE-C, Brighton and Sussex Medical School; 7Independent Cancer
Patients' Voice; 8Ontario Institute for Cancer Research; 9University of
Birmingham, Cancer Research UK Clinical Trials Unit; 10King's College
London g
Discussion Collaborative efforts and feedback from site staff, patients and over-
sight committees during the LORIS feasibility phase has allowed us
to establish LORIS as a world leading trial addressing the overtreat-
ment of DCIS. The findings from this qualitative study will inform judgements about
the feasibility and design of a future RCT of CS induction regimens
for JIA. Corticosteroids are a very effective treatment for flaring JIA
but carry significant and challenging side-effects. The views and ex-
periences of CYP with JIA are an important outcome of this study
and are key to informing the feasibility and acceptability of a future
RCT from the patient perspective. Methodological issues about the
validity of pre-trial feasibility studies for informing decisions about
potential future trials will also be considered. The LORIS Trial is funded by the National Institute for Health Research
Health Technology Assessment programme. The LORIS Trial is funded by the National Institute for Health Research
Health Technology Assessment programme. Correspondence: Jennie Young
Trials 2017, 18(Suppl 1):P385 The Marmot independent review of breast screening report pub-
lished in 2012 concluded that the breast screening programme
saves lives but significant overtreatment exists [1]. The review
called for randomised clinical trials to address overtreatment of
screen-detected DCIS. Correspondence: Cliona McDowell
Trials 2017, 18(Suppl 1):P386 Correspondence: Cliona McDowell
Trials 2017, 18(Suppl 1):P386 Family perspectives on the feasibility of a corticosteroid induction
regimen randomised controlled trial in juvenile idiopathic arthritis:
results of a qualitative study
2
2 Family perspectives on the feasibility of a corticosteroid induction
regimen randomised controlled trial in juvenile idiopathic arthritis:
results of a qualitative study
1
1
2
2 LORIS is a multi-centre, randomised controlled phase III trial of sur-
gery versus active monitoring in patients with low risk DCIS designed
to address the problem of overtreatment. An independent patient advocate group (Independent Cancer Patients'
Voice) have been involved in the study since conception and provided
a direct patient perspective throughout the LORIS Trial. Key eligibility criteria are; women aged 46 years and over with screen-
detected or incidental microcalcification with no previous invasive
breast cancer, no comedo necrosis and low risk disease confirmed by
Central Digital Histopathology Review. The primary outcome is ipsilat-
eral invasive breast cancer free survival up to 5 years. y
Correspondence: Frances Sherratt
Trials 2017, 18(Suppl 1):P384 g
Conclusions CDART has the functionality for complex calculations and custom re-
ports, yet operationalizing the dynamic allocation application was
new to CDART. A separate application developed in SAS was used to
validate the randomization algorithm within the data management
system is working as expected. The presentation will show the details This exercise was useful for assessing the design of both the SIP
feasibility study and a potential future trial. PRECIS-2 is a relevant
framework for reaching consensus on design aspects of pilot and
feasibility studies as well as full trials. Trials 2017, 18(Suppl 1):200 Page 146 of 235 Page 146 of 235 cancer specific survival between patients who had surgery and those
who did not in the low grade DCIS group. cancer specific survival between patients who had surgery and those
who did not in the low grade DCIS group. Family perspectives on the feasibility of a corticosteroid induction
regimen randomised controlled trial in juvenile idiopathic arthritis:
results of a qualitative study
Frances Sherratt1, Louise Roper1, Eileen Baildam2, Matthew Peak2,
Flora McErlane3, Simon Stones4, Bridget Young1
1University of Liverpool; 2Alder Hey Children's NHS Foundation Trust;
3Great North Children's Hospital, Newcastle Hospitals NHS Foundation
Trust; 4University of Leeds
Correspondence: Frances Sherratt
Trials 2017, 18(Suppl 1):P384 Background
d Following on from the successful launch of LORIS in the UK, the trial
is now leading the way internationally. LORIS is collaborating with
COMET (USA) and LORD (Netherlands). Statistical analysis plans for internal pilots in randomised
controlled trials
1
2
3 Cliona McDowell1, Evie Gardner2, David Harrison3, James McNamee4,
Daniel F. McAuley5
1
2 p
;
p
;
y
;
6SHORE-C, Brighton and Sussex Medical School; 7Independent Cancer
Patients' Voice; 8Ontario Institute for Cancer Research; 9University of
Birmingham, Cancer Research UK Clinical Trials Unit; 10King's College
London 1Northern Ireland Clinical Trials Unit; 2Northern Ireland Clinical Trials Unit,
Belfast; 3Intensive Care National Audit & Research Centre, London;
4Regional Intensive Care Unit, Royal Victoria Hospital, BHSCT and
Wellcome-Wolfson Institute for Experimental Medicine, Belfast; 5Northern
Ireland Clinical Trials Unit, Regional Intensive Care Unit, Royal Victoria
Hospital, BHSCT and Wellcome-Wolfson Institute for Experimental
Medicine, Belfast Correspondence: Jennie Young
Trials 2017, 18(Suppl 1):P385 References [1] Marmot MG, Altman DG, Cameron DA, Dewar JA, Thompson SG, Wilcox
M. The benefits and harms of breast cancer screening: an independent
review. Br J Cancer. 2013;108(11):2205–40. [2] Sagara Y, Mallory MA, Wong S, Aydogan F, desantis S, Barry WT, et al. Survival Benefit of Breast Surgery for Low-Grade Ductal Carcinoma In Situ:
A Population-Based Cohort Study. JAMA surgery, 2015. Background It is common practice for clinical effectiveness trials to include an in-
ternal pilot but guidance on how they should be analysed is lacking. The REST study is a pragmatic randomised controlled trial to deter-
mine whether Veno-Venous Extracorporeal Carbon Dioxide Removal More recently, Sagara et al. [2] conducted a retrospective longitu-
dinal cohort study in the USA investigating the survival benefit of
breast surgery for DCIS. They found no significant difference in breast Trials 2017, 18(Suppl 1):200 Page 147 of 235 (VV-ECCO2R) in mechanically ventilated patients with hypoxaemic re-
spiratory failure improves 90 day mortality. An internal 6-month pilot
study in 10 sites to confirm both recruitment and adherence assump-
tions that have contributed to study design will precede the main
trial. p
Discussion A formal SAP for an internal pilot is not standard clinical trial meth-
odology and there are pros and cons to having one which are open
for discussion. In general, the advantages are as for the SAP for the
final analysis: to pre-specify the analysis and reporting in order to
avoid intentional or unintentional bias caused by multiple unplanned
analyses and selective reporting of data. Without a SAP, investigators
who are convinced of the usefulness of an intervention may manipu-
late pilot results to make a convincing case for progression to a full
trial ultimately leading to a trial showing no difference and a waste
of research funding. On the other hand, one may argue that the risks
of multiple analyses and “data dredging” leading to spurious findings
are primarily associated with large sample sizes that will not be
present in a pilot study. Furthermore, relying too strictly on pre-
specified criteria for progression to a full trial could result in stopping a
trial of a promising treatment in the presence of practical issues with
delivery that may be easy to overcome. One specific pro to having a
SAP for the internal pilot that is separate from the full SAP is the ability
to have the pilot analyses documented without the need to have the
full SAP signed off at an early stage of the trial. The SPIRIT guidelines
should give consideration to internal pilot studies and the need to
document planned analyses and progression criteria. 1University of Leeds; 2University of Warwick
Correspondence: Nada Elbeltagi
Trials 2017, 18(Suppl 1):P388 Methods We will select all studies that were defined as pilot or feasibility
studies in the study protocol, as well as any study that agrees with
the definition of pilot or feasibility studies under the guidelines. We
will follow the guidelines and report all of the elements proposed
(e.g. Design, sample size calculation, objectives, type of outcomes,
analyses, and whether they were used to estimate parameters that
supported sample size calculations for a full trial). We will also re-
port whether the study was an internal pilot or not, and whether
the results of the pilot/feasibility study were published separately
from the main trial. Results The literature review identified a number of parameters to be investi-
gated, including phase II sample size, distribution of the underlying
true treatment effect and phase II design. Additional parameters we
will investigate are the strength of relationship between endpoints at
phase II and III, and the population size. From the literature, a num-
ber of measures were found to quantify the impact of these parame-
ters on the success of phase II trials, including the number of
patients required in both phases II and III before the first successful
phase III.This measure takes into account the expected probability of
success in phase II, E(P_1), and the expected probability of success in
phases II and III, E(P_1 P_2). Since the phase III trial will only com-
mence if the phase II trial is successful, these probabilities can be
used to calculate the conditional probability of success at phase III,
E(P_1 P_2)/(E(P_1)).Using this measure, we analytically evaluate the
impact of each of the design parameters on the ability to successfully
screen treatments at phase II. To start with, the phase II and phase III
trials are assumed randomised, two-arm trials, with continuous nor-
mally distributed endpoints in both phases II and III, and with an
underlying true treatment effect that follows a normal distribution. Conclusions 1Population Health Research Institute, Mcmaster University
Correspondence: Amparo Casanova
Trials 2017, 18(Suppl 1):P387 P388
Investigating the impact of phase II trial design parameters on the
ability to successfully screen new treatments for phase III trials
Nada Elbeltagi1, Sarah Brown1, Nigel Stallard2, Julia Brown1, Walter Gregory1,
Fiona Collinson1
1
2 Investigating the impact of phase II trial design parameters on the
ability to successfully screen new treatments for phase III trials
Nada Elbeltagi1, Sarah Brown1, Nigel Stallard2, Julia Brown1, Walter Gregory1,
Fiona Collinson1
1
2 Method A statistical analysis plan (SAP) has been written for the internal
pilot for the REST trial which will be signed off separately to the full
trial SAP but will form an appendix to it once it’s written. It covers
the analyses required for the internal pilot to assist with making
the decision to progress to the full trial. For the REST internal pilot
the following analyses will be completed: The overall recruitment
rate will be compared to target recruitment of 7 per month. Analysis of separation in terms of tidal volume (ml/kg predicted
bodyweight) between the two arms will be undertaken on an
intention to treat and a per protocol basis including the patients in
receipt of VV-ECCO2R on day 2 and 3. Completeness of datasets
with respect to the primary outcome measure of 90 day mortality
will be assessed for patients recruited in the first 3 months. Like a
full trial SAP, the SAP for the internal pilot was reviewed by the
Data Monitoring and Ethics Committee and the Trial Management
Group. Background The purpose of phase II trials is to assess the potential activity of
new therapies, which will then be investigated in larger, more time
and resource consuming phase III trials. Currently, in oncology, the
success rate of phase III trials is considerably low, suggesting that the
phase II trials are allowing the progression of too many inefficacious
therapies. Thus, early rejection of inactive treatments and moving
therapies that are most likely to be efficacious to phase III testing
would benefit patients and the drug development industry. The aim
of this research is to investigate the impact of various design param-
eters on the phase II trials’ ability to successfully screen new treat-
ments in phase III. M
h d p
Methods A literature review was conducted in order to determine which phase
II design parameters have previously been considered for impact on
phase III outcomes, and to identify any additional parameters that
may be considered. It also aimed to identify an appropriate measure
of success which allows comparisons of phase II trial efficiency to be
made. The impact of the varying design parameters on the identified
measure of success will then be evaluated. P387
Pilot and feasibility studies: a systematic review of studies
conducted at the population health research institute
Amparo Casanova, Shun Fu Lee, Chinthanie Ramasundarahettige,
Salim Yusuf
1Population Health Research Institute, Mcmaster University
Correspondence: Amparo Casanova
Trials 2017, 18(Suppl 1):P387 Conclusion A systematic review of pilot and feasibility studies under the recently
published CONSORT guidelines may improve understating their ap-
plication in a practical setting, and easy the implementation amongst
researchers. p
Results Utilty extrapolation is feasible. The more complex 5-parameter model
appears to be the most useful (lowest AIC value of 92.4) in terms of
predictive ability beyond 12 months. Two parameters were statisti-
cally significant (p < 0.001). The Lorentz, Rational and 5-parameter
models generated the most accurate estimates of mean PP utilities
and QALYs: 0.474 vs. 0.508, 0.509 and 0.487 respectively for utilities;
and 3.176 vs. 3.37, 3.37 and 3.26 for QALYs. Conclusion Modelling post progression utilities as well as extrapolation of util-
ities beyond the study follow up appears feasible and is an alterna-
tive to mapping or using published utility estimates. Age, recent cardiovascular events and contemporaneous CKD status
were the most important determinants of adverse events. Predicted
event rates from the model corresponded mostly well to those in the
external cohorts. The model was superior to the PCREs in predicting
cardiovascular risk, with predictions by the PCREs not adequately
capturing variation in risk across CKD stages especially in CKD stage
3B (observed 5-year probability of a major vascular event in SHARP
8.6 [95% confidence interval 6.2-11.0] vs 9.4 predicted by the SHARP
model vs 15.3 predicted by the PCREs) and dialysis (19.3 [16.2-22.2]
observed in SHARP vs 17.9 predicted by the SHARP model vs 12.4
predicted by the PCREs). In predicting end-stage renal disease, the
model performance was comparable to that of the Tangri model
?A3B2 show $132#?>(observed 5-year probability of end-stage renal
disease in SHARP 36.5 [35.2-37.8] vs 34.2 predicted by the SHARP
model vs 34.3 predicted by the Tangri model). P392
Embedding trials into established service improvement initiatives:
challenges and lessons from an implementation laboratory
Suzanne Hartley1, Robert Cicero1, Amanda Farrin1, Jill Francis2,
Liz Glidewell1, Natalie Gould2, John Grant-Casey3, Fabiana Lorencatto2,
Lauren Moreau1, Simon Stanworth3
1University of Leeds; 2City, University of London; 3NHS Blood & Transplant
Correspondence: Suzanne Hartley
Trials 2017, 18(Suppl 1):P392 1University of Leeds; 2City, University of London; 3NHS Blood & Transplant
Correspondence: Suzanne Hartley
Trials 2017, 18(Suppl 1):P392 There are opportunities to embed randomised trials of interventions to
promote the uptake of evidence-based practice within established,
large-scale improvement initiatives. Such “implementation laboratories”
offer an efficient means of producing robust evidence generalizable to
service settings. However, there are practical and methodological chal-
lenges in delivering such programmes of work. Iryna Schlackow1, Borislava Mihaylova2, on behalf of SHARP Collaborative
Group2 p
1University of Oxford; 2Nuffield Department of Population Health,
University of Oxford
Correspondence: Iryna Schlackow
Trials 2017, 18(Suppl 1):P389 p
1University of Oxford; 2Nuffield Department of Population Health,
University of Oxford 1University of Oxford; 2Nuffield Departme
University of Oxford
Correspondence: Iryna Schlackow
Trials 2017, 18(Suppl 1):P389 Correspondence: Iryna Schlackow
Trials 2017, 18(Suppl 1):P389 Methods The model is based on the individual patient-level data from the
Study of Heart and Renal Protection (SHARP), which included 9,270
participants with moderate-to-severe CKD but no major coronary
disease. Detailed sociodemographic and clinical characteristics at
study entry and serious adverse events during the 5 years’ follow-
up were recorded. A two-stage lifetime Markov model was devel-
oped, comprising of a CKD submodel simulating progression of
chronic kidney disease, and a CVD component simulating annual
experience of fatal and nonfatal cardiovascular events and non-
vascular death. Risk equations included baseline characteristics as
well as important time-updated covariates (age, cardiovascular
event and CKD status). Three external CKD cohorts (an observa-
tional study, CRIB, and two randomised controlled trials, 4D and
AURORA) were used to validate the model. Additionally, the model
performance was compared against an external CVD risk score (the
Pooled Cohort Risk Equations, PCREs) and an external risk score of
progression to end-stage renal disease (the model by Tangri et al.). Results Background Background
Chronic kidney disease (CKD) increases the risk of cardiovascular dis-
ease (CVD) but, conversely, CVD may accelerate kidney disease
progression. y
In this research, we demonstrate the feasibility of extrapolation of
utilities beyond disease progression and standard trial follow up for
the purposes of estimating quality adjusted life years (QALYs) over a
life time horizon through non-linear mixed effects modelling. Methods To develop, validate and make widely accessible a CKD disease model
that takes into account interdependence of CKD and CVD and can be
used to simulate disease outcomes and (quality-adjusted) life expect-
ancy and incorporate effects of interventions that modify cardiovascu-
lar risk in CKD patients. Data from an observational study in 100 lung cancer patients followed
up for at least 12 months was used to extrapolate EQ-5D-3 L utilities
after patients have progressed. Several non-linear models were postu-
lated including a Lorentz, Rational, 5-Parameter, Pareto, Exponential
and Linear models. Extrapolation of survival times were generated
using a Royston-Parmar (3 Knott) flexible parametric survival model in
order to estimate the QALY. Models were compared in terms of AIC
and impact on QALY estimates. Background In many cancer trials, health related quality of life (HRQOL) are often
collected up to disease progression. For health economic evaluation,
a lifetime perspective of both costs and utilities is required to assess
cost-effectiveness of cancer drugs. Therefore, ideally, utility data is re-
quired beyond disease progression. In some cases assumptions are
made about the behaviour of utility data (e.g. Such as constant,
linear decline, or decaying). Other options include the possibility to
determine utilities from historical data and rarely is any attempt
made to extrapolate utility data beyond trial follow up, although this
is commonly used for survival data. Iryna Schlackow1, Borislava Mihaylova2, on behalf of SHARP Collaborative
Group2 Background Weaknesses in the design, conduct and reporting of pilot/feasibility
studies have Weaknesses in the design, conduct and reporting of pilot/feasibility
studies have Been shown by systematic reviews. Moreover, lack of agreement on
the definition of a pilot or a feasibility study has made difficult to
propose guidelines on the analyses and reporting of these studies,
which often ended up not being published. The working group on
developing reporting guidelines on pilot and feasibility studies, as
an extension to the Consolidated Standards of Reporting Trials
(CONSORT) Statement, created a conceptual framework to propose
definitions for pilot and feasibility studies (Eldridge et al. 2016), and
has recently published their guidelines (Thabane et al. 2016). We
propose to systematically review the pilot and feasibility studies
conducted at the Population Health Research Institute, McMaster
University (our group) in the last 10 years, and assess the applica-
tion of the new guidelines. The impact of the strength of relationship between the endpoints,
and sample size, on the conditional probability of success of phase III
trials will be presented. Understanding the impact of each of the Trials 2017, 18(Suppl 1):200 Page 148 of 235 Page 148 of 235 Trials 2017, 18(Suppl 1):200 design parameters on phase III trials will allow us to design efficient
phase II trials which can more quickly move effective treatments to
phase III testing. design parameters on phase III trials will allow us to design efficient
phase II trials which can more quickly move effective treatments to
phase III testing. Extrapolation of utilities between disease progression and death in
cancer trials for economic evaluation
Iftekhar Khan
University of Warwick
Trials 2017, 18(Suppl 1):P391 Extrapolation of utilities between disease progression and death in
cancer trials for economic evaluation
Iftekhar Khan
University of Warwick
Trials 2017, 18(Suppl 1):P391 Extrapolation of utilities between disease progression and death in
cancer trials for economic evaluation
Iftekhar Khan
University of Warwick
Trials 2017, 18(Suppl 1):P391 p
Results P394
Developing a web-based central laboratory shipment scheduler
and information system
Kayla Daniels, Michael Frasketi, Dikla Shmueli-Blumberg, Peter Dawson
The EMMES Corporation
Correspondence: Kayla Daniels
Trials 2017, 18(Suppl 1):P394 A number of challenges related to, or increased by, embedding re-
search within an existing national audit programme have been
highlighted to date in the AFFINITIE programme. These include: Communicating a message about equipoise to clinicians developing,
delivering and receiving different feedback interventions who might
otherwise feel advantaged or disadvantaged; Identifying and mitigat-
ing threats of contamination between the enhanced and standard
feedback arms of the trial; Preserving fidelity of intended enhanced
feedback interventions on the pathway to their delivery; Ensuring
that data quality and governance processes sufficiently meet the
needs of both a national audit programme and a rigorous evaluation;
Aligning research timelines with those of a rolling and evolving na-
tional audit programme. The use of central laboratories in multi-site clinical trials is common
to ensure consistency in reporting and analysis of assay results. The
additional time between sample collection and analysis is typically
not a burden for frozen or otherwise properly stored specimens. When assay results are time sensitive due either to the sample type
(e.g. Fresh cells) or need for immediate results, local laboratories are
often utilized. If an assay is novel or proprietary, however, the local
laboratory may not be able to perform the assay and a specific cen-
tral or research laboratory must be utilized. In several recent multi-
center studies, an assay required shipment of whole blood samples
and immediate labor intensive processing by a specific central la-
boratory. Despite extensive piloting to reduce time from collection to
analysis and obtain quality assay results, an unexpected predicament
developed during the trial in which sites were shipping more speci-
mens than the lab could successfully test in a timely fashion due to
limited central laboratory resources; resulting in failed assays. The co-
ordinating center for these studies had to find an immediate solution
that was convenient and accessible to both central laboratory and
site staff. In response, coordinating center staff developed and de-
ployed an access controlled shipment scheduler web site to allow
sites and lab staff to more efficiently coordinate. Clinical site users
entered shipment details and a validation routine capped each site
at a certain number and type of clinical sample shipments. p
Results To facilitate the use of the model, a practical and flexible web inter-
face was developed, which allows the user to execute analyses on
individuals or patient cohorts and provides estimates, including the
uncertainty, of the disease outcomes, life expectancy and cost-
effectiveness of interventions. We will illustrate the model, and its
interface, with examples of potential applications. g
g
p
g
Audit and Feedback (A&F) - defined as any summary of clinical per-
formance of health care over a specified period of time, to provide
healthcare professionals with data on performance - is widely used to
improve the quality of healthcare. However, its effects are often unreli-
able, indicating the need for coordinated research including more
head-to-head trials comparing different ways of delivering feedback. Blood transfusions are a commonly used intervention in hospital
care. Repeated national audits in the United Kingdom suggest that
up to a fifth may be unnecessary when judged against recommen-
dations
for
good
clinical
practice. The
AFFINITIE
programme The SHARP CKD-CVD lifetime risk model is a novel resource for simu-
lating lifetime health outcomes, and effects of interventions to re-
duce cardiovascular risk and kidney disease progression, in people
with moderate-to-severe CKD. The freely available web-based inter-
face allows for a wide range of policy relevant analyses. Page 149 of 235 Trials 2017, 18(Suppl 1):200 Page 149 of 235 Page 149 of 235 Many of these challenges, and their resolution, will be illustrated
using a randomised controlled trial of ex-vivo normothermic perfu-
sion, compared to standard cold storage in kidney transplantation. (Development & Evaluation of Audit and Feedback interventions to
Increase evidence-based Transfusion practice) aims to test different
ways of delivering feedback within the existing UK National Com-
parative Audit of Blood Transfusion (NCABT). It includes two linked
2x2 factorial, cluster-randomised trials evaluating two theoretically-
enhanced A&F interventions to reduce unnecessary blood transfu-
sions in hospitals. Trial outcomes were derived from data collected
for the national audit. Many of these challenges, and their resolution, will be illustrated
using a randomised controlled trial of ex-vivo normothermic perfu-
sion, compared to standard cold storage in kidney transplantation. P393
Clinical trials in organ donation and transplantation in the
UK - benefits and challenges g
Laura Pankhurst, Dave Collett
NHS Blood and Transplant
Correspondence: Laura Pankhurst
Trials 2017, 18(Suppl 1):P393 Clinical trials in organ donation and transplantation are increasing in
the UK but each presents their own set of challenges. The centrally
maintained UK Transplant Registry, held by NHS Blood and Transplant,
prospectively collects data on all organ donors, transplants and trans-
plant recipients, including periodic follow up data, and is a particularly
valuable resource for the conduct of clinical trials in this field. In particu-
lar it facilitates power calculations, and data collection, especially for
longer term outcomes. Alongside this, NHS Blood Transplant has a na-
tional network of Specialist Nurses for Organ Donation, who seek con-
sent for organ donation and the use of such organs in a clinical trial. There is very little time from when the organ is deemed suitable
for transplantation, the potential recipient is notified and the organ
is transplanted. Consent from the recipient to participate, and
randomised treatment allocation, usually takes place in this short
window. Streamlining and simplifying of these processes is essen-
tial. Other challenges arise in trials in kidney transplantation, where
deceased donors typically donate both kidneys, which have differ-
ent anatomy, and are allocated in such a way a centre may receive
one or both kidneys from a donor. Randomisation therefore re-
quires careful consideration to take account of features such as this. Typically in transplantation, the key outcome of interest is graft or
patient survival years. However, survival rates are high and differ-
ences to be detected are generally small, and hence such an out-
come can rarely be used as the primary outcome. Composite
outcomes, or biomarker data have then to be used. P395
Ensuring a GCP compliant audit trail for EDC/EPROM
Jonathan Gibb, Sharon Kean
Robertson Centre for Biostatistics
Correspondence: Jonathan Gibb
Trials 2017, 18(Suppl 1):P395 P393 P393
Clinical trials in organ donation and transplantation in the
UK - benefits and challenges
Laura Pankhurst, Dave Collett
NHS Blood and Transplant
Correspondence: Laura Pankhurst
Trials 2017, 18(Suppl 1):P393 p
Results Central la-
boratory users could then monitor when specimens would be
shipped to them and indicate lab closures or other dates shipments
could not be accepted, thereby allowing better allocation of lab staff
resources. Addition of the shipment scheduler to the laboratory man-
agement process resolved the difficulties involving laboratory cap-
acity and the studies were able to continue obtaining novel, high
quality assay results. This presentation will highlight some of the in-
frastructure and functionality of the system that may be relevant and
applicable for studies with existing laboratory management systems
or those interested in creating such a process. Furthermore, we will
discuss the importance of flexibility among the clinical trial manage-
ment team and the value of adapting processes to correspond with
constantly changing requirements of a research trial. From a methodological perspective these challenges suggest a ten-
sion between internal and external validity (that is, bias and general-
isability), characteristic of pragmatic trials, where greater importance
is placed on generalisability. Embedding research within major improvement initiatives is, how-
ever, feasible. We will present our recommendations in response to
each challenge we have identified. These may assist researchers in
optimising the conditions for sustainable implementation laborator-
ies in the context of existing A&F programmes. These include: Embedding research within major improvement initiatives is, how-
ever, feasible. We will present our recommendations in response to
each challenge we have identified. These may assist researchers in
optimising the conditions for sustainable implementation laborator-
ies in the context of existing A&F programmes. These include:
Negotiating shared expectations and ground rules for collaboration;
Establishing joint processes for assuring the quality of data for audit
and research; Aligning audit standards and trial endpoints wherever
possible. Negotiating shared expectations and ground rules for collaboration;
Establishing joint processes for assuring the quality of data for audit
and research; Aligning audit standards and trial endpoints wherever
possible. Our recommendations will be discussed in the context of a wider
literature on designing pragmatic trials. y
Methods The authors have been involved in the delivery of eight separate mo-
bile device EDC systems, supporting online and/or offline modes,
four different languages, web based and native application and have
gained quite a lot of experience in this area in a short time due to
the nature of the studies involved. Background Sales in mobile devices are out stripping traditional PC sales and a
number of analysts expect this trend to continue and the gap to
widen. In line with this trend, the number of trials that wish to in-
clude mobile device based EDC systems has risen significantly in the
last five years. Jonathan Gibb, Sharon Kean, William Aitchison
1Robertson Centre for Biostatistics
Correspondence: Jonathan Gibb
Trials 2017, 18(Suppl 1):P396 Jonathan Gibb, Sharon Kean, William Aitchison
1Robertson Centre for Biostatistics
Correspondence: Jonathan Gibb
Trials 2017, 18(Suppl 1):P396 Jonathan Gibb, Sharon Kean, William Aitchison
1Robertson Centre for Biostatistics
Correspondence: Jonathan Gibb
Trials 2017, 18(Suppl 1):P396 Jonathan Gibb, Sharon Kean, William Aitchison
1Robertson Centre for Biostatistics
Correspondence: Jonathan Gibb Developing tablet based EDC apps
Jonathan Gibb, Dionne Russell, William Aitchison, Sharon Kean
Glasgow Clinical Trials Unit Developing tablet based EDC apps
Jonathan Gibb, Dionne Russell, William Aitchison, Sharon Kean
Glasgow Clinical Trials Unit g
Correspondence: Jonathan Gibb
Trials 2017, 18(Suppl 1):P397 Background An eval() mechanism is one which evaluates and executes code at run-
time, it exists in different forms in almost every programming ?A3B2
show $132#?>language and platform. In computing it has long been
known that the use of eval() mechanisms pose a security threat, the
code being executed likely originated with the user of a system and
therefore should be treated with caution. A large proportion of Clinical
Trial Management Systems (CTMS) and Electronic Data Capture (EDC)
systems allow users who design forms to type in snippets of code and
then run these during system use by using an eval() mechanism. Eval()
is employed despite the security concerns posed because it is an easy
way to incorporate user defined rules into a system e.g. Form skip fill
rules. The ability to pass the rule content to the underlying platform for
execution without the requirement to understand what is being
passed, drastically simplifies the development task when building the
system. Apart from the security concerns, not understanding the user
defined rules significantly limits the EDC’a abilities and function includ-
ing but not limited to: All user entered code blocks are subject to GCP
validation requirements however the EDC is limited in what tooling
and support it can provide when the user defined code block is not
understood e.g. Automated creation of test scenarios. Code blocks that
are not “understood” cannot be translated; therefore one is limited to
the language/platform they were written for initially. To run the code
on any new platform, one has to essentially emulate the old platform
in the new platform. Background g
In September 2016 the UK competent authority in relation to clinical
trial regulations, the Medicines and Healthcare products Regulatory
Agency (MHRA) Ran an annual good clinical practise (GCP) sympo-
sium. One of the main topics discussed was data integrity and
numerous common problems found during site inspections. The
MHRA
highlighted
numerous
deficiencies
found
in
electronic
systems, the majority of these were well known and it could be con-
sidered surprising that such deficiencies still exist. There was how-
ever one particular notice from the MHRA that has wide reaching
implications for EDC systems as it is believed almost no systems are
currently compliant. The MHRA highlighted the case that when a
electronic record is saved, all of the variables on the page are saved Trials 2017, 18(Suppl 1):200 Trials 2017, 18(Suppl 1):200 Page 150 of 235 with the identical timestamp. The timestamp represents the point of
saving, not when the individual fields were actually entered. Further-
more, the MHRA highlighted that the audit mechanism in electronic
systems usually operated in such a way that the electronic system
could allow unaudited changes to data which would be captured on
paper when following GCP guidelines. On paper, an edit to most
pieces of data require that the piece of data be scored through once,
and then a replacement value written down, dated and initialled. In
most electronic systems, only the state of data at the time of saving
is recorded; any changes made prior to saving are completely lost. One could argue that keyboard usage is more prone to error, there-
fore typographical errors should not be recorded. However, how
could the system distinguish between typographical errors and
change of answers? There is a very real potential cost to this require-
ment in terms of data storage. A naïve solution would be to capture
the answer at every stage of entry; however this leads to huge over-
heads in data storage. If a surname is 10 characters long then typic-
ally that requires 20 bytes of storage, if however you storage each
state of the surname as it is entered, assuming there are no actual
edits or corrections then the storage requirement balloons to 100
bytes. those who are fluent in the specific programming language – to ver-
ify that the code meets the requirements. with the identical timestamp. P398
The cocoa supplement and multivitamin outcomes study in the
mind (cosmos-mind): design and rationale g
Sarah Gaussoin, Mark A. Espeland, Sally A. Shumaker, Stephen R. Rapp,
Darrin Harris, Debbie Pleasants, Julia Robertson, Laura D. Baker
Wake Forest School of Medicine
Correspondence: Sarah Gaussoin
Trials 2017, 18(Suppl 1):P398 Identifying a safe, affordable, and well-tolerated intervention that
prevents or delays cognitive decline in older adults is of critical
importance. There is growing evidence from basic science and
small randomized trials that cocoa flavanols may provide protec-
tion against this decline. COSMOS-Mind is an NIA-funded ancillary
study to the Cocoa Supplement and Multivitamin Outcomes Study, Conclusion The authors will present the best practises learned from delivering
these applications in their various modes and explain why as an or-
ganisation we have decided to develop future native applications in
their operating system specific development environment, despite
the duplication of work, rather than rely on an intermediary platform
like Xamarin. Background The timestamp represents the point of
saving, not when the individual fields were actually entered. Further-
more, the MHRA highlighted that the audit mechanism in electronic
systems usually operated in such a way that the electronic system
could allow unaudited changes to data which would be captured on
paper when following GCP guidelines. On paper, an edit to most
pieces of data require that the piece of data be scored through once,
and then a replacement value written down, dated and initialled. In
most electronic systems, only the state of data at the time of saving
is recorded; any changes made prior to saving are completely lost. One could argue that keyboard usage is more prone to error, there-
fore typographical errors should not be recorded. However, how
could the system distinguish between typographical errors and
change of answers? There is a very real potential cost to this require-
ment in terms of data storage. A naïve solution would be to capture
the answer at every stage of entry; however this leads to huge over-
heads in data storage. If a surname is 10 characters long then typic-
ally that requires 20 bytes of storage, if however you storage each
state of the surname as it is entered, assuming there are no actual
edits or corrections then the storage requirement balloons to 100
bytes. those who are fluent in the specific programming language – to ver-
ify that the code meets the requirements. Conclusion The authors will present an overview of different mechanisms to break-
down code blocks into understandable units from classic compiler
design to more adhoc methods and the various things that can be
achieved including: test data generation, automatic test execution,
documentation production and programming language translation. P397
Developing tablet based EDC apps
Jonathan Gibb, Dionne Russell, William Aitchison, Sharon Kean
Glasgow Clinical Trials Unit
Correspondence: Jonathan Gibb
Trials 2017, 18(Suppl 1):P397 y
Methods Various problems in audit trail mechanisms highlighted by the MHRA
will be discussed along with common solutions from production sys-
tems. A detailed investigation at the problem of between save auditing
will take place including discussion of various solution approaches and
their merit on a number of different electronic platforms. y
There are two main types of EDC: Native application based or web
based. While the web based approach does support offline function-
ality, there are serious concerns over the security of data in offline
web based systems with the current technology. Therefore, if you
wish your mobile device EDC to function offline you are limited to
native applications. The evil of eval() in CTMS – how to get more from user defined
code The authors utilised Xamarin, a system that advertises multiplatform
support to allow applications to be delivered for multiple operating
systems. Conclusion All staff involved with the creation, maintenance or usage of EDC sys-
tems should be aware of the GCP audit requirements highlighted by
the MHRA in the UK. Even to those who deal with other competent
authorities, as this is a direct GCP requirement, it is likely the issue
will arise across all GCP bound component authorities. There are three main mobile device operating systems: android, ios
and windows. Therefore having decided to produce a native applica-
tion one must consider which operating system(s) you will build
applications for. Obviously building the same application for multiple operating
systems seems counter intuitive. To this end, a number of products
exist on the market offering a middle ground that allows you to
build one application that will run natively on all three operating
systems. Methods If the code blocks are “Understood” then they can be further trans-
lated to a non-programming language to allow all job roles – not just Trials 2017, 18(Suppl 1):200 Trials 2017, 18(Suppl 1):200 Page 151 of 235 a 2x2 factorial randomized controlled trial testing the effects of cocoa
flavanols (600 mg/d) and a multivitamin with matching placebo on
cardiovascular disease and cancer endpoints. The primary aim of
COSMOS-MIND is to assess the effects of COSMOS supplements on
cognitive trajectory over 3 years of follow-up using a composite meas-
ure of cognitive function. An important secondary outcome is incident
Mild Cognitive Impairment or Alzheimer’s disease and other dementias. A validated telephone-based protocol conducted at baseline and
annually thereafter assesses attention, memory, executive function, lan-
guage, and global cognitive functioning in 2,000 women and men
aged 65 years and older without insulin-dependent diabetes. Add-
itional measures administered by telephone assess subjective memory
concerns, depression, and insomnia. For participants who score below
a pre-specified threshold on a test of global cognition, a study partner
will be interviewed to obtain additional information regarding cognitive
and functional status. A web-based telephone call tracking system is
used to prioritize COSMOS-Mind enrollment to ensure diverse represen-
tation. Real-time reports monitoring study calls provide information to
detect issues that may impact recruitment goals, data collection,
personnel resources, and costs. At the end of follow-up, cognitive status
will be adjudicated by an expert panel to identify Mild Cognitive Im-
pairment, and Alzheimer’s and related dementias. Enrollment will be
completed in the summer of 2017. COSMOS-Mind will establish
whether daily use of a cocoa flavanol supplement, with or without a
multivitamin, can protect cognitive function and reduce incidence of
cognitive impairment, including Alzheimer’s dementia. Conclusion The purpose, activities and outputs of the ISOG in collaboration with
other UKCRC operational groups will be presented. Increasing the availability of statistical tools through mobile
development
2 p
Chris Cook1, Taylor Phillips1, Michael LeBlanc2
1
2 Chris Cook1, Taylor Phillips1, Michael LeBlanc2
1Cancer Research And Biostatistics; 2Fred Hutchinson Cancer Chris Cook1, Taylor Phillips1, Michael LeBlanc2
1Cancer Research And Biostatistics; 2Fred Hutchinson Cancer Research Center
Correspondence: Chris Cook
Trials 2017, 18(Suppl 1):P401 P399
Development of a safe haven analytical platform
Sharon Kean1, Alan Stevenson1, Allen Tervit1, Marion Flood2
1University of Glasgow; 2Greater Glasgow & Clyde Health Board
Correspondence: Sharon Kean
Trials 2017, 18(Suppl 1):P399 p
Trials 2017, 18(Suppl 1):P401 SWOG has a free set of online statistical tools that are used widely
across the world at stattools.crab.org. We were interested in further
expanding the reach of these tools by making them ‘mobile friendly’. We wanted users to have a similar user experience on smartphones
and tablets as they would on a normal desktop computer. This would
give users an opportunity to use statistical tools wherever they went. SWOG wanted to also give training sessions where we can demonstrate
statistical tools and then have attendees follow along on their mobile
device to provide an active learning experience. SWOG has a free set of online statistical tools that are used widely
across the world at stattools.crab.org. We were interested in further
expanding the reach of these tools by making them ‘mobile friendly’. We wanted users to have a similar user experience on smartphones
and tablets as they would on a normal desktop computer. This would
give users an opportunity to use statistical tools wherever they went. SWOG wanted to also give training sessions where we can demonstrate
statistical tools and then have attendees follow along on their mobile
device to provide an active learning experience. Method The Glasgow Safe Haven is a collaboration between University of
Glasgow (UOG) and Greater Glasgow & Clyde Health Board. Approval
is sought from a local privacy advisory committee for access to non-
consented data on a per research project basis. Once approved, the
data are extracted, anonymised and placed on an analytical platform
hosted by UOG where researchers can then perform their analysis in
a strictly monitored environment. In order to become a “safe haven”
analytical platform, certain requirements need to be adhered to. Se-
curity is paramount and for very sensitive datasets the creation and
use of a “safe room” is required. y
To ensure a successful implementation of the site, SWOG added
website analytics to obtain more metrics on what devices are using
the site and how they’re using it. There were several questions we
wanted to answer: What devices are most commonly used on the
website and were they able to use the site successfully? Did allowing
mobile access give opportunities for new users? Are mobile devices
utilized differently by users in different countries? We plan to gather
this data to help answer these questions over the coming months
and use them to improve the site. Background Using routinely collected data for clinical trials is on the increase and
funders are recognising that this is an excellent method to get answers
to many research questions. In order to utilise non-consented electronic
records such as hospitalisation admission and discharge records, deaths
and prescribing data requires appropriate governance and a secure IT
environment which fulfils the requirements of the data providers. p
g
p
In July 2016, SWOG upgraded its statistical tools site to be ‘mobile
friendly’ or responsive. The site is now able to dynamically change its
interface to accommodate the different devices, screen sizes, and
browsers of the different users that access it. The current site sup-
ports all mobile platforms including iphones, ipads, Android, black-
berry, and Microsoft devices. This presented a technical challenge
due to the sheer variety of devices and interfaces on the market. Conclusion The technical infrastructure to comply with data providers require-
ments will be presented. Governance procedures and oversight will
be discussed. Exemplar project to demonstrate the value of using
this method for research will be demonstrated. p
Support: NIH/NCI/NCTN grants CA180819, CA180888. Methods The Information Systems Operational Group has a mandate to foster
collaboration and improve quality through self-support (within the
group) to help ensure robust secure and regulatory compliant
provision of IS systems to registered CTUs. The objectives and sup-
port themes undertaken by the group evolve over time to take into
account changes in the regulatory environment and technological
methodology are directed by the UK group (consisting of representa-
tives from all registered CTUs) as a whole following national meet-
ings or feedback from working groups. The activities of the ISOG are
overseen and directed by a steering group consisting of members
proposed by the directors of the registered CTU’s and mandated by
the UKCRC executive. Conclusion Conclusion Background The UK Clinical Research Collaboration (UKCRC) partner’s goal is to
establish the UK as a world leader in clinical research. The UKCRC
provides a forum that enables all partners to work together to trans-
form the clinical research environment within the UK. M th d P400 P402
Architecture design of an automated study drug distribution
coordination module integrated in a web-based clinical trial
management system The UKCRC information systems operational group: what is it we do? Sharon Kean1, Will Crocombe2, Ian Kennedy3, Danny Kirby4,
Duncan Appelbe5, Carolyn McNamara6, Tim Chater7
1Glasgow Clinical Trials Unit; 2Leeds CTU, University of Leeds; 3Diabetes
Trials Unit Oxford, University of Oxford; 4Leicester CTU, University of
Leicester; 5Liverpool CTU, University of Liverpool; 6Institute of Cancer
Research Clinical trials and Statistics unit; 7Sheffield CTRU, University
of Sheffield g
y
Wenle Zhao
Medical University of South Carolina
Trials 2017, 18(Suppl 1):P402 High quality study drug distribution management is essential to the
operation efficiency and quality of large multicenter clinical trials. First, each site must have a sufficient drug inventory, i.e. At least one Correspondence: Sharon Kean
Trials 2017, 18(Suppl 1):P400 Trials 2017, 18(Suppl 1):200 Page 152 of 235 Page 152 of 235 drug kit for each treatment arm, in order to perform subject
randomization. When response adaptive randomization is applied,
the treatment allocation ratio may change multiple times during the
study period, and corresponding site drug inventory adjustment may
be needed. Second, the high cost and short shelf life of study drug
and the slow subject recruitment speed may demand to minimize
the site drug inventory. Finally, study drug distribution management
must take into account the protection of treatment allocation con-
cealment and treatment blinding, the time and financial cost of
study drug shipping. To accomplish these critical tasks, traditional
manual drug distribution coordination, often managed using spread
sheets, is not reliable. As the national data management center for
several NIH-funded clinical trial networks, we have developed a gen-
eric study drug tracking module integrated in the web-based clinical
trial management system. It provides automated coordination of
study drug distribution for multicenter clinical trials. Study drug re-
quests are automatically generated when the site drug inventory is less
than the pre-specified threshold and are triggered by a new subject
randomization, confirmation of drug removal from site inventory for
any reason. The entire study drug shipping process, from the central
pharmacy to the clinical sites, including optional multiple regional drug
depots, is tracked and information is shared among collaborators in real
time. Central and local pharmacy staff are notified by automated emails
when study drug distribution actions are requested. This module has
been implemented in 8 multicenter trials, and received very positive
feedback from investigators. p
Objective
d
f Objective To identify studies which have involved patients and members of the
public (as research partners, co-investigators, advisors or research team
members), to develop COS or proms and describe the ways in which PPI
has been conceptualised and reported in these studies, the methods of
PPI used, and the contexts in which PPI has been employed. Challenges CTC-STOP blood samples are received and processed by the central
laboratory. CTC counts are recorded in the central laboratory’s information
management system (LIMS). The LIMS cannot be programmed to calculate
or alert staff to CTC progressions and the ICR-CTSU cannot access LIMS. CTC counts are required by the ICR-CTSU trial team for CTC progression
calculations within the Electronic Data Capture (EDC) system, so treatment
switch recommendations can be issued promptly. Manual data re-entry of
the CTC counts into an EDC database would be time consuming and
could result in transcription errors; therefore a system was designed to
automatically import the CTC counts from the LIMS into the EDC system. Solution tinuation of t
Conclusion The application provides a robust, time critical, automatic solution to
accurately import LIMS data into the EDC system, reducing workload
for both the ICR-CTSU team and laboratory staff and removing error
rates associated with manual data entry. The application also provides
the ICR-CTSU trial team and site staff, including treating clinicians, with
real-time access to the CTC counts. 0
Collating the evidence base to facilitate patient and public
involvement in core outcome set development - A qualitative
meta-synthesis
Lucy Brading1, Kerry Woolfall2, Paula Williamson3, Bridget Young2
1University of Liverpool; 2University of Liverpool, Institute of Psychology
Health and Society/North West Hub for Trials Methodology Research;
3University of Liverpool, Department of Biostatistics/North West Hub for
Trials Methodology Research
Correspondence: Lucy Brading
Trials 2017, 18(Suppl 1):P404 P403
Automated solution for importing lab test results from a
laboratory information management system into an electronic
data capture system
Elizabeth Hill, Nuria Porta, Miguel Miranda, Marie Hyslop,
Penelope Flohr, Rebecca Lewis, Edward Heath, Claire Snowdon,
Johann de Bono, Emma Hall
1The Institute of Cancer Research
Correspondence: Elizabeth Hill
Trials 2017, 18(Suppl 1):P403 Background p
y
Elizabeth Hill, Nuria Porta, Miguel Miranda, Marie Hyslop,
Penelope Flohr, Rebecca Lewis, Edward Heath, Claire Snowdon,
Johann de Bono, Emma Hall
1The Institute of Cancer Research
Correspondence: Elizabeth Hill
Trials 2017, 18(Suppl 1):P403 Patient and public involvement (PPI) in health research has grown rap-
idly and is considered a key component of good research. Patient and
public input into the development of core outcome sets (COS), which
specify which outcomes should be measured and reported as a mini-
mum in trials within specific health areas, is also increasing. It is vital to
the credibility of a core outcome set that the chosen outcomes are rele-
vant to both health professionals and patients and it is believed that
this can be assisted through PPI in the development process. Patient and public involvement (PPI) in health research has grown rap-
idly and is considered a key component of good research. Patient and
public input into the development of core outcome sets (COS), which
specify which outcomes should be measured and reported as a mini-
mum in trials within specific health areas, is also increasing. It is vital to
the credibility of a core outcome set that the chosen outcomes are rele-
vant to both health professionals and patients and it is believed that
this can be assisted through PPI in the development process. Whilst research has investigated PPI in clinical trials and service im-
provement, PPI in the development of COS is yet to be explored; des-
pite some distinct challenges and the need for guidance on how best
to involve patients in COS development. As part of a wider project to
inform methods to facilitate PPI in COS development, we are con-
ducted a review and qualitative meta-synthesis of published COS stud-
ies that have reported on PPI. Meta-synthesis involves the integration
of themes from numerous qualitative studies; the technique is inter-
pretive and yields findings that are ‘greater than the sum of the parts’. As few published COS studies have reported on PPI, the scope of the
review was widened to also include PPI in the development of
patient-reported outcome measures (proms). It was anticipated that
the challenges encountered in the development of both COS and
proms would be analogous. P400 This presentation will discuss the database
design and implementation of the automated study drug distribution
coordination module in the clinical trial management system. the number of data rows successfully imported into the EDC system. When the application has completed processing the log file is
emailed to the ICR-CTSU trial team for review. Details of each export
file processed are also written to a database history table. the number of data rows successfully imported into the EDC system. When the application has completed processing the log file is
emailed to the ICR-CTSU trial team for review. Details of each export
file processed are also written to a database history table. The CTC counts imported into the EDC system are used to perform
computations to ascertain whether a treatment switch is required by
calculating whether each subject has progressed or responded. The
EDC system’s event management tool automatically alerts the ICR-
CTSU trial team if the imported results reveal an initial progression
event requiring a second confirmatory CTC count, a confirmation of
progression requiring a treatment switch recommendation or a con-
tinuation of therapy confirmation for any participant. Conclusion Background CTC-STOP is a multicentre phase III trial for castration resistant prostate
cancer patients with bone metastases (MCRPC). The trial is designed to
determine if the use of serial circulating tumour cells (CTC) counts can
direct early discontinuation of docetaxel chemotherapy in mcrpc patients
without adversely impacting overall survival, when compared with stand-
ard approaches to guide treatment switch decisions. Treatment switch
recommendations based on CTC progression are centrally managed by
the co-ordinating clinical trials unit (ICR-CTSU) and require real time trans-
fer of CTC counts from the central laboratory to the ICR-CTSU. From molecule to medicine: a case study in how a statistician can
provide strategic input to drug development P407
Clinical trials in neonatology: design and analyses issues
Abhik Das1, Jon Tyson2, Claudia Pedroza2, Barbara Schmidt3,
Marie Gantz1, Dennis Wallace1, William Truog4, Rosemary Higgins5
1RTI International; 2University of Texas Health Sciences Center;
3University of Pennsylvania; 4Children’s Mercy Hospital; 5NICHD, NIH
Correspondence: Abhik Das
Trials 2017, 18(Suppl 1):P407 Challenges in teaching clinical trials: the experience of teaching
biostatistics in online post-graduate academic courses, target to
industrial biometrician Laura Cavaliere1, Egle Perissinotto1, Ileana Baldi1, Beatrice Barbetta2,
Dario Gregori1
1
2 Impressive advances in neonatology have occurred over the 30 years
of life of The Eunice Kennedy Shriver National Institute of Child
Health and Human Development Neonatal Research Network (NRN). However, substantial room for improvement remains in investigating
and further developing the evidence base for improving outcomes
among the extremely premature. We discuss some of the specific
methodological challenges in the statistical design and analysis of
randomized trials in this population. Challenges faced by the NRN,
applicable to all neonatal trials, include designing trials for unusual
or rare outcomes, accounting for and explaining center variations,
identifying other subgroup differences, and balancing safety and effi-
cacy concerns between short-term hospital outcomes and longer
term neurodevelopmental outcomes. The constellation of unique pa-
tient characteristics in neonates calls for broad understanding and
careful consideration of the issues identified in this presentation for
conducting rigorous randomized trials in this population. g
1University of Padova; 2Rottapharm Biotech
Correspondence: Laura Cavaliere
Trials 2017, 18(Suppl 1):P406 Impressive advances in neonatology have occurred over the 30 years
of life of The Eunice Kennedy Shriver National Institute of Child
Health and Human Development Neonatal Research Network (NRN). However, substantial room for improvement remains in investigating
and further developing the evidence base for improving outcomes
among the extremely premature. We discuss some of the specific
methodological challenges in the statistical design and analysis of
randomized trials in this population. Challenges faced by the NRN,
applicable to all neonatal trials, include designing trials for unusual
or rare outcomes, accounting for and explaining center variations,
identifying other subgroup differences, and balancing safety and effi-
cacy concerns between short-term hospital outcomes and longer
term neurodevelopmental outcomes. The constellation of unique pa-
tient characteristics in neonates calls for broad understanding and
careful consideration of the issues identified in this presentation for
conducting rigorous randomized trials in this population. From molecule to medicine: a case study in how a statistician can
provide strategic input to drug development From molecule to medicine: a case study in how a statistician can
provide strategic input to drug development
Nelson Kinnersley
Roche Products Ltd
Trials 2017, 18(Suppl 1):P405 provide strategic input to d
Nelson Kinnersley
Roche Products Ltd
Trials 2017, 18(Suppl 1):P405 Twelve students in the basic course and thirteen in the advanced
course were able to access to Moodle platform. Most of the students
were workers. Median number of individual accesses to Moodle plat-
form was 458 for the basic course and 931 for the advanced one. They
mostly appreciated: self-administration of hour, number and time of ac-
cess and stimulating discussion board online. They reported as worst
limits: inadequate preliminary knowledge to understand new biostatis-
tics concepts (median score 6.3 for the basic course, 6.6 for the ad-
vanced one), too elevated study load in the advanced course (median
score 6.7), time-spending searching concepts in videos during study
and reviewing topics due to streaming modality. C
l
i Trials 2017, 18(Suppl 1):P405 When evolving the design of a clinical trial, statisticians may spend a
considerable amount of time to optimise certain characteristics of the
proposed trial and there is considerable literature to support such work. However, the literature is more sparse on the strategic factors that a
statistician should consider when involved with designing an entire
drug development programme. The aim of this work is to use a suitably
anonymised case study to inform the practising statistician about the
considerations for strategic drug development. Through liberal use of
scenarios covering topics such as Target Product Profile (TPP), Clinical
Development Plans (CDP), gating criteria and probability of success we
will offer suggestions for how a statistician can contribute to strategic
drug development. Many concepts are applicable across a variety of
therapeutic areas even if the technical implementations may differ. It is
hoped that with a wider understanding of strategic drug development,
more statisticians can be better equipped to contribute to the cross-
functional teams who perform this type of work when the plans are be-
ing developed for how to turn a molecule into a medicine. Our experience supports feasibility and efficacy of online distance
learning in teaching biostatistics. The experience suggests elaborating
the following tools: videos length shorter than 20 min, lists of main
concept and definition indicating the position (minute) in videos, wide-
spread operative examples, timely matching of concepts and examples. Background At today, new technologies and widespread web access are moving
the traditional face-to-face teaching towards online and open digital
teaching processes. New technologies provide widespread flexible
and convenient learning tools overcoming any temporal and geo-
graphical constrains. The instances of innovation gradually enhanced
higher education institutions towards new models of e-learning. The
challenge is furtherly hard for teaching Biostatistics to health profes-
sionals and medical students, who are in general very little motivated
to learn statistics in the traditional academic courses. Method The review is currently underway; we are searching the COMET Initia-
tive’s database of all completed work in selecting COS to identify
studies with PPI. We developed a search strategy to identify PROM
development projects with PPI, via searches of MEDLINE, psycinfo,
hapi and the Cochrane Methodology Register. Conclusion An in-house C#.net application was developed by ICR-CTSU to verify
and import CTC counts provided by the central laboratory LIMS. The
application locates and verifies the LIMS export file before validating
the subject identifiers and trial visit timepoint for each CTC count. Once validated, the data is imported into the EDC system using its
Application Programming Interface. The application runs automatic-
ally every day via Windows Task Scheduler and generates a log file
for each export file to detail any errors found during processing and Previous research has highlighted the need for guidance on how best
to seek the input of patients and the public in developing COS. As part Page 153 of 235 Trials 2017, 18(Suppl 1):200 Page 153 of 235 Trials 2017, 18(Suppl 1):200 of a wider project investigating PPI in COS development, the findings
from this review will inform the development of guidelines for the COS
development community on methods for involving patients as research
partners, co-investigators, advisors or research team members. These
guidelines will facilitate improved engagement with patients - one of
the key stakeholders in COS development. work tools was planned, the quality and accessibility of platform was
conveniently tested and the students’ Access to the platform was
monitored. The computerized portal for education was based on
MOODLE platform. To realize the fully online courses, different tools
were built: streaming videos (10–40 minutes) with in person teachers’
explanation, slides highlighting central concepts, self-tests with
multiple-choice questions and simulation-based tests with unlimited
access, and homework with supervisor. Moodle platform allowed stu-
dents for documents download and upload. At the end of each mod-
ule a questionnaire regarding the assessment of teaching has been
reported, the questions were proposed in a Likert scale from 1 to 10. Results of a wider project investigating PPI in COS development, the findings
from this review will inform the development of guidelines for the COS
development community on methods for involving patients as research
partners, co-investigators, advisors or research team members. These
guidelines will facilitate improved engagement with patients - one of
the key stakeholders in COS development. Material and methods In the academic year 2015/2016, first in the teaching experience at
the University of Padova, two fully online post-graduate courses of
Biostatistics were established: the first one taught basic biostatistics
and research methodology; the second one, advanced topics in
biostatistics. The courses were organized into two phases: modules
dealing with structured topics (25 weeks, each unit from 2 to
5 weeks) and a project-work (20 weeks). To perform statistical ana-
lysis, the R software was adopted. The student-centered model was
used instead of the traditional teacher-centered model. Each student
independently manages her/his access to the web pages contents,
without limits in number of accesses, within the timetable. She/he
attends the didactic activities individually, preforming self-test and
participating in the discussion online. From the teaching point of
view, the face-to-face lessons components of contents, interaction
and assessment were translated into digital and online contents and
tools; from the logistic point of view, the publication time of the Method work tools was planned, the quality and accessibility of platform was
conveniently tested and the students’ Access to the platform was
monitored. The computerized portal for education was based on
MOODLE platform. To realize the fully online courses, different tools
were built: streaming videos (10–40 minutes) with in person teachers’
explanation, slides highlighting central concepts, self-tests with
multiple-choice questions and simulation-based tests with unlimited
access, and homework with supervisor. Moodle platform allowed stu-
dents for documents download and upload. At the end of each mod-
ule a questionnaire regarding the assessment of teaching has been
reported, the questions were proposed in a Likert scale from 1 to 10. Results P405
From molecule to medicine: a case study in how a statistician can
provide strategic input to drug development y
Results Trialists spend much more time on secondary outcomes than primar-
ies. This is not surprising; there are more secondary outcomes. What
is more surprising is how much more: some trials spend more than
20 times as much time collecting secondary outcome data as primary
outcome data. As an example, one trial spent 66 hours collecting
primary outcome data and 1466 hours on secondaries. Using UK
costing data, this is approximately £2908 on primary data collection
and £63990 on secondaries. Trials that spend less than 10% of data
collection effort on primary outcomes seem common. The median ra-
tio of time to obtain primary to secondary outcomes is 1:8. Independent adjudication of neonatal cranial ultrasound scans in a
pilot randomised trial
1
2
1
1 Lucy Bradshaw1, Jon Dorling2, Lelia Duley1, Lindsay Armstrong-Buisseret1,
Joe Fawke3, Bernard Schoonakker4, Eleanor Mitchell1, Rob Dineen5
1Nottingham Clinical Trials Unit, University of Nottingham; 2Early Life
Research Group, University of Nottingham; 3Leicester Neonatal Service,
University Hosptials Leicester NHS Trust; 4Nottingham Neonatal Service,
Nottingham University Hospitals NHS Trust; 5Division of Clinical
Neuroscience, University of Nottingham
Trials 2017, 18(Suppl 1):P408 This abstract is not included here as it has already been published. Trials 2017, 18(Suppl 1):200 Page 154 of 235 P409
Time well spent? A comparison of the work associated with
collecting primary and secondary outcomes
David Pickles1, Shaun Treweek2
1Leeds Teaching Hospitals NHS Trust; 2University of Aberdeen, Health
Services Research Unit
Correspondence: David Pickles
Trials 2017, 18(Suppl 1):P409 P409
Time well spent? A comparison of the work associated with
collecting primary and secondary outcomes
David Pickles1, Shaun Treweek2
1Leeds Teaching Hospitals NHS Trust; 2University of Aberdeen, Health
Services Research Unit
Correspondence: David Pickles
Trials 2017, 18(Suppl 1):P409 Background
I
i
l Increasingly, researchers are being asked to demonstrate the impact
of their research to their sponsors, funders and fellow academics. However, the most appropriate way of measuring the impact of
healthcare research is subject to debate. We aimed to identify the
existing frameworks used to measure healthcare research impact and
to summarise the common themes and metrics in an impact matrix. Methods P409
Time well spent? A comparison of the work associated with
collecting primary and secondary outcomes
David Pickles1, Shaun Treweek2 Twenty-four unique frameworks were identified, addressing five broad
categories of impact: (1) ‘Primary research-related impact’, (2) ‘Influence
on policy-making’, (3) ‘Health and health systems impact’, (4)
‘Health-related and societal impact’, and (5) ‘Broader economic im-
pact’. These categories were subdivided into 16 common impact
subgroups. Authors of the included publications proposed 80
different metrics aimed at measuring impact in these areas. Conclusions 1Leeds Teaching Hospitals NHS Trust; 2University of Aberdeen, Health
Services Research Unit
Correspondence: David Pickles
Trials 2017, 18(Suppl 1):P409 Methods The COMET database currently has 146 ongoing registered studies,
of which 124 aim to include patient and public representatives. We
will identify the COS developer leads for these studies and invite
them to participate in a short online survey. The survey will establish
the capacity in which patients are being included (involvement vs. Participation), developers’ methods for enabling patient inclusion,
and their rationale for choosing a particular method(s). This survey
will be conducted in English. Correspondence: Samantha Cruz Rivera
Trials 2017, 18(Suppl 1):P410 Correspondence: Samantha Cruz Rivera
Trials 2017, 18(Suppl 1):P410 Background The measurement of research impact is an essential exercise to help
direct the allocation of limited research resources, to maximise bene-
fit and help minimise research waste. This review provides a collect-
ive summary of existing impact frameworks, which funders may use
to inform the measurement of research impact and researchers may
use to inform study design decisions aimed at maximising the short,
medium and long-term impact of their research. Trials are essential but often inefficient. Some of this inefficiency is
due to designs that burden both trial participants and trial teams
with measurements that are not essential to answer the trial’s main
research questions. Trialists are generally good at selecting their pri-
mary outcomes - the outcomes they consider most important. Trial-
ists have less focus when it comes to secondary outcomes. Maximising research impact: a systematic review of research
impact frameworks Maximising research impact: a systematic review of research
impact frameworks
Samantha Cruz Rivera, Derek G. Kyte, Olalekan Aiyegbusi,
Thomas J. Keeley, Melanie Calvert
Centre for Patient Reported Outcomes Research, University of
Birmingham
Correspondence: Samantha Cruz Rivera
Trials 2017, 18(Suppl 1):P410 To investigate which methods are being used by COS developers to
facilitate patient participation in ongoing studies and the rationale
behind using that method. Samantha Cruz Rivera, Derek G. Kyte, Olalekan Aiyegbusi,
Thomas J. Keeley, Melanie Calvert y
Centre for Patient Reported Outcomes Research, University of
Birmingham Method Keywords: medical research impact, impact metrics, research impact
framework A random selection of 115 protocols for publicly funded, randomised
trials published 2010–2014 were selected (roughly 24 per year) for
analysis. To date, twenty trials have been examined. The primary and
secondary outcomes were extracted from protocols. Data on time to
complete each outcome were sought from protocols; where timing
was not available, these data were requested from the corresponding
author, or from trial managers familiar with the outcome. To date,
twenty trials have been examined. Methods for including patients in core outcome set deve
Alice Biggane1, Lucy Brading1, Bridget Young1, Philippe Ravau
Paula R. Williamson1
1University of Liverpool; 2Universite Paris Descartes
Correspondence: Alice Biggane
Trials 2017, 18(Suppl 1):P411 Methods for including patients in core outcome set development
Alice Biggane1, Lucy Brading1, Bridget Young1, Philippe Ravaud2,
Paula R. Williamson1
1
2 1University of Liverpool; 2Universite Paris Descartes
Correspondence: Alice Biggane
Trials 2017, 18(Suppl 1):P411 Background The usefulness and importance of a core outcome set (COS) is well
recognised, as is the need for patient participation in its develop-
ment. A COS needs patient input to ensure it is credible and that
future studies using the COS can provide patients and clinicians
with relevant knowledge regarding interventions, consequently re-
ducing the amount of wasteful research. Researchers are increas-
ingly aware of this and are progressively including patients and the
public alongside other stakeholders in identifying what outcomes
to measure in clinical trials. Whilst only 22% of 300 published COS
reported that there was input from patients in their development,
nearly 90% of 146 ongoing studies report including patients in
some capacity. However, nobody knows the best methods for facili-
tating the participation of patients in COS development. There are
numerous challenges in enabling patient Trialists routinely spend a far greater proportion of their time
obtaining outcomes that they themselves deem of lesser import-
ance than they do on primary outcomes. Given the significant ex-
pense of collecting data and the widely reported fact that much
trial data goes unreported, we suggest that trialists should have an
increased awareness of the burden and cost associated with each
outcome when making their selections. Participation in a COS study and these will depend on the pa-
tient group and the methods chosen. Therefore, this project aims
to investigate and develop methods for including patients as par-
ticipants in COS development in a meaningful and productive
manner. This work is part of the Trial Forge initiative to improve trial efficiency. P413 P413
A comparison of stroke diagnosis at trial entry by local clinicians
versus independent adjudicators: secondary analysis and
simulation
Peter Godolphin1, Trish Hepburn1, Liz Walker 1, Nikola Sprigg1,
Joanna M. Wardlaw2, Philip M. Bath1, Alan A. Montgomery1
1University of Nottingham; 2University of Edinburgh
Correspondence: Peter Godolphin
Trials 2017, 18(Suppl 1):P413 Designing trials that aim to evaluate therapies that target brain
metastases in cancer patients: challenges and recommendations
Sujata Patil Memorial Sloan Kettering Cancer Center
Trials 2017, 18(Suppl 1):P412 A comparison of stroke diagnosis at trial entry by local clinicians
versus independent adjudicators: secondary analysis and
simulation Peter Godolphin1, Trish Hepburn1, Liz Walker 1, Nikola Sprigg1,
Joanna M. Wardlaw2, Philip M. Bath1, Alan A. Montgomery1
1University of Nottingham; 2University of Edinburgh Peter Godolphin1, Trish Hepburn1, Liz Walker 1, Nikola Sprigg1,
Joanna M. Wardlaw2, Philip M. Bath1, Alan A. Montgomery1
1University of Nottingham; 2University of Edinburgh Objective Correspondence: Peter Godolphin
Trials 2017, 18(Suppl 1):P413 To ascertain the impact of the BERC review on the reported inci-
dence of LOII and NEC, compared to those derived from the original
data collection forms (DCFs). Methods The aim of this study was to investigate the benefit of adjudication
of stroke type at trial entry in a large stroke trial. The three objectives
were to: (1) compare stroke diagnoses made by site clinicians and in-
dependent adjudicators; (2) assess the impact of adjudication on the
primary analysis and a subgroup analysis by stroke type; (3) using
simulation, explore the effects of increasing levels of misclassification
on analyses. Pairs of BERC reviewers independently reviewed Gut Signs and Infec-
tion dcfs, feeding log data and any additional data requested (e.g. Discharge summaries) and completed a diagnostic classification form. These were cross-validated for discrepancies and referred to a third
BERC reviewer if agreement could not be reached. The incidence of LOII and NEC were calculated for each arm before
and after BERC review; firstly, using data obtained from the Gut Signs
and Infection dcfs, applying an algorithm detailed in the statistical
analysis plan; and secondly, using the diagnostic classifications deter-
mined by the BERC. Results To provide a comprehensive review of the methodological challenges
in designing trials where progression in the brain is the primary end-
point and to provide concrete clinical design recommendations. Background Of 4011 participants randomised, 3857 (96%) had baseline scans
that were assessed by adjudicators. There was excellent agreement
between Hospital and Trial diagnoses (crude agreement 98%,
unweighted kappa, k = 0.92). Adjudication of stroke type had no
impact on the primary outcome (p = 0.95) or subgroup analysis by
stroke type. These findings were robust to all except the most
extreme simulated non-differential misclassification of stroke diag-
nosis and subgroup effect. The presence of brain metastases in cancer patients often indicates
poor prognosis. Additionally, the presence of brain metastases can
directly impact a patient’s quality of life. Controlling brain disease is im-
portant and has been one current focus of clinical trials and retrospect-
ive reviews [Preusser et al., Eur J Cancer 2012; Lin, ecancer 2013]. However, there are challenges in conducting such studies and interpre-
tations of results are not uniform. For instance, patients may progress
extracrainially before progression in the brain can be assessed, thereby
creating a competing risks analytic setting. Assessing true brain recur-
rence versus radionecrosis and the use of consistent criteria to assess
brain recurrence have also been methodological issues. Methods Simulations modifying the following factors 1) sample size, 2) censor-
ing, 3) effect size, 4) correlation between competing events, 5)
degree of endpoint misclassification (pseudo-progression), and 6)
method used for analysis (Kaplan-Meier, Cox regression, cumulative
incidence, subdistribution regression) are conducted. The effect of
these factors on power and type I error in Phase II clinical trials are
reported. P414
The impact of blinded endpoint review on the incidence of
primary short-term outcomes in the SIFT trial
Christopher Partlett1, Louise Linsell1, Oliver Hewer1, Ed Juszczak1, Jon Dorling2
1NPEU, University of Oxford; 2Division of Child Health, Obstetrics and
Gynaecology, University of Nottingham
Trials 2017, 18(Suppl 1):P414 p
Results Simulations on the randomized phase II design show that per arm sam-
ple sizes of 75 to 100 have sufficient power to detect hazard ratios in
the range of 1.7 and 2.0 where the endpoint is brain-specific. Higher
correlation between competing risks (e.g. Brain vs systemic progres-
sion) and the method used for analysis (e.g. Cause-specific hazard or
cumulative incidence subdistribution) have effects on sample size. Misclassification of the endpoint (eg pseudo- progression) also has a
demonstrable effect on inference. These simulation findings will be de-
scribed in detail. Results from ongoing simulations under other Phase II
designs will also be described along with design recommendations. Conclusion This study found that clinicians at ENOS trial sites largely were correct
in their diagnosis of stroke, and adjudication did not impact on the trial
results. Diagnostic adjudication may be important if diagnosis is com-
plex and a treatment-diagnosis interaction is expected. Researchers
should consider the value adjudication may bring to their study by
using pilot or feasibility studies to estimate misclassification and poten-
tially avoid substantial resource implications. Expected results The results will provide insights into the COS developers’ Plans
and rationale for facilitating patient participants in their studies. Details about methods used for recruitment (social media, NHS
services etc.) And methods used for eliciting the outcomes will be
obtained (qualitative interviews, Delphi survey etc.). We will also
establish the reasoning for using these methods. We will then use
this information to purposively sample COS developers and pa-
tients to participate in a subsequent qualitative interview phase
of our study. Two independent investigators systematically searched, MEDLINE,
EMBASE, CINAHL+, the Health Management Information Consortium
and the Journal of Research Evaluation from inception until May
2016 for publications that presented an impact framework. We then
summarised the common concepts and themes across frameworks
and identified the metrics used to evaluate differing forms of impact. Trials 2017, 18(Suppl 1):200 Page 155 of 235 Page 155 of 235 diagnosis was the diagnosis used in all ENOS analyses. Agreement
between Hospital and Trial diagnoses was determined using un-
weighted kappa. The trial primary analysis and subgroup analysis
by stroke type were re-analysed using Hospital diagnosis as base-
line covariate and interaction factor respectively. Statistical simulations
were created to: (1) increase misclassification of Hospital compared
with Trial diagnosis; (2) introduce an interaction (subgroup effect) be-
tween ENOS treatment arm and stroke type. Designing trials that aim to evaluate therapies that target brain
metastases in cancer patients: challenges and recommendations
Sujata Patil Background
l d d
d Blinded endpoint review committees (BERCs) comprise of a panel of
clinical experts blinded to trial allocation. They are responsible for
reviewing trial outcome data reported by participating centres, to
?A3B2 show $132#?>ensure they meet the protocol-specified criteria. This can be particularly useful for outcomes which are complex to
assess, include subjective components, or when the original data
collection could not be blinded. SIFT (ISRCTN: 76463425) is an open-label multicentre randomised
controlled trial of a feeding intervention in very preterm or very low
birthweight infants in neonatal units in the United Kingdom and
Ireland. Infants were randomised to receive either a faster rate of
feeding (30 ml/kg/day) or a slower rate of feeding (18 ml/kg/day). BERCs were set up to assess the incidence of two primary short-term
outcomes; late onset invasive infection (LOII) and necrotising entero-
colitis (NEC). Conclusion The two methods were highly concordant, however, there was
marginal evidence that unblinded local investigators were more
likely to assign a diagnosis of NEC in the fast feed arm, in infants
deemed not to have NEC by the BERC. This may suggest a poten-
tial bias, reflecting concerns about rapid advancement of feeds
and its possible effect on the gut. Thus, while the addition of
BERC reviews did not alter the conclusions of the trial, this investi-
gation highlights their importance in reinforcing confidence in
the outcome results. Splintered adverse event reporting in multicenter clinical trials
Joy Black, Valerie LW. Stevenson, Robert Silbergleit
University of Michigan
Correspondence: Joy Black
Trials 2017, 18(Suppl 1):P416 How are surrogate outcomes defined in critical care trials?
Preliminary results of a systematic review
1
2
3 Preliminary results of a systematic review
Rejina Verghis1, Bronagh Blackwood2, Cliona McDowell3, Daniel Hadfield4,
Philip Toner5, Marianne. Fitzgerald6, Daniel F. Mcauley6, Mike Clarke6
1Queens University Belfast QUB; 2Centre for Experimental Medicine,
Queen’s University Belfast; 3Northern Ireland Clinical Trials Unit; 4Kings
College and Hospital; 5Belfast Health and Social Care Trust; 6Centre for
Public Health, Queen’s University Belfast We reviewed all AE reported in two clinical trials performed in
our clinical trials network, protect (NCT00822900) and ATACH
(NCT01176565) both of which were reported in the New England
Journal of Medicine. For each trial, a splintered and collapsed list
of PT were compared. Protect published the collapsed list and
ATACH the splintered list. Splintered lists were generated primar-
ily by autocoding, with manual coding by a data manager during
the conduct of the trial when autocoding failed. Collapsed lists
were generated from the splintered lists using clinical judgement
by the trial investigators in protect at the end of the trial. For
ATACH, the collapsed list was generated in part by investigators
at the end of the trial and in part by the authors of this abstract. All splintered and collapsed lists used only meddra PT. Descrip-
tive statistics were used to characterize and compare splintered
and collapsed AE lists. Correspondence: Rejina Verghis
Trials 2017, 18(Suppl 1):P415 Background
h
h The choice of outcome measure is a critical decision in the design of
any clinical trial, but many phase III clinical trials in critical care fail to
detect a difference between the interventions being compared. This
may be because the surrogate outcomes used to show beneficial ef-
fects in early phase trials (which informed the design of the subse-
quent phase III trials) are not valid guides to the differences between
the interventions for the main outcomes of the phase III trials. We
did this review to determine the variability in reported surrogate out-
comes in early phase, critical care trials. Results and reported in a variety of ways. The definition of specific measure-
ment (mechanical ventilation), participant level analysis metric (dur-
ation of mechanical ventilation or time to extubation), method of
aggregation (mean & SD or median & IQR) and time points vary
across trials. There was little change in the risk of LOII for either arm, however
there was a slight reduction in the risk ratio for NEC after BERC re-
view; (RR 0.89, 95% CI 0.65 to 1.23) compared to (RR 1.00, 95% CI
0.73 to 1.36). y
Methods The Efficacy of Nitric Oxide in Stroke (ENOS) trial examined the safety
and efficacy of glyceryl trinitrate (GTN) versus no GTN in patients
with acute ischaemic or haemorrhagic stroke. Independent expert as-
sessors, referred to as adjudicators, who were masked to treatment
allocation, centrally assessed cranial scans to inform diagnosis of
stroke type. For this study, diagnoses made by local site clinicians are
referred to as Hospital diagnosis, whilst diagnoses with input from in-
dependent adjudicators are referred to as Trial diagnosis. The Trial For both outcomes we compared the risk ratio (fast/slow) and 95%
confidence interval derived from the DCF and BERC classification. For each arm we also investigated the concordance between the
classification of infants before and after BERC review, using the
kappa statistic and mcnemar’s test. Trials 2017, 18(Suppl 1):200 Trials 2017, 18(Suppl 1):200 Page 156 of 235 Page 156 of 235 Methods
d We undertook a systematic review to generate a list of outcome
measures used in early phase critical care trials. We searched for trials
published in the six top-ranked critical care journals between 2010 and
2015. The
review
was
conducted
according
to
the
protocol
published on the PROSPERO website (http://www.crd.york.ac.uk/
PROSPERO/display_record.asp?ID=CRD42015017607). We searched
MEDLINE and EMBASE using key words such as intensive care unit, crit-
ical care and randomised controlled trials. Two independent reviewers
were involved in the search and article screening. All articles meeting
inclusion criteria and published in 2010 were selected for data extrac-
tion and data saturation was achieved during this process. Therefore,
we included only an additional 10% of the articles from 2014 and 2015
to boost the sample with some more recent papers. We extracted de-
scriptive data including trial registration details, outcome measures re-
ported in the methods, definition, and time-points. We classified
outcomes into body organ systems, severity of disease and quality of
life with sub-categories based on clinical judgement, and tabulated
them to understand underlying patterns and variations. R
lt Results Substantial splintering was found in both trials. 3032 AE occurring
in 810 patients in protect were coded under 399 unique PT in the
splintered list, and under 235 unique PT in the collapsed list. Simi-
larly, in 1000 subjects enrolled in ATACH, 3140 AE were coded
under 344 unique PT in the splintered list and 193 unique PT in the
collapsed list. There were 235 and 193 collapsed PT terms in pro-
tect and ATACH respectively and collapsed terms included a mean
of 3.00 splintered terms with a range of 2 to 9 PT. Illustrative exam-
ples of splintered and collapsed terms in these two trials include:
bronchopneumonia, lung infection, pneumonia aspiration, and 7
other PT that collapsed under the PT ‘pneumonia’; and embolic
stroke, cerebral artery embolism, cerebral infarction and 5 other PT
clinically equivalent to the collapsed PT ‘ischemic stroke’. An ex-
ample of the potential effect of splintering was found in ATACH
where splintered terms related to renal injury were similar between
the two treatment groups as individually reported, but demon-
strated a potentially significant difference when collapsed. Conclusions P415 How are surrogate outcomes defined in critical care trials? Preliminary results of a systematic review
Rejina Verghis1, Bronagh Blackwood2, Cliona McDowell3, Daniel Hadfield4,
Philip Toner5, Marianne. Fitzgerald6, Daniel F. Mcauley6, Mike Clarke6
1Queens University Belfast QUB; 2Centre for Experimental Medicine,
Queen’s University Belfast; 3Northern Ireland Clinical Trials Unit; 4Kings
College and Hospital; 5Belfast Health and Social Care Trust; 6Centre for
Public Health, Queen’s University Belfast
Correspondence: Rejina Verghis
Trials 2017, 18(Suppl 1):P415 How are surrogate outcomes defined in critical care trials? Preliminary results of a systematic review
Rejina Verghis1, Bronagh Blackwood2, Cliona McDowell3, Daniel Hadfield4,
Philip Toner5, Marianne. Fitzgerald6, Daniel F. Mcauley6, Mike Clarke6
1Queens University Belfast QUB; 2Centre for Experimental Medicine,
Queen’s University Belfast; 3Northern Ireland Clinical Trials Unit; 4Kings
College and Hospital; 5Belfast Health and Social Care Trust; 6Centre for
Public Health, Queen’s University Belfast
Correspondence: Rejina Verghis
Trials 2017, 18(Suppl 1):P415 Results A total of 5448 references were screened. The total number of in-
cluded articles was 48, and based on the preliminary analysis, these
mentioned over 300 outcomes in their methods sections. Focusing
specifically on outcomes reported in the respiratory category, there
were ten sub-categories and the number of different outcomes in
the subcategories. The reported outcome measures were analysed Conclusions There was strong concordance between the classification of infants
before and after BERC review, with over 95% agreement for both
outcomes in both arms. Among the discordant cases the original
DCFs were more likely to classify an infant as a case than the BERC,
however this discordance was only marginally statistically significant
for NEC in the fast feeding arm (p = 0.04). There is large variability in outcome reporting in early phase, critical
care trials. This creates difficulties for synthesizing data in systematic
reviews and planning definitive trials. This review highlights an ur-
gent need for standardization and validation of surrogate outcomes
reported in critical care trials. Future work will validate and develop a
core outcome set for surrogate outcomes in critical care trials. Objective The use of controlled vocabularies like meddra are essential to prac-
tical useful adverse event (AE) reporting, but have limitations. The
use of autocoding in meddra allows objective mapping of verbatim
terms (VT) to preferred terms (PT) but can result in the listing of clin-
ically identical events into a variety of effectively synonymous PT, an
effect we call splintering. A potential solution involves a clinician
grouping these splintered PT into a single collapsed PT relevant to
the medical context of the trial. Both splintering and collapsing AE
have the potential to obscure safety signals. g
Results Twenty-six themes were identified that related to six topics; i.e. 1)
overall views of the intervention; 2) experience of implementing the
intervention; 3) changes made/suggested to the intervention; 4)
views on participants’ experience of the intervention; 5) perception
of the intervention’s feasibility for future delivery; and 6) views and
experiences of training, and were mapped to the feasibility criteria:
acceptability, demand, implementation, practicality, adaptation and
integration. Case study methodology is advocated for exploring real life phenom-
ena within a contemporary context. The nature of the design lends it-
self to addressing questions that aim to understand, in detail, how or
why events occur. The two-tailed design, offers a comparative focus; in
the case of clinical trials the tails can be the control and intervention
arms enabling comparison of relevant features of the control and inter-
vention. OPAL uses a two-tailed longitudinal case study, where women
are interviewed at four time points (baseline, post-treatment, 12 months
and 24 months post-randomisation); mirroring the trial data collection. The nature of the analysis encourages a move beyond description to
explanation; for example, identifying factors that may interact to influ-
ence participant outcomes, and the mechanisms of action. PTs were positive about their experience of training and implementing
the SOLAS intervention and its support materials to a mixed group of
participants, reporting it acceptable and feasible to deliver. Key de-
mands in delivering the intervention that impacted on implementation
included the high volume of education content during class one, which
required shortening the exercise session, and the challenge of using
the needs supportive communication skills during goal setting and the
group exercise component, highlighting the need for additional train-
ing. However, PTs felt that overall they implemented the intervention
content and structure according to the protocol. Some PTs reported
adapting the education component to include additional information
based on their clinical expertise and participant needs. Practical consid-
erations for future integration of the intervention into health services
included attaining a minimum of six participants to run a successful
group, the accessibility of the intervention in some primary care set-
tings, and the need to address health literacy for some participants. Conclusions In the OPAL qualitative longitudinal study the aim is to understand
the links between context, delivery, and outcomes in each arm for
women with UI. Conclusions We have demonstrated that autocoding AE VT to PT in meddra is
objective but results in significant splintering as compared to
clinically relevant collapsed terms, obscuring medically important
safety effects. Use of clinical judgement to combine effectively
synonymous PT is subjective, but is a practical solution. Trials 2017, 18(Suppl 1):200 Page 157 of 235 Page 157 of 235 y
Methods Individual semi-structured telephone interviews were conducted by
an independent researcher with 10 physiotherapists (PTs) within
one week of their completion of delivery of the SOLAS intervention
in the feasibility trial. The interviews were audio-recorded, tran-
scribed verbatim and analysed using inductive thematic analysis,
based on Braun and Clarke’s method. Coding frames were developed,
re-examined and refined. The reliability of the identified themes was
established by a second researcher who independently coded a ran-
dom sample of 25% of the data using the coding frame, with 70%
agreement taken as the minimum cut-off rate of agreement. R
l y
OPAL (optimising pelvic floor exercises to achieve long-term benefits) has
three elements: a large multi-centre trial, a mixed methods process evalu-
ation, and a longitudinal qualitative case study. The trial investigates the
effectiveness of biofeedback intensified pelvic floor muscle training
(PFMT) versus PFMT alone in improving UI symptoms for women with
stress or mixed UI. The case study is a two-tailed design, one tail is the
control (PFMT) the other the intervention (intensified PFMT), exploring
the views and experiences of trial women about UI and the interventions
to identify barriers and facilitators to intervention delivery and adherence
and to inform potential roll-out of the intervention. P417
What does qualitative case study methodology have to offer the
interpretation of findings from trials of complex interventions?
Reflections from a large complex intervention study
Caarol Bugge1, Aileen Grant1, Sarah Dean2, Jean Hay Smith3,
Doreen McClurg4, Suzanne Hagen4
1University of Stilring; 2University of Exeter; 3University of Otago;
4NMAHP RU, Glasgow Caledonian University
Correspondence: Caarol Bugge
Trials 2017, 18(Suppl 1):P417 Self-management (SM) is endorsed by clinical guidelines for osteo-
arthritis (OA) and chronic low back pain (CLBP), but there is a current
lack of multi-joint interventions to target both conditions in group
settings. The 6 week group-based self-determination theory (SDT)
driven education and exercise SOLAS intervention was developed in
consultation with primary care physiotherapists through the interven-
tion mapping process. Following Medical Research Council (MRC)
guidelines for complex interventions, the SOLAS cluster randomised
controlled feasibility trial aims to assess the (1) acceptability and
feasibility of the SOLAS intervention to patients and physiotherapists
compared to usual individual physiotherapy, (2) feasibility of trial
procedures and sample size for a definitive trial and (3) effect on
secondary outcomes. The aim of the present study was to explore
physiotherapists' views of the SOLAS intervention’s acceptability and
feasibility. The contribution qualitative research can make to improving interven-
tion and trial design, evaluation and implementation is well recognised
(O’Cathain et al., 2014; Moore et al. 2011). Qualitative methods are often
used alongside quantitative methods within a process evaluation to ex-
plore trial processes, intervention components and mechanisms in rela-
tion to context (Grant et al. 2013). This paper describes the use, and
presents the advantages, of a two-tailed qualitative case study meth-
odological design linked to a trial of a complex intervention for women
with urinary incontinence (UI) (OPAL ISRCTN 57746448). g
Results In a complex intervention such as that evaluated in
OPAL, many factors could impact on the final outcome for a woman;
only some of these factors may relate to intervention delivery. For
example, women are asked to exercise at home in both trial arms
and in the intensified arm women are asked to use biofeedback to
support PFMT at home. There may be many psychological, social, or
practical variables that influence a woman’s ability to use biofeed-
back, or do this in the home environment. The case study design
aims to support the identification of these factors and, importantly,
how their influence may differ on the trial primary outcome (UI at
two years) between the control and intervention arms. The SOLAS intervention content and support materials were considered
acceptable and feasible to deliver within the trial and in future health-
care services provided sufficient numbers of clients could be enrolled
and retained. Further training in the intervention SDT-based needs sup-
portive communication skills is being developed through E-learning. In this paper we will explore: 1. The nature of case study methodology. 2. Why case study methodology might be useful for qualitative studies
linked to complex intervention trials. 3. Lessons for researchers from
our use of case study methodology within OPAL. Image modification journaling for reproducibility and fraud
prevention Image modification journaling for reproducibility and fraud
prevention
l h Physiotherapists’ views of the acceptability and feasibility of the
self-management of osteoarthritis and low back pain through
activity and skills (SOLAS) complex intervention within a cluster
randomised controlled feasibility trial [ISRCTN 49875385]
Deirdre Hurley, David Hayes, Danielle McArdle, James Matthews,
Suzanne Guerin p
Paul Thompson
Sanford Research
Trials 2017, 18(Suppl 1):P419 Paul Thompson
Sanford Research
Trials 2017, 18(Suppl 1):P419 Background P417
What does qualitative case study methodology have to offer the
interpretation of findings from trials of complex interventions? Reflections from a large complex intervention study
Caarol Bugge1, Aileen Grant1, Sarah Dean2, Jean Hay Smith3,
Doreen McClurg4, Suzanne Hagen4
1University of Stilring; 2University of Exeter; 3University of Otago;
4NMAHP RU, Glasgow Caledonian University
Correspondence: Caarol Bugge
Trials 2017, 18(Suppl 1):P417 Background Background
In scientific discussions, images are analyzed to make scientific points. In basic biology, in clinical trials, in clinical research, images are used to
present information, show differences between conditions, and define University College Dublin
Correspondence: Deirdre Hurley
Trials 2017, 18(Suppl 1):P418 Trials 2017, 18(Suppl 1):200 Trials 2017, 18(Suppl 1):200 Page 158 of 235 Page 158 of 235 was mainly UK based but does have some representation from
further afield. Interviews are scheduled for fall 2016. We have
approached 27 individuals in roles such as Research Nurse, Head of
Patient Engagement, Clinical Trial Educator, Senior Research Man-
ager and Professor of Health Services. Everyone we approached
agreed to take part, giving our sample a split of 14 “recruiters” And
13 “designers”, 23 of which are UK-based, 1 from Holland, 2 from
South Africa and 1 from Italy. A Framework analysis approach will
be used to analyse the data from one-to-one interviews. Antici-
pated and emergent themes will be identified, defined and linked
through continual comparison of data both within and across
stakeholder groups. C
l
i was mainly UK based but does have some representation from
further afield. Interviews are scheduled for fall 2016. We have
approached 27 individuals in roles such as Research Nurse, Head of
Patient Engagement, Clinical Trial Educator, Senior Research Man-
ager and Professor of Health Services. Everyone we approached
agreed to take part, giving our sample a split of 14 “recruiters” And
13 “designers”, 23 of which are UK-based, 1 from Holland, 2 from
South Africa and 1 from Italy. A Framework analysis approach will
be used to analyse the data from one-to-one interviews. Antici-
pated and emergent themes will be identified, defined and linked
through continual comparison of data both within and across
stakeholder groups. phenomena. The presentation and manipulation of images is governed
by rules which have been defined by editors of scientific publications. The images can be cropped (to select parts of a larger image). The con-
trast of the image can be increased so long as the changes are made
over the entire image. The colors of the image can be adjusted over
the entire image. Images can be places together, so long as it is clear
what is done to the final image and that the component portions are
not part of the original image (this can be done by lines of a black
color). P420
Perceptions and experiences of participant recruitment:
a qualitative interview study with trial stakeholders Heidi Gardner, Katie Gillies, Shaun Treweek
University of Aberdeen
Correspondence: Heidi Gardner
Trials 2017, 18(Suppl 1):P420 Heidi Gardner, Katie Gillies, Shaun Treweek
University of Aberdeen
Correspondence: Heidi Gardner
Trials 2017, 18(Suppl 1):P420 Background In recent years, the amount of fraudulent manipulation in im-
ages is becoming alarming. Fraud takes many forms, including re-using
the same image for different purposes, adding new components to an
existing image without clear markings and so forth. Image fraud is fre-
quently discussed on the Retraction Watch blog. Background Recruitment to randomised controlled trials can be extremely difficult,
and poor recruitment can lead to extensions to both time and budget,
potentially resulting in an underpowered study which does not satisfac-
torily answer the original research question. In the worst cases, a trial
may be abandoned, causing huge waste. Consequently, recruitment is
considered the number one problem in trial methods research. To understand how the process of participant recruitment impacts
the day-to-day lives of those charged with the task, we conducted a
qualitative semi-structured interview study with a wide range of trial
stakeholders. This study will help trial methodologists to understand
the challenges that trial recruitment generates on the ground, which
will enable them to better design future research work so that its re-
sults are more relevant and applicable to the challenges faced by
those tasked with recruiting individuals to trials. Presentation Several examples of image manipulation will be presented to demon-
strate this new tool and capability. Other image manipulation programs
will be discussed to determine if the capability can be extended to
them. Over the last several years, oncology drug development has fo-
cused on molecularly targeted agents necessitating development
of early phase clinical studies driven by a need to better under-
stand underlying molecular mechanisms, provide delivery of tar-
geted interventions in enriched patient subgroups and evaluate
biological outcomes. Given the relatively safe profile of these tar-
geted therapies, dose-finding clinical trials aim to evaluate both
toxicity and biological effectiveness. An isotonic regression model
was utilized in the design and conduct of a dose escalation trial to
determine an admissible set of drug doses based on toxicity out-
comes and selects the lowest dose with the highest biological re-
sponse rate within the admissible set of doses. Simulations under
different scenarios of dose toxicity and biological effectiveness
rates demonstrate optimal operating characteristics of this design
based on high selection probabilities of the correct safe and bio-
logic effective dose, increased number of patients allocated to the
right dose and low toxicities on the correct dose. Implementation
of the isotonic regression is underway to guide dose escalation de-
cisions. We present the performance of the model based on ob-
served toxicity and pharmacodynamic (PD) biological response at
each dose level as well as varying scenarios of toxicity and PD rates. As expected, dose escalation was guided by doses closest to the
target biologic response rate within doses with acceptable toxicity
rates. We also present comparison of performance and dose escal-
ation decisions of this model compared to algorithm-based method
for assessing biological or tumor response rate for dose escalation
recommendations. The application of this model has provided a
flexible and efficient use of limited patient data to determine not
only safety but incorporation of proof of concept of biological re-
sponse in the very early phases drug development. q
y
Results The results of this study will give a clear description of current recruit-
ment practice. This is turn will make it easier for trial methodologists
and others to design and present evidence-based recruitment strat-
egies and highlight what sort of evidence future research should
provide. Several new approaches are presented here for partial solutions to
these problems. When images are manipulated in an interactive tool,
a record of the actions can be kept. This is called a “journal”. This is a
common part of a number of statistical analysis programs (JMP keeps
a journal of analysis steps, which can then be used to analyze the
data). GIMP has been modified to journal the process of manipulat-
ing the image to allow the process to be repeated and to allow in-
spection of the process. A shiny app (in R) has also been created to
perform analysis and journal that analysis using imagemagick code. By making the process of image analysis transparent, fraud in the
image manipulation will be reduced. This work is part of the Trial Forge initiative to improve trial efficiency. P421 P421
Implementation into practice of isotonic regression for
simultaneous assessment of toxicity and pharmacodynamic
endpoints in a dose escalation trial
Rani Jayswal, Stacey Slone, Peng Wang, Vivek Rangnekar,
Heidi L. Weiss
Markey Cancer Center, University of Kentucky
Correspondence: Rani Jayswal
Trials 2017, 18(Suppl 1):P421 Methods A search of clinical trials registers (globally) was conducted and deci-
sions were made as to the suitability of the registry. Included registries
were searched using the term ‘qualitative’ and returns logged and
analysed by; 1. Year Registered 2. Country of Sponsor 3. Type of Trial
(Drug, medical device, surgical or other). Trials were only included if the
researcher confirmed that they included qualitative methodology (i.e. Using qualitative data collection methods and analysis techniques). Trials reporting qualitative testing and statistical analysis were excluded
(i.e. ‘qualitative’ was tagged to quality of life measures, reports about
medical tests were included such as ‘qualitative urine test’ or statistical
tests, such as ‘qualitative Fishers Extract test’ were in evidence). Initially,
all registers were searched from first record available up to 31st
October 2013. The activity was repeated to update records up to
November 2016. Interviewees recognised that fostering positive relationships with
participants was a key strategy for enhancing participant retention. Interpersonal connections were forged by social relational actions
such as making cups of tea during trial appointments and offering
flexible appointments to suit the participant’s needs. However, these
activities required additional time which the trial researchers felt was
not always acknowledged by funders or valued by the wider trial
team. Interviewees were not aware of how their own ‘moral compass’ influ-
enced retention of participants. However such unrecognised or un-
conscious strategies were present in their accounts. They expressed
how they often utilised their own beliefs and values regarding how
to interact with participants, reflecting for example on how they
would want their own parents to be treated, or projecting their own
feelings onto a situation which may conflict with obtaining data. Three registries were included and searched; clinicaltrials.gov, Inter-
national Standard Randomised Controlled Trial Number Register
(ISRCTN) and World Health Organisation (WHO) International Clinical
Trials Registry Platform (ICTRP). The initial search in 2013 found an
extremely small proportion of the 382,944 trials being carried out
worldwide were utilising qualitative methods. The overall percentage
of registered trials confirmed as including qualitative methods was
less than 0.2%. This number appears to have increased over time,
but is limited to ‘developed countries’ such as the U.K. and U.S.A. Most trials using qualitative methods appeared to be non-clinical,
and were mostly testing behavioural interventions (87%). Methods Methods A mix of purposive and convenience sampling generated trial stake-
holders that represented views of those that work within the Na-
tional Health Service, academia and industry. Individuals categorised
themselves as “designers”; those directly responsible for the design
or recruitment methods, or “recruiters”; those who implement recruit-
ment strategies to recruit participants to trials. Currently we have de-
veloped an interview topic guide that will allow us to investigate and
explore the views of trial designers and recruiters. We will also ex-
plore how best to present research evidence about recruitment
methods so that evidence-based recruitment strategies are effect-
ively disseminated and implemented. Enquiry into how qualitative methods influence trials and their
yields (equity): exploring registered trials that include a reported
qualitative component
1
1
1
2 q
p
Clare Clement1, Suzanne Edwards1, Hayley Hutchings1, Frances Rapport2
1Swansea University; 2Macquarie University
Correspondence: Clare Clement
Trials 2017, 18(Suppl 1):P422 Role type and recruitment experiences were varied, spanned various
therapeutic indications, intervention types and trials units. Our sample Trials 2017, 18(Suppl 1):200 Page 159 of 235 Page 159 of 235 Conclusions This study has highlighted the increasing use of qualitative methods
over time and the use of these methods worldwide. However, the
use of qualitative methods is restricted to ‘developed countries’ and
non-clinical trials. More needs to be done to increase the use and
benefits of qualitative methods in ‘under-developed’, or ‘developing’
countries, and the reasons for their lack of inclusion in clinical trials
needs further investigation and development. Strategies deployed by trial researchers to enhance retention include
a combination of recognised and unrecognised influences. These are
underpinned by relational factors as well as researchers beliefs about
their responsibilities and professional values. However, the pursuit of
retention is constrained by a systemic emphasis on recruitment. "To have and to hold, from this day forward": understanding
current practice regarding retention of trial participants
Clare Clement1, Anne Daykin1, Carol Gamble2, Anna Kearney2,
Jane Blazeby1, Mike Clarke3, Athene Lane1, Ali Heawood1
1University of Bristol; 2Universityof Liverpool; 3Queen's University
Correspondence: Clare Clement
Trials 2017, 18(Suppl 1):P423 1Royal Brompton Hospital; 2Imperial College London; 3Southmead
Hospital; 4University Hospital Aintree
Correspondence: Vicky Tsipouri
Trials 2017, 18(Suppl 1):P424 Methods Of the
small percentage of those trials which appeared clinical in nature,
drug trials appeared to utilise qualitative methods more than either
medical device or surgical trials (7%, 4%, 2% respectively). This was
consistent across the three trial registries. Early indications from the
repeated 2016 activity show a continuation of the initial pattern of
less than 0.2% of a total 428,175 trials recorded using qualitative
methods. Full findings will be reported at the conference. Conclusions The influence of the level of experience of team members on reten-
tion practices also appeared unrecognised. Researchers lacking
experience reported having less confidence to pursue participants
for outcome measure data, especially when participants wished to
withdraw from the trial, worrying about coercion. More experienced
researchers were happy to negotiate with participants in order to
at least collect primary outcome data. Novice researchers presumed
the participants wanted to withdraw from all aspects of the trial
and made no further contact with them. Researchers recognised that incentives influenced retention but
seemed unaware that incentives may affect their own behaviour. Trial staff felt more confident and comfortable maintaining contact
with participants over a period of time and more motivated to pur-
sue acquisition of data from participants. y
Results Nineteen semi-structured interviews were conducted with trial team
members along with three supplementary interviews with experi-
enced senior trial managers. Participants recognised the context of
the wider focus on recruitment to the detriment of retention by
limiting motivation and resources to maximise retention. In trial re-
searchers’ accounts, their retention practices were shaped by factors
which were recognised and conscious, and unrecognised and
unconscious. Background trial teams within ongoing trials and factors which may influence the
adoption of such strategies. trial teams within ongoing trials and factors which may influence the
adoption of such strategies. Support for the use of qualitative methods within trials is widely
recognised; however, reports indicate their full potential is not being
realised, and issues ensue with the visibility, recognition and report-
ing of the qualitative approach in trials. It is important to understand
the global view of the historical and contemporary make-up of quali-
tative research linked to trials if we are to identify potential areas of
improvement. As part of a larger project to explore patterns in, and
status of, the use of qualitative methods in trials, a review of trial
registries was conducted to determine the extent of qualitative
methods' use in trials. p
Methods p
g
Methods A purposive sample of five trials was selected from the NIHR HTA
portfolio of ongoing trials. Semi-structured interviews explored strat-
egies utilised by trial teams when collecting outcome data and in
retaining participants. With the aid of nvivo, the interview data were
analysed thematically using techniques of constant comparison. Results A case study method to support and promote recruitment at a
multi-centre RCT comparing surgical versus non-surgical
treatments
1
1
1
1 Alba Realpe1, Edward Dickenson1, Rachel Hobson1, Damian Griffin1,
Marcus Jepson2, Jenny L. Donovan2
1University of Warwick; 2University of Bristol
Correspondence: Alba Realpe
Trials 2017, 18(Suppl 1):P427 Implementing training for recruiters based on a new simple six-step
model to promote information sharing and recruitment to RCTs:
challenges and opportunities
1
1
1
1 g
Alba Realpe1, Edward Dickenson1, Rachel Hobson1, Damian Griffin1,
Marcus Jepson2, Jenny L. Donovan2
1University of Warwick; 2University of Bristol
Correspondence: Alba Realpe
Trials 2017, 18(Suppl 1):P426 Results Recruitment to trial was successful, with 60% of patients approached
across 20 centres agreeing to take part in the RCT. Recruiters used
the six-step model to structure their consultations. However there
were differences in the way recruiters addressed patient questions
and concerns in participants’ versus decliners’ consultations. Differ-
ences were also observed in patients’ view of the trial, those who de-
clined to take part expressed more concerns and preferences and
asked fewer questions than participants in the trial. C
l
i Results We have completed recruitment of 87 patients to the study which rep-
resents one of the largest such cohorts world-wide. We are presenting
here the trial design and baseline characteristics. Disc ssion P426 P426
Implementing training for recruiters based on a new simple six-step
model to promote information sharing and recruitment to RCTs:
challenges and opportunities
Alba Realpe1, Edward Dickenson1, Rachel Hobson1, Damian Griffin1,
Marcus Jepson2, Jenny L. Donovan2
1University of Warwick; 2University of Bristol
Correspondence: Alba Realpe
Trials 2017, 18(Suppl 1):P426 Objective This qualitative study added to the growing evidence of how aspects
of team functioning are important for recruitment to complex RCTs. Trial Management Groups can help research teams identify and ad-
dress issues, and therefore contributing to a sense of ownership by the
research team. Empowering research teams to find solutions at local
level is essential to conduct multi-centre RCTs successfully. The way trial information is presented is a key determinant of re-
cruitment to randomised controlled trials (RCTs), which can be
modified in order to encourage patients to participate. Recruiters in
a full-scale surgical RCT comparing a surgical procedure with
physiotherapy were trained based on a simple six-step model to
support recruitment (Realpe et al. 2016). This paper shows how the
model was implemented. We compared communication practices
in consultations where patients decided to take part versus those
consultations in which patients declined participation in the trial in
order to validate and expand the six-step model. P428
When is enough, enough? Replication of behaviour change
interventions to minimise attrition of follow up questionnaires
Anne Duncan1, Beatriz Goulao1, Patrick Fee2, Fiona McLaren-Neil2,
Ruth Floate2, Fiona Ord2, Hazel Braid2, Debbie Bonetti2, Jan Clarkson2,
Craig Ramsay1 Objective Multi-centre RCT designs provide robust evidence of therapeutic ef-
fect of health interventions. However participating centres often dif-
fer in how well they conduct the trial and the number of patients
successfully recruited. This paper describes barriers different research
teams encountered when conducting a complex RCT comparing a
surgical procedure with physiotherapy, and the actions taken by the
trial management group to overcome obstacles that were hindering
recruitment. Methods We conducted 22 interviews with principal investigators and research
associates at 14 sites involved in the delivery of a surgical RCT that
compared hip arthroscopy and physiotherapy for hip pain. Interview
transcripts were analysed thematically and case study approaches
were utilised to present results to the trial management group. Results This is the first RCT of the effects of ambulatory oxygen during daily
life on health status and breathlessness in fibrotic lung disease. The
results generated should provide the basis for setting up ILD specific
guidelines for the use of ambulatory oxygen. Research teams reported difficulties related to logistics (e.g. Room
space); motivation (e.g. PI reluctant to approach patients); and skill
(e.g. Lack of knowledge about the treatment arms). Similar Issues
were shared by sites that recruited to target and those that did not,
however there were differences in the team’s response to challenges. Whilst on-target sites found local solutions to issues or support
through their research infrastructure or the trial TMG, off-target sites
usually did not show proactivity. Site profiles were created and
action plans designed based on aspects that were particular to the
individual sites. These plans were implemented in collaboration with
site teams. Background A frequent problem in clinical trials is the failure to attain complete
outcome data for all randomised participants. Loss to follow-up (attri-
tion) is problematic as it can introduce bias and reduce the power of
a trial. However, until recently the main focus has been on enhancing
recruitment rather than retention. As part of a multi-method study,
this qualitative study, sought to explore retention strategies used by Fibrotic Interstitial Lung Diseases (ILD) are rare, chronic and often
progressive conditions resulting in substantial morbidity and mor-
tality. Shortness of breath, a symptom often linked to oxygen desat-
uration on exertion, is tightly linked to worsening quality of life in
these patients. Although ambulatory oxygen is used empirically in Page 160 of 235 Trials 2017, 18(Suppl 1):200 Page 160 of 235 these patients, there are no ILD specific guidelines on its use. To
our knowledge, no studies are available on the effects of ambula-
tory oxygen on day to day life in patients with ILD. Methods to maintain patient equipoise is required when addressing patient
questions and preferences. Patient views and their particular circum-
stances are important factors when deciding whether or not to par-
ticipate in a surgical RCT with a less intensive comparison arm. Ambulatory oxygen in fibrotic lung disease (AMBOX) is a multicentre,
randomized, cross-over controlled trial (RCT) funded by the Research
for Patient Benefit Programme of the National Institute for Health
Research. The RCT will evaluate the effects on health status (measured
by the King’s Brief ILD questionnaire: K-BILD) of ambulatory oxygen
used at home, at an optimal flow rate determined by titration at
screening visit, and administered for a two-week period, compared to
two weeks off oxygen. Key secondary outcomes will include breathless-
ness on activity scores, as measured by the University of California San
Diego Shortness of Breath questionnaire, global patient assessment of
change scores, as well as quality of life scores (St George’s Respiratory
Questionnaire), anxiety and depression scores (Hospital Anxiety and
Depression Scale), activity markers measured by sensewear Armbands,
pulse oximetry measurements, patient reported daily activities, patient
and oxygen company reported oxygen cylinder use. The study also in-
cludes a qualitative component and will explore in interviews patients'
experiences of the use of a portable oxygen supply and trial participa-
tion in a subgroup of 20 patients. Methods A sample of recruitment consultations with participants (n = 32) and
decliners (n = 28) were recorded during a full-scale RCT. Recordings
were analysed using techniques of thematic analysis and focused
conversation analysis pioneered in previous studies. 1University of Aberdeen; 2University of Dundee
Correspondence: Anne Duncan
Trials 2017, 18(Suppl 1):P428 1University of Aberdeen; 2University of Dundee
Correspondence: Anne Duncan
Trials 2017, 18(Suppl 1):P428 Objective To describe the development of the trial’s screening tool to recruit
KR patients at greater risk of poor outcome and who therefore might
benefit more from the intervention. Methods The screening tool was developed based on the principles of prognos-
tic model development, using data from the KAT randomized clinical
trial [1] which contains pre-operative and 12 months outcome data on
more than 2,192 KR patients. As a proxy for poor outcome, since the
KAT trial did not include the LLFDI score, poor outcome was defined as
a score 26 in the Oxford Knee Score (OKS). Pre-operative characteristics
considered as candidate predictors in the development of the screen-
ing tool included age, sex, height, body mass index (BMI), mobility, ASA
grade, SF-12 (questions 6 and 11) and OKS (question 1) components. Multivariate imputation by chained equations (MICE) was used to han-
dle missing data in the KAT dataset. Ten complete datasets were pro-
duced by MICE. One of these datasets was selected at random and
multivariable logistic regression models were fitted to identify the sta-
tistically significant predictors of poor outcome after KR. Predictors
were selected by using backwards elimination (stepwise) procedure. The final model was aimed to be simple and easy to implement in the
clinical setting, considering both the clinical and statistical relevance of
the predictors. Model simplification was done by rounding up the logis-
tic regression coefficients (odds ratio) of the predictors in the final
model to the nearest integer. Model performance was evaluated in
terms of discrimination and calibration. Discrimination was quantified
by the c-index (area under the receiver operating characteristics curve). Calibration was assessed by grouping individuals into tenths of pre-
dicted risk and graphically comparing the agreement between the
mean predicted risk and the observed events in each tenth. The cut-
offs to classify individuals at increased risk of poor outcome was deter-
mined with the aim of achieving a balance between model’s specificity
and recruitment feasibility. Background Low response rates to participant follow-up questionnaires in trials
place the validity and generalisability of results in jeopardy. Evidence
provided by the iquad Trial demonstrated that using the Theoretical
Domains Framework (TDF) to identify theoretical targets for behaviour
change interventions and incorporating these into a theory-based
cover letter randomly issued to 1192 participants with their postal
questionnaire at year 1 and year 2 of annual follow-up had a beneficial
impact on response rates [1]. Lack of replication of research findings The six-step model provided a useful framework for recruitment to
RCTs that was easy to implement. However further skill development Trials 2017, 18(Suppl 1):200 Page 161 of 235 has been highlighted as a key limitation across health and related disci-
plines. To address this limitation, the strategy was replicated in the
INTERVAL Dental Recalls trial to investigate if the intervention would
improve participant questionnaire response rates in a similar patient
population (primary dental care), with a similar level of non-response. Background It’s important when designing clinical trials to select an appropriate
method of recruitment. Traditionally research nurses recruit participants
from GP practices. They are often familiar to the patients which could
mean those patients are more likely to enter and complete clinical
trials. A randomised controlled trial to test the effectiveness of a brief
intervention for weight management in primary care compared
practices using research nurses (N = 17) with practices using research
assistants (RA) (N = 44) to opportunistically recruit participants. Aims Results 93.8% in the RA group and 96.6% in the nurse group (RR 0.97 95% CI
0.94, 0.99) were enrolled of those that were eligible. 58.1% in the
nurse group and 81.1% in the RA group (RR 0.71 95% CI 0.65, 0.79)
were followed up at 3 months. g
Results The participants in both the iquad and INTERVAL trials had similar
baseline characteristics; the mean age of INTERVAL participants was 48.4
(14.9) years, 60% female and iquad participants 47.8 (15.7) years, 64% fe-
male. The response rate in INTERVAL was 67% for the intervention cohort
and 66% in the control group. There was a +1% difference (95% CI −3 to
5%) between groups favouring the intervention. In iquad the response
rate was 72% in the intervention cohort and 65% in the control group. There was a +7% difference (95% CI +2 to +12%) between groups
favouring the intervention. On meta-analysis of results there is a risk dif-
ference of 3% (95% CI 0 to +7%) in favour of the intervention. C
l
i Development of the CORKA trial screening tool for identifying patients
at increased risk of poor outcome following knee replacement
Michael Schlussel, Gary Collins, Susan Dutton, Karen Barker
University of Oxford
Correspondence: Michael Schlussel
Trials 2017, 18(Suppl 1):P430 Method 1867 INTERVAL participants were sent annual questionnaires at year
2 and 3 of follow-up and randomly allocated to receive either the
standard covering letter (control group) or theory-based cover letter
(intervention cohort). The response rates between the groups to both
the iquad and INTERVAL replicated SWAT were estimated with 95%
confidence intervals. A fixed effect meta-analysis was calculated
using the Mantel-Haenszel method. Research nurses were slightly more effective at successfully enrolling
eligible participants into the trial than research assistants however
the difference between the groups is barely significant. Once en-
rolled, participants were more likely to return for follow up in the RA
group. This significant result suggests that using research assistants
for recruitment is more likely to result in better follow up rates. Conclusions To our knowledge, this is the first true replication of a behaviour
change intervention for improving response rates in a similar popula-
tion. These results indicate that inclusion of a theory-based cover let-
ter with postal questionnaires provides a cheap and effective
method for improving participant response rates by 3% compared
with a standard letter in a dental primary care population. We be-
lieve this study provides strong evidence of the effectiveness of the
intervention in this population. However, the study has raised inter-
esting methodological challenges around when should replication
stop and the role of context (settings and population). As such fur-
ther replication of this strategy is planned in different trial settings
and populations through the Trial Forge initiative (http://trialfor-
ge.org) and through the Medical Research Council (MRC) Hubs for
Trial Methodology Research (https://www.qub.ac.uk/sites/thenorthern
irelandnetworkfortrialsmethodologyresearch/swatswarinformation/)
to
add to the evidence base. Background Community based Rehabilitation after Knee Arthroplasty (CORKA) is a
multicentre two-arm individually randomised controlled trial with
blinded outcome assessment at 12 months. It aims to determine if a
multi-component rehabilitation programme, provided to patients who
had knee replacement (KR) and are deemed at risk of poor outcome, as
measured by the Late Life Function and Disability Instrument (LLFDI)
score, is better than usual care. Reference 1. Duncan
A,
Bonetti
D,
Clarkson
J,
Ramsay
C. Improving
trial
questionnaire response rates using behaviour change theory. Trials
2015, 16(Suppl 2):P92 1. Duncan
A,
Bonetti
D,
Clarkson
J,
Ramsay
C. Improving
trial
questionnaire response rates using behaviour change theory. Trials
2015, 16(Suppl 2):P92 Results Compare two different methods of recruitment, specifically the effect
on participant enrolment and follow up. Subjects in the KAT dataset were aged 71(SD = 7.1) years on average,
with a mean ASA grade of 2(SD = 0.6). From a total set of nine candi-
date predictors, four were selected for the screening tool: BMI, ASA
grade, OKS question 1 and SF-12 question 6. Model discrimination,
as measured by the c-index was 0.67. The screening tool score range
is 0–10 and patients scoring 5 or more (29% of the KAT sample) are
considered at increased risk of poor outcome following KR. Data was analysed as proportions. We reported the number of those
enrolled and those being followed up in each group, divided by the
total number eligible and the total number enrolled in each group
respectively i.e. the risk ratio with 95% confidence intervals. Trials 2017, 18(Suppl 1):200 Page 162 of 235 Page 162 of 235 Trials 2017, 18(Suppl 1):200 Page 162 of 235 Search strategy
h The ORRCA (Online Resource for Recruitment Research in Clinical
Trials; www.orrca.org.uk) database was utilised in this systematic re-
view. ORRCA includes studies of all designs, systematically extracted
from the literature, reporting on recruitment into RCTs and non-
randomised clinical studies. In this review, ORRCA was searched for
primary research reports of studies that reported on recruitment to
RCTs in adult patients receiving UHC. Informed consent and proxy decision making for research involving
adults lacking capacity: a systematic review (framework synthesis) Cardiff University
Correspondence: Victoria Shepherd
Trials 2017, 18(Suppl 1):P431 Conclusions met. The review and the qualitative study will then be used to deter-
mine the factors that must be included in a decision support inter-
vention for research participation by proxy decision makers for
adults lacking capacity. We developed a simple and objective screening tool to identify pa-
tients at increased risk of poor outcome for inclusion in to the CORKA
randomized clinical trial, with a moderate discriminatory ability. Background Decisions about the participation of adults lacking mental capacity in
medical research are complex, and raise considerable legal and eth-
ical issues. There are differences between decisions relating to the
medical treatment of adults lacking capacity, and those concerning
their participation in medical research. Carers and relatives of adults
lacking capacity are regularly called upon to make such decisions on
their behalf, however little is known about the ethical basis on which
these proxy decisions are made and there is a dearth of information
or support available. The coming decades are expected to see a sig-
nificant rise in health challenges resulting from ageing populations,
with a proportionate rise in conditions characterised by cognitive dis-
orders. Ambitious UK research agendas have been set out in order to
address these challenges, however these will require considerable
numbers of research participants. Research into optimising recruitment to RCTs is commonly undertaken,
however there is no agreed method for organising and reporting
studies. Adequately describing and classifying recruitment study types
may enable researchers to evaluate and compare studies more reliably. Aim This study developed and applied a categorisation system for differ-
ent recruitment studies, encountered during a systematic review of
recruitment to RCTs in unplanned hospital care (UHC), to inform fu-
ture recruitment research. Results Category A - Randomised controlled trials of interventions to optimise re-
cruitment within one or more host RCTs Category B - Non-randomised
studies of interventions to optimise recruitment within one or more host
RCTs Category C - Non-randomised studies without interventions evaluat-
ing recruitment to one or more host RCTs Category D - Randomised
studies to consider recruitment within proposed hypothetical RCTs
(community consultations) Category E - Non-randomised studies to
consider recruitment within proposed hypothetical RCTs (community
consultations). The findings from the systematic review will be presented, which will
include an examination of the ethical issues encountered, what fac-
tors are involved when proxy decisions are made, and factors that
affect the quality of informed consent and proxy decision making in
practice. The review will provide an overarching synthesis of proxy
decision-making for research participation, and the development of a
conceptual framework. Reference [1] J Bone Joint Surg Am. 2009;91:134–41. [1] J Bone Joint Surg Am. 2009;91:134–41. New methods for categorising recruitment research: a case study
Ceri Rowlands1, Leila Rooshenhas1, Jonathan Rees2, Jane M. Blazeby3
1MRC conduct-II Hub for Trials Methodology Research, School of Social
& Community Medicine, University of Bristol; 2Division of Surgery, Head
& Neck, University Hospitals Bristol NHS Foundation Trust; 3MRC
conduct-II Hub for Trials Methodology Research, School of Social &
Community Medicine, University of Bristol and Division of Surgery,
Head & Neck, University Hospitals Bristol NHS Foundation Trust Background There are specific legal provisions in England and Wales governing
proxy decision making by another individual, such as a family mem-
ber of friend, for those unable to provide consent for themselves to
participate in research. Data regarding the ethical and regulatory fac-
tors influencing these decisions, and interventions to inform and sup-
port those involved, are urgently required in order to maximise the
participation of adults lacking capacity in research. Research partici-
pants, their families and carers, clinicians and researchers require a
clear, evidence-based ethical framework for research enrolment of
adults lacking capacity. This systematic review forms part of an NIHR
Doctoral Research Fellowship to investigate informed consent and
proxy decision making in research involving adults lacking capacity,
and the development of an intervention to support informed proxy
decision making, set within ethical and legal frameworks. M
h d Development of study categories Reading the articles led to initial
categorisation of the recruitment studies into those with a rando-
mised or non-randomised recruitment designs. Iterative refinement
of the study structured categories through discussion between study
authors (CR, JMB, LR, JR). It was noted that papers reporting surveys in the community (commu-
nity consultations) had been undertaken to establish the likelihood of
recruitment success or acceptability of a trial. In recognition of this, a
clear differentiation was made between studies that focused on recruit-
ment to an actual clinical RCT (a ‘host RCT’) versus potential recruitment
to a RCT that did not yet exist (a ‘hypothetical RCT’). Latterly a further categorisation was introduced to classify whether
the recruitment study evaluated an intervention to modify recruit-
ment, or simply reported on recruitment experiences. The final classi-
fication for papers was formulated based on whether i) randomised
or non-randomised study design was employed during the recruit-
ment study ii) an intervention to optimise recruitment was evaluated,
and iii) a host or hypothetical RCT was used. A mixed methods systematic review will be conducted to determine
the ethical and legal issues encountered in proxy decision-making
for research participation by adults lacking capacity, using a frame-
work synthesis approach. The aim is to synthesise empirical evidence
from qualitative, quantitative or observational studies which examine
the relevant ethical issues. The review will be registered with PROS-
PERO database of systematic reviews. Background g
Many clinical trials experience recruitment difficulties, leading to
underpowered studies, costly extensions or early closure. Trials in
paediatric critical care encounter additional practical and ethical
difficulties as there is no time to seek prior informed consent in an
emergency situation. Eclipse is an unblinded pragmatic randomised
controlled trial that explores the treatment (levetiracetam versus
phenytoin) of status epilepticus in children. Challenges to the suc-
cess of eclipse include: a vulnerable target population (children
aged 6 months to <18 years); the need to administer the interven-
tion without prior informed consent (deferred consent); and use of
levetiracetam, an anti-epileptic medication which is not traditionally
usually used in this clinical setting. We evaluated the effectiveness
of site training on healthcare practitioners’ (HCP) confidence in the
recruitment of patients to eclipse. The interactive site training in-
cluded: protocol presentations from the trial team; screening and
randomisation simulation (video and real-time); a deferred consent
scenario video informed by pre-trial feasibility work with parents,
and a question and answer session. h d Results This systematic review will examine a range of factors encountered
in research involving adults lacking capacity, and what influence
these and other factors have on informed consent and proxy deci-
sion making in practice. The findings will be used to develop a con-
ceptual framework of proxy decision making which will form the
basis of a subsequent qualitative study to explore how proxy deci-
sions are made, and whether legal and ethical obligations are being 3114 papers were available in ORRCA and 39 met the inclusion cri-
teria. The new categorisation was able to be applied to all papers
with 1, 11, 16, 0 and 11 within categories A to E respectively. Conclusions This case study illustrates new methods for categorising recruitment
studies. It has potential utility to researchers by encompassing the Page 163 of 235 Trials 2017, 18(Suppl 1):200 Page 163 of 235 Trials 2017, 18(Suppl 1):200 different aspects of the recruitment study design and the use of real/
hypothetical RCTs. This categorisation requires further evaluation in
other recruitment settings to establish its validity and role. q
Methods Mixed method study including a 14 item questionnaire administered
before and immediately after the site training as well as telephone in-
terviews with eclipse HCPs in the first 12 months after site opening. Results In total, 156 HCPs from 25 UK hospital completed a before and after
site training questionnaire. We interviewed eight HCPs involved in
patient-recruitment and deferred consent in eclipse. Prior to site
training, HCPs were concerned about recruitment because of a lack
of knowledge about the trial protocol and apprehensions about par-
ents’ response to deferred consent. We found that site training im-
proved HCP confidence in the trial, including being better able to
discuss the study with parents (p < 0.001), explain randomisation (p
< 0.001) explain deferred consent (p < 0.001) and address parents’
objections to their child being randomised (p < 0.001). HCPs valued
the clarity and content of site training and described how videos
helped them to visualise recruitment and consent processes. HCPs
offered suggestions about how the trial management team could
provide ongoing recruitment and consent support through study up-
dates, recruitment-training tips and advice from study team mem-
bers as and when required. However, many challenges abound in conducting sporadic remote
visits by an external examination service technician. A clear and
precise protocol is essential to ensure fidelity and consistency in
data collection and equipment. Prioritizing data collection for non-
clinic visits will help simplify the visit flow for external technicians
to balance the capture of essential outcomes and participant bur-
den. Training and communication are critical to facilitate interac-
tions among the external examination service central office, the
technician completing the visit, the clinical coordinator, the coord-
inating center staff, and the participant. In this presentation, we will
describe the process of working closely with an external examin-
ation service for a long-term multi-center clinical trial with an aging
cohort. We will present our experiences, both the successes and
failures, over the first year of remote visit implementation within
the framework of a national multi-center clinical trial. If long-term
studies can overcome these obstacles, the use of external examin-
ation services to conduct remote visits may provide a cost-effective
solution to boost participant retention and support study validity in
otherwise hard to reach populations. q
Conclusions P433
Utilizing remote participant visits to boost retention in a long-term
clinical trial Ashley Hogan, Hanna Sherif, Nicole Butler, Tsedenia Bezabeh,
Adrienne Gottlieb, Ella Temprosa
George Washington University
Correspondence: Ashley Hogan
Trials 2017, 18(Suppl 1):P433 The success of long-term studies rely heavily on the ability to retain
participants for the entire study duration which may span much of
the participant’s adult life. Researchers must accommodate partici-
pants’ life changes including moving to locations that are no longer
near a clinical center, personal circumstances that prevent in-person
clinic visits, and most importantly aging. Prolonged illness and de-
creased mobility of aging participants create barriers to clinic access
for data collection. In such cases, performing collection at convenient
locations for participants including their home, work or nursing
home may boost retention. In studies with event driven analysis
approach, the data for every participant is valued. Their individual
contribution may be small but their retention is essential to the suc-
cess of the study; as a result, a critical concern is how we can expand
our reach and continue to maximize data collection on all partici-
pants. Questionnaire data collected over the phone may not be
enough and phenotypic data can offer a more complete picture. Thus to improve retention and minimize participant burden, cost-
effective approaches to conduct remote visits can be implemented
to collect anthropometric measurements and biospecimens with the
use of external examination services. Conclusions Interactive site training can assist important HCP ‘buy in’ for challen-
ging clinical trials. Our findings highlight how pre-trial feasibility work
with parents can improve HCP confidence in recruitment and de-
ferred consent seeking in a paediatric critical care trial. P435 P435
Seeing the light at the end of the carpal tunnel: the challenges of
recruiting sites to a clinical trial of an investigational medicinal
product in primary care
Helen Myers1, Claire Burton2, Michelle Robinson1, Graham Davenport2,
Krysia Dziedzic2, Danielle van der Windt2, Linda Chesterton2,
Edward Roddy2, Elaine Hay2
1
2
f Seeing the light at the end of the carpal tunnel: the challenges of
recruiting sites to a clinical trial of an investigational medicinal
product in primary care
1
2
1
2 p
p
y
Helen Myers1, Claire Burton2, Michelle Robinson1, Graham Davenport2,
Krysia Dziedzic2, Danielle van der Windt2, Linda Chesterton2,
Edward Roddy2, Elaine Hay2
1
2 1Keele Clinical Trials Unit; 2Institute for Primary Care and Health Sciences
Correspondence: Helen Myers
Trials 2017, 18(Suppl 1):P435 1Keele Clinical Trials Unit; 2Institute for Primary Care and Health Sciences
Correspondence: Helen Myers
Trials 2017, 18(Suppl 1):P435 Site training to improve healthcare practitioners? Confidence in
recruiting to a challenging critical care trial
Kerry Woolfall1, Louise Roper2, Amy Humphreys3, Mark D. Lyttle4,
Shrouk Messahel5, Elizabeth Lee5, Joanne Noblet5, Anand Iyer6,
Carrol Gamble7, Helen Hickey7
1The University of Liverpool; 2Department of Psychological Sciences, The
University of Liverpool; 3Clinical Trials Research Centre (CTRC);
4Emergency Department, Bristol Royal Hospital for Children; Faculty of
Health and Applied Sciences, University of the West of England;
5Emergency Department, Alder Hey Children’s NHS Foundation Trust;
6Neurology Department Alder Hey Children’s NHS Foundation Trust;
7Clinical Trials Research Centre (CTRC), North West Hub for Trials
Methodology Research
Correspondence: Kerry Woolfall
Trials 2017, 18(Suppl 1):P434 P434
Site training to improve healthcare practitioners? Confidence in
recruiting to a challenging critical care trial
Kerry Woolfall1, Louise Roper2, Amy Humphreys3, Mark D. Lyttle4,
Shrouk Messahel5, Elizabeth Lee5, Joanne Noblet5, Anand Iyer6,
Carrol Gamble7, Helen Hickey7
1The University of Liverpool; 2Department of Psychological Sciences, The
University of Liverpool; 3Clinical Trials Research Centre (CTRC);
4Emergency Department, Bristol Royal Hospital for Children; Faculty of
Health and Applied Sciences, University of the West of England;
5Emergency Department, Alder Hey Children’s NHS Foundation Trust;
6Neurology Department Alder Hey Children’s NHS Foundation Trust;
7Clinical Trials Research Centre (CTRC), North West Hub for Trials
Methodology Research
Correspondence: Kerry Woolfall
Trials 2017, 18(Suppl 1):P434 Background Sub-optimal participant recruitment rates are common in trials. A multi-
tude of factors have been suggested to explain this [1], including the
task of opening sites to recruitment. Clinical trials of investigational me-
dicinal products (CTIMPs) may pose additional challenges in primary
care compared to other healthcare settings due to the need to engage
busy general practitioners (GPs) in research processes. A recent report
[2] highlighted the increasing pressures on GPs to meet the clinical
needs of patients during routine consultations. Given this backdrop, fa-
cilitating GPs to recruit participants can prove challenging. This abstract
presents the experiences of opening sites to recruitment for a nation-
wide clinical trial based in primary care: Injection versus Splinting in
Carpal Tunnel Syndrome (instincts) [3]. (
Methodology Research
Correspondence: Kerry Woolfall
Trials 2017, 18(Suppl 1):P434 Page 164 of 235 Trials 2017, 18(Suppl 1):200 Page 164 of 235 p
Methods Trial managers based in a registered CTU involved in setting-up re-
cruitment sites during 2014/15 predicted the recruitment success of
each site they opened: whether the site would recruit to target (ie re-
cruit the number of participants documented in the site agreement)
or not, and reasons for this. Predictions were placed in sealed enve-
lopes and opened after a minimum of 8 months recruitment at each
site. A focus group was held with the trial managers where predic-
tions were revealed and compared with the actual recruitment
achieved by the site; reasons for and accuracy of the prediction were
discussed. Background It is estimated that around 50% of trials fail to recruit to target. Po-
tential implications of this is that trials require extensions to their re-
cruitment period, their sample size is revised, or the trial is closed,
leaving the clinical question unanswered. In multi-centre trials, sub-
stantial time and effort is spent setting up clinical recruitment sites,
and this has inherent cost. Experience suggests that some sites will
recruit to target and others will not. The more sites that fail to recruit
to target, the less likely the trial will meet recruitment targets. Aims Retention in randomised trials: what matters to trial managers? Katie Gillies, Shaun Treweek
University of Aberdeen
Correspondence: Katie Gillies
Trials 2017, 18(Suppl 1):P436 Retention in randomised trials: what matters to trial managers? Katie Gillies, Shaun Treweek
University of Aberdeen
Correspondence: Katie Gillies
Trials 2017, 18(Suppl 1):P436 Retention in randomised trials: what m
Katie Gillies, Shaun Treweek
University of Aberdeen
Correspondence: Katie Gillies
Trials 2017, 18(Suppl 1):P436 p
Conclusions Targeting GPs using a ‘hub-and-spoke’ model and Interface Clinics
was generally most efficient for site opening and most productive
for subsequent participant recruitment. Web-based initial training
would have allowed sites to register interest after seeing what the
trial involved, thereby saving time and resources. Ensuring sites
were ‘research ready’ and had completed site set-up paperwork be-
fore training would have reduced the delay in site opening. GPs
were required to offer each participant several appointment slots
to screen, consent, randomise and treat, which may have dissuaded
them from engaging: providing support with these activities may
have encouraged more sites to participate. Can trial managers predict whether sites will recruit to target or
not - Results from the estimating site performance (ESP) study
Seonaidh Cotton, Kirsty Shearer, Anne Duncan, Hanne Bruhn,
Shaun Treweek University of Aberdeen
Correspondence: Seonaidh Cotton
Trials 2017, 18(Suppl 1):P437 Background We explored whether trial managers (involved in recruitment site
set-up) were able to predict whether a site would recruit to target or
not before the site was opened to recruitment, the reasons for these
predictions, and their subsequent reflections. It is common for many trial participants (sometimes more than 20%)
to drop out before the trial finishes. Drop out seriously affects the
credibility of trial results and significantly affects a trials potential to
influence clinical practice. Recent estimates have shown that in up to
53% of trials the results could have been overturned if the outcomes
from those who had dropped out were known. Trial Managers are
often faced with identifying ways to improve retention but the evi-
dence base on effective methods in this area is lacking. Exploring
and identifying Trial Managers experience and tacit knowledge re-
garding what they perceive as the biggest barriers and facilitators for
retention in RCTs can contribute to this evidence base and identify
areas for further research. pp
Discussion This survey identifies some of the main barriers and facilitators to
trial retention as perceived by Trial Managers. Specifically, the results
focus on trial design and participant perspectives, how poor proto-
cols make retention harder, and identify potential priorities for future
evaluation. Methods are employed on a publicly funded trial and registered with the UK
TMN). In addition to questions about demographics, there were 4
broad open-ended questions that asked Trial Managers about: experi-
ence of retention and what they perceive as main issues; thoughts on
ways to improve retention; how trial design could be changed to im-
prove retention; and to identify one thing in relation to retention that
would make their lives easier. Demographic data was analysed using
descriptive statistics and the free text responses were coded using a
thematic analysis approach. are employed on a publicly funded trial and registered with the UK
TMN). In addition to questions about demographics, there were 4
broad open-ended questions that asked Trial Managers about: experi-
ence of retention and what they perceive as main issues; thoughts on
ways to improve retention; how trial design could be changed to im-
prove retention; and to identify one thing in relation to retention that
would make their lives easier. Demographic data was analysed using
descriptive statistics and the free text responses were coded using a
thematic analysis approach. Recruiting sites were GP practices, GPs using a ‘hub-and-spoke’ model,
and primary-secondary care Interface Clinics. Practices were identified
via the Primary Care Rheumatology Society and through the relevant
Clinical Research Networks (CRN). Training was undertaken at regional
workshops and individual sites. Some sites had access to Research
Nurses, or support from the CRN for set-up. Support with completing
site set-up paperwork was offered to sites by the Clinical Trials Unit
(telephone or visit). p
Results The email invite was sent to 501 list SERV members and we received
48 responses (9.6% response rate). The duration of trial management
experience of respondents ranged from 0.8 to 34 years (median 5
(Q1:3; Q3: 12.25)). The types of trial managed by respondents showed
wide variation and covered all phases of trial (Phase I-Phase IV) includ-
ing pilot trials; trials set within primary, secondary and tertiary care; with
children and adults; in a range of clinical areas; and interventions under
investigation also varied (included CTIMPS, devices, surgery, educa-
tional, service level). The findings could be grouped in two main
themes: considerations relating to trial design; and considerations relat-
ing to participant perspectives. The overwhelming issue raised in the
48 responses from across the UK was that many aspects of retention
are context dependent: at the level of the clinical condition; its associ-
ated population; and the individual trial (i.e. Type of follow-up, differ-
ences across sites with relation to how retention is discussed and the
rapport between recruiter and participant). Discussion Of the 59 sites expressing interest, 27 opened, 12 were trained but
did not open, and 20 were not trained and did not proceed further. Of the sites which opened to recruitment, 13 were GP practices,
seven were GPs using a ‘hub-and-spoke’ model, and seven were
Interface Clinics. Time from training to site opening ranged from two
to 24 months. Delays between training and site opening were
experienced for a variety of reasons related to overall trial set-up and
site-specific set-up. The change from Primary Care Trusts to Clinical
Commissioning Groups delayed sites engaging with the trial. Site-
specific issues included delays completing site set-up paperwork and
meeting the additional requirements for conducting CTIMPs (e.g. Good Clinical Practice training). Delays to site opening meant some
sites needing re-training and others never opening. Reasons for
trained sites never opening included changes in clinician availability
and service re-structure. As a consequence, there was a need to recruit
sites for longer than anticipated. Support from a Research Nurse or
CRN had a positive effect on site set-up. GPs using a ‘hub-and-spoke’
model and Interface Clinics were eventually targeted as priority for site
opening, as initial patterns of recruitment showed these sites
gave a better return in terms of recruitment for the time invested
in site set-up. Methods A web-based survey was conducted as a scoping exercise to explore
what Trial Managers perceive as the biggest barriers and facilitators
for retention in randomised trials. Trial Managers were sent an invita-
tion to complete the survey through the UK Trial Managers Network
(UK TMN) listserv to all listed members (i.e. Those trial managers who Results 10 trial managers working across 7 randomised trials and one non-
randomised diagnostic study participated; 56 predictions were made. Trials 2017, 18(Suppl 1):200 Trials 2017, 18(Suppl 1):200 Page 165 of 235 Of 39 predictions about sites involved in randomised trials, 31 (79%)
were that the site would recruit to target; 17 of these (55%) were
correct and the site met target. Of 17 predictions made about sites
in the diagnostic study, 12 (71%) were that the site would recruit to
target; all 12 did so. Reasons for positive predictions were similar
across the types of studies and included engaged/enthusiastic PI/
team, experienced research nurses, consideration of trial logistics
prior to site initiation. Eight sites involved in randomised trials were
predicted not to recruit to target; 6 of these predictions were correct. Five sites involved in the diagnostic study were predicted not to
recruit to target; only 1 site did not recruit to target. Reasons given
for these predictions included lack of interest/engagement, slow
responses, involvement in multiple studies. Results from the focus
group will be presented. We will also explore whether there is any
difference between accuracy of prediction in sites where training
was on-site or carried out remotely. Methods ARIC’s key to successful retention include information that was gath-
ered at visit 1, and consistent contact with the participant over the
years. At visit 1, information on the participants’ address, physicians,
contacts, and other items were well documented. Spousal participation
in the study was also encouraged in hopes of keeping both spouses in-
volved. Annual and semi-annual phone interviews that include health
related questions also verify contact information. This includes current
participant physical and mailing address; multiple contact names, ad-
dresses and phone numbers; physician name, address and phone num-
ber; as well as a designated proxy who can represent the participant
given any future health or cognitive problems (which is especially im-
portant with an aging cohort). Phone interviews are done at optimal
times such as evenings or weekends. At the time of the call, inter-
viewers have at their fingertips all the relevant information on the par-
ticipant via reports produced on a web-based data management
system called Carolina Data Acquisition and Reporting Tool, or CDART
(developed by the ARIC coordinating center at the University of North
Carolina at Chapel Hill). This report provides participant information to
facilitate the call such as living arrangements, potential hearing loss,
study history and other administrative notes. Long-term and dedicated
interviewing staff provide familiarity for the participant, and go through
annual interviewing recertification to ensure quality. Periodic clinic visits
are done (currently conducting visit 6) where various interviews and
medical tests are completed. The participants are offered a small sti-
pend for the visit, as well as comprehensive test results that they can
share with their physicians. If the participant is unable to come to the
clinic, in-home visits are offered. To further engage the participant, peri-
odic newsletters and birthday/greeting cards are mailed, and a partici-
pant focused public website (in both English and Spanish) is available. In the iquad trial the theory-based letter was associated with a 6%
increase in questionnaire return rate when compared with the
standard letter [5]. This is promising but needs replication to inves-
tigate if this effect can be repeated in other trials with different pa-
tient populations that may have different barriers to “behaviour
change”. P439 P439
Can behaviour change theory increase questionnaire response
rates within trials? Kirsteen Goodman1, Suzanne Hagen1, Doreen McClurg,
Nicole Sergenson1, Susan Stratton1, Shaun Treweek2
1Nursing, Midwifery and Allied Health Professional Research Unit;
2Health Services Research Unit, University of Aberdeen
Correspondence: Kirsteen Goodman
Trials 2017, 18(Suppl 1):P439 Conclusions Trial managers were generally optimistic in their predictions. For the
randomised studies, predictions were more likely to be correct when
trial managers predicted that a site would not meet recruitment tar-
gets. We propose that the trial manager’s tacit knowledge at site set
up may help to target time and resources more effectively during
site set-up: the implication of this is that time and resource may be
directed away from sites predicted to not meet recruitment targets. Results Sixty-four letters (group 1:32, group 2: 32) will be sent in the AMBER
trial (41 sent to date). 384 letters (group 1: 205, group 2: 179) will be
sent in the OPAL trial (174 sent to date). These data will be pooled
with the iquad data to create a cumulative meta-analysis, which will
also form part of future versions of the Cochrane review of interven-
tions to improve retention. g
Objectives To ascertain whether a theory-based cover letter accompanying pa-
tient follow-up questionnaires improves response rates in two trials
with differing patient groups; the AMBER (neurogenic bowel) and the
OPAL trial (urogynaecology) [6,7]. Keys to successful participant response rates in a 30 year
longitudinal study Keys to successful participant response rates in a 30 year
longitudinal study
Lisa Reeves
University of North Carolina
Trials 2017, 18(Suppl 1):P438 g
y
Lisa Reeves
University of North Carolina
Trials 2017, 18(Suppl 1):P438 Results Currently, the ARIC study follow-up has over 80% response rate of
those participants still alive, providing over 30 years of robust data
sets for investigators worldwide, and contributed to over 1600 peer-
reviewed articles. ARIC continues to follow these participants and has
plans for its seventh clinic visit in 2017. Background ARIC (Atherosclerosis Risk in Communities) is a prospective study
funded by the National Heart, Lung and Blood Institute (NHLBI) that
began over 30 years ago in 4 communities in the United States: Forsyth
County, North Carolina; Jackson, Mississippi; Minneapolis Minnesota;
and Washington County Maryland. At that time, 15,792 participants be-
tween the ages of 45 and 64 were enrolled and have been successfully
followed over the years with an impressive response rate. The iquad trial team [3] has developed a template for a theory-
based cover letter (the intervention) using the Theoretical Domains
Framework (TDF) [4] to identify theoretical targets for behaviour
change interventions. This letter is issued to participants with
follow-up questionnaires. Methods Methods AMBER and OPAL trial participants are randomly assigned to receive
a theory-based cover letter (group 1) or a standard letter (group 2)
with follow-up postal questionnaires; 24 weeks in AMBER; 12 and
24 months in OPAL. Questionnaire response rates across time-points
in the AMBER and OPAL trials will be presented. Results Background Maximising recruitment in trials is an important goal for trial teams;
however a trial that has met recruitment targets can be underpow-
ered with inconclusive results if retention rates are poor. Trialists an-
ticipate around 10% of participants will withdraw from a trial or are
“lost to follow up”, however, there are few interventions with high
quality evidence of benefit for increasing retention in trials [1–2]. The need for more rigorous evaluations of interventions to increase
retention in trials has resulted in the Trial Forge Initiative (http://
trialforge.org) coordinating SWAT studies (“study within a trial”):
evaluations of trial methods innovations embedded within a host
trial Research teams can use the same SWAT protocol, thus the re-
sults can be combined in a meta-analysis which may provide high-
quality evidence to inform their trial design. The SWAT 24 protocol
focuses on increasing the return of outcome data collected through
participant-completed questionnaires. The completion and return
of the questionnaires is a “behaviour” Which could be influenced
by an intervention targeting participants’ willingness “to do” this
behaviour. Conclusions We will provide evidence as to whether a theory-informed question-
naire cover letter can improve trial questionnaire response rates, and
whether some patient populations are more receptive to these letters
than others. Trials 2017, 18(Suppl 1):200 Page 166 of 235 Page 166 of 235 ;
p
Results Results will be presented reporting the bias, power, precision and
ICC estimation using the different analysis models. The effect of the
choice of imposed clustering on the intracluster correlation estimate
will be presented and the most appropriate method for imposing
clustering in the unclustered control arm. p
g
Methods Simulation studies will be used to explore varying scenarios of cluster
size, number of clusters, intra-cluster correlation, and differential
variance between the two trial arms and their impact on bias, power,
precision and ICC estimation. In theory the mixed effect models for
partially nested trials do not model clustering in the control arm, how-
ever, when fitting these models in statistical software it is necessary to
impose clustering in the unclustered control arm. We will explore the
various methods for imposing clustering in the control arm: a unique
singleton cluster of size one for every individual; one large single clus-
ter; or pseudo random clusters. The two-stage treatment selection (TSTS) design: a novel approach
to treatment selection in clinical trials
1
1
2
3 Matthew Parkes1, Mark Lunt1, Philip S. Pallmann2, David T. Felson3
1University of Manchester; 2Lancaster University; 3Boston University
Correspondence: Matthew Parkes
Trials 2017, 18(Suppl 1):P440 References Correspondence: Jane Candlish
Trials 2017, 18(Suppl 1):P441 7. The OPAL Study is a UK collaborative study funded by the National
Institute for Health Research, Health Technology Assessment Programme
(Project:11/71/03) and sponsored by Glasgow Caledonian University
(CI: Professor Suzanne Hagen). Ethical approval was granted by the
West of Scotland Research Ethics Committee. 7. The OPAL Study is a UK collaborative study funded by the National
Institute for Health Research, Health Technology Assessment Programme
(Project:11/71/03) and sponsored by Glasgow Caledonian University
(CI: Professor Suzanne Hagen). Ethical approval was granted by the
West of Scotland Research Ethics Committee. Background Individually randomised trials often have the added complication
of a comparison of interventions administered in different ways,
where groups of outcomes are correlated in one trial arm and
not the other, termed a partially nested design. The correlation
of outcomes is defined by the nature of the intervention itself,
for example, a comparison of group therapy intervention and
drug therapy control. Small clusters, small intracluster correlations,
and differential variance between the control and intervention
arms are often present in partially nested trials. If not accounted
for in the design or analysis this may result in biased effect size
estimates with spurious precision. The two-stage treatment selection (TSTS) design: a novel approach
to treatment selection in clinical trials
Matthew Parkes1, Mark Lunt1, Philip S. Pallmann2, David T. Felson3
1University of Manchester; 2Lancaster University; 3Boston University
Correspondence: Matthew Parkes
Trials 2017, 18(Suppl 1):P440 Objective To evaluate statistical methods to analyse partially nested trials and
provide practical advice on the analysis of partially nested trials using
a simulation study, with focus on the most appropriate method for
imposing clustering in the unclustered control arm. M th d Clinical trial designs which focus resources on treatments that show
promise in early accrued data are efficient and desirable, particularly
when resources are constrained. To help stop trials, or trial arms, which
show a low likelihood of confirming a treatment effect at final analysis,
typically one could include an interim analysis in a parallel-groups
?A3B2 show $132#?>confirmatory clinical trial, or adopt an adaptive
multi-arm design, for example a seamless phase II/III design. These
strategies all feature one or more interim analyses during trial recruit-
ment to assess whether the trial is to continue to completion. In a typ-
ical interim analysis, the hypotheses tested at interim/transition are
principally concerned with whether the trial is likely to observe a treat-
ment effect which meets the chosen limit for statistical significance, at
the final analysis. This analysis only indirectly tests whether the treat-
ment is likely to produce a useful clinical effect at final analysis. Treat-
ment selection designs may be better served by confidence intervals
and estimation methods, than more traditional hypothesis testing ap-
proaches. Using confidence intervals at interim gives the researcher a
better idea of an interim estimate’s precision, and therefore provides
more information about a treatment’s potential efficacy than a p-value
alone allows. A researcher interested in establishing the efficacy of an
intervention may wish to continue a trial showing a large variance
(imprecise estimate) at interim, in the hope that the later analyses
(either interim or final), which feature more participants, may reveal a
more precise estimate of the true treatment effect of the intervention. Interim analyses using p-values as the stopping criteria do not address
this issue.Instead, imprecision in the estimate increases the likelihood
of the trial stopping. To resolve this problem, the stopping criterion of
a typical interim analysis for futility could be modified to instead stop a
treatment arm when the interim treatment effect confidence interval is
contained entirely within a region deemed clinically unimportant – an
indication that the treatment is likely to not be of benefit. Interim
estimates which are imprecise (have wide confidence intervals) are pro-
tected from stopping using this rule, rather than with a hypothesis References test using a p-value as the criterion. Confidence intervals produced
using interim data have limitations – most obviously the fact that
they will be wider (less precise) than those expected at the final
analysis of the trial, given the lower sample size, which, using the
proposed stopping criteria. To avoid these intervals being so inad-
equately wide at a low sample size that all trials continue to com-
pletion, the use of normal-based confidence intervals at a lower
nominal confidence level (e.g. 90%), ‘predicted intervals’, which re-
place elements of the confidence interval calculation with assumed
values,
Bayesian
estimation,
or
novel,
bootstrapping-based
methods, could be used instead, all of which have varying implica-
tions on the analysis. A comparison of this method is discussed,
using simulated data. 1. Treweek S, Mitchell E, Pitkethly M, Cook J, Kjeldstrøm M, Johansen M,
Taskila TK, Sullivan F, Wilson S, Jackson C, Jones R, Lockhart P. Strategies
to improve recruitment to randomised controlled trials. Cochrane
Database of Systematic Reviews 2010, Issue 4. Art. No.: MR000013. doi:10.1002/14651858.MR000013.pub5. 2. Brueton VC, Tierney J, Stenning S, Harding S, Meredith S, Nazareth I,
Rait G. Strategies to improve retention in randomised trials. Cochrane
Database of Systematic Reviews 2013, Issue 3. Jan E Clarkson et al. IQuaD dental trial; improving the quality of
dentistry: a multicentre randomised controlled trial comparing oral
hygiene advice and periodontal instrumentation for the prevention
and management of periodontal disease in dentate adults attending
dental primary care.BMC Oral Health 10/2013; 13(1):58 4. Michie et al. Making psychological theory useful for implementing
evidence based practice. Qual & Safety in Health Care 2005; 14:26–33 5. Duncan et al. Improving trial questionnaire response rates using
behaviour change theory. Trials 2015, 16(Suppl 2):P92 P441
Methods to analyse partially nested randomised controlled trials
Jane Candlish, Dawn Teare, Judith Cohen, Munyaradzi Dimairo,
Laura Flight, Laura Mandefield, Stephen Walters
University of Sheffield
Correspondence: Jane Candlish
Trials 2017, 18(Suppl 1):P441 P441
Methods to analyse partially nested randomised controlled trials
Jane Candlish, Dawn Teare, Judith Cohen, Munyaradzi Dimairo,
Laura Flight, Laura Mandefield, Stephen Walters
University of Sheffield
C
d
J
C
dli h 6. The AMBER Study is A UK collaborative study funded by the National
Institute for Health Research, Health Technology Assessment Programme
(Project: 12/127/12) and sponsored by Glasgow Caledonian University (CI:
Professor Doreen McClurg). Ethical approval was granted by the West of
Scotland Research Ethics Committee. Overview of statistical methods to monitor harms during the
conduct of a randomised controlled trial
1
2 The target difference, or ‘effect size’, is an important component of a
sample size calculation as the calculations are extremely sensitive to
assumptions as to what the effect size will be. A review of 117 NIHR
Health Technology Assessment funded randomised controlled trials
indicated that over 50% of randomised controlled trials report that
they have used a previous study or previous research to estimate
their target effect size. Conclusions Since they are
implemented after each observed event they are best suited to the
evaluation of serious adverse events where immediate evaluation is ne-
cessary in order to determine whether the trial should continue The review identified 11 methods for use for harm monitoring and
analysis in clinical trials. We have categorised these as: sequential
methods, group sequential methods and surveillance methods. The four sequential methods have been designed to be implemented
after each observed harm event. They have been developed for use in
a single treatment arm setting and require a pre-specified harm of
interest and a pre-specified hypotheses to be tested. Since they are
implemented after each observed event they are best suited to the
evaluation of serious adverse events where immediate evaluation is ne-
cessary in order to determine whether the trial should continue. Group sequential methods primarily proposed for use in monitoring
efficacy outcomes have been extended by several authors for the
purpose of harm monitoring. Analogous to the methods for efficacy
each require a pre-specified harm of interest with a pre-specified hy-
pothesis to be tested. A binary endpoint (success/failure) was modelled using a multi-level lo-
gistic model, treating operating surgeon as the unit of clustering. The
number of patients assigned to each surgeon was simulated using a
gamma distribution, which allowed the small and/or unbalanced clus-
ter sizes described above to be simulated. Four surveillance methods have been developed for multi-arm stud-
ies with the purpose of monitoring emerging harm events i.e. The
harm is not pre-specified. The applications of these methods to date
have been applied at body system level rather than reported adverse
event level. A ‘surgeon effect’ was included in the simulation that would increase
the probability of success based on the experience, skill etc. of the sur-
geon. Another ‘surgeon treatment effect’ was included that allowed the
surgeon effect to be different depending on the treatment being
performed. In a review we undertook to examine the methods and reporting of
harms in rcts we found none of the 189 included trials used any of
these methods. Patients were allocated to one of two treatments using a minimisa-
tion algorithm, stratifying for the operating surgeon. Background
b Data obtained from randomised controlled trials (RCTs) contribute
important information to the harm profile of a drug as they provide
unbiased estimates of harm effects and provide a controlled com-
parison allowing causality to be evaluated. The objective of this presentation is to examine the issues that can
arise when designing one trial based on the results of a previous
trial, or previous research using a simulation study. When basing one
study on the results of another, there is a bias which is introduced
called regression to the mean. This bias means that there would be
an over-estimation of the effect size, and the effect size observed in
the second trial is likely to be considerably less than that which the
study was powered on. The most common approach for harm monitoring and analysis dur-
ing a RCT is to tabulate event rates by treatment arm and sometimes
the difference in event rates is estimated and p-values from hypoth-
esis tests are presented. Data are examined by an independent data
monitoring committee (DMCs) who will make a recommendation to
proceed or halt a trial based on these presentations. More formal as-
sessments and integration of existing or emerging knowledge for
drug harm into the DMC report is rare and as a result there is an in-
efficiency present when monitoring and analysing harms in trials. In Conclusions Statistical methods have been proposed for use in a clinical trials set-
ting to flag signals for adverse drug reactions for both pre-specified
harm events and for emerging harm events. However the clinical
trials community are not currently implementing these harm moni-
toring methods and tabulations of adverse events remains the most
popular choice to evaluate disproportionalities between treatment
arms. The reasons for this are unclear but could be due to: their rela-
tive infancy; sophisticated methodology; the computational intensity
and increased resource level needed; and no formal requirement
from regulatory bodies and the wider clinical community for more
robust methods. The patients were assigned a probability of success based on their
treatment. The surgeon effects were incorporated to calculate a
different probability for each surgeon and treatment combination. The outcome was then generated from a binomial distribution using
the calculated probability as the probability of success. Both random
intercept and random slope models were investigated. The effects of
changing the number of surgeons, changing the variance of the
?A3B2 show $132#?>surgeon effect and changing the variance of the
surgeon treatment effect on model bias and convergence were in-
vestigated, as well as their effects on the power of the trial. Early results suggest that unbalanced and small cluster sizes do not
appear to effect the convergence of the model or cause bias in the
fixed effects of the model. The effects of different cluster size distri-
butions on the power of the study will be investigated. The conse-
quences of changing the variance of the ‘surgeon effect’ and the
‘surgeon treatment effect’ will also be investigated as these may vary
depending on the difficulty of the operation and the difference in
the skill required for each operation within a trial. P444 Quantifying effect sizes in clinical trials
Joanne Rothwell, Steven A Julious, Cindy Cooper
University of Sheffield
Correspondence: Joanne Rothwell
Trials 2017, 18(Suppl 1):P444 Background Overview of statistical methods to monitor harms durin
conduct of a randomised controlled trial
Rachel Phillips1, Victoria Cornelius2
1King's College London; 2Imperial College London
Correspondence: Rachel Phillips
Trials 2017, 18(Suppl 1):P443 Conclusions Partially nested trials are commonly used in complex intervention re-
search. The design and analysis of these trials can take account of
the hierarchical data structure and needs to consider the choice of
imposing clustering in the unclustered control arm. Trials 2017, 18(Suppl 1):200 Trials 2017, 18(Suppl 1):200 Page 167 of 235 Page 167 of 235 The effect of small or unbalanced clusters of patients on logistic re-
gression models in surgical trials In surgical trials it is necessary to
adjust for the clustering effect of the operating surgeon, as outcomes
will be more similar for patients with the same operating surgeon
than for those with a different surgeon. Due to the incremental na-
ture of surgeon recruitment into a large surgical trial, it is likely that
within a trial there will be a large number of surgeons that operate
on only a few patients each, causing small cluster sizes. It is also
likely that there will be a few surgeons’ recruited to the trial earlier -
that operate on a lot more patients than the rest of the surgeons in
the trial, creating unbalanced cluster sizes. Practically, the potential
effects of these small or unbalanced cluster sizes on the bias and
convergence of a multi-level model can be a concern when a trial is
forced to recruit many more centres or surgeons than originally
planned, for example to bolster recruitment. A simulation approach
was used to explore and quantify the potential risk of recruiting
many additional surgeons (while keeping the sample size fixed). the last 15 years new methods for improving the monitoring and ana-
lysis of harms in trials have been proposed. We review these methods,
outline when they are appropriate to implement, examine their use in
published studies and discuss challenges of their implementation. Results The review identified 11 methods for use for harm monitoring and
analysis in clinical trials. We have categorised these as: sequential
methods, group sequential methods and surveillance methods. The four sequential methods have been designed to be implemented
after each observed harm event. They have been developed for use in
a single treatment arm setting and require a pre-specified harm of
interest and a pre-specified hypotheses to be tested. udy
a
Methods Simulations were performed to quantify the impact of using previ-
ously observed responses to design future studies. The inputs used
in the simulations were based on the findings of the review. The sim-
ulations were completed under the context of having one trial based Trials 2017, 18(Suppl 1):200 Page 168 of 235 Page 168 of 235 on the results of another. Various end-points were used to build from
the simplest case to cases where biomarkers or surrogate end-points
were used. The simulation results will be used to inform a mathemat-
ical solution using a truncated Normal distribution. This mathematical
solution will provide an adjustment which can be used to better
estimate sample sizes when using previous results. The results will be
extended to different powers and significance levels. Results on the results of another. Various end-points were used to build from
the simplest case to cases where biomarkers or surrogate end-points
were used. The simulation results will be used to inform a mathemat-
ical solution using a truncated Normal distribution. This mathematical
solution will provide an adjustment which can be used to better
estimate sample sizes when using previous results. The results will be
extended to different powers and significance levels. Results Current trends in data monitoring committees
Kent Koprowicz, David R. Kerr
Axio Research
Correspondence: Kent Koprowicz
Trials 2017, 18(Suppl 1):P446 Current trends in data monitoring committees
Kent Koprowicz, David R. Kerr
Axio Research
Correspondence: Kent Koprowicz
Trials 2017, 18(Suppl 1):P446 Axio Research has served as an independent statistical group serving
Data Monitoring Committees (DMCs) for industry and government
clinical trials in pharmaceuticals and devices for over two decades. Accepted, best, and most common practices have changed greatly
over this period. The practice of DMCs continues to evolve and emer-
ging trends will be discussed. Current trends include: program-wide
DMCs, teleconference and web meetings, reduced sponsor and DMC
interaction,
focused
DMC
recommendation
delivery,
electronic
reporting, DMCs for more studies (early phase, single-arm, open-
label), expertise of DMC members. Pros and cons, implementation,
and what to expect in the near future will be covered from the per-
spective of an independent statistician with guidance for both spon-
sors and DMC members. Using effect sizes previously observed to design a new study can
lead to an over estimation of the treatment effect. Background g
Randomised controlled trials (RCTs) are widely considered the gold
standard study design for quantifying the effect of an intervention,
due to the minimal risk of bias from confounding. Some RCTs are de-
signed whereby subjects are randomised to different strategies, for
example differing criteria for red blood cell (RBC) transfusions to be
given, rather than specifically to an intervention or control treatment. In such studies the groups should differ substantially overall in terms
of the intervention received (e.g. The average number of RBC units
transfused), but within each of the randomised groups there will be
heterogeneity in the intervention received. Such situations give an
opportunity to estimate across the RCT as a whole the effect of dif-
fering amounts of intervention (i.e. An observational analysis within
the RCT). The latter can be estimated using instrumental variable (IV)
techniques with randomised allocation as an instrument, avoiding
the problem of confounding (measured or unmeasured) that is often
a concern in observational analyses. Methods We have used this approach in three RCTs. In the titre2 trial a liberal
RBC transfusion strategy after cardiac surgery was compared with a
more restrictive strategy, creating two groups with different risks of
transfusion and distributions of numbers of RBC units transfused. The
Thermic trials compared paediatric cardiac surgery performed at
warmer (normothermic) vs colder (hypothermic) temperatures, gen-
erating groups with different average surgery temperatures. Finally,
the RAPIDO trial compared a rapid diagnostic pathway with the con-
ventional method for patients with blood stream infections, with the
resultant groups differing substantially in terms of the time until
microbiological information is returned from the laboratory. In addition to the primary intention-to-treat (ITT) analyses an IV analysis
was performed for each trial, with randomised allocation as an instru-
ment. Such models estimate different effects to the ITT analyses,
namely: each RBC unit transfused on severe post-operative complica-
tion (titre2); each degree Celsius on intubation duration (Thermic); each We have used this approach in three RCTs. In the titre2 trial a liberal
RBC transfusion strategy after cardiac surgery was compared with a
more restrictive strategy, creating two groups with different risks of
transfusion and distributions of numbers of RBC units transfused. The
Thermic trials compared paediatric cardiac surgery performed at
warmer (normothermic) vs colder (hypothermic) temperatures, gen-
erating groups with different average surgery temperatures. Finally,
the RAPIDO trial compared a rapid diagnostic pathway with the con-
ventional method for patients with blood stream infections, with the
resultant groups differing substantially in terms of the time until
microbiological information is returned from the laboratory. Background The intra-cluster correlation coefficient (ICC) is a statistic that is used
to describe the variation between and within clusters. A trial ICC can
be calculated from a pilot study but when calculated has a large
confident interval. Alternatively we can select an ICC for a trial from
previous trials ICC’s that have similar cluster type and outcome. Aim We aim to collect data available on ICC’s from previous trials to create a
prior distribution of ICC’s and then combine these with the data from
pilot studies in a Bayesian analysis. Bayesian prediction of the intra-cluster correlation for sample size
calculation of cluster randomised trials Bayesian prediction of the intra-cluster correlation for sample size
calculation of cluster randomised trials Chris Newby, Sandra Eldridge Chris Newby, Sandra Eldridge
Quenn Mary, University of London
Correspondence: Chris Newby
Trials 2017, 18(Suppl 1):P445 y
y
Correspondence: Chris Newby
Trials 2017, 18(Suppl 1):P445 p
Methods As an example we use simulated data of 10 clusters with 200 patients
in each cluster with an ICC of 0.05 with four priors for the ICC. A non-
informative prior and three informative priors, one based on 56 studies
for continuous outcomes of GP surgeries from University of Aberdeen,
one based on QMUL’s cluster randomised course containing 150 ICC’s
and a prior based on 10 studies specific to asthma questionnaire data
from GP surgeries. Results The ICC was calculated from Bayesian software winbugs and returned
to R. The mean and credible interval for ICC were calculated from the
posterior distribution. The different methods of ICC calculation along
with their means and confidence/credible intervals are summarised
and compared. udy
a
Methods This over estima-
tion could be as much as 15% which, if not allowed for, could lead
to studies with sample sizes that are too small and therefore are
underpowered. Designing a trial dependent on the results of a first
trial impacts on the distribution of plausible responses for this initial
trial and leads to bias in effect size estimation. Methods will be pre-
sented that allow for this over estimation. The level of adjustment
will depend on factors such as the statistical power of the first study
or the p-value of a meta-analysis to combine previous studies. C
l
i p
Conclusions When designing a clinical trial which is dependent on the results of a
first trial, the effect size used will be overestimated and so as a result
the sample size will be too small. The effect size should be adjusted
to account for the sequential nature of the trials being investigated. Use of instrumental variables within randomised controlled trials
Katie Pike1, Chris A. Rogers1, Gavin J. Murphy2, Massimo Caputo3,
Alasdair MacGowan4, Barnaby C. Reeves1
1Clinical Trials and Evaluation Unit, University of Bristol; 2University of
Leicester; 3Bristol Royal Hospital for Children; 4Southmead Hospital
Correspondence: Katie Pike
Trials 2017, 18(Suppl 1):P447 Bayesian prediction of the intra-cluster correlation for sample size
calculation of cluster randomised trials
Chris Newby, Sandra Eldridge
Quenn Mary, University of London
Correspondence: Chris Newby
Trials 2017, 18(Suppl 1):P445 Discussion Although the ITT and IV models are estimating different effects we
anticipated that the direction of effects would be consistent, which
was the case in the examples we considered. The use of IV tech-
niques to address secondary objectives in RCTs can be a useful tool
in certain settings, although such models are generally low powered. Methods Cox’s proportional hazards regression modelling is a common
method for analysing time-to-event data in clinical trials, and pro-
vides an estimate of the hazard ratio (HR) as a measure of the overall
treatment effect. This semi-parametric model relies on the assump-
tion that the hazard ratio remains constant over time, such that the
hazards between the treatment groups are proportional. If this
assumption is violated, the Cox’s proportional hazards model can
lead to a reduction in power for the corresponding tests of signifi-
cance and more crucially, imprecise and misleading estimates of the
treatment effect. We are using the simulation model to generate biomarker data of
the S and E type. Four different analysis methods are being used
to analyse the simulated biomarker data and estimate the relative
precision of each model: t-test of the maximum change from
baseline; area under the curve; multiple comparisons with Bonfer-
roni correction; and a multilevel model. We are boot-strapping
data on creatinine (type S biomarker) and troponin (type E bio-
marker) collected in a randomised controlled trial to mirror the
simulated scenarios with real data. We are also investigating the
impact on relative precision of removing varying amounts of data
(5%, 10% and 20%) at random, since repeated biomarker mea-
sures are often incomplete. ADMIRE is a two-arm Phase II randomised-controlled trial, in 215 pa-
tients with Chronic Lymphocytic Leukaemia (CLL). Progression-free sur-
vival (PFS) was one of the key secondary endpoints, the intention for
analysis was via a multivariable Cox regression model and presentation
of the Kaplan-Meier survival estimates. On analysis of PFS, there was
strong evidence that the proportional hazards (PH) assumption did not
hold, as indicated by the crossing of the survival curves, putting into
question the reliability of the estimate of the HR in the Cox regression
model. Use of longitudinal data in the analysis of biomarkers: lessons
from simulation and reality Use of longitudinal data in the analysis of biomarkers: lessons
from simulation and reality
Francesca Fiorentino1, Chris A. Rogers2, Gianni Davide Angelini2,
Shahrul Mt-Isa1, Barnaby C. Reeves2
1Imperial College London; 2Bristol University
Correspondence: Francesca Fiorentino
Trials 2017, 18(Suppl 1):P449 Use of longitudinal data in the analysis of biomarkers: lessons
from simulation and reality y
Francesca Fiorentino1, Chris A. Rogers2, Gianni Davide Angelini2,
Shahrul Mt-Isa1, Barnaby C. Reeves2
1Imperial College London; 2Bristol University
Correspondence: Francesca Fiorentino
Trials 2017, 18(Suppl 1):P449 y
Francesca Fiorentino1, Chris A. Rogers2, Gianni Davide Angelini2,
Shahrul Mt-Isa1, Barnaby C. Reeves2
1Imperial College London; 2Bristol University
Correspondence: Francesca Fiorentino
Trials 2017, 18(Suppl 1):P449 g
Results g
Results For titre2 the ITT estimate of the odds ratio for allocation (liberal vs
restrictive) on post-operative severe complications was 0.87, 95%
confidence interval (CI) (0.72-1.05). The IV estimate of the relative risk
of each unit transfused on outcome was 0.89, 95% CI (0.75-1.06). In
the Thermic trials the geometric mean ratio (GMR) from the ITT ana-
lysis of the effect of allocation (normothermic vs hypothermic) on in-
tubation duration was 0.77, 95% CI (0.57-1.04). The IV estimate of the
GMR of each degree Celsius was 0.95 (0.89, 1.02). Results from the
RAPIDO trial are forthcoming. Background Repeated post-randomization longitudinal measurements are often
not used to maximum efficiency at the analysis stage, with baseline
data being disregarded or used simply to derive a single ‘change
from baseline’ measurement. We have previously presented a simula-
tion model comparing different statistical methods of dealing with
repeated biomarker measurements over time. This abstract extends
that work to consider how the relative precision of the different
methods are affected in different biomarker scenarios, both by simu-
lation and using real data. Biomarkers can represent a physiological
state (S) at any time (e.g. Reflecting a comorbidity such as chronic
kidney dysfunction) or only reach measurable levels after an event
(E; e.g. Organ-specific response to injury). Our previous work only
considered the former scenario, using a simulation model. Here, we
use data for creatinine and myocardial troponin from a trial to illus-
trate the two scenarios. Using the simulation model, or boot-
strapped estimates for the trial data, we quantify how the relative
precision of different methods for analysing repeated longitudinal
measurements is affected, when: (a) adjusting for a baseline meas-
urement or not, and (b) when varying amounts of data are missing-
at-random. h d Methods for testing for and handling non-proportional hazards in
a phase II rct in chronic lymphocytic leukaemia p
y
p
y
Lucy McParland, Dena R. Howard
University of Leeds
Correspondence: Lucy McParland
Trials 2017, 18(Suppl 1):P448 Conclusions I will present common methods for testing for non-proportional
hazards in the analysis of survival data. I will then present an alter-
native method for estimating the treatment effect when the pro-
portional hazards assumption is violated known as restricted mean
survival time (RMST). Awareness of the greater precision afforded by modern statistical
methods of analysis is limited, leading to inefficiencies in translat-
ing discovery science into clinical settings. This research will high-
light to researchers and funders the extent of the inefficiency and
how practical constraints in doing the research, such as complete-
ness of data, modify the penalty of using old-fashioned methods of
analysis. RMST provides a way of estimating the treatment effect when the
PH assumption is in doubt or has clearly been violated as recom-
mended by Royston and Parmar (2011). It is a measure of average
survival from time 0 up to a restricted pre-specified time t, and can
be estimated as the area under the survival curve using a pseudova-
lue approach. The difference in RMST between treatment groups can
be calculated using standard regression methods and provide an ap-
propriate estimate of the treatment effect, when non-proportional
hazards exist. Results This work is ongoing. We know from our previous work that the
multilevel model has the best precision compared to the other
methods. What is unknown is whether the relative precision of the
methods varies, and if so by how much, in these different scenarios. Results will be presented at the conference. Discussion and Conclusion Bayesian methods of calculating the ICC are similar to frequentist
methods when a non-informative prior is used. If a more informative
prior is used based on existing trials we can reduce the credible
interval for the ICC in order to better inform sample size calculations
and sensitivity analysis of sample size calculations. More disease spe-
cific trial ICC’s need to be found to create more prior distributions for
specific disease outcomes. In addition to the primary intention-to-treat (ITT) analyses an IV analysis
was performed for each trial, with randomised allocation as an instru-
ment. Such models estimate different effects to the ITT analyses,
namely: each RBC unit transfused on severe post-operative complica-
tion (titre2); each degree Celsius on intubation duration (Thermic); each Page 169 of 235 Trials 2017, 18(Suppl 1):200 hour in the time to provision of microbiological information on mortal-
ity (RAPIDO). Models were fitted in Stata. For titre2 and RAPIDO IV pois-
son models for binary outcomes were used. For Thermic an IV linear
regression model was used. Conclusions Provided that the overall treatment effect is maintained, deviations
from proportional odds marginally reduce power. However, devia-
tions from proportional odds can modify the effect of misclassifica-
tion, the number of categories, and the distribution of the placebo
group on power. In general, adjacent pairs of categories with many
patients should be kept separate to help ensure that power is
maintained at the pre-specified level. Introduction
h We suggest that use of more appropriate statistical methods will im-
prove interpretability and inferences for early phase II trials that use
continuous fractional outcomes. Typically such trials are designed
and analysed based on transformed data (e.g. Log transformation),
with sample size calculations based on standardised effect sizes and
results summarised using less familiar measures such as geometric
means. We illustrate these issues in terms of Ki67, a common meas-
ure of tumour response in early breast cancer studies. gy
Southwestern Medical Center, Department of Internal Medicine; 7CRG,
Infection and Population Health, UCL and MRC CTU at UCL, University
College London Correspondence: Ross Peterson
Trials 2017, 18(Suppl 1):P452 Correspondence: Ross Peterson
Trials 2017, 18(Suppl 1):P452 Background A single best endpoint for evaluating treatments of severe influenza
requiring hospitalization has not been identified. A novel 6-category
ordinal endpoint of patient status is being used in a randomized con-
trolled trial (FLU-IVIG) of intravenous immunoglobulin (IVIG). We sys-
tematically examine four factors regarding the use of this ordinal
endpoint that may affect power from fitting a proportional odds model:
1) deviations from the proportional odds assumption which result in
the same overall treatment effect as specified in the FLU-IVIG trial
protocol and which result in a diminished overall treatment effect; 2)
deviations from the distribution of the placebo group that researchers
assumed in the FLU-IVIG trial protocol; 3) the effect of patient misclassi-
fication among the 6 categories; and 4) the number of categories of
the ordinal endpoint. We also consider interacting the treatment effect
(i.e., Factor 1) with each other factor. Guidelines on assessment of Ki67 scores in breast cancer (Dowsett
et al., 2011) give advice on the role of Ki67 in clinical management
and methodological issues for its measurement, but neglect methods
for statistical analysis. Ki67 scores are expressed as a percentage and
hence restricted to the range 0–100. Despite the natural bounds of
the data, recommendations propose Ki67 be analysed assuming a
log-normal distribution. Methods We conducted a Monte Carlo simulation study to assess the effect of
each factor. To study factor 1, we developed an algorithm for deriving
distributions of the IVIG group that deviated from proportional odds
while maintaining the same overall treatment effect in the form of an
average log odds ratio. To construct the algorithm, we know that for
large samples the average log odds ratio of a misspecified model is the
value for which the expected score function equals zero. Given infor-
mation about the trial, our algorithm constrains the distribution of the
IVIG group to maintain the average log odds ratio across deviations
from proportional odds. Our algorithm can handle ordinal endpoints
with any number of levels. For factor 2, we considered placebo group
distributions which were more or less skewed than the one specified in
the FLU-IVIG trial protocol by adding or subtracting a constant from the
cumulative log odds ratios. To assess factor 3, we added misclassifica-
tion between adjacent pairs of categories that depend on subjective We show how beta regression and fractional logistic/probit model-
ling directly relate to the original (untransformed) scale can account
for shifts in both location and spread. We also provide suggestions
on sample size estimation. P450 P450
Robust methods for improving power in group sequential
randomized trial designs, by leveraging prognostic baseline
variables and short-term outcomes
Tianchen Qian, Michael Rosenblum, Huitong Qiu
Johns Hopkins University
Correspondence: Tianchen Qian
Trials 2017, 18(Suppl 1):P450 50
Robust methods for improving power in group sequential
randomized trial designs, by leveraging prognostic baseline
variables and short-term outcomes
Tianchen Qian, Michael Rosenblum, Huitong Qiu
Johns Hopkins University
Correspondence: Tianchen Qian
Trials 2017, 18(Suppl 1):P450 The results of the RMST method when applied to analyse the PFS
data in ADMIRE will be presented and compared to the results from
the Cox proportional hazard model, which is inappropriately applied
when the proportional hazards assumption fails to hold. Trials 2017, 18(Suppl 1):200 Page 170 of 235 Page 170 of 235 In group sequential designs, adjusting for baseline variables and
short-term outcomes can lead to increased power and reduced sam-
ple size. We derive simple formulas for the efficiency gain from such
variable adjustment using semiparametric estimators. The formulas
reveal the impact of the prognostic value in the variables and how
the impact is modified by the proportion of pipeline participants,
analysis timing, and enrollment rate. While strongly prognostic base-
line variables are always valuable to adjust for, the added value from
prognostic short-term outcomes is limited. For example, if at least 2/
3 of the enrollees have primary outcome observed, the equivalent
sample size reduction from prognostic short-term outcomes is at
most half of the reduction from an equally prognostic baseline
variable. The added value from prognostic short-term outcomes is
generally smallest at later interim analyses which are the ones that
tend to impact power the most. A practical implication is that in trial
planning one should put priority on identifying prognostic baseline
variables. Our results are corroborated by simulation studies based
on data from a real trial, using the class of readily implemented semi-
parametric estimators. patient/clinician assessments. For factor 4, we collapsed some categor-
ies into single categories. P453
The design and analysis of early phase ii trials with naturally
bounded continuous fractional outcomes 1University of Minnesota, School of Public Health, Division of
Biostatistics; 2George Washington University School of Medicine; 3Kirby
Institute, University of New South Wales; 4Hospital General Universitario
Gregorio Marañón, Instituto de Investigación Sanitaria Gregorio
Marañón, Departamento de Microbiología I/Inmunología, Facultad de
Medicina, Universidad Complutense de Madrid; 5National Institute of
Allergy and Infectious Disease, Biostatistics Research Branch; 6UT
Southwestern Medical Center, Department of Internal Medicine; 7CRG,
Infection and Population Health, UCL and MRC CTU at UCL, University
College London 1University of Minnesota, School of Public Health, Division of
Biostatistics; 2George Washington University School of Medicine; 3Kirby
Institute, University of New South Wales; 4Hospital General Universitario
Gregorio Marañón, Instituto de Investigación Sanitaria Gregorio
Marañón, Departamento de Microbiología I/Inmunología, Facultad de
Medicina, Universidad Complutense de Madrid; 5National Institute of
Allergy and Infectious Disease, Biostatistics Research Branch; 6UT
7 Results Deviations from proportional odds reduced power at most from 80%
to 77% given the same overall treatment effect as specified in the
FLU-IVIG trial protocol. Misclassification and collapsing categories can
reduce power by over 40 and 10 percentage points, respectively,
when they affect categories with many patients and a discernible
treatment effect. But, collapsing categories that contain no treatment
effect can raise power by over 20 percentage points. Differences in
the distribution of the placebo group can raise power by over 20
percentage points or reduce power by over 40 percentage points
depending on how patients are shifted to portions of the ordinal
endpoint with a large treatment effect. g
Methods We illustrate with both real and simulated datasets that the use of
log transformed data when the data naturally bounded is not al-
ways appropriate. Particularly in randomised studies, it is often the
case that a log transformation may be suitable for one, but not
both arms of the study. Further, interpretations of the data are typ-
ically dependent on differences between means and may ignore
changes in variation. P453
The design and analysis of early phase ii trials with naturally
bounded continuous fractional outcomes
Paul Silcocks, Richard Jackson
University of Liverpool
Correspondence: Paul Silcocks
Trials 2017, 18(Suppl 1):P453 Ross Peterson1, David M. Vock1, John H. Powers III2, Sean Emery3,
Eduardo Fernández-Cruz4, Sally Hunsberger5, Mamta K. Jain6, Sarah Pett7,
James D. Neaton1 Analysis of an ordinal endpoint for use in evaluating treatments
for severe influenza requiring hospitalization
1
1
2
3 P453
The design and analysis of early phase ii trials with naturally
bounded continuous fractional outcomes
Paul Silcocks, Richard Jackson
University of Liverpool
Correspondence: Paul Silcocks
Trials 2017, 18(Suppl 1):P453 Background The FDA suggests that participants who discontinue or otherwise
deviate from randomised treatment should continue to be followed
up in order to facilitate the estimation of the de facto treatment
effect in superiority trials. Conclusions
l
f Analysis of phase II trials that use continuous fractional outcomes
should reflect the underlying nature of the data recorded. We hope
to have increased researchers’ awareness of better methodology that
will enhance comparative analysis, and to provide suggestions for
statistical colleagues who may be asked to perform such work. Analysis of phase II trials that use continuous fractional outcomes
should reflect the underlying nature of the data recorded. We hope
to have increased researchers’ awareness of better methodology that
will enhance comparative analysis, and to provide suggestions for
statistical colleagues who may be asked to perform such work. We would also encourage researchers to provide summary data such
as distributional shape, mean and variance along with their main
results. Where a transformation is used, justification for choice and fit
of chosen transformation should be provided. We would also encourage researchers to provide summary data such
as distributional shape, mean and variance along with their main
results. Where a transformation is used, justification for choice and fit
of chosen transformation should be provided. Trials 2017, 18(Suppl 1):200 Page 171 of 235 Methods An investigation of the factors which influence children with
asthma having unscheduled medical contacts around the start of
the new school year in England and Wales: a mixed methods study
Rebecca Simpson, Steven A. Julious, Wendy O. Baird
University of Sheffield, UK
Correspondence: Rebecca Simpson
Trials 2017, 18(Suppl 1):P454 An investigation of the factors which influence children with
asthma having unscheduled medical contacts around the start of
the new school year in England and Wales: a mixed methods study
Rebecca Simpson, Steven A. Julious, Wendy O. Baird
University of Sheffield, UK
Correspondence: Rebecca Simpson
Trials 2017, 18(Suppl 1):P454 We consider several alternative multiple imputation methods that
can be used. The methods vary in their use of earlier outcomes and
treatment discontinuation time in the mean part and in their use of
treatment discontinuation in the variance part. Different methods
make different assumptions about the missing data, specifically
about what observed data to condition on in order to justify a
missing at random (MAR) assumption, and whether or not treat-
ment discontinuation is considered to represent a treatment failure
outcome; they also make different demands on the observed data. We explore the performance of the methods in a simulation study,
aiming to quantify the impact of different MAR assumptions and
different variance assumptions. Evidence shows that there is an increase in the number of unsched-
uled medical contacts amongst school-aged children with asthma at
the beginning of the school year (September). It has been suggested
that this is caused by a viral challenge influenced by the return to
school. It is hypothesised that this challenge is exacerbated as some
children may stop taking their medication over the summer holiday. The aim of this research is to identify factors that can be used to pre-
dict which children are more likely to have an unscheduled medical
contact in September. The SALVO study: a retrospective take on an interim analysis of
futility in a randomised trial The SALVO study: a retrospective take on an interim analysis of
futility in a randomised trial Lee Beresford1, Richard Hooper2, Khalid S. Khan3, Philip Moore4,
Matthew Wilson5, Shubha Allard6, Ian Wrench7, Jane P. Daniels8,
Matthew Hogg9, Doris Lanz3 The first stage of the qualitative study was conducted in June/July
2016 and the second stage will have been conducted in Oct/Nov
2016. In the first stage there were 17 interviews with children aged
5–14, with a mixture of boys and girls. 1Queen Mary University of London; 2Pragmatic Clinical Trials Unit,
Queen Mary University of London; 3Women’s Health Research Unit,
Barts and the London School of Medicine and Dentistry, Queen
Mary University of London; 4Birmingham Women’s Hospital; 5School
of Health and Related Research (scharr), University of Sheffield; 6NHS
Blood and Transplant; 7Sheffield Teaching Hospitals NHS Foundation
Trust; 8Birmingham Clinical Trials Unit, University of Birmingham;
9 The information collected from the qualitative studies will be used to
identify any possible subgroups that could be incorporated into the
quantitative analysis. Subsequently, a quantitative analysis will be
performed to identify the subgroups for which the PLEASANT inter-
vention could have been most effective. 9Royal London Hospital, Barts Health NHS Trust Correspondence: Lee Beresford
Trials 2017, 18(Suppl 1):P456 This is one of the first studies using a mixed method design with
children that have asthma. The findings can be used to propose a
possible intervention that can be targeted at those who are most
likely to have an unscheduled medical contact in September. Recruitment in clinical trials can often be problematic and marred by
unforeseen circumstances. This often leads to requests from trial
teams to the funders for extensions to their recruitment period, so
that planned sample sizes can be reached. While numerous factors
will play a role in deciding the future of an under-recruiting trial,
futility analyses are a method sometimes used to assess whether
there is hope for a significant result in a trial, should recruitment be
allowed to continue. A funder may ask investigators to conduct such
an analysis to determine whether an extension should be granted. P455
Using off-treatment data to estimate the de facto estimand in a
randomised trial
1
2
1
2 Joseph Royes 1, Juan J. Abellan2, Ian R. White1, Dawn Edwards2,
Oliver Keene2, Nicky Best2
1MRC Biostatistics Unit; 2Glaxosmithkline
Correspondence: Joseph Royes
Trials 2017, 18(Suppl 1):P455 This was the case for the SALVO trial - an evaluation of the effect of
intra-operative cell salvage during caesarean section on the need for
donor blood transfusion. The funding body requested that the trial
team conduct an analysis to assess the probability of obtaining a sta-
tistically significant result at the end of the study, given the data col-
lected by that time. We proposed an approach to the futility analysis
based on stochastic curtailment and predictive power, with the idea
to evaluate the conditional power i.e. The probability of obtaining a
statistically significant result at the end of the trial, given the data
that had already been collected. There is no absolute cut-off for con-
ditional power in deciding whether to continue a trial; instead it
must be considered alongside other factors. Results The proposed imputation methods are shown to be valid when treat-
ment discontinuation is not at random, provided that subsequent
loss to follow-up after treatment discontinuation (i.e. Failure to pro-
vide off-treatment data) is at random. We show that the loss of per-
formance due to making simpler assumptions when only the more
complex assumptions are true must be balanced against the gain of
performance due to making simpler assumptions when they are true. Optimal choice of model depends on likely assumptions and on the
number of treatment discontinuations. A mixed methods approach is being used to investigate the factors
that affect children having unscheduled medical contacts at the be-
ginning of a new school year. The quantitative data comes from the
PLEASANT (Preventing and Lessening Exacerbations of Asthma in
School-age children Associated with a New Term) cluster intervention
study. PLEASANT investigates whether a simple letter intervention
reminding children to take their asthma medication during the sum-
mer holidays reduces unscheduled contacts. The quantitative compo-
nent includes daily data over a two year period from approximately
12,000 children aged 5–16 with asthma. The qualitative data comes
from a study which will be done in two stages, before and after the
summer holidays. This qualitative research will explore why children
may not take their medication and what factors the children think
trigger their asthma symptoms. The first stage of the study will be
used to inform the quantitative data analysis and the second stage
will be used to validate the results. The two stages will also be used
to investigate any differences from the children’s responses before
and after the summer holidays. Conclusions The proposed methods provide a framework for choosing a suitable
imputation model in this setting, and the simulation results were
used to support the choice of sensitivity analysis methods included
in the statistical analysis plan for the pharmaceutical trial. The SALVO study: a retrospective take on an interim analysis of
futility in a randomised trial
Lee Beresford1, Richard Hooper2, Khalid S. Khan3, Philip Moore4,
Matthew Wilson5, Shubha Allard6, Ian Wrench7, Jane P. Daniels8,
Matthew Hogg9, Doris Lanz3
1Queen Mary University of London; 2Pragmatic Clinical Trials Unit,
Queen Mary University of London; 3Women’s Health Research Unit,
Barts and the London School of Medicine and Dentistry, Queen
Mary University of London; 4Birmingham Women’s Hospital; 5School
of Health and Related Research (scharr), University of Sheffield; 6NHS
Blood and Transplant; 7Sheffield Teaching Hospitals NHS Foundation
Trust; 8Birmingham Clinical Trials Unit, University of Birmingham;
9 participan
Methods We tackled these issues using a validation and calibration process. Firstly, participants were divided into three categories according to
their completeness of these outcomes. Secondly, time gaps between
the urine sample and self-report dates were assessed over different
thresholds. Thirdly, we examined the feasibility of inferring partici-
pants’ reporting behaviours at follow-up stage by their baseline
outcomes. Background Building Blocks was a pragmatic randomised controlled trial asses-
sing the effectiveness of giving the Family Nurse Partnership (FNP)
home-visiting programme to teenage first-time mothers on infant
and maternal outcomes up to 24 months after birth (Robling et al.,
2016). One of the primary outcomes was to investigate the effective-
ness of the intervention in reducing smoking during pregnancy. At
baseline and late pregnancy, we collected a large amount of self-
reported data on smoking habits from each participant during a
face-to-face and telephone interview respectively. It is well known
that self-reported smoking can be inaccurate and therefore some
participants are likely to report smoking fewer or more cigarettes
than they actually do. In the Building Blocks study, we collected urine
samples at the same time as the baseline interview and at follow-up
in late pregnancy. The cotinine levels within the urine sample were
used to supplement the participants’ self-reported behaviour and
then further calibrate their number of cigarettes smoked per day
(Dukic et al., 2007). However, this calibration approach requires
complete and well-synchronized collection of self-reports and urine
samples. The main challenge of our study lies in the collection of
urine samples, particularly at follow-up stage. Some urine samples
were collected at different time points from their interview and some
were missing for a variety of reasons, which cause incompleteness in
participant’s data and potentially lead to bias in the results. M th d y
Correspondence: Giuseppe de Vito
Trials 2017, 18(Suppl 1):P457 A validation and calibration process on self-reported tobacco with
participants: Cotinine levels in building blocks Giuseppe de Vito1, Ileana Baldi2, Annamaria Nuzzo3, Filippo Montemurro3,
Paola Berchialla4 p
p
Chao Huang
Cardiff University
Trials 2017, 18(Suppl 1):P458 p
p
Chao Huang
Cardiff University
Trials 2017, 18(Suppl 1):P458 1European Laboratory for Non-Linear Spectroscopy; 2Unit of Biostatistics,
Epidemiology and Public Health, Department of Cardiac, Thoracic and
Vascular Sciences, University of Padova); 3Department of Investigative
Clinical Oncology, Fondazione del Piemonte per l’Oncologia, Candiolo
Cancer Institute; 4Department of Clinical and Biological Sciences,
University of Torino Results 870 participants with different levels of non-contemporary outcomes
collection at follow-up stage were sub-grouped and investigated
over their consistency in reporting behaviours. We further validated
222 participants with incomplete data at follow-up stage and calibrated
their self-reported tobacco accordingly, which strengthened the power
for the main analysis. Introduction Recent studies investigated the possible role of Human Epidermal
Growth Factor Receptor 2 (HER2)-targeting compounds as first-line,
single-agent therapy for HER2-over-expressing Breast Cancer (BC) with
promising results. In particular, for a subgroup of patients the observed
disease control duration was
similar
to that
reported for the
commonly-used anti-HER2 and chemotherapy combination treatment. In order to gather further insights about the biomarkers that character-
ise the patients that can benefit from anti-HER2 single-agent therapy
and to evaluate the efficacy of this therapy in patients not previously
treated for HER2-positive metastatic BC, two clinical trials were initiated:
HERLAP I and HERLAP II, both testing two anti-HER2 agents: trastuzu-
mab and lapatinib. However HERLAP I was prematurely terminated,
also due to the slow accrual of patients. We devised to measure the Progression Free Survival (PFS) for pa-
tients in single-agent therapy from the HERLAP trial data, in order
to compare it to the combination treatment. However, the small
sample size makes it difficult to apply frequentist statistical ap-
proaches and calls for an integration of the information derived
from the two trials. In this regard, the Guidance for the Use of
Bayesian Statistics in Medical Device Clinical Trials, issued by the
Food and Drug Administration, states the opportunity to use a
Bayesian approach to combine prior information with new observa-
tions, suggesting to base this information on empirical evidences. Using this approach, we generated prior distributions from the data
of the early-stopped HERLAP I trial, devising to use them in the ana-
lysis of the HERLAP II trial results. Objective We set out to explore how to perform the analysis where data collec-
tion is continued in some, but not all, patients after discontinuation
of randomised treatment: we call this off-treatment data. The work
was motivated by the problem of writing a statistical analysis plan
for a pharmaceutical trial. We also sought advice from the independent Data Monitoring Commit-
tee (DMC) for the trial, and sent them results from our futility analysis,
generated by an independent statistician. In open correspondence the Page 172 of 235 Page 172 of 235 Trials 2017, 18(Suppl 1):200 Page 172 of 235 DMC raised questions about the need for a futility analysis, and follow-
ing a closed meeting they recommended that the funder extend the
study recruitment period. The SALVO trial recruited to completion after
a 13 month extension was granted. obtained by deriving the posterior distributions from the HERLAP I data. In particular, we observed that the median survival times in days (and
the extremes of their 95% credible intervals) for the biological PFS and
the total PSF are 190 (96; 355) and 333 (172; 672), respectively. If we
take into account only the trastuzumab-treated patients, then these
values become 335 (139; 893) and 442 (162; 1304); whereas considering
only the lapatinib-treated patients they become 99 (46; 232) and 250
(102; 805). It is interesting to note that these survival times are similar
to those reported for the combination treatment. Conclusions DMC raised questions about the need for a futility analysis, and follow-
ing a closed meeting they recommended that the funder extend the
study recruitment period. The SALVO trial recruited to completion after
a 13 month extension was granted. We present the methods used and results of the futility analysis
that was conducted, as well as final results of the primary analysis
and other findings of the study for comparison. We discuss inter-
pretations that could have been drawn from the futility analysis
and provide a discussion of the pros and cons of conducting futility
analysis with the help of hindsight and with particular reference to
the events which occurred in the SALVO trial. These data, albeit very preliminary, represent an additional sugges-
tion for the efficacy of the single-agent therapy for HER2-positive
metastatic BC. Single agent trastuzumab or lapatinib to treat her2-overexpressing
breast cancer: combining past and current evidence in a Bayesian
reanalysis y
Methods We planned to employ a hierarchical Bayesian Weibull survival model
to characterise both the ‘Biological PFS’ (i.e. Taking in consideration
only the period of exclusive administration of anti-HER2 agents) and
the ‘Total PFS’ (regardless of protocol failures). In particular, using non-
informative prior distributions, we derived posterior distributions for
the parameters of the Weibull model based on the HERLAP I data, and
we have planned to use them in turns as prior distributions to derive
the posterior distributions for the parameters based on the HERLAP II
data, thus ‘borrowing strength’ from the first trial to the second. Results Integrating continuous stratification variables into a dynamic
adaptive randomisation algorithm p
g
Nia Goulden, Zoe Hoare
Bangor University
Correspondence: Nia Goulden
Trials 2017, 18(Suppl 1):P459 Method Final study reports, published protocols, and (where available)
grant applications from the NIHR HTA and NIHR EME programmes
for trials evaluating tests were identified. The theoretical approach
used for computation of sample size was identified and classified
according to (i) the study outcome to which it related, (ii) whether
it was based on consideration of statistical power to test a hypoth-
esis or precision to estimate a parameter, and (iii) whether it was
judged an appropriate method to compute sample size in compari-
son with the established literature. Estimates of key parameters de-
scribing the baseline scenario (such as disease prevalence and
progression, the performance of comparative tests, the correlation
between tests) were identified from the protocol and their sources
identified. Assumed values for key parameters in each sample size
calculation were compared with the estimates observed in the tri-
als. Details of any sample size revisions undertaken during the
study were identified and reported. All assessments were initially
undertaken independently in duplicate and consensus reached
through team discussion. Discussion We will discuss the challenges that researchers across the NIHR pro-
grammes have faced in identifying methods and computing sample
size calculations for test evaluation studies, and assess the import-
ance of considering planning sample size revision processes in test
evaluation studies. Method Method Firstly we test a method that utilises the rank information
of the covariates (Hu & Hu, 2012). Using a computationally effi-
cient search the method finds the maximum possible difference
resulting from assigning a new participant. Secondly we test a
method that minimises the Kullback-Leibler divergence (Endo,
Nagatani, Hamada, & Yoshimura, 2006). This method is based on
probabilities of assigning a new participant to a group and there-
fore needed to be adapted in order to be integrated. A trial of
332 participants was simulated, using centre (6 centres recruiting
72, 66, 66, 62, 34, and 32 participants, respectively) and age (continuous
18–65 inclusive) as stratification variables. Comparisons of the methods
were based on the resulting differences in means of the variable in two
groups, results of t-tests and f-tests of the final allocations, sequence
length and the imbalance. g
Results Results are displayed in for parameters total = 0.5, centre = 0.5,
age = 0.5 and stratum = 0.5, which are set to control the amount
of imbalance allowed for each variable. Reducing these parame-
ters lessens the control on imbalance while increasing them will
increase predictability. We have also tested different parameters
to assess the effect of increasing and decreasing the stratum and
strata. Increasing the weight for age decreases the difference be-
tween means overall, but increases the difference between means
within centre for method 1, because the imbalance within the
strata are not as well controlled. The 1st percentile for the t and f
tests increase for both methods. Increasing the weight for the
strata decreases the difference between means overall for both
methods and within centre for method 1. Method 1 requires
searching the randomised data so it does take longer to compute
the result than for method 2. Despite this method 1 can still pro-
duce a randomisation result in a few seconds, even with 300 par-
ticipants randomised. g
Results Background Trials of tests may evaluate their role as screening, diagnostic,
staging, monitoring or prognostic tests. The National Institute of
Health Research (NIHR) programme has over 20 years experience
in commissioning trials of tests for these clinical roles through
the Health Technology Assessment (HTA) and Efficacy and Mech-
anism Evaluation (EME) Programmes. Trialists often struggle to
identify appropriate methods for computing sample size for test
evaluation trials, and there is often little data available to inform
the assumptions made in sample size calculations. Objective Stratification variables are confounding variables which could po-
tentially influence the outcomes being measured within a trial. The
aim of this work is to extend a dynamic adaptive randomisation al-
gorithm to be able to accept continuous stratification variables,
such as age. Many randomisation algorithms categorise such vari-
ables, however specifying a measure of imbalance with an aim to
minimise imbalance should improve the sensitivity of stratification
schemes. From the literature two methods have been tested to in-
tegrate into the algorithm published previously by the North Wales
Organisation for Randomised Trials in Health (NWORTH), Bangor
University (Russell, Hoare, Whitaker, Whitaker, & Russell, 2011). To review the methods used for sample size calculation for trials of
tests and assess the evidence base for the assumptions made in the
original sample size calculation and assess their validity in compari-
son with the experience of the trial. P460
How accurately do trialists pre-specify sample sizes for test
evaluation trials? The experience in NIHR funded trials in the HTA
and EME programmes
Jonathan Deeks, Lucinda Archer, Kelly Handley, Catherine Hewitt,
Natalie Marchevsky, Samir Mehta, Laura Quinn, Alice Sitch,
Yongzhong Sun, Yemisi Takwoingi
University of Birmingham
Correspondence: Jonathan Deeks
Trials 2017, 18(Suppl 1):P460 How accurately do trialists pre-specify sample sizes for test
evaluation trials? The experience in NIHR funded trials in the HTA
and EME programmes
Jonathan Deeks, Lucinda Archer, Kelly Handley, Catherine Hewitt,
Natalie Marchevsky, Samir Mehta, Laura Quinn, Alice Sitch,
Yongzhong Sun, Yemisi Takwoingi
University of Birmingham
Correspondence: Jonathan Deeks
Trials 2017, 18(Suppl 1):P460 g
Results 62 reports of test evaluation studies were identified from the NIHR
HTA and NIHR EME published monographs. Their evaluation is cur-
rently ongoing, and we will report on the aspects detailed above. We
are considering whether it is possible to predict particular scenarios
in which sample size estimates are most challenging and least likely
to be valid. Discussion It is not rare that difficulties arises when collecting data at follow-up
stages, especially in populations that may be vulnerable and often
mobile as in this study. Rather than losing those participants for key
analyses, this proposed process could further validate and calibrate
self-reported tobacco of participants for public health studies with
similar settings. Because of the costings and challenges in urine sam-
ple collections, investigating the participants’ reporting behaviours After describing the statistical method in details and presenting the
data, in this contribution we shall discuss preliminary results that we Page 173 of 235 Trials 2017, 18(Suppl 1):200 Trials 2017, 18(Suppl 1):200 by some associated factors, such as social and demographic factors,
has become one of our follow-up research topics. How accurately do trialists pre-specify sample sizes for test
evaluation trials? The experience in NIHR funded trials in the HTA
and EME programmes Jonathan Deeks, Lucinda Archer, Kelly Handley, Catherine Hewitt,
Natalie Marchevsky, Samir Mehta, Laura Quinn, Alice Sitch,
Yongzhong Sun, Yemisi Takwoingi
University of Birmingham
Correspondence: Jonathan Deeks
Trials 2017, 18(Suppl 1):P460 P459
Integrating continuous stratification variables into a dynamic
adaptive randomisation algorithm
Nia Goulden, Zoe Hoare
Bangor University
Correspondence: Nia Goulden
Trials 2017, 18(Suppl 1):P459 p
Discussion
l h
h Although activated in July 2009, planning for the study began two
years earlier in July 2007. Around this time, data from multiple stud-
ies suggested that the efficacy of EGFR tyrosine kinase inhibitors was
likely concentrated in patient with tumors harboring EGFR mutations. As EGFR mutation status and EGFR expression by FISH are correlated,
this development could have affected accrual to this first line study
and may have reduced the proportion of EGFR FISH+ observed. Background Background
A linear mixed model incorporating a random cluster effect is
the
most
commonly
used
model
for
analysis
of
complete
stepped wedge designs with Gaussian outcomes and a repeated
cross-sectional sampling structure. It is recognised that the max-
imum likelihood estimator of the treatment effect in this model
is a combination of horizontal (within cluster) and vertical (be-
tween cluster) comparisons. However, the precise nature of this
combination has not previously been clearly articulated for
these designs. Jane Dennis1, Vikki Wylde1, Andrew D. Beswick1, Julie Bruce2,
Christopher Ecclesto3, Nicholas Howells4, Timothy J. Peters1, Gooberman-Hill1
1University of Bristol; 2University of Warwick; 3University of Bath;
4North Bristol NHS Trust Conclusions The aim of our systematic review was to synthesise data on the man-
agement of chronic pain after surgery. Chronic pain is difficult to
treat and combination treatments matched to patient characteristics
are advocated. In this review, the majority of studies evaluated
pharmacological interventions and we found no studies investigating
multidisciplinary or individualised interventions for management of
pain after surgery. The results of our systematic review highlight the need for further
evidence to inform recommendations about care provision for pa-
tients with chronic post-surgical pain. We are now addressing this
gap through a multi-centre randomised controlled trial evaluating
the clinical and cost-effectiveness of a care pathway for patients with
chronic pain after knee replacement. chronic pa
Methods The protocol for the review was registered on PROSPERO in 2015. PICO
criteria were: patients aged 18 years, with 90% of participants reporting
chronic post-surgical pain; interventions for pain delivered a minimum
of three months after surgery: control patients receiving placebo, usual
care or alternative pain management intervention. Searches were con-
ducted in MEDLINE, EMBASE, CINAHL, psycinfo, The Cochrane Library,
and opensigle. Screening was performed by a single assessor with 10%
of records double-screened. The primary effectiveness outcome was
pain; that for harm was serious adverse events. Risk of bias was
assessed using the Cochrane Risk of Bias tool. Background Total knee replacement is conducted to relieve pain and improve func-
tion, most commonly as a treatment for osteoarthritis. Over 90,000 op-
erations take place annually in the NHS, and knee replacement
provides pain relief for most people. However, at three months or more
after surgery, around 20% of patients report moderate to severe pain. To inform the design of an intervention to improve management of
chronic pain after knee replacement, we conducted a systematic review
that identified only one small randomised controlled trial assessing an
intervention to treat chronic pain following knee replacement. Given Methods All patients were required to submit a paraffin-embedded tissue
block or at least 10 unstained slides. In addition to the EGFR FISH
assay, if additional tissue remained, secondary objectives included an
investigation of the efficacy of cetuximab in patents whose tumor
expressed EGFR by immunohistochemistry (IHC) and in patients
whose tumor harbored a KRAS mutation, with priority given to IHC if
tissue was limited. The FISH assay was performed at University of
Colorado and results reported to the SWOG stat center on a monthly
basis. IHC was performed at University of Colorado and KRAS per-
formed at UC Davis. Results Searches run in March 2016 yielded 17,027 records. 66 trials with data
from 3,149 participants were included. Most trials included patients
with chronic pain after spinal surgery (23 trials) or phantom limb pain
(21 trials). Interventions were predominantly pharmacological, including
anti-epileptics, capsaicin, epidural steroid injections, local anaesthetic,
neurotoxins, N-methyl-D-aspartate receptor antagonists and opioids. Other interventions included acupuncture, exercise, limb liner after am-
putation, spinal cord stimulation, further surgery, laser therapy, mag-
netic stimulation, mindfulness-based stress reduction, mirror therapy
and sensory discrimination training. Opportunities for meta-analysis
were limited by heterogeneity. For all interventions, there was insuffi-
cient evidence to draw conclusions on effectiveness. Conclusions Background the fact that chronic post-surgical pain is multifactorial with surgical,
biological and psychological contributions, we undertook a broader
systematic review to evaluate the evidence for the management of
chronic pain after any surgery type. g
SWOG S0819 is a phase III trial evaluating both the value of cetuxi-
mab in the treatment of advanced non-small cell lung cancer
(NSCLC) and epidermal growth factor receptor (EGFR), as measured
by FISH, as a predictive biomarker for cetuximab efficacy in NSCLC. The design of the study incorporated co-primary objectives to assess
cetuximab in both the overall study population and among EGFR
FISH-positive (FISH+) patients. Activated July 15, 2009, it was one of
the first trials in SWOG requiring tissue to evaluate a primary object-
ive in a biomarker-defined population. We will outline how methods
for obtaining adequate tissue, and monitoring results from the FISH
assay in comparison with design assumptions impacted the conduct
of the study. Results A total of 1333 patients were registered to S0819. Usable tissue
specimens were obtained from 1208 patients, of which, 1046 were
adequate for FISH. Of these, 406 were FISH+. Comparisons between
the study design assumptions and the observed proportions were
monitored on a monthly basis. The proportion of FISH+ patients was
lower than anticipated as was the assay success rate. This monitoring
resulted in the following interventions in the study conduct: efforts
to improve these numbers included development of a form that re-
quired the local pathologist to review and confirm that the tissue
contained at least 100 tumor cells prior to submission. An automated
email notification system to prompt sites for additional tissue if their
initial submission was deemed to be inadequate when the FISH assay
was attempted at Colorado. The study design was modified in June
2015 as a result of the lower than expected number of EGFR FISH+
patients. p
Conclusions Both methods produce similar acceptably balanced results how-
ever method 1 has been chosen as the best option to integrate
into the current algorithm. Method 1 directly produces a measure
of imbalance which is more easily integrated, whereas method 2
needed to be adapted to allow integration. In summary, inclusion
of continuous stratification variables in randomisation schemes
without the need to categorise allows more sensitivity to the vari-
able and has indirect impact on the analysis. We advocate the use
of stratification variables within models of analysis, if continuous
then these should be utilised as such. S0819: lessons learned from conduct of a cooperative group
phase III trial with a biomarker defined subset co-primary
objective j
James Moon, Mary Redman
SWOG Statistical Center
Correspondence: James Moon
Trials 2017, 18(Suppl 1):P461 Trials 2017, 18(Suppl 1):200 Page 174 of 235 Page 174 of 235 Decomposition of the treatment effect estimator in stepped
wedge trials: understanding the horizontal and vertical
contributions
1
2 Decomposition of the treatment effect estimator in stepped
wedge trials: understanding the horizontal and vertical
contributions Andrew Forbes1, John N. S. Matthews2
1Monash University; 2Newcastle University
Correspondence: Andrew Forbes
Trials 2017, 18(Suppl 1):P463 Andrew Forbes1, John N. S. Matthews2
1Monash University; 2Newcastle University
Correspondence: Andrew Forbes
Trials 2017, 18(Suppl 1):P463 P462 P462
A systematic review to inform a trial of comprehensive pain
management for patients with chronic pain after total knee
replacement: the star experience
Jane Dennis1, Vikki Wylde1, Andrew D. Beswick1, Julie Bruce2,
Christopher Ecclesto3, Nicholas Howells4, Timothy J. Peters1, Gooberman-Hill1
1University of Bristol; 2University of Warwick; 3University of Bath;
4North Bristol NHS Trust
Correspondence: Jane Dennis
Trials 2017, 18(Suppl 1):P462 A systematic review to inform a trial of comprehensive pain
management for patients with chronic pain after total knee
replacement: the star experience Background Wolfram Syndrome (OMIM 222300) is an ultra-rare, monogenic,
neurodegenerative disorder of children and young adults. Prevalence
is approximately 1:700,000. The prognosis is poor as premature death
and severe neurological disabilities are not uncommon. The natural
history of Wolfram Syndrome includes progressive optic and brain-
stem atrophy. Many children are registered blind by the age of
18 years. There is no effective treatment. In several clinical trial settings, it is difficult to recruit the overall sample
provided at the design stage, and different problems may occur in pa-
tient’s enrolment. The amount of information conveyed by a trial termi-
nated prematurely for poor accrual may be minimal. A Bayesian
analysis of such a trial may salvage this information, by providing a
framework in which to combine prior with current evidence. In this
work we propose a Bayesian analysis of a trial candidate for termination
due to poor accrual. RESCUE trial is a randomized controlled trial evalu-
ating the effect of adjunctive oral steroids to prevent renal scarring in
young children with febrile urinary tract infections. Primary outcome is
the difference in scarring proportion between standard antibiotic ther-
apy versus standard therapy + corticosteroids. By study protocol, a fre-
quentist approach to sample size calculation require 92 randomized
patients per arm, considering 20% lost follow-up. After 2 years, only 8
patients completed the follow up to determine the study outcome
(3 in corticosteroids therapy group and 5 in control group). The
sample size was recalculated with the Bayesian Worse Outcome Criter-
ion for differences in proportions (length = 0.3 and coverage = 0.9) ap-
plying a 0.5% down-weight. An informative prior on scar proportions
was derived from literature considering a scar probability of 0.33 and
0.66 respectively in treatment and control group (Huang YY, 2011). An
interim Bayesian analysis on recruited patients has been performed;
having a few data to estimate the likelihood, inference was expected to
be seriously conditioned by the prior. To assess robustness of conclu-
sion a sensitivity analysis on prior definition has been performed
considering 1) informative Beta prior as in sample size estimation 2)
informative Beta with 0.5% down-weight 2) uninformative Beta (1,1)
prior. Results are compared in term of posterior probability. Design of a practice-changing trial in the ultra-rare condition of
Wolfram Syndrome
1
1
1
2 Kristian Brock1, Lucinda Billingham1, Zsuzsa Nagy1, Tamara Hershey2,
Holly Smith1, Darren Barton1, Timothy Barrett1
1
2 Methods We apply standard results using partitioned matrices to derive a
simple expression for the weighted combination of the horizontal
and vertical components of the treatment effect estimator, each
presented as linear combinations of cluster-period means. We ex-
tend the mixed model to incorporate random effects appropriate
for a closed cohort design and derive the analogous results under
this design. Trials 2017, 18(Suppl 1):200 Page 175 of 235 P468
Handling poor accrual in adaptive trial setting: Bayesian interim
analysis of rescue trial y
Danila Azzolina, Ileana Baldi, Silvia Bressan, Paola Berchialla, Valentina
di Leo, Liviana Da Dalt, Dario Gregori
1University of Padua
Correspondence: Danila Azzolina
Trials 2017, 18(Suppl 1):P468 Danila Azzolina, Ileana Baldi, Silvia Bressan, Paola Berchialla, Valentina
di Leo, Liviana Da Dalt, Dario Gregori Results units requires 60 evaluable patients in total to provide 80% power
and 10% significance. The weights assigned to the horizontal and vertical comparisons
involve a simple expression depending on the number of periods in
the design, the cluster size and the intra-cluster correlation. We use this
result to describe scenarios in which the treatment effect estimator is
dominated heavily by the horizontal comparisons. We provide explicit
expressions for the horizontal and vertical components of the treat-
ment effect estimator in a number of example designs and ?A3B2 show
$132#?>explain the intuition behind them. We also describe how the
decomposition provides a basis for the construction of randomisation
tests. The extension to the closed cohort design involves identical hori-
zontal and vertical components as the cross-sectional sampling design,
the only difference being in the construction of the weights. C
l
i and 10% significance. We assess VPV every year for 3 years. To investigate a 70% reduction
in the annual rate of degradation from 81.6 to 24.5 mm3 requires 60
evaluable patients to provide 81% power and 7% significance. We infer operating characteristics by simulation. The equivalent non-
longitudinal analyses would require approximately 120 patients in total. Conclusion We assess VPV every year for 3 years. To investigate a 70% reduction
in the annual rate of degradation from 81.6 to 24.5 mm3 requires 60
evaluable patients to provide 81% power and 7% significance. We infer operating characteristics by simulation. The equivalent non-
longitudinal analyses would require approximately 120 patients in total. Conclusion This efficient design, which uses a repeated-measures analysis of the
primary outcome, will achieve conventional statistical error rates,
thereby enabling a potentially practice-changing clinical trial in this
ultra-rare condition. The decomposition into horizontal and vertical components en-
ables a better understanding of the explicit linear combinations
of cluster-period means underlying the treatment effect estimator. It also describes where the maximal information resides in these
designs, leading to suggestions for optimal incomplete designs. This abstract is not included here as it has already been published. P464
Design of a practice-changing trial in the ultra-rare condition of
Wolfram Syndrome
Kristian Brock1, Lucinda Billingham1, Zsuzsa Nagy1, Tamara Hershey2,
Holly Smith1, Darren Barton1, Timothy Barrett1
1University of Birmingham; 2Washington University
Correspondence: Kristian Brock
Trials 2017, 18(Suppl 1):P464 Background The esti-
mated Bayesian sample size is 41 infants per arm, leading to a reduc-
tion of 51 patients compared with frequentist oneThe Bayesian
inference is a flexible tool, compared to frequentist one, taking into
account of a-priori knowledge about treatment effect. The informative
inference, on small sample, may be weakly influenced by data. How-
ever, sensitivity analysis lead to consider the inference robustness. Nevertheless, we advocate to choose beforehand a Bayesian design
and not to switch to a Bayesian analysis method that produces a more
favourable outcome after observing the data. Sodium Valproate is classed as an anticonvulsant and is currently
approved for use in the treatment of epilepsy and bipolar disorder. The cell cycle regulator p21cip1 has been identified as a therapeutic
target for Wolfram Syndrome and one of the mechanisms through
which sodium valproate is expected to mediate its effect is by in-
creasing p21cip1 expression levels. We investigate the hypothesis
that it slows the progression of symptoms. Methods g
y
Methods We present a randomised, double-masked, placebo-controlled, multi-
centre, international clinical trial to investigate whether sodium valpro-
ate halts the progression in clinical symptoms of Wolfram Syndrome. We propose the dual primary outcomes: (i) Visual acuity (VA), measured
on the logmar scale using standard charts; and (ii) Ventral pons volume
(VPV), measured in mm3 by MRI scan. These continuous outcomes are
chosen because they are clinically meaningful and associated with dis-
ease progression. VA is very important to patients and their families,
and any reduction in sight deterioration will be welcome. Recruitment is severely constrained in this ultra-rare condition. We in-
crease statistical power by conducting longitudinal analyses of the pri-
mary outcomes. This is feasible in Wolfram Syndrome because the
symptoms under study tend to deteriorate linearly over time. Justifica-
tion for this claim is given. Mean outcome trajectories are modelled using linear mixed effects
regression, allowing the average rates of change to be different in
each arm, and each patient to have their own intercept. This method
allows the study of serially-correlated outcomes. Treatment effect is
tested by likelihood-ratio test using an alternative, nested model with
no fixed effects for treatment arm. Treatment will be considered suc-
cessful if it is associated with a significant, clinically-relevant reduc-
tion in the rate of degradation. target popu
Discussion This work provides a summary of the factors known to affect when
studies with hypothetical elements might be expected to agree with
real world decisions. Based on a range of related literatures, our
framework will aid investigators who are interested in understanding
whether the design of their pilot study will allow them to draw con-
clusions about the real world. This initial work will help us to pilot
our health services trials more effectively, making the ultimate inter-
ventions more efficient and effective. P472
Rituximab for the treatment of neuromyelitis optica: an application
of individual patient data meta-analysis in a rare disease
Siobhan Bourke1, Catrin Plumpton1, Catrin Tudur Smith2, Anu Jacob3,
Dyfrig Hughes1
1Center for Health Economics and Medicines Evaluation, Bangor
University; 2Institute of Translational Medicine, University of Liverpool;
3The Walton Centre, Liverpool
Correspondence: Siobhan Bourke
Trials 2017, 18(Suppl 1):P472 When can hypothetical pilot data predict real-world trial results? A
systematic concept review and framework
1
1
2
1 Jamie Brehaut1, Tavis Hayes1, Doug Coyle2, Ian Graham1
1Ottawa Hospital Research Institute; 2University of Ottawa
Correspondence: Jamie Brehaut
Trials 2017, 18(Suppl 1):P471 Biomarker validation as a clinical trial endpoint: what works and
what doesn’t
D
id R
i David Raunig
ICON Clinical Research
Trials 2017, 18(Suppl 1):P470 Methods Our research question was: ‘What are the factors that affect the asso-
ciation between hypothetical and real-world decisions?’ A systematic,
peer-reviewed search strategy was developed based on keywords,
?A3B2 show $132#?>titles, and MESH headings related to (i)decision
making or behaviour (and related concepts e.g. Reasoning, risk
taking); (ii) hypothetical situations (e.g. Uncertainty, proxy), and (iii)
real world situations (e.g. Reality, everyday), and applied to psychinfo
and Medline in December 2015. Two coders extracted study spe-
cifics, as well as quotations describing the relevant factor associating
hypothetical and real outcomes. Factor wordings were standardized,
collated, and organized into themes. p
Methods Standardized statistical methods that are globally recognized by me-
trology standards agencies, including the Bureau of International
Weights and Measures (BIPM) and the National Institutes of Stan-
dards and Technology (NIST) are used to define reliability in terms of
repeatability, reproducibility and linearity. Standard metrics include
statistical estimation of the variance components that eventually de-
fine how reliable the imaging biomarker would be in a clinical trial
setting, and a linear relationship to the truth. An additional compo-
nent to validation is the ability of the imaging biomarker to predict
clinical outcome. Results Two case studies, one with a quantitative
and one with a semi-quantitative imaging biomarker evaluation of
medical imaging will be examined for what would comprise a
complete dossier for validation or qualification. From these case
studies, we will summarize a standard protocol for a quantitative im-
aging biomarker validation study, risks to the successful completion
of these trials and methods to incorporate biomarker validation into
the drug development process. P470
Biomarker validation as a clinical trial endpoint: what works and
what doesn’t
David Raunig
ICON Clinical Research
Trials 2017, 18(Suppl 1):P470 appropriate to different human biological mechanisms. At the moment,
studies involving hypothetical elements are discounted in the literature
(i.e. Considered not clinically relevant, excluded from systematic
reviews), often because of implicit and unsupported objections that
such data cannot predict real-world outcomes. While many literatures
have explored predictors of the association between hypothetical and
real-world decisions, none has summarized these in a manner that
would help health care intervention developers know when hypothet-
ical pilot data are likely to agree with the real world. Obj
i appropriate to different human biological mechanisms. At the moment,
studies involving hypothetical elements are discounted in the literature
(i.e. Considered not clinically relevant, excluded from systematic
reviews), often because of implicit and unsupported objections that
such data cannot predict real-world outcomes. While many literatures
have explored predictors of the association between hypothetical and
real-world decisions, none has summarized these in a manner that
would help health care intervention developers know when hypothet-
ical pilot data are likely to agree with the real world. Obj
ti ,
Results A total of 1846 studies captured by our search strategy ultimately
yielded 59 studies that contributed at least one factor. Contributing
articles addressed issues of behavioural economics(80%), psychology
of reasoning (31%), social psychology (17%), health behaviours
(12%), and neuroscience(5%). A total of 42 factors were grouped into
5 categories, including Personal Characteristics (9 factors e.g. Age,
cognitive ability, personal relevance); Presentation Characteristics (8
factors; e.g. Framing effect, time for reflection, issue salience); Cogni-
tive Factors (17 factors; e.g. Discounting, normative beliefs, social de-
sirability); and Participant Characteristics (1 factor; samples match
target population). Background As medical imaging technology advances, analysis methods mature
and scanners become more globally available, there is an increasing
interest to use advanced or novel imaging biomarkers as clinical tri-
als endpoints. MRI, PET, high resolution CT and even ultrasound have
demonstrated unique abilities to measure diseases closer to the
mechanism of action. Many novel biomarkers are able to show both
structural and functional changes and validation studies provide
good evidence that imaging may provide both the sensitivity and
specificity that have eluded the assessment of these diseases and
their absence may actually be at least partly responsible for the
failure to develop effective therapeutics. However, many of the pub-
lished studies that declare biomarkers to be validated for use fall far
short of demonstrating fitness for use. In 2015, the Quantitative
Imaging Biomarker Alliance published the results of a two-year col-
laborative effort to standardize the statistical and technical methods
and metrics to validate a biomarker for use as an endpoint in a
clinical trial. Since then, these methods have been used to validate
several imaging biomarkers for study-specific use as primary and sec-
ondary endpoints by providing statistically and clinically rigorous
study designs to sufficiently demonstrate that these biomarkers are
reliably acquired and analyzed and that there is reasonably good
prediction of a clinically accepted outcome. To conduct a systematic concept review of the factors affecting the
association between hypothetical and real-world decision-making. Methods Results We assess VA every 6 months for 3 years. To investigate a 60% re-
duction in the annual rate of degradation from 0.075 to 0.03 logmar Page 176 of 235 Trials 2017, 18(Suppl 1):200 Page 176 of 235 Results There was a significant increase in the number of criteria that were
fully met (M (SD) pre-2008 = 15.0 (1.0) vs. Post-2008 = 20.0 (2.7), F =
9.75, p = .008) and fully or partially met (M (SD) pre-2008 = 15.7 (1.2)
vs. Post-2008 = 20.2 (2.6), F = 8.50, p = .012). There was also a signifi-
cant reduction in the number of criteria that were not met or were
ambiguous (M (SD) pre-2008 = 11.3 (1.2) vs. Post-2008 = 6.8 (2.6), F =
8.50, p = .012). However, it should be noted that even with the im-
proved reporting many checklist items were still not being included
(e.g., adverse event reporting, representativeness of the sample,
blinding). We included all experimental and observational study types that
assessed rituximab for the treatment of NMO patients. We performed
a literature search using MEDLINE, EMBASE, Web of Science, and
Cochrane. Risk of bias was assessed for each study. The primary out-
come was time until relapse; other outcomes of interest included
?A3B2 show $132#?>Expanded Disability Status Scale (EDSS), patient
demographics, annualized relapse rate, NMO igg status, disease dur-
ation, number of relapses (before and after treatment), number and
timing of rituximab doses. The authors of each study were contacted
to obtain individual patient data. Where data were not forthcoming,
data was extracted electronically by digitising figures presented in
published papers. Conclusions
h
d This study is ongoing and these preliminary results are susceptible to
change. It is hoped that constructing a robust evidence based review
can lead to more efficient RCTs. Bayesian design RCT have been sug-
gested as a solution to small population trials, incorporating prior in-
formation on efficacy, can increase the possibilities for other RCT
designs i.e. Non- inferiority or adaptive designs that previously were
not feasible for a rare disease trial. Objectives To update the systematic review by Barnard et al. (2010) to identify
new methods to predict recruitment in clinical trials and determine
whether these new methods address the limitations of methods pre-
viously identified. Identify perceived barriers to implementing these
models in clinical trials. P473
The effect of the non-pharmacological extension of consort in
quality of reporting of behavioural weight loss RCTs
Simon Bacon1, Christina Kazazian1, Ariane Jacob2, Kim L. Lavoie2
1Concordia University & CIUSSS-NIM HSCMl; 2UQAM & CIUSSS-NIM
HSCM
Correspondence: Simon Bacon
Trials 2017, 18(Suppl 1):P473 The effect of the non-pharmacological extension of consort in
quality of reporting of behavioural weight loss RCTs
Simon Bacon1, Christina Kazazian1, Ariane Jacob2, Kim L. Lavoie2
1Concordia University & CIUSSS-NIM HSCMl; 2UQAM & CIUSSS-NIM
HSCM Background g
Trials of complex health services interventions often lack detailed
preparatory work explicating the mechanisms by which the interven-
tion is supposed to work. This lack of preparatory work contrasts
sharply with drug trials, which can be the culmination of many years
of preclinical work. The UK Medical Research Council provides guid-
ance that underscores this issue, and highlights the need for better
theory development and modeling to support, justify, and optimize
trials of complex interventions. We propose that this requires an under-
standing of when ‘hypothetical’ Elements (e.g. Using healthy partici-
pants instead of patients; piloting interventions on physicians outside
their clinical practice) can be used to predict ‘real-world’ Outcomes,
analogous to our extensive understanding of which animal models are Neuromyelitis optica (NMO) is a rare, autoimmune disease of the cen-
tral nervous system that affects approximately 700 patients in the
United Kingdom. It is characterised by relapses of the optic nerves and
spinal cord. To reduce the severity and frequency of these attacks, pa-
tients are treated with immunosuppressants, including rituximab which
is a second line therapy for NMO. Rare diseases pose unique challenges
for clinical trials, including difficulties in recruiting sufficient numbers. Many studies are observational and prone to bias. In the absence of
high quality randomised controlled trials, the use of individual patient
data (IPD) meta-analysis to synthesise the results of existing studies
whilst accounting for confounders provides an opportunity to summar-
ise the available evidence to inform treatment decision making. Trials 2017, 18(Suppl 1):200 Page 177 of 235 Trials 2017, 18(Suppl 1):200 Page 177 of 235 Page 177 of 235 reporting of 15 RCTs that were published before (3 trials) and after (12
trials) the publication of the 2008 CONSORT NPT. Background Successfully recruiting the pre-specified number of patients to time
and target within clinical trials remains a difficult challenge that
negatively impacts all stakeholders in a clinical trial. Current methods
to monitor recruitment in practice appear limited to the usual com-
parison of the predicted and actual recruitment curves and the size
of discrepancy. In 2010 a systematic review of methods to predict re-
cruitment was conducted, which identified five classes of models
and their limitations. P474
Improving the planning and monitoring of recruitment to clinical
trials
1
2
3 Efstathia Gkioni1, Roser Rius2, Carrol Gamble3
1University of Liverpool, Polytechnic University of Catalonia, Paris
Descartes University; 2Polytechnic University of Catalonia; 3University
of Liverpool Efstathia Gkioni1, Roser Rius2, Carrol Gamble3
1University of Liverpool, Polytechnic University of Catalonia, Paris
Descartes University; 2Polytechnic University of Catalonia; 3University
of Liverpool Correspondence: Efstathia Gkioni
Trials 2017, 18(Suppl 1):P474 Methods The project will update the systematic review of Barnard et al. (2010). This update will include methods identified and published
from August 2008 until present. The Online Resource for Recruit-
ment Research in Clinical Trials database (ORRCA) will be used to
identify relevant literature. Newly identified methods
will be
assessed for eligibility. Methods will be assigned to existing
proposed classifications of
unconditional,
conditional,
Poisson,
Bayesian and Monte Carlo Simulation Markov Model with new clas-
sifications as appropriate. The assumptions made by each method
will be identified and compared between models. Levels of infor-
mation required to implement the models, will be considered and
applied to real examples of ongoing or recently completed clinical
trials. Conclusions This study showed that, although there seems to be some improve-
ment with the publication of the CONSORT NPT Statement, its effects
are still less than ideal. CONSORT should be more widely and
strongly endorsed, and enforced, in order to have complete and
understandable behavioural RCT reports. Background Increased quality of reporting of randomized controlled trials (RCTs)
has been associated with the publication of the main CONSORT
Statement. Over time there have been a number of extensions to the
CONSORT Statement, such as the Non-Pharmacological Trial [NPT] ex-
tension, yet we have little data on how these have changed the
reporting practices of investigators. p
Results Thirty-five studies involving 393 patients have been included. Of
these, 30 were case studies and the remaining 5 were only available
in abstract form, no RCT were identified. IPD for 186 patients were
extracted from papers. Variable quality of the data has been noted
with some papers not reporting key outcome information. All studies
were poor quality with no study adjusting for confounders. Authors
of selected studies have been contacted to share their data,re-
sponses have been positive, however no disclosure of data have
been made at this time. There were 131 (70%) women, 13 (7%) men
and 42 (23%) unknown participants, with a mean age of 37 years
and disease duration of 41 months. The most-frequently used rituxi-
mab regimen was two 1 g doses separated by 14 days in 37 cases
(28%).The average EDSS score before (after) treatment was 5.3 (4.3). The average number of relapses before (after) treatment was 5 (1). We will be using a Cox-(proportional hazards) regression model to
predict the time to relapse rate whilst adjusting for important
confounders. l
i Objective reporting of 15 RCTs that were published before (3 trials) and after (12
trials) the publication of the 2008 CONSORT NPT. reporting of 15 RCTs that were published before (3 trials) and after (12
trials) the publication of the 2008 CONSORT NPT. Results The aim of this paper is to review all available information to evalu-
ate the effectiveness of rituximab in NMO. Methods Methods We distributed the INVEST survey during the two-day International
Clinical Trials Methodology Conference in November 2015, and pro-
vided access to an online version for one month following the con-
ference. All respondents were asked to indicate their views on use of
evidence synthesis in trial design and analysis and to rank what they
considered to be the three greatest barriers to such use. Respon-
dents who indicated that they had been involved in trial design and/
or analysis were asked additional questions about whether and how
they have used evidence synthesis in practice. Among these respon-
dents we contrasted their views on whether evidence synthesis
methods should be used versus actual use. Expected results The results of this systematic review will explore the advances in
methodology to predict recruitment in clinical trials. It will highlight
limitations of existing methods and barriers to implementation
highlighting direction for further developments. In this way we can
provide more reliable predictions of recruitment based on each dif-
ferent trials recruitment needs. The benefits of more accurate predic-
tions will be the reduction of the deviation between observed and
expected recruitment curves. The aim of this paper was to assess the change in quality of report-
ing of RCTs for behavioural weight loss programs using CBT with the
2008 publication of the CONSORT NPT extension. Methods A systematic review was conducted to identify randomised controlled
trials that assessed the efficacy of cognitive behavioural therapy-based
weight loss interventions on eating behaviour or psychological vari-
ables. The Downs and Black checklist was used to score the quality of Page 178 of 235 Trials 2017, 18(Suppl 1):200 Page 178 of 235 P475
Graphical display techniques for subgroup analysis
Yi-Da Chiu1, Franz Koenig2, Martin Posch2, Thomas Jaki1
1Medical and pharmaceutical statistics research unit, department of
Mathematics and Statistics, Lancaster University; 2Center for Medical
Statistics, Informatics, and Intelligent Systems, Medical University of
Vienna
Correspondence: Yi-Da Chiu
Trials 2017, 18(Suppl 1):P475 Venous thromboembolism and cancer trials evidence synthesis:
dealing with both complex knowledge and unexplained
heterogeneity Martin Adamcik
Assumption University of Thailand
Trials 2017, 18(Suppl 1):P476 Investigatin g the use of evidence synthesis in the design and
analysis of clinical trials
1
2
3
3 Gemma Clayton1, Isabelle Smith2, Hayley E. Jones3, Julian P. T. Higgins3,
Benjamin Thorpe2, Duncan Wilson2, Robert Cicero2, Kusal Lokuge4,
Julia Forman5, Borislava Mihaylova4 Gemma Clayton1, Isabelle Smith2, Hayley E. Jones3, Julian P. T. Higgins3,
Benjamin Thorpe2, Duncan Wilson2, Robert Cicero2, Kusal Lokuge4,
Julia Forman5, Borislava Mihaylova4
1
2 1University of Bristol; 2Clinical Trials Research Unit, University of Leeds;
3School of Social and Community Medicine, University of Bristol;
4Health Economics Research Centre, Nuffield Department of Population
Health, University of Oxford; 5Cambridge Clinical Trials Unit, University
of Cambridge Correspondence: Gemma Clayton
Trials 2017, 18(Suppl 1):P477 Evidence Synthesis Fixed-effect meta-analysis is a powerful instrument for combining
related studies but such a combination is considered flawed if studies
use different methods or investigate different populations. If differences
are merely statistically detected then techniques of random-effects
meta-analysis are employed to combine them. On the other hand,
complex knowledge is difficult to interpret and although Bayesian
methods are currently being developed they are unable to deal with
complex knowledge when heterogeneity is statistically detected. Background
h
d When designing and analysing clinical trials, using previous relevant
information, perhaps in the form of evidence syntheses, can reduce
research waste. We conducted the INVEST (investigating the use of
Evidence Synthesis in the design and analysis of clinical Trials) survey
to summarise current evidence synthesis use in trial design and ana-
lysis, to capture the opinions of trialists and methodologists on such
use, and to identify any barriers. Results Of approximately 638 people attending the conference, 106 (17%)
completed the survey, half of which were statisticians. Support was
generally high for using a description of previous evidence, a sys-
tematic review or a meta-analysis when designing a trial. Fewer
participants indicated support for use of network meta-analyses,
decision models and value of information analyses. Only about 5%
felt that external evidence should not be used in the analysis of a
trial, with an additional 20% being unsure. Among respondents in-
volved in trial design and/or analysis, fewer indicated that they had
used evidence syntheses to inform design or analysis during the
last 10 years than indicated that these methods should be used. For example, only 6% (5/81) had used a Value of Information ana-
lysis to inform sample size calculations, compared with 22% (18/81)
feeling that this was desirable. The greatest perceived barrier to
using evidence synthesis methods in trial design or analysis was
time constraints, followed by a belief the new trial was the first in
the area. Venous Thromboembolism and Cancer According to a large meta-analysis from 2008, around 10% of pa-
tients having acute unprovoked venous thromboembolism are ex-
pected to be diagnosed with cancer within a year. Nevertheless,
several recent clinical studies indicate a lower incidence of diagnosis
of cancer in such patients and also a lower sensitivity of extensive
screening for cancer than the large meta-analysis suggests. Despite
similarities, heterogeneity was statistically detected between those
studies. The variability in screening designs requires a method that
can deal with complex knowledge to combine them. Results P475
Graphical display techniques for subgroup analysis
Yi-Da Chiu1, Franz Koenig2, Martin Posch2, Thomas Jaki1
1Medical and pharmaceutical statistics research unit, department of
Mathematics and Statistics, Lancaster University; 2Center for Medical
Statistics, Informatics, and Intelligent Systems, Medical University of
Vienna
Correspondence: Yi-Da Chiu
Trials 2017, 18(Suppl 1):P475 Our meta-analytical findings indicate the following: The incidence of
diagnosis of cancer in patients with unprovoked venous thrombo-
embolism is somewhere between 6.97% and 9.79%. Routine evalu-
ation detects between 36.59% and 49.61% of those cancers while
the combination of routine and extensive screening methods detects
between 74.99% and 83.25% of those cancers. Therefore, the inci-
dence of cancer diagnosis is still relatively high and the combined
screening is superior to routine evaluation in detecting such an oc-
cult cancer. Subgroup analysis has received extensive attention in recent clinical
research for the development of stratified medicine. This tendency
reflects the advance of genetic testing and the potential exploitation of
heterogeneity in subgroups. It also emphasises the identification of
medical interventions to suitable subpopulations (as defined by bio-
markers) for efficacy and against the others for safety. Graphical ap-
proaches are routinely employed in subgroup analysis, typically for
describing effect sizes of subgroups. Such visualisation encapsulates
subgroup information and greatly boosts the clinical decision-making
process. However, existing approaches still have inherent drawbacks
and their use may lead to misinterpretations to subgroup effect sizes. For instance, forest plots provide no insight on the overlap of different
subgroups; additionally, whether or not a subgroup’s confidence inter-
val crosses the no-effect point does not necessarily imply a lack of ef-
fect or contribute an effect to the subgroup. It is therefore crucial to
correctly depict the effect sizes and information, particularly in order to
prevent overstating effects. To develop an optimal visualization ap-
proach, we assessed graphical approaches for subgroup analysis under
a synthetic dataset. Several techniques (such as level plots, barcharts,
Venn diagrams, tree plots, forest plots and matrix plots) were applied
to exhibit certain subgroup information. Some have been further im-
proved by mitigating their original demerits. In final, we summarise the
general strengths and failings of the graphical approaches and outline
potential visualisation techniques. Conclusions By presenting these top priorities we will have the foundations of a
global health trials methodological research agenda which we hope
will instigate further methodology research in specific areas in order
to increase and improve trials in LMICs. Development of the rob 2.0 tool has led to supplementary guid-
ance aimed at clinical trialists. The work around performance bias
presented here is part of the wider initiative to cover all biases
that might arise in clinical trials. This initiative recognises that
clinical trials and evidence synthesis are part of the same continuum of
effectiveness research and aims to ensure that method development in Performance bias in trials that cannot blind participants and
healthcare providers to assigned interventions: implications for
trial conduct Roy Elbers, Jelena Savovic, Natalie Blencowe, Julian P. T. Higgins,
Jonathan A. C. Sterne
University of Bristol
Correspondence: Roy Elbers
Trials 2017, 18(Suppl 1):P478 What might a global health trials methodology research agenda
look like? Anna Rosala-Hallas1, Paula R. Williamson2, on behalf of The Global
Health Trials Methodology Research Agenda Steering Committee
1Clinical Trials Research Centre, University of Liverpool; 2North West
Hub for Trials Research Methodology, Clinical Trials Research Centre,
University of Liverpool [1] Tudur Smith C, Hickey H, Clarke M, Blazeby J, Williamson PR. The Trials
Methodological Research Agenda: Results from a priority setting exercise.
Trials 2014; 15:32 doi:10.1186/1745-6215-15-32. Results A list of the top priorities for trials methodology research in LMICs
countries will be presented. Common priorities to those in high in-
come countries will also be noted. Background Successful blinding of participants, healthcare providers and trial
personnel prevents knowledge of assignment from influencing ad-
herence to intended interventions. However, blinding in nonphar-
macological trials is difficult, and these trials are often considered
to be at high risk of performance bias. The revised Cochrane risk of
bias tool for randomized trials (rob 2.0) differentiates between the
effect of assignment to intervention and the effect of starting and
adhering to intervention. The former is the effect of interest in an
intention-to-treat analysis and the latter is the effect of interest in a
per-protocol analysis. Issues of blinding, implementation and adher-
ence to intended interventions differ importantly between these
two effects. Correspondence: Anna Rosala-Hallas
Trials 2017, 18(Suppl 1):P479 Correspondence: Anna Rosala-Hallas
Trials 2017, 18(Suppl 1):P479 Conclusion
Th
INVEST A new method for meta-analysis that deals with both complex know-
ledge and unexplained heterogeneity was developed. The method is
thus applicable to synthesise a wide range of related medical trials in
different fields. The method uses propositional probabilistic logic to
represent complex findings and merges them using an operator that
was shown to be appropriate in the presented setting by an argu-
ment related to the maximum entropy principle. The INVEST survey indicates that, generally, trial teams are using
evidence synthesis in trial design and analysis less than they think is
desirable. Since evidence syntheses can be resource-intensive, we ad-
vocate additional research and training on ways to undertake them
efficiently. Investment in adequate resources and training at this
stage could lead to cost savings in the long term. Trials 2017, 18(Suppl 1):200 Page 179 of 235 one area is maximally integrated with applications in the other area to
ensure optimal trial conduct and reporting. one area is maximally integrated with applications in the other area to
ensure optimal trial conduct and reporting. P478
Performance bias in trials that cannot blind participants and
healthcare providers to assigned interventions: implications for
trial conduct
Roy Elbers, Jelena Savovic, Natalie Blencowe, Julian P. T. Higgins,
Jonathan A. C. Sterne
University of Bristol
Correspondence: Roy Elbers
Trials 2017, 18(Suppl 1):P478 Aim To identify priorities for methodological research to assist the design,
conduct, analysis and reporting of clinical trials in low and middle in-
come countries (LMICs). To identify priorities for methodological research to assist the design,
conduct, analysis and reporting of clinical trials in low and middle in-
come countries (LMICs). Background g
Research into methods used to design, conduct, analyse and report
clinical trials is essential to ensure that clinical decisions made are de-
rived from robust and reliable evidence. In a previous study [1] the key
stakeholder group of Directors of UK Clinical Research Centre (UKCRC)
registered clinical trials units (CTUS) identified the most important
methodology research topics. However, it cannot be assumed that
these research priorities reflect those in LMICs. There is a need for re-
search to come from LMICs countries and it has been stated, in the
2013 World Health Report, that LMICs must become the generators
and not the recipients of research data in order for improvements in
public health outcomes in these most undeserved regions of the world. In order for any progress to be made in LMICs there is a critical need
for this research. This is to ensure that particular methodological issues
are identified and communicated to health care workers in these re-
gions so that they might optimise future designs for trials. Methods Objective To provide guidelines for trialists to reduce bias due to deviations
from intended interventions in nonpharmacological trials in the con-
text of an intention-to-treat analysis. Methods Within the development of the rob 2.0 tool, one working group
was tasked with the development of signalling questions, criteria
for reaching a judgment and full guidance on the domain ‘bias
due to deviation from intended interventions’. The new tool pro-
vides a more nuanced judgement of performance bias in non-
pharmacological trials. In trials that aim to assess the effect of
assignment to intervention, deviations from intended interven-
tions that reflect usual care do not lead to bias. In the current pro-
ject we extended the insights acquired during development of
the rob 2.0 tool to propose guidelines for clinical trialists. These
guidelines aim to inform trial conduct from planning through to
reporting, with the aim of minimizing performance bias in non-
pharmacological trials. An online survey will be conducted November 2016 to March 2017
with members of the Global Health Network, globalsurg, The Clinical
Research Initiative, Cochrane, Evidence Aid and other clinical trials re-
searchers with LMIC experience. The first round will be an online sur-
vey in relation to the design, conduct, analysis, reporting and
interpretation of a trial. Participants will be asked to list up to three
topics they feel are important priorities for trials methodology re-
search. Topics identified will be independently reviewed and cate-
gorised by two members of the research team and split into two
separate lists for the second round. The primary list will consist of
topics identified by more than one respondent and the second list
will consist of topics identified by a single individual. In the second
round the participants will rank the topics in order to identify prior-
ities within both the primary and secondary lists. p
Results The guidance includes three components. First, interventions
should be clearly articulated in the protocol, including any plans
to stop or modify interventions in response to clinical events. In
particular, trialists should define in advance any co-interventions
that would be administered as part of usual care. Second, during
the trial, all deviations from the protocol interventions that do not
reflect usual care should be monitored and recorded. These
deviations from the intended interventions might include co-
interventions, contamination, switches to other interventions,
non-adherence, or failure to implement some or all of the inter-
vention. The important consideration is that these deviations
occur because of the trial context rather than as a reflection of
routine care. Third, the departures identified should be reported
fully and clearly to facilitate risk of bias judgements by trialists
themselves, peer reviewers and systematic review authors. C
l
i P480
Implementation in dental trials: an exploration of trial
meta-processes The protocol revision requiring reconsent and addition of new case
report forms (CRFs) was distributed to the sites on 10/1/2016. Local
institutional review board (IRB) review was required as this study was
initially reviewed by such prior to formation of the CIRB. A CRO was
hired and trained on the SWOG SDMC systems in September 2016 to
facilitate onsite monitoring of nearly 100 physical sites beginning in
November 2016. Data are to be complete and every data point veri-
fied by the CRO by February 2017 in preparation of a final data trans-
fer in March 2017 to the pharmaceutical company. p
Paul Brocklehurst, Beth Hall
Bangor University
Correspondence: Paul Brocklehurst
Trials 2017, 18(Suppl 1):P480 As highlighted by a recent report for the National Institute for Health
Research's Health Services and Delivery Research funding stream,
bridging the implementation gap is increasingly being recognised as
an intransigent challenge for complex interventions in health services
research. Patient and Public Involvement (PPI), process evaluation
and the use of theoretical frameworks have all been highlighted as
being important ‘meta-processes’ in trial conduct and design to re-
duce research waste and improve implementation of trial evidence. In addition, early consideration of an interventions pathway to
impact has been advocated. The aim of this exploratory study was to
examine the Cochrane Database of Trials over the last six years to
determine the level of utilisation of PPI, process evaluation and
theoretical frameworks alongside dental trials, whilst concurrently ex-
ploring whether the pathway to impact and implementation was be-
ing considered. An overview of all systems used during the conduct of this trial
highlighted challenges including implementation of an online EDC
system and subsequent capabilities for amending data online. Required updates in adverse event reporting (CTCAE 3.0 to 4.0) over
the tenure of this trial also complicated the monitoring efforts. Drug
company and CRO staff education of both legacy and current
systems was necessary in order to evaluate and query all data for
regulatory submission. The membership structure and alignment of participating sites chan-
ged as the NCTN and NCORP networks replaced the cooperative
group structure in 2014. With the configuration of the network mem-
bership shifting, it is vital to identify updated site contacts, as well as
track and communicate with the cross-network membership. Sites
have experienced staff turnover and some no longer participate in
cooperative group research. Lessons learned
A hi
bl
l Achievable goals, concise training, communications, and sufficient
timelines are critical to prepare sites and monitors for extensive data
verification. The SDMC staff has evaluated over 4500 inquiries gener-
ated by the company after initial review of clinical data, posting and
resolving the relevant queries to sites (only 1350/3600 remain out-
standing) while reviewing incoming data generated by additional
CRFs and other site-initiated questions. Sufficient staffing and dy-
namic data management systems are vital. The clinical data management system (CDMS), Medidata Rave®, pro-
vided by the NCI will benefit future endeavors similar in nature, both
in communication and monitoring efforts. We will continue to iden-
tify additional challenges and lessons learned as well as strive to
compare potential key outcomes based on standard data collection
and review compared to the intense retrospective review. 582 of 932,577 records had the term ‘dental’, ‘oral’ and ‘trials’ in the
Title, Abstract or Keyword. 56 studies related to psycho-social inter-
ventions or had psycho-social pathways to implementation. The pro-
portion of trials that reported PPI, process evaluation, theoretical
framework or mentioned implementation 0%, 21.7%, 43.5% and
4.3% respectively, whilst the proportion of protocols was higher
(46.7%, 60.0%, 73.3% and 6.7%). P483
Design and coordination of the DECAAF II randomized internatio
trial
Richard Holubkov, Tom Greene, Leonie Morrison-de Boer,
Russell Telford, Tyler Bardsley, Molly McFadden, Alicia Peterson,
Christina Pacchia, Jeffrey Yearley, Ashley Snyder
University of Utah
Correspondence: Richard Holubkov
Trials 2017, 18(Suppl 1):P483 The use of ‘meta-processes, in trial design and conduct has im-
proved, although considerations about pathway to impact and the
implementation of the research evidence, once generated, appears
to remain poor. P480
Implementation in dental trials: an exploration of trial
meta-processes The Cochrane Database of Trials was searched for reports on Rando-
mised Controlled trials (RCTs) and protocols of RCTs over a five year
period (2010–2016). As the aim of this exploratory study was to get a
‘snap-shot’ of current activity, other subscription databases, open
access databases and the grey literature were not searched. Any den-
tal intervention that would have utilised psycho-social mechanisms
explicitly or implicitly was included, whilst any intervention that
acted through a pharmacological mechanism was excluded. Included
studies were assessed to determine whether they reported on any of
the ‘meta-processes’ detailed above. Titles and abstracts identified by
the electronic search were downloaded to a reference management
database and duplicates were removed. Reference Trials 2017, 18(Suppl 1):200 Page 180 of 235 P480
Implementation in dental trials: an exploration of trial
meta-processes
Paul Brocklehurst, Beth Hall
Bangor University
Correspondence: Paul Brocklehurst
Trials 2017, 18(Suppl 1):P480 P485 By the
end of this period, participating physicians are encouraged to dis-
continue patients from treatment with anti-arrhythmic medica-
tions, whose use is considered a confounding factor for primary
outcome assessment. According to ICH GCP guidelines, investigators and research staff
with delegated trial-related duties should be “Qualified by education,
training, and experience” (ICH E6 GCP, 1996) to maintain integrity
and quality in clinical trials. Training documentation is essential to
demonstrate compliance of the investigator and research staff of
these guidelines. Nonetheless, many researchers and sponsors, in
particular in multicenter trials, find it difficult to adequately and ac-
curately document the staff training requirements. When multicenter
trials are conducted within a network, it is important to develop a
sustainable level of standardization in training requirements across
sites and studies that demonstrate the competency of the individuals
being trained. g
The Training Documentation Form (TDF) is a comprehensive docu-
ment that tracks all training requirements for each study staff mem-
ber correlated to their study role(s). The TDF clearly defines the
training expectations and requirements from various stakeholders
(e.g., the Sponsor, Institutional Review Board) as they relate to the re-
sponsibilities for each study role, and consistent with the Study Train-
ing Plan (STP) and Site Delegation of Responsibilities Log. When
completed, the TDF demonstrates that staff members are qualified
and fully trained for their study role(s) prior to performing delegated
study activities. The TDF developed for the National Drug Abuse
Treatment Clinical Trials Network (NIDA-CTN) by the Clinical Coordin-
ating Center at The Emmes Corporation is a user-friendly modifiable
electronic document that includes these basic elements critical to a
TDF. It captures each staff member’s name, research site, and dele-
gated study role(s). The TDF lists all training outlined in the STP and
maps the minimal required training and certification prescribed per
study role in a grid, based on the staff’s assigned role (e.g., study
physician,) and assigned tasks (e.g., prescribe medication, data entry)
for the study. The TDF efficiently organizes the training curriculum in
accordance with the investigative team’s predetermined decisions as
to the various roles and associated training requirements. It includes
both general training (e.g., Human Subjects Protection) and protocol-
specific training requirements (e.g., administration of investigational
product, conduct of study assessments). P485 compared to previous trials, which employed conventional recur-
rence assessment methods such as standard ECGs that are adminis-
tered much less frequently. However, adherence to this self-
administered approach must be aggressively monitored. While the
smartphone-based application generates regular reminders, the
Coordinating Center must be aware of centers that have substand-
ard patient compliance. The primary recurrence outcome will in-
corporate all available testing performed on the patient, including
standard of care ECGs and Holter monitors, to eliminate depend-
ence on full compliance with daily self-assessment. compared to previous trials, which employed conventional recur-
rence assessment methods such as standard ECGs that are adminis-
tered much less frequently. However, adherence to this self-
administered approach must be aggressively monitored. While the
smartphone-based application generates regular reminders, the
Coordinating Center must be aware of centers that have substand-
ard patient compliance. The primary recurrence outcome will in-
corporate all available testing performed on the patient, including
standard of care ECGs and Holter monitors, to eliminate depend-
ence on full compliance with daily self-assessment. P485
The training documentation form – Going beyond the basics for
the national institute on drug abuse (NIDA) national drug abuse
treatment clinical trials network (CTN)
Tracee Williams, Radhika Kondapaka, Dikla Shmueli-Blumberg,
Matthew Wright, Dagmar Salazar, Kayla Williams, Julia Collins, Eve Jelstrom,
Robert Lindblad
National Drug Abuse Treatment Clinical Trials Network for the NIDA
CCTN
Correspondence: Tracee Williams The training documentation form – Going beyond the basics for
the national institute on drug abuse (NIDA) national drug abuse
treatment clinical trials network (CTN) The training documentation form – Going beyond the basics for
the national institute on drug abuse (NIDA) national drug abuse
treatment clinical trials network (CTN) Tracee Williams, Radhika Kondapaka, Dikla Shmueli-Blumberg,
Matthew Wright, Dagmar Salazar, Kayla Williams, Julia Collins, Eve Jelstrom,
Robert Lindblad Correspondence: Tracee Williams
Trials 2017, 18(Suppl 1):P485 Third, the trial design includes a 90-day post-intervention “blank-
ing period” That allows atrial tissue targeted during the ablation
procedure to respond to treatment and heal. Therefore, the suc-
cess of the procedure is more appropriately assessed excluding
any arrhythmias observed during this period. In the primary
analysis, “time zero” for counting arrhythmia recurrence events
therefore begins at 90 days after initial intervention (any repeat
ablations after this time will also count as primary outcomes). This “blanking period” is potentially advantageous for training pa-
tients in the habitual daily use of the monitoring device. P485 The TDF also captures the
dates that staff completed each required training task and the final
date of overall training completion, the latter of which is docu-
mented on the Site Delegation of Responsibilities Log to serve as the
staff’s starting date on the study. When all required training has been
completed, the TDF is signed by the staff member and endorsed by
both the site’s Principal Investigator and the research center’s train-
ing representative, who collectively confirm that staff members are
ready to begin study responsibilities. Assuming that MRI-guided ablation reduces relative risk of atrial
arrhythmia recurrence by 25%, DECAAF II must observe 517
events in the two equally sized treatment arms to yield 90%
power for a logrank test to detect a treatment effect with re-
spect to recurrence time. With enrolled patients followed up to
18 months after index procedure, various realistic event rate
scenarios indicate that from 750 to 1100 (best estimate: 900)
patients will need to be recruited. The first patient was random-
ized in July 2016. We will present details of the DECAAF II study design and implemen-
tation, and issues encountered in the initial rollout of the trial at
vanguard study centers. P481 P481
Retrospective preparation of trial results for regulatory
submission: challenges and lessons learned
Cathryn Rankin, Rachael Sexton, Evonne Lackey, Sarah Basse,
Antje Hoering, Michael LeBlanc
SWOG Statistics and Data Management Center
Correspondence: Cathryn Rankin
Trials 2017, 18(Suppl 1):P481 The Efficacy of Delayed-Enhanced MRI-Guided Fibrosis Ablation vs. Conventional Catheter Ablation of Atrial Fibrillation (DECAAF) II trial is
evaluating catheter-based ablation, guided by 3-dimensional MRI
highlighting areas of fibrosis, as treatment for atrial arrhythmia. The ob-
servational DECAAF I cohort study found an association of atrial fibrosis
burden with arrhythmia recurrence. Therefore, DECAAF II is comparing
ablation specifically targeting visualized fibrosis to standard-of-care
ablation performed without MRI guidance, among atrial arrhythmia
patients undergoing first-time ablation. Upon release of primary results from a positive SWOG-coordinated
Phase III myeloma trial, a pharmaceutical company supplying study
drug plans to retrospectively use the results in a regulatory filing
exactly two years after presentation of results. The trial accrued 525
patients from 2008 to 2012 with patients being followed for six
years after randomization. After an initial meeting between the
SWOG Statistical and Data Management Center (SDMC) and the
company in May 2016, the company outlined an aggressive plan to
reconsent all living patients in order to extend follow-up, capture
additional data and initiate site monitoring including 100% source
data verification (SDV) for all registered patients. All patient data as
of December 2016 needs to be complete, query-free and verified
by March 2017 in order meet the timeline for submission to the
FDA in December 2017. Design and execution of DECAAF II are complex for several reasons. First, before a clinically eligible patient can be randomized, the baseline
3-dimensional MRI must be obtained, confirmed to be of adequate
quality for study use, and processed by a central core laboratory, all
with rapid turnaround to have these images available during interven-
tion for patients assigned to the MRI-guided strategy. The core labora-
tory also determines extent of coronary fibrosis, a stratification factor
for trial randomization. Second, the primary outcome of (time to) atrial
fibrillation recurrence is mainly determined by a smartphone-based ap-
plication that enrolled patients must implement daily. This technology
is expected to increase statistical power to detect a treatment effect Page 181 of 235 Trials 2017, 18(Suppl 1):200 Trials 2017, 18(Suppl 1):200 Implementation of CTMS functionality for remote monitoring of
informed consents informed consents
Catherine Dillon
Medical University of South Carolina
Trials 2017, 18(Suppl 1):P484 Informed consent is a high-risk activity that should be monitored. The FDA’s ‘Oversight of Clinical Investigations- A Risk-Based Approach
to Monitoring’ encourages alternative approaches to traditional mon-
itoring procedures to improve sponsor oversight of human subject
protection. It specifically permits the use of internet portals where
sites can upload signed consent (IC) forms or other records for re-
mote verification by designated monitors. Functionality was inte-
grated into the Clinical Trial Management System (CTMS) for DEFUSE
3, a NINDS-funded Stroke Trial Network study, to facilitate remote
monitoring of informed consents. This presentation will explore the
implementation strategy utilized which links IC submissions directly
to the subject ID and ecrf submission, while storing Protected Health
Information (PHI) on a separate server. This strategy allows for IC sub-
missions to be processed in a similar way as other clinical trial data,
while allowing access to PHI only to designated remote monitors. While the potential benefits of this technique include reducing costs,
increasing efficiency, and early detention of errors, serious privacy
and confidentiality issues had to be addressed. Implementation strat-
egy, advantages, challenges, lessons learned from the Defuse 3 Trial,
and other applications of this monitoring strategy will be discussed. The NIDA CTN has implemented this standardized TDF on seven
studies since 2013, aiding in setting up expectations for training
documentation across studies while minimizing the difficulty of pre-
paring and tracking the training completed by research staff. The
TDF has been welcomed by the quality assurance monitors and the
research management teams and has lead to more efficient study
start up as well as provided a valuable tool for documentation of re-
search staff competency in delegated study activities. CTN Contract # HHSN271201500065C Trials 2017, 18(Suppl 1):200 Page 182 of 235 P486
Good order is the foundation of all things: a strong project
management structure underpins successful research at Keele CTU
Sarah Lawton, Kris Clarkson, Ruth Beardmore, Irena Zweirska,
Martyn Lewis, Nadine E. Foster
Keele Clinical Trials Unit
Correspondence: Sarah Lawton
Trials 2017, 18(Suppl 1):P486 P486
Good order is the foundation of all things: a strong project
management structure underpins successful research at Keele CTU
Sarah Lawton, Kris Clarkson, Ruth Beardmore, Irena Zweirska,
Martyn Lewis, Nadine E. Background 97% of Keele University’s research was deemed to be world-leading,
or of international importance in the REF 2014 and Keele CTU, ?A3B2
show $132#?>providing support for the design, delivery, analysis,
reporting and dissemination of applied clinical research is contribut-
ing to this success. Specialist expertise in the areas of trial design,
intervention development, biostatistic approaches, and regulatory
?A3B2 show $132#?>coordination have been developed and de-
ployed. This expertise requires a strong project management struc-
ture to conduct and deliver clinical research to the highest quality
standards. Evaluating the effectiveness of remote versus on-site initiation
visits: an embedded randomised controlled feasibility cluster trial
within the SWIFFT trial
1
2
2
2 within the SWIFFT trial
Caroline Fairhurst1, Laura Jefferson2, Stephen Brealey2, Liz Cook2,
Garry Tew3, Catherine Hewitt2, Ada Keding2, Izzy Coleman2,
Matt Northgraves2, Amar Rangan4
1University of York; 2York Trials Unit, University of York; 3Department of
Sport, Exercise and Rehabilitation, Northumbria University; 4South Tees
Hospitals NHS Foundation Trust, The James Cook University Hospital
Correspondence: Caroline Fairhurst
Trials 2017, 18(Suppl 1):P488 g
Results Employing this project management structure results in a transparent
and auditable flow of information and processes within Keele CTU. Dedicated project management forges strong communication links
within research teams and with collaborators and participants. Over
25 projects are presented at Clinical Studies Think Tank meetings per
year and Keele CTU is currently supporting a portfolio of over 40 re-
search projects, each managed efficiently and effectively within the
resources available to secure the delivery of projects to time and
target. The main analyses used intention to treat. Site-level, time to event
outcomes were compared between the trial arms using Cox propor-
tional hazards regression, and recruitment outcomes were analysed
via Mann-Whitney U tests. Return of questionnaires and time to re-
turn were analysed at the participant-level using logistic and Cox re-
gression as appropriate accounting for clustering by site using robust
standard errors (logistic) or a shared frailty (Cox). Methods A structural flow beginning at project conception through to suc-
cessful dissemination of results for each CTU supported research
project is employed. From conceptualisation, early research ideas
are presented and discussed at a Clinical Studies Think Tank,
attended by specialist and generalist clinicians as well as methodol-
ogists, resulting in research design improvements. Prior to grant ap-
plication, projects seeking CTU collaboration are considered against
CTU adoption criteria including; strategic fit, sponsorship, expertise,
capacity and funding. Next follows project feasibility and visualisa-
tion of project operationalisation, then review by a team of re-
search partners that includes the NIHR Clinical Research Network,
before moving into the business of a CTU Operations Group. From
here, projects are allocated to CTU Trials Managers and by employ-
ing the skills from a variety of integrated working groups, the re-
search is delivered. Working groups, such as the Health Informatics
and Standard Documents working groups, provide invaluable sup-
port for project delivery. Within each working group, innovative
and effective methodologies are developed, that include techno-
logical advances and standardised resources. This process is under-
pinned by a Quality Management System (QMS) implemented from
the Quality Assurance office, ensuring consistency and adherence
to regulatory obligations. Background Delays in site set-up are a common problem in multi-centre rando-
mised controlled trials. The frequency and format of contact with po-
tential sites could play a role in reducing delays. Preliminary contact,
prior to sites submitting for R&D approval, may involve liaising with
healthcare professionals at the site to discuss the trial rationale and
design, responding to queries, finalising local arrangements, and
obtaining agreement to participate in the study. Such contact can be
conducted as face-to-face, on-site meetings, or remotely via email,
web or telephone correspondence. We sought to compare the effect-
iveness of remote versus face-to-face initiation, followed by a final
on-site set-up meeting, on recruitment to the SWIFFT trial, and to in-
form the feasibility of undertaking such a comparison across other
trials. Implementation of CTMS functionality for remote monitoring of
informed consents Foster
Keele Clinical Trials Unit
Correspondence: Sarah Lawton
Trials 2017, 18(Suppl 1):P486 Going green whilst maximising questionnaire response
rates - Does size matter? Tracey Davidson, John Norrie, Alison McDonald, Gramem MacLennan,
Mohamed Abdel-Fattah
University of Aberdeen
Correspondence: Tracey Davidson
Trials 2017, 18(Suppl 1):P487 Sarah Lawton, Kris Clarkson, Ruth B
Martyn Lewis, Nadine E. Foster
Keele Clinical Trials Unit
Correspondence: Sarah Lawton
Trials 2017, 18(Suppl 1):P486 g
Conclusions
l g
Conclusions trials.
Methods This cluster randomised, feasibility trial was a study within a trial
(SWAT) embedded within the SWIFFT surgical trial. The primary outcome was the number of patients recruited per site. Secondary outcomes included: time to (i) submission of R&D applica-
tion, (ii) receipt of R&D approval, (iii) final on-site set-up meeting prior
to starting recruitment, and (iv) first randomised participant; number of
patients screened; the proportion of hospital forms and participant
questionnaires returned; and the time to return these forms. No formal power calculation was conducted, as the sample size was
restricted by the number of sites approach to take part in the host
trial. All sites were randomised (except the site of the Chief Investiga-
tor), and blinded to their involvement. Allocation was 1:1 via mini-
misation balancing on (i) whether the Principal Investigator had
previous experience of working on a multi-centre surgical RCT, (ii)
whether the site had a research nurse in place, and (iii) the size of
catchment area (< vs > 500,000). Introduction This abstract is not included here as it has already been published. Keele Clinical Trials Unit (CTU) is a UKCRC registered CTU based
within the Faculty of Medicine and Health Sciences at Keele Univer-
sity. It specialises in the development and delivery of both feasibility
and definitive multicentre clinical trials, an increasing portfolio of
Clinical Trials of Investigational Medicinal Products (CTIMPs) and epi-
demiological studies, in primary care and at the primary-secondary
care interface. An effective project management structure is essential
for the delivery of high quality research. Results Keele CTU is increasing its portfolio of research projects whilst making
strides with innovative and effective methodologies. This all needs to
be carried out within a robust and supportive QMS to ensure successful
project delivery. Good order is key to the foundations of any project. Our strong project management structure has allowed us to work col-
laboratively, integrating all specialties and expertise required, transpar-
ently, in order to achieve the successful delivery of research. Thirty-seven sites were included (20 face-to-face and 17 remote), of
which 33 (89%) opened to recruitment. The median number of par-
ticipants recruited from sites allocated to receive on-site initiation
was higher than from those allocated to remote initiation (10 (inter-
quartile range 1.5 – 17) vs 6 (5 – 23)), though this difference was not
statistically significant (p = 0.79). No statistically significant differences Trials 2017, 18(Suppl 1):200 Page 183 of 235 Page 183 of 235 were observed in any of the secondary outcomes. There were four
crossovers: 3 on-site to remote, and 1 remote to on-site. Conclusion Challenges faced during implementation of a surgical clinical trial
Julie Crof, Neil Corrigan, Vicky Liversedge
University of Leeds
Correspondence: Julie Croft
Trials 2017, 18(Suppl 1):P490 In this feasibility trial, we found no evidence that face-to-face prelimin-
ary initiation of sites recruited to take part in a multi-centre RCT is more
effective than remote contact on reducing set-up time, or improving
recruitment or data collection. The cost of the two approaches will be
explored. Safari is a UK multi-site, parallel-group, randomised controlled,
unblinded surgical trial investigating the use of the FENIX MSA
(magnetic sphincter augmentation) device, as compared to the
current standard treatment of SNS (sacral nerve stimulation) for adult
faecal incontinence. Whilst the trial team were aware of the chal-
lenges and complexities associated with the design and implementa-
tion of surgical trials, a number of unanticipated issues arose during
the set-up of safari which severely impacted the trial timelines to the
point where funding of the trial was at risk. The issues experienced
were related to funding, associated training and supply of the new
FENIX device within the trial. Reducing attrition: the communication of retention and
withdrawal within patient information sheets
1
2
2 Anna Kearney1, Anna Rosala-Hallas2, Naomi Bacon2, Anne Daykin3,
Alison J. Heawood3, Athene Lane3, Jane Blazeby3, Mike Clarke4,
Paula R. Williamson1, Carrol Gamble1 Anna Kearney1, Anna Rosala-Hallas2, Naomi Bacon2, Anne Daykin3,
Alison J. Heawood3, Athene Lane3, Jane Blazeby3, Mike Clarke4,
Paula R. Williamson1, Carrol Gamble1 1North West Hub for Trials Methodology Research/University of
Liverpool; 2Clinical Trials Research Centre/University of Liverpool;
3conduct-II Hub for Trials Methodology Research/University of Bristol;
4Centre for Public Health, Queen’s University of Belfast The new intervention, FENIX, provided a cost saving compared to
SNS. For non-commercial research within the UK, treatment costs
should be met through the normal NHS commissioning process. SNS
is funded at a national level through NHS England as a specialised
treatment, therefore FENIX should have been funded in the same
manner. At the time of safari set-up, NHS England was a relatively
new entity. It transpired there was no formal route for approving
funding of FENIX other than the lengthy NHS England formal adop-
tion process which could take up to 2 years, with no guarantee of
success. Although a quicker alternative route was eventually identi-
fied and funding for FENIX confirmed, this caused significant delays
as sites were not willing to proceed with set-up until this confirm-
ation had been received. Correspondence: Anna Kearney
Trials 2017, 18(Suppl 1):P489 y
Conclusions Withdrawal and retention is poorly described within PIS and address-
ing this might positively impact levels of patient attrition, reducing
missing data. Consent information is unbalanced, focusing on pa-
tient’s rights to withdraw without accompanying information that
promotes robust consent and sustained participation. Future research
is needed to explore the whether the lack of retention information
given at consent is impacting on attrition and if so, how retention
can be described to patients to avoid concerns of coercion. Using graphical displays to monitor start-up and recruitment in
clinical trials Saams Joy, Robert Henderson, Nancy Prusakowski, El
Janet T. Holbrook
Johns Hopkins Bloomberg School of Public Health
Correspondence: Saams Joy
Trials 2017, 18(Suppl 1):P491 p
Aim To assess how withdrawal, retention and the value of outcome data
collection is described within Patient Information Sheets (PIS). Methods To assess how withdrawal, retention and the value of outcome data
collection is described within Patient Information Sheets (PIS). 50 adult or parent PIS from a cohort of 75 National Institute of Health
Research Health Technology Assessment (NIHR HTA) programme
funded trials that started between 2009–2012 were obtained from
protocols, websites or by contacting trialists. A checklist of PIS
content developed from UK Health Research Authority and ICH GCP
Guidelines was supplemented with retention specific questions. Corresponding trial protocols were obtained and evaluated to cross
reference trial specific procedures with information communicated to
patients. Finally, an alternative process had to be implemented for supply of the
FENIX device. FENIX is available in 7 different sizes with the required
size only confirmed at the time of surgery. A set of different sized FENIX
devices are therefore required at the time of each operation. Participat-
ing sites were reluctant to purchase a full set devices given that only
one would be used during each operation. We secured an agreement
from the device manufacturer that a set of devices would be provided
to each site and remain the property of the device company, with pay-
ment only required for a successfully implanted device. p
Results PIS frequently reiterated the patient’s right to withdraw at any time
(n = 49, 98%), without having to give a reason and without penalty
(n = 45, 90%). However, few informed patients they may be asked to
give a withdrawal reason where willing (n = 6, 12%). Statements
about the value of retention were infrequent (n = 8, 16%). Consent
documents failed to include key content that might mitigate with-
drawals, such as the need for treatment equipoise (n = 3, 6%). Nearly
half the trials in the cohort (n = 23, 46%) wanted to continue to col-
lect outcome data if patients stopped trial treatment. However, in
70% (n = 33) of the trials using prospective consent, withdrawal was
described in generic terms leaving patients unaware of the differ-
ence between stopping treatment and all trial involvement. Nineteen
(38%) trials offered withdrawing patients the option to delete previ-
ously collected data. Further details on the issues faced during set-up of the safari trial
and how these were resolved will be presented, in addition to
reflecting on lessons learnt. Background The recruitment and retention of patients are significant methodo-
logical challenges for trials. Whilst research has focused on recruitment,
the failure to retain recruited patients and collect outcome data can
lead to additional problems of biased interpretation of results. Research
to identify effective retention strategies has focused on influencing pa-
tient behaviour through incentives, reminders and alleviating patient
burden, but little attention has been giving to exploring how retention
is explained to patients at consent. A baseline level of experience for surgeons was set for both proce-
dures to minimise any potential learning curve effect or bias. This
was not an issue for SNS as this is an established procedure, however
most participating surgeons did not have the required FENIX proced-
ure experience at the outset. The trial set-up period was extended to
allow time for surgeons to gain this required experience, in addition
to incorporating a registration phase within the protocol to facilitate
local approvals for use of a new device. Identification of dates for
FENIX ‘training cases’ took much longer than anticipated and last mi-
nute cancellations were experienced e.g. Due to lack of beds or pa-
tients being unfit on the day of surgery. Background Policies regarding publication of articles that describe design features
of an individual trial in journals of the Society for Clinical Trials have
varied by editor. In 2004, the editor of Clinical Trials specified that
such manuscripts must be “instructional” in order to be considered
for publication in the Society’s new journal. Subsequently, authors of
design manuscripts submitted to the journal frequently received a
letter that referred to the editorial, reviewed the requirements, and
provided good examples. As review and publication of design articles
typically require expenditure of as much or more resources as other
types of articles, a question of interest is whether the frequency of
citation of design articles has been similar to frequency of citation of
articles of other types. Biological sample collection: considerations and lessons learnt at
ICR-CTSU Sarah Kernaghan, Leona Batten, Lynsey Houlton, Christy Toms,
Claire Snowdon, Emma Hall, Judith Bliss
The Institute of Cancer Research Clinical Trials & Statistics Unit
(ICR-CTSU) Correspondence: Barbara Hawkins
Trials 2017, 18(Suppl 1):P493 Background g
Multi-center clinical trials are often plagued with slow starts due to de-
lays getting sites started and slow recruitment. Frequently we assume
we know the cause of the problems, e.g., slow reviews by multiple Trials 2017, 18(Suppl 1):200 Trials 2017, 18(Suppl 1):200 Page 184 of 235 Institutional Review Boards (IRBs) or restrictive eligibility requirements. However, there are often other factors, which we can control, that con-
tribute to the delays. Information on performance can be presented in
tables, but graphical displays are often useful to show patterns, as it is
with outcome and safety data, to help identify modifiable factors that
contribute long start-up times and slow recruitment as well as to plan
for drug packaging, monitoring meetings, and close of recruitment. Methods Liaison with sites in advance through feasibility assessment is import-
ant to determine their capability and resources to perform sample
collection. During site set-up, training on sample collection proce-
dures should be provided to research teams. If biopsy collection is
required, engagement with relevant staff, e.g. Surgeons/radiologists,
is key. Early engagement with the central laboratory is important to ensure
robust procedures are in place at the laboratory to maintain sample
and trial integrity, through training and SOP development. A labora-
tory manual for sites is developed in collaboration with the central
laboratory to ensure that instructions for sample processing and
handling at sites and shipment methods are adequate. We present a range of graphical methods for monitoring clinical center
start-up and recruitment in clinical trials that may be useful for recog-
nizing patterns in performance. Examples are provided from displays
we have developed in two clinical trials consortium, the American Lung
Associations Airways Clinical Research Centers (ALA-ACRC) and the
Multicenter Uveitis Research group (MUST), as well as displays devel-
oped by others. g
p
q
Patient information sheets should describe provision, storage and fu-
ture use of samples to ensure that the informed consent provided by
patients is sufficient to cover future translational work. I
d
l ti p
y
Results We have developed and utilized a number of graphical tools that have
been effective for identifying key logjams in the conduct of trials, some
of which can be addressed by investigators once they have been iden-
tified. For example, a display of the stages of trial start-up along with
the duration for each individual center identified that training and certi-
fication of clinic personnel contributed as much or more to delay in
opening trials as IRB reviews. By distributing and discussing this graphic
with investigators, we were able decrease start-up times at many sites. We also use a display of recruitment information that integrates infor-
mation on two characteristics, total number of participants per site and
the time since the last participant was recruited at each site. This
display differentiates among sites that have recruited well in the in the
past but have either stopped recruitment efforts or have run into diffi-
culties finding more eligible patients versus sites that have fewer pa-
tients but are actively recruiting. Typically the graphics reporting
recruitment emphasize totals without examining recent recruitment ac-
tivity. Displays make the information easily accessible to all investiga-
tors and can serve to motivate investigators. To maximise participation in sample collection studies, it is crucial
that patient advocates are involved in study design and in develop-
ing sample collection schedules. This will ensure that sample dona-
tion is acceptable to patients and as simple as possible, for example
using generic consent to collect research samples at the same time
as diagnostic samples. Where possible diagnostic samples should be
used, with bespoke additional research biopsies or other samples
taken as required. Sample quality may be compromised by delays in processing and
lack of resources at site and an adaptable approach is often required
to resolve these issues with sites, e.g. Re-training on collection and
processing procedures if necessary, provision of additional resources
if feasible. To optimise potential recruitment in multi-centre trials, ICR-CTSU acts
as the key point of contact between the site and central laboratory
when real-time testing of samples is required. Discrepancies between
information provided by sites and the central laboratory regarding
samples collected do occur, and sample reconciliation is conducted
throughout the duration of a trial to identify issues at an early stage. Conclusion Key considerations Sample collection should be considered at an early stage and funding
applications should include sufficient funds for consumables, shipment
and storage, and trial management time for central coordination. The
principle use of samples and mandatory/optional collection require-
ments should be considered when developing procedures for ensuring
sample integrity and evaluability. Prospective use (e.g. For eligibility
in biomarker-driven trials) and type of sample required (e.g. Tumour
biopsy vs blood sample) can add additional complexities and time
constraints. Biological sample collection: considerations and lessons learnt at
ICR CTSU Citation of articles published in clinical trials: design articles vs. others
Barbara Hawkins1, Roberta W. Scherer2
1The Johns Hopkins University; 2The Johns Hopkins Bloomberg School
of Public Health Background With advancements towards precision medicine and development of
novel targeted agents to actionable mutations, collection of bio-
logical samples is a key component of many oncology trials. The use
of samples for biomarker characterisation, to determine eligibility or
as primary/secondary endpoints emphasises their integral nature to
the outcome of the trial. Ensuring the quality and integrity of these
is vital and at ICR-CTSU the development of procedures to improve
sample collection, processing, transfer and storage is ongoing. Key considerations Conclusions Assuming that we know what the obstacles to clinical trials start-up
and recruitment without examining the actual data on these metrics,
can be counterproductive. We have found that graphical displays
can facilitate identification of problems, many of which can be ad-
dressed once investigators are made aware of the barriers. Sample collection in clinical trials is becoming increasingly important,
but introduces logistical issues. ICR-CTSU constantly works to resolve
these issues, and best practice is shared across the unit to minimise
repeating problems. P492
Biological sample collection: considerations and lessons learnt at
ICR-CTSU
Sarah Kernaghan, Leona Batten, Lynsey Houlton, Christy Toms,
Claire Snowdon, Emma Hall, Judith Bliss
The Institute of Cancer Research Clinical Trials & Statistics Unit
(ICR-CTSU)
Correspondence: Sarah Kernaghan
Trials 2017, 18(Suppl 1):P492 An investigation of the methods used to design, analysis and
quantify non-inferiority margins in four medical journals in a 12 month time period
Enass M. Duro
University of Sheffield
Trials 2017, 18(Suppl 1):P494 p
Results After recruiting 3% of the participants, we realized that cord blood
gases were missed for 20% of deliveries. Missed, incomplete, or er-
roneous results occurred even in centers where pre-trial collection
was routine. Three successive strategies were implemented to im-
prove this rate. The first was alerting the staff. With each center
aware of its individual rate and receiving regular updates, unique
center-initiated strategies were implemented. Research staff made
collection a higher priority, often being present in the delivery
room, hand-carrying specimens to the laboratory, troubleshooting
with laboratory staff, and occasionally drawing the blood them-
selves. A video was distributed showing proper technique for draw-
ing the sample. Next, centers were offered a point-of-care blood
testing device, which allowed research staff to perform the test
with a smaller volume and without involving the laboratory. It also
facilitated repeat testing if needed. Lastly, additional funds were
provided for after-hours staffing, making it more likely research
staff could be present at delivery and facilitate sample collection. After each time point, improvements were observed. The missed
rate decreased to 11%, then 9%, and 7.5%, respectively, after each
of the three strategies were implemented. Conclusion Most of published NI trials in the four journals did not follow the
regulatory guidelines regarding conduct and interpretation of NI
trials. There is a need to improve the conduction, interpretation and
inference of published NI trials. Methods All issues of Clinical Trials published from 2004 through 2015 were
searched to identify design and all other articles. We excluded papers
published as part of proceedings of meetings, letters, editorials, invited
commentaries, columns, etc. For our preliminary estimates of citation
frequency, we randomly selected 20 articles of each type. We searched
the Web of Science and Google Scholar databases to determine the
number of citations per article as of October 31, 2016. We summarized Trials 2017, 18(Suppl 1):200 Trials 2017, 18(Suppl 1):200 Page 185 of 235 Page 185 of 235 the distribution of number of citations for each article type and each
citation database by the median and interquartile range (IQR). Interim Results the distribution of number of citations for each article type and each
citation database by the median and interquartile range (IQR). the distribution of number of citations for each article type and each
citation database by the median and interquartile range (IQR). Interim Results calculated by the investigators based on previous studies, in 12(32.4%)
trials the NI margins Based on both clinical judgment and historical tri-
als, in 5(13.5%) the NI margins based on the regulatory guidelines, and
in 2(5.4%) trials the NI margin based on clinical judgment only. Regard-
ing the conclusion, non-inferiority established in 24(64.9%) trials, 8
(21.6%) trials failed to establish the non-inferiority, 5(13.5%) trials con-
clude the superiority of the tested drug compared with the active
control. Of the 598 articles published in Clinical Trials in the 12-year period,
80 (13.4%) were design articles. The 20 design articles selected ran-
domly had been cited from 0 to 58 times per Web of Science for a
median of 11.0 citations per article (IQR: 7–20) and 5 to 91 times per
Google Scholar for a median of 17.0 (IQR: 9–41). The 20 “other”
articles selected randomly had been cited 9 to 49 times per Web of
Science (median: 17.0; IQR: 4–18) and 2 to 93 times per Google
Scholar. (median: 24.6; IQR: 7–30). Interim Conclusion Based on findings for the random samples of 20 articles of each type,
design articles published in Clinical Trials during 2004 to 2015 have
been cited as frequently as other articles published in the journal
during the same time period based on citations in the Google
Scholar database but have been cited somewhat less frequently
according to citations in the Web of Science database. Final conclu-
sions await completion of data collection and analysis of all 598
articles. Background Studies with a non-inferiority (NI) objective have become more popular
since the 1990s. A NI study is designed are used to demonstrate that
the new treatment is not worse than the proven active comparator. There are methodological and regulatory challenges associated with
the planning, conducting and interpretation of these studies and there
are a number of regulatory guidelines. The main aim of this review was
to investigate the design, analysis; interpretation and reporting of non-
inferiority trials in the four top medical journals (Lancet, BMJ, JAMA,
The New England Journal of Medicine) in accordance with CONSORT
statement. M
h d P495
Implementation of strategies to improve collection of a
challenging laboratory outcome in the delivery room
Steven Weiner
George Washington University
Trials 2017, 18(Suppl 1):P495 Implementation of strategies to improve collection of a
challenging laboratory outcome in the delivery room
Steven Weiner
George Washington University
Trials 2017, 18(Suppl 1):P495 Background In a multi-center obstetric randomized trial, a key outcome was a la-
boratory value not routinely collected for clinical reasons at most
centers. We determined early in recruitment that a substantial pro-
portion of these results were being missed. We describe the steps
implemented to decrease these missing results, and some measures
of their effectiveness. An investigation of the methods used to design, analysis and
quantify non-inferiority margins in four medical journals in a
12 month time period
Enass M. Duro
University of Sheffield
Trials 2017, 18(Suppl 1):P494 Current Status We have begun to search for citations in the Scopus database for
comparison with citation counts from the other two citation data-
bases for all 598 articles. We also plan to compare the two types of
articles for self-citation patterns, distributions of time from publica-
tion to citation, and other citation metrics. P495
Implementation of strategies to improve collection of a
challenging laboratory outcome in the delivery room
Steven Weiner
George Washington University
Trials 2017, 18(Suppl 1):P495 An investigation of the methods used to design, analysis and
quantify non-inferiority margins in four medical journals in a
12 month time period
Enass M. Duro
University of Sheffield
Trials 2017, 18(Suppl 1):P494 This trial required collection of paired umbilical cord blood samples
(artery and vein) for measurement of gases. Collection in the delivery
room and testing by the hospital laboratory are time-sensitive, logis-
tically challenging, and require the cooperation of clinical staff with
competing priorities. Drawing blood from the correct vessel is chal-
lenging, testing must be completed promptly, and there is little
chance for a second opportunity if there is any error. Meanwhile,
clinical staff are focused on two patients – mother and baby. There-
fore, our strategies focused on minimizing non-research staff partici-
pation where possible. p
Results Out of the 658 unique trials that were found within the ISRCTN data-
base, 456 (69%) of these were labelled as pilot studies, 196 (30%) as
feasibility studies and six (1%) considered both a pilot and feasibility
study. The overall prevalence of all pilot or feasibility studies does
not seem to be showing any particular trend over time. Initially, pilot
studies were much more common; however, in recent years feasibil-
ity studies have increased in popularity and are now on a par with
pilot studies. The median number of target participants for each trial
was 50 (range: 5–130,000). When considered separately, pilot studies
had a target of 44 (range: 5–130,000) with feasibility studies being
slightly larger with a target of 60 (range: 6–1,600). Out of the 658 unique trials that were found within the ISRCTN data-
base, 456 (69%) of these were labelled as pilot studies, 196 (30%) as
feasibility studies and six (1%) considered both a pilot and feasibility
study. The overall prevalence of all pilot or feasibility studies does
not seem to be showing any particular trend over time. Initially, pilot
studies were much more common; however, in recent years feasibil-
ity studies have increased in popularity and are now on a par with
pilot studies. The median number of target participants for each trial
was 50 (range: 5–130,000). When considered separately, pilot studies
had a target of 44 (range: 5–130,000) with feasibility studies being
slightly larger with a target of 60 (range: 6–1,600). On average, the trials ran for a period of 18 months with pilot studies
reporting a slightly shorter time (17 months) than feasibility studies
(18.5 months), which aligns with the larger sample size target. Mental and behavioural disorders accounted for the highest propor-
tion of studies (20%), followed by cancer studies (13%). The majority of the studies within the data were interventional (96%)
and defined as randomised controlled trials (85%). A hospital envir-
onment is the most likely setting for the studies (45%) and in most
cases, the recruitment was in a single country (97%). This is consist-
ent between the pilot and feasibility studies within the database. Conclusions In the out-of-hospital trial, a treatment difference was noted among
141 children with 1-year outcomes available, but the treatment com-
parison (nominal p-value = 0.03) did not approach the conservative
stopping boundaries. Enrollment continued, with n = 250 target sur-
passed at 2012 year-end. p
Results A second interim analysis in August 2013
(n = 213) found that the previously observed treatment difference di-
minished (nominal p = 0.12). Results of the ‘negative’ out-of-hospital
trial were published in 2015. The in-hospital trial encountered enrollment difficulties due to below-
expected patient volumes. During the November 2012 interim analysis,
for which 74 children had one-year outcomes available, no treatment
difference was noted. Due to the slow accrual, the DSMB skipped effi-
cacy monitoring during the 2013 meeting. The second efficacy analysis,
in March 2014 (n = 149), again did not approach statistical significance. By late 2014, despite extended enrollment and addition of centers, only
254 eligible patients had been enrolled, indicating final enrollment
would be substantially below target. Given these circumstances, the
DSMB elected to consider stopping for futility during their January
2015 meeting. Conditional power for the primary efficacy outcome was
found to be very limited under a range of assumed treatment effects
and realistic final enrollment numbers ranging from 300–400. However,
the DSMB decided to continue enrollment and reconvene after add-
itional information about potential utility of the trial was available. In a
supplemental February 2015 meeting, the DSMB reviewed conditional
power estimates for exploratory outcomes, some ad hoc with postu-
lated treatment effects based on out-of-hospital trial trends, and subse-
quently recommended stopping enrollment. In-hospital trial results are
under journal review as of November 2016. g
y
g
g
g
On average, the trials ran for a period of 18 months with pilot studies
reporting a slightly shorter time (17 months) than feasibility studies
(18.5 months), which aligns with the larger sample size target. Mental and behavioural disorders accounted for the highest propor-
tion of studies (20%) followed by cancer studies (13%) On average, the trials ran for a period of 18 months with pilot studies
reporting a slightly shorter time (17 months) than feasibility studies
(18.5 months), which aligns with the larger sample size target. Mental and behavioural disorders accounted for the highest propor-
tion of studies (20%), followed by cancer studies (13%). The majority of the studies within the data were interventional (96%)
and defined as randomised controlled trials (85%). A hospital envir-
onment is the most likely setting for the studies (45%) and in most
cases, the recruitment was in a single country (97%). This is consist-
ent between the pilot and feasibility studies within the database. Methods A search for Non-inferiority trials in Pub Med database that published
between 1/1/2015 and 31/12/2015 was performed. The inclusion cri-
teria were; Non-inferiority trials that were randomised clinical trials,
done on adult humans, published in English and with the full text
available. From this search, 387articles were retrieved. Only 45 arti-
cles published in the Lancet, BMJ, JAMA and NEJM, 37 of them were
analysed. Of 37 articles included in analysis, 15 were published in The Lancet, 12
in the New England Journal of Medicine, 5 in BMJ and 5 in JAMA. Ac-
cording to the source of funding: 18(48.6%) of the trials were publicly
funded, pharmaceutical companies funded 15(40.5%), and in 4(10.8%)
trials, the funding was a combination of public and private sectors. All
of the trials were multicentre trials. With respect to the blinding; 24
(64.9%) of the studies were open label studies (no blinding); in these
open-label trials, 14 (58.3%) blinding was not possible, no specific rea-
son was giving for non-blinding in the other 10(41.7%) trials. Only 8
(21.6%) of the trials were double blinded with 5(13.5%) single blinded. Phase III trials were the most common types of trials - 24 of the 37
(64.9%) while 3(8.1%) were phase IV trials, and 1(2.7%) was a phase II
trial. The phase of the trial was not provided in 9 (24.3%) trials. All the
trials reported their NI margin. The methods for determining NI margin
were not clear in 5(13.55%) trials. In 13(35.1%) trials the margin Not all centers implemented these strategies, nor implemented them
at the same time. However, we will describe the rates before and
after, including a subset who did not use the point-of-care device
nor extended their staffing coverage. Results varied; however in the
final year when all strategies were implemented, centers that used
both a point-of-care machine and extended hours achieved 3 per-
centage points fewer missed results than those who implemented
neither. The improvement was also noted beyond the trial. Trial-
collected quality control data were provided to the clinical depart-
ments, which encouraged them to improve collection procedures for
all patients. Trials 2017, 18(Suppl 1):200 Page 186 of 235 Trials 2017, 18(Suppl 1):200 Page 186 of 235 DSMB monitoring of the therapeutic hypothermia after pediatric
cardiac arrest (THAPCA) trials
1
1
2
3 Review of pilot and feasibility studies from a registry website;
an overview of recent practice
Nicola Totton, Andrew Brand, Rachel Evans, Zoë Hoare, Nia Goulden,
Paul Brocklehurst
Bangor University
Correspondence: Nicola Totton
Trials 2017, 18(Suppl 1):O2 Richard Holubkov1, Amy Clark1, Andrew M. Atz2, David Glidden3,
Beth S. Slomine5, James R. Christensen5, Angie Webster1, Kent Page1,
J. Michael Dean1 1University of Utah School of Medicine; 2Medical University of South
Carolina; 3University of California at Los Angeles; 4University of California
San Francisco; 5Kennedy-Krieger Institute
Correspondence: Richard Holubkov
Trials 2017, 18(Suppl 1):O1 1University of Utah School of Medicine; 2Medical University of South
Carolina; 3University of California at Los Angeles; 4University of California
San Francisco; 5Kennedy-Krieger Institute
Correspondence: Richard Holubkov
Trials 2017, 18(Suppl 1):O1 p
Methods An NIH-appointed DSMB monitored safety and efficacy of both trials. A charter specified meetings approximately twice yearly. Symmetric
O’Brien-Fleming boundaries were used for monitoring treatment
superiority, with an informal <20% conditional power criterion
specified for declaring futility. Data on pilot and feasibility studies have been collected from the
International Standard Randomised Controlled Trial Number (ISRCTN)
registry website. As the website does not provide a downloadable
database, a web scraping methodology was adopted and imple-
mented using the R programme. Pilot and feasibility studies were
identified using a keyword search on the main title. Unique trial re-
cords were extracted using regular expressions and collated in an
Excel spreadsheet. Recruitment began in September 2009. The first safety-only DSMB
review in 2010 combined adverse outcome data across trials as event
numbers were small. Subsequent study-specific, safety-only DSMB
reviews occurred until the first interim efficacy look for both trials in
November 2012. Background Pilot and feasibility studies are increasing in popularity, as demon-
strated by the launch of the focussed Journal of Pilot and Feasibility
Studies in January 2015. Pilot studies are defined as a mini replica-
tion of a proposed full study, used to identify any potential issues. A
feasibility study is similar but considered as more exploratory and is
used to judge the suitability of a proposed study by assessing the
viability of each of the elements individually. In this review, we aim
to assess the prevalence of pilot and feasibility studies in recent prac-
tice and determine whether the two differ on key characteristics. We
envisage this work will then guide future research into the use of
pilot and feasibility studies to better inform full studies. M
h d The NIH-funded THAPCA randomized trials compared efficacy of
therapeutic
hypothermia (target
temperature
33
degrees C) to
normothermia (temperature 36.8 degrees) after cardiac arrest in
children >48 hours to <18 years of age. One trial enrolled children who
sustained out-of-hospital arrest (target n = 250 analysis-eligible), and a
second trial enrolled children with unplanned in-hospital arrest (target
n = 504 due to smaller expected hypothermia benefit). The primary effi-
cacy outcome was survival with favorable neurological outcome 1 year
post arrest. Due to key differences in arrest etiology and post-arrest
outcomes, the parallel trials were monitored separately. Conclusion The THAPCA trials provide an interesting study of long-term DSMB
review of two parallel studies with differing enrollment patterns. For example, the DSMB elected to remain masked to treatment arm
identity in both trials throughout all reviews, recognized the mar-
ginal benefit of repeated efficacy monitoring under slow enroll-
ment, and considered implications of futility stopping beyond the
primary trial outcome. Our experience may help optimize strategies
for successful DSMB involvement in randomized trials with long-
term follow-up. When laboratory outcomes in a hospital setting are essential to a
clinical trial, systems that rely less on clinical staff are advantageous. These strategies could apply to other settings in clinical research,
such as emergency departments or remote-care locations. Further-
more, the systematic collection and review of data quality measures
within a trial can provide useful information for clinical care outside
the research setting. When laboratory outcomes in a hospital setting are essential to a
clinical trial, systems that rely less on clinical staff are advantageous. Oral Presentations O1
DSMB monitoring of the therapeutic hypothermia after pediatric
cardiac arrest (THAPCA) trials
Richard Holubkov1, Amy Clark1, Andrew M. Atz2, David Glidden3,
Beth S. Slomine5, James R. Christensen5, Angie Webster1, Kent Page1,
J. Michael Dean1
1University of Utah School of Medicine; 2Medical University of South
Carolina; 3University of California at Los Angeles; 4University of California
San Francisco; 5Kennedy-Krieger Institute
Correspondence: Richard Holubkov
Trials 2017, 18(Suppl 1):O1 DSMB monitoring of the therapeutic hypothermia after pediatric
cardiac arrest (THAPCA) trials DSMB monitoring of the therapeutic hypothermia after pediatric
cardiac arrest (THAPCA) trials
Richard Holubkov1, Amy Clark1, Andrew M. Atz2, David Glidden3,
Beth S. Slomine5, James R. Christensen5, Angie Webster1, Kent Page1,
J. Michael Dean1 Conclusions The re-randomisation design can increase the recruitment rate compared
to parallel group designs, which could reduce costs and make trials more
feasible to conduct. If used appropriately, it can provide unbiased esti-
mates of treatment effect, control the type I error rate, and maintain or
even increase power compared to a parallel group design. O5
Adaptive non-inferiority margins under observable non-constancy
Brett Hanscom1, Deborah Donnell1, Brian Williamson2, James P Hughes2
1Fred Hutchinson Cancer Research Center; 2University of Washington
Correspondence: Brett Hanscom
Trials 2017, 18(Suppl 1):O5 Background A central assumption in the design and conduct of non-inferiority
(NI) trials is that the active-control therapy will have the same degree
of effectiveness in the planned non-inferiority trial as it had in the
prior placebo-controlled trials used to define the non-inferiority mar-
gin. This is referred to as the ‘constancy’ assumption. If the constancy
assumption fails, the chosen non-inferiority margin is not valid and
the study runs the risk of either approving an inferior product or fail-
ing to approve a beneficial product. The constancy assumption is
unlikely ever to be met completely in practice, and it cannot be
validated in a trial without a placebo arm. However, it is often the
case that there exist strong, measurable predictors of constancy, such
as dosing and adherence. Such predictors can be used to identify
appropriate non-inferiority margins during the planning phase, as
well as adjust the margin during the monitoring and analysis phases. Methods However, limitations with accuracy of coding, confidentiality, owner-
ship and access have previously been identified as significant barriers
to accessing routinely recorded data for prospective research. This study has assessed the feasibility of accessing both clinical and
non-clinical routinely recorded data within the context of a RCT and will
assess the agreement and additional benefits of routinely recorded
data compared to data collected using standard prospective methods
in a RCT. We propose using meta-analysis regression to model the association
between population characteristics and the effectiveness of an
active-control therapy, and assume that the model provides an un-
biased estimate of effectiveness. Together with expected population
characteristics, the fitted model parameters are used to specify a
non-inferiority margin targeted to the planned study population. During interim and final analyses, observed population characteristics
are used in combination with the initial meta-regression results to
adjust the margin. Two methods of adjustment are proposed: one
that maintains a pre-planned minimal clinically important difference
(MCID) over an inferred placebo, and a second that maintains a fixed
proportion of the estimated active-control benefit over placebo. In
the second scenario, sample size adjustment may be necessary. Results Using re-randomisation in clinical trials to increase patient
recruitment Brennan Kahan
Queen Mary University of London
Trials 2017, 18(Suppl 1):O4 Brennan Kahan Brennan Kahan
Queen Mary University of London
Trials 2017, 18(Suppl 1):O4 q
Methods We describe some properties of the re-randomisation design, such as
the conditions required to obtain unbiased estimates of the treatment
effect and control type I error rate. We also evaluate the likely impact
of re-randomisation on the recruitment rate is several clinical areas. Results The re-randomisation design can provide unbiased estimates of treat-
ment effect and control the type I error rate under some very simple
conditions. Furthermore, in some instances this design will have the
same or even higher power than a parallel group with an equivalent
number of observations. Based on a modelling study across three dif-
ferent clinical areas, we estimated that re-randomisation could reduce
the time to complete recruitment between 19-45%. Routinely recorded data used in clinical research is potentially cost
and resource-use effective. Clinical sources of data such as HES and
CPRD are commonly accessed to provide data for retrospective
observational and record-linkage studies and provide a valid dataset
for this purpose. Routinely recorded data may also present advan-
tages to prospective clinical research such as randomised controlled
trials (RCTs). For example, routinely recorded data have been used to
inform judgements about the feasibility of sample size and recruit-
ment targets and measure participant outcomes. Pragmatic cluster
RCTs have even been conducted through routine data sources in-
cluding patient recruitment, randomisation, administration of inter-
vention and trial assessments, such as through The Clinical Practice
Research Datalink (CPRD). The majority of RCTs incur health service
costs as clinicians assess participants, record outcomes and complete
Case Report Forms (CRFs) - hence using routinely recorded data may
provide an efficient alternative method for data collection in addition
to reducing the burden on participants. Furthermore, data from non-
clinical routine sources may inform outcomes beyond the standard
RCT assessments of clinical efficacy and effectiveness. For example,
cost data (such as use of healthcare resources) and socio-economic
data (such as employment and means-tested benefits data) may in-
form health economic analyses and the assessment of the broader
societal impact of healthcare interventions. O3
Using routinely recorded data in a clinical trial: the feasibility,
agreement and additional benefits compared to standard
prospective data collection methods
Graham Powell1, Laura Bonnett1, Catrin Tudur-Smith1, Dyfrig Hughes2,
Tony Marson1, Paula Williamson1
1University of Liverpool; 2Bangor University
Correspondence: Graham Powell
Trials 2017, 18(Suppl 1):O3 An alternative approach is the re-randomisation design. This design al-
lows patients to be re-enrolled and re-randomised for each new treat-
ment episode. The number of times each patient is re-randomised is
determined by the number of treatment episode each patient ex-
periences, rather than by the trial design. Because each patient can
contribute multiple treatment episodes, this design can facilitate an
increased recruitment rate, potentially making trials easier and
quicker to conduct. Graham Powell1, Laura Bonnett1, Catrin Tudur-Smith1, Dyfrig Hughes2,
Tony Marson1, Paula Williamson1
1University of Liverpool; 2Bangor University
Correspondence: Graham Powell
Trials 2017, 18(Suppl 1):O3 There are a number of administrative datasets that routinely record
information on individuals in the UK. Such routine or ‘Big Data’
sources record data for a specified primary purpose and are regu-
lated for security, confidentiality and disclosure by The Data Protec-
tion Act 1998 and Freedom of Information Act 2000. Access for
secondary uses such as clinical research is permitted when health
and social care benefit can be demonstrated. Routine sources include
clinical datasets such as Hospital Episode Statistics (HES) and the
Clinical Practice Research Datalink (CPRD) and non-clinical datasets
such as data recorded by the Department of Work and Pensions
(DWP), HM Revenue and Customs (HMRC) and The Driving and
Vehicle Licensing Authority (DVLA). Background Patient recruitment is often a major challenge for randomised trials. Reviews of publicly funded UK trials have found that 45 to 69% fail
to recruit to target. This increases costs, delays results, and adversely
impacts on the feasibility of conducting trials for conditions where
there is a limited patient pool. p
Results Conclusions In recent years, the prevalence of feasibility studies has begun to
match that of pilot studies but the characteristics found for the two
are very similar. Due to their similar nature, there could be an argu-
ment that pilot and feasibility studies should considered as one. Alternatively, if these studies are to be separate more education is
required to outline the differences and provide guidelines for each
to help shape future research projects. Trials 2017, 18(Suppl 1):200 Page 187 of 235 undergo multiple treatment cycles until they become pregnant. The
current norm for trials in these conditions is for patients to be enrolled
for only one treatment episode. O3
Using routinely recorded data in a clinical trial: the feasibility,
agreement and additional benefits compared to standard
prospective data collection methods
Graham Powell1, Laura Bonnett1, Catrin Tudur-Smith1, Dyfrig Hughes2,
Tony Marson1, Paula Williamson1
1University of Liverpool; 2Bangor University
Correspondence: Graham Powell
Trials 2017, 18(Suppl 1):O3 Conclusion O7
Simulation of various strategies for optimal selection of
randomization methods in multicenter clinical trials
Zhibao Mi, Rebecca A. Horney, Eileen M. Stock, Kousick Biswas
VA Cooperative Studies Program Coordinating Center
Correspondence: Zhibao Mi
Trials 2017, 18(Suppl 1):O7 If prior placebo-controlled trials provide evidence of an association
between population characteristics and the effectiveness of an active-
control therapy, non-inferiority margins can be adjusted based on ob-
served population features, effectively maintaining pre-specified levels
of Type-I error and power. The random allocation and masking of participants to treatment are
procedures in a study design essential to minimizing bias and the suc-
cess of a clinical trial. The essence of the randomization process is to
ensure an equal probability for each participant to be assigned to ac-
tive or control treatment groups, which naturally leads to three proper-
ties of the randomization procedure: balance in sample size and
constitution between treatment and control groups, unpredictability in
the allocation of a participant to a certain group, and simplicity for an
investigator to implement without compromising the randomization
principle. With recent advances in biomedical and statistical method-
ologies, the area of clinical trial design is evolving rapidly with varying
opinions
on
an
optimal
randomization
method. Randomization
methods have now expanded into more advanced approaches beyond
the classical assignment to treatment groups (e.g. covariate adjustment
in the randomization procedure, changing probability of assignment as
in adaptive designs). Thus, the traditional randomization method faces
new challenges, both theoretically and pragmatically. With increasingly
complex trial designs, it becomes more challenging to determining the
most appropriate randomization method. To help select an optimal
randomization method, we performed numerical simulations to assess
various randomization strategies in a centralized randomization system
for multicenter clinical trials, by considering varying values for several
design parameters including trial sample size, covariate strata,
clinical sites, treatment arms, and allocation schema. For each sce-
nario of simple, permuted block, stratified permuted block, and
adaptive randomization strategies, imbalance and predictability
were estimated through numerical simulations (repeated 10,000
times). Simulation results are tabulated in a series of tables
serving
as
a
useful
reference
for
choosing
an
appropriate
randomization method given a particular trial design. Results For some conditions, patients may require treatment on multiple occa-
sions. For example, patients with sickle cell disease require pain relief
for each new pain crisis, and women using fertility treatment may We consider a hypothetical NI trial of an experimental HIV Pre-exposure
Prophylaxis (PrEP) drug versus a standard PrEP drug (active control) Page 188 of 235 Page 188 of 235 Trials 2017, 18(Suppl 1):200 Page 188 of 235 Conclusions designed to provide one-sided alpha equal to 2.5%, and 90% power. If,
due to lack of adherence to the standard drug, the constancy assump-
tion fails and the active-control therapy is 10% less effective than
planned, the probability of a false non-inferiority finding rises from
2.5% to 16%. If the active control therapy is 10% more effective than
planned (for example, if adherence were higher than planned), power
falls from 90% to 52%. By revising the NI margin according to the pre-
specified meta-regression model, and maintaining the pre-specified
MCID, both alpha and power can be corrected to planned levels with-
out modification to the planned sample size. If the allowable effective-
ness of the experimental therapy is permitted to vary depending on
the estimated active-control effect, alpha and power can be partially
corrected by updating the margin, and fully corrected by updating
both the margin and the sample size. We believe the new tool will offer considerable advantages over the
existing tool. Once programmed into software, we expect the tool will
be easier to use than the first version. Some issues remain to be re-
solved, however, such as how many results should be assessed for each
study, and how best to integrate the assessment into the data extrac-
tion process. This presentation will provide an introduction to the tool. Further details of RoB 2.0 will be available from riskofbias.info. Conclusion The goal of
this study is to provide data support for identifying an optimal
randomization method, accounting for the trade-off between pre-
cision of randomization balance and simplicity of implementation
since more complex methods may lead to a greater likelihood of
randomization schedule or allocation algorithm errors during im-
plementation and human errors during the trial. A revised tool for assessing risk of bias in randomized trials (RoB 2.0)
Jalena Savovic1, Matthew Page2, Roy Elbers2, Asbjorn Hróbjartsson3,
Isabelle Boutron4, Barney Reeves2, Jonathan Sterne2, Julian Higgins2
1University of Bristol; NIHR CLAHRC West University Hospitals Bristol NHS
Foundation Trust; 2University of Bristol; 3University of Southern Denmark;
4University Paris Descartes Correspondence: Jalena Savovic
Trials 2017, 18(Suppl 1):O6 Correspondence: Jalena Savovic
Trials 2017, 18(Suppl 1):O6 Funding Funding
MRC Network of Hubs for Trials Methodology Research (MR/L004933/
1- N61); MRC ConDuCT II (MR/K025643/1), NIHR CLAHRC West. u d
g
MRC Network of Hubs for Trials Methodology Research (MR/L004933/
1- N61); MRC ConDuCT II (MR/K025643/1), NIHR CLAHRC West. Background The Cochrane risk of bias tool for randomized trials seeks to determine
whether the findings of a randomized trial can be believed. First
released in 2008, and revised slightly in 2011, it is the most widely used
risk of bias tool in both Cochrane and non-Cochrane reviews on the
effects of interventions. However, evaluations of the tool have
highlighted some problems. Objective: To introduce a revised tool to
assess risk of bias in randomized trials (RoB 2.0), which builds on the
established Cochrane risk-of-bias tool as well as the thinking behind
the recently developed tool for non-randomized studies (ROBINS-I). Methods Over the last year, we assembled collaborators from across the world
to develop RoB 2.0. We held an initial development meeting in Au-
gust 2015 where the main structure of the tool was agreed. Working
groups were formed and tasked with developing signalling ques-
tions, criteria for reaching a judgment and full guidance. Working
groups’ contributions were collated and the draft version of the new
tool was extensively piloted by individuals with varying degrees of
experience, at a three-day event held in Bristol in February 2016 and
remotely. The piloting feedback was considered at a second develop-
ment meeting in April 2016, where refinements to the tool and to
the written guidance that accompanies it were made. The working
groups were further tasked with developing algorithms for reaching
a domain-level judgment and creating worked examples. Further
pre-release piloting took place in September 2016. p
p
g
p
p
Results O8
Should consort do more to improve the quality of missing data
reporting in trials?
Jamilla Hussain1, Martin Bland2, Dean Langan3, Miriam J Johnson4,
David C Currow5, Ian R White6
1Hull York Medical School, University of York; 2Health Sciences
Department, University of York; 3University College London; 4SEDA,
University of Hull; 5Palliative and Supportive Services, Flinders University;
6MRC Biostatistics Unit, University of Cambridge
Correspondence: Jamilla Hussain
Trials 2017, 18(Suppl 1):O8 Results
h Key changes in RoB 2.0 compared with the 2011 version of the tool
are: −simplification of issues into fewer (mandatory) bias domains; −
clearer focus on risk of bias in a specific result from the randomized
trial; −introduction of signalling questions - which are reasonably fac-
tual in nature - to facilitate risk-of-bias judgements; −algorithms to
reach risk of bias judgements; −clarification of differences between the
review team's interest on the effect of assignment to intervention (the
intention-to-treat effect) versus the effect of starting and adhering to
intervention: issues of blinding, implementation and adherence differ
importantly between these; −clarification that selective reporting
should be assessed only when a result is available (whereas selective
non-reporting should be assessed at meta-level); −separate templates
for parallel group trials, cluster-randomized trials and cross-over trials. Page 189 of 235 Trials 2017, 18(Suppl 1):200 Page 189 of 235 Page 189 of 235 Background in realistic clinical settings. Accomplishing pragmatism requires better
summaries of the totality of the evidence that allow for informed bene-
fit:risk decision-making and in a way that clinical trials consumers, pa-
tients, physicians, insurers find transparent. The current approach to
the analysis of clinical trials is to analyze efficacy and safety separately
and then combine these analyses into a benefit:risk assessment. Many
assume that this will effectively describe the impact on patients. But
this approach is suboptimal for evaluating the totality of effects on pa-
tients. We describe a broad vision for the future of clinical trials consist-
ent with increased pragmatism. Greater focus on using outcomes to
analyze patients rather than patients to analyze outcomes particularly
in late-phase/stage clinical trials is an important part of this vision. We
discuss partial credit, a strategy for design and analysis of clinical trials
based on benefit:risk assessment that has greater pragmatism than
standard methods. The strategy involves utilizing composite benefit:risk
endpoints with a goal of understanding how to analyze one patient be-
fore trying to figure out how to analyze many. With a desire to measure
and weigh outcomes that are most important from the patient’s
perspective, we engage patients as a resource to inform analyses. We
discuss partial credit within the context of antibiotic clinical trials. Transparent reporting of missing data is crucial to the critical ap-
praisal of trial results. This is particularly important in palliative care
trials where large amounts of missing data and truncated data due
to death occur. Although the CONSORT 2010 statement recommends
the impact of missing data on the validity of intention-to-treat ana-
lyses be reported, it does not provide specific guidance on how to
report: methods to handle missing data, assumptions about the miss-
ing data mechanism and missing data sensitivity analyses. Several
other groups have provided further missing data reporting recom-
mendations that include such criteria. Whether trials report missing
data according to the recommendations by CONSORT and other
groups however is not known. Objectives Assess (i) the quality of reporting and handling missing data in pallia-
tive care trials against current guidance, (ii) any differences in the
complete reporting of criteria specified by the CONSORT 2010 state-
ment compared to those not specified by CONSORT, (iii) the association
between the quality of missing data reporting and journal impact factor
and CONSORT endorsement status, to explore how implementation of
reporting guidance may be optimised. Conclusion The rigorous methods, evolving nature, and wide recognition of the
CONSORT statement make it ideally placed to facilitate better reporting
of missing data. Further development and implementation of the
CONSORT missing data reporting guidance is likely to improve the
quality of reporting. Specific suggestions for CONSORT will be discussed. O9
Using outcomes to analyze patients rather than patients to
analyze outcomes: partial credit, pragmatism, and benefit: risk
evaluation p
Results
08
i l 108 trials (15,560 participants) were included. In general missing data
reporting was incomplete and not handled in accordance with
current guidance. Reporting criteria specified by the CONSORT state-
ment were better reported than those not specified by CONSORT
(proportion of trials reporting CONSORT criteria: account for all par-
ticipants who enter the study 69%, data completeness 94%, reason
for missing data 71%). However item-level (15%) and secondary out-
come (9%) missing data were poorly reported, so the proportion of
missing data stated is likely to be an underestimate. Provided rea-
sons for missing data were unclear for 54% of participants. 48% of
trials clearly reported their method to handle missing data, of the
trials with missing data (n = 93): 60% used complete case analysis
alone and 16% reported a missing data sensitivity analysis. Only one
trial used a recommended method to handle truncated data due to
death. As the journal impact factor doubled the odds of reporting
the flow of participants (odds ratio (OR) 1.54, 95% CI 1.20, 1.97), data
completeness (OR 1.39, 95% CI 1.15, 1.69), comparison of baseline
characteristics of those with and without missing data (OR 1.50, 95%
CI 1.20, 1.87), and method of handling missing data (OR 1.40, 95% CI
1.13, 1.73) were statistically significantly increased. There was insuffi-
cient evidence that the criteria specified by CONSORT were more
likely to be reported in journals that endorsed the CONSORT
statement. p
g g
Methods
S
i Systematic review of palliative care randomised controlled trials. An
information specialist searched CENTRAL, MEDLINE, and EMBASE
(2009–2014) with no language restrictions. A random sample of iden-
tified trials were screened, selected and had data extracted by two
independent reviewers. O10
Regression discontinuity for replication of randomized controlled
trial results: an application to the mycotic ulcer treatment trials
Catherine Oldenburg1, N. Venkatesh Prajna2, Tiruvengada Krishnan2,
Revathi Rajaraman2, Muthiah Srinivasan2, Kathryn J. Ray1, Kieran S. O’Brien1,
Travis C. Porco1, Nisha R. Acharya1, Jennifer Rose-Nussbaumer1
1University of California, San Francisco; 2Aravind Eye Hospitals
Correspondence: Catherine Oldenburg
Trials 2017, 18(Suppl 1):O10 Methods The Mycotic Ulcer Treatment Trials (MUTT-I & MUTT-II) were two con-
temporaneous randomized controlled trials with identical outcome
assessments designed to compare strategies for the treatment of
fungal corneal ulcers. MUTT-I, which enrolled patients with better
best spectacle-corrected visual acuity (BSCVA) (<20/400), compared
topical voriconazole to topical natamycin. MUTT-II enrolled patients
with worse BSCVA (20/400) and compared adding oral voriconazole
versus placebo to topical voriconazole. We estimated the RD effect
of natamycin versus voriconazole on 1) 3-month BSCVA and 2) odds
of perforation and/or requiring a therapeutic penetrating kerato-
plasty (TPK), and compared these results to those estimated in the
trial. We utilized enrollment visual acuity as a clinical decision rule to
replicate the results of MUTT-I, using the natamycin arm from MUTT-I
and the placebo arm of MUTT-II, and 20/400 as the threshold for re-
ceiving natamycin (<20/400) or voriconazole (20/400), representing
an RD design. The RD model included terms for being above or
below the threshold and a term for baseline visual acuity above and
below the threshold. Conclusion Background Regression discontinuity (RD) is a quasi-experimental method that
utilizes threshold rules for determining treatment assignment to esti-
mate causal effects when randomization is not available. Examples of
clinical threshold rules include CD4 count for determining antiretro-
viral therapy eligibility in HIV-infected individuals or blood pressure
determining eligibility for hypertension treatment. However, the val-
idity of RD has not been established via direct comparison to effects
estimated via the gold standard randomized controlled trial (RCT). Here, two concurrent RCTs allow us to directly compare an effect size
from an RCT to that of RD. We utilize a continuous enrollment criter-
ion in the RCTs to test if regression discontinuity achieves similar re-
sults to the intention-to-treat (ITT) effect from the trial itself. Methods Methods Each month, we searched PubMed (between May 2014 and April
2015) to identify primary reports of randomised trials published in
six high impact general and 12 high impact specialty journals. The
corresponding author of each trial publication was then contacted
by email asking them to complete an online survey investigating
changes made to their manuscript as part of the peer review
process. Our main outcome was the nature and extent of changes
made to manuscripts by authors as part of the peer review process,
in relation to reporting of the primary outcome(s) and/or primary
statistical analysis. We also assessed how often authors follow these
requests and whether this was influenced by specific journal or trial
characteristics. Surrogate endpoints are often used in randomized clinical trials in-
stead of well-established hard endpoints for practical convenience:
they are usually cheaper, more rapid, or less invasive to measure. The meta-analytic approach relies on two measures of individual
level surrogacy (R_indiv^2) and trial level surrogacy (R_trial^2) [1]. This approach was extended to the survival data case [2], with a
first step using copulas to measure individual level surrogacy in
terms of Kendall's tau and a ?A3B2 show $132#?>second step using
weighted regression to compute R_trial^2. Despite being the refer-
ence method for survival data today, this approach can suffer from
convergence problems in the second step, which is the one which
computes R_trial^2. In the present work, we considered a bivariate
survival model with (i) an individual random effect shared between
the two endpoints to measure individual level surrogacy (Kendall's
tau) and (ii) correlated treatment-by-trial interactions to measure
R_trial^2. We used auxiliary mixed Poisson models to jointly esti-
mate the parameters of such model with piecewise constant base-
line hazards. To reduce the computational complexity, we also
considered reduced Poisson models, accounting for only individual-
or only trial-level surrogacy. We studied via simulations the operat-
ing characteristics of this mixed Poisson approach as compared to
the two-step copula approach, with Clayton, Plackett and Hougaard
copulas and with or without adjustment of the second-step regres-
sion for measurement error. The Clayton copula model was the
most robust and reliable of the copula models compared; the Pois-
son model with both individual- and trial-level random effects out-
performed its reduced equivalents. We also applied the methods to
an individual patient data meta-analysis in advanced/recurrent gas-
tric cancer (4069 patients from 20 randomized trials). Objective
l j
Selective reporting of outcomes in clinical trials is a serious
problem. We aimed to investigate the influence of the peer
review process within biomedical journals on the reporting of
primary outcome(s) and statistical analyses of reports of rando-
mised trials. Conclusion Overall there was little evidence of a negative impact of the peer
review process in terms of selective reporting of the primary out-
come. Most changes requested resulted in improvements to the
manuscript, improving clarity of statistical methods used, and
providing more cautious conclusions. However, some changes re-
quested by peer reviewers were deemed inappropriate and could
have a negative impact on reporting of the final publication,
such as the adding of unplanned additional analyses. Results Nine hundred eighty-three corresponding authors were invited to
take part in the online survey, of which 258 (29%) responded. The
majority of trials were multicentre (n = 191; 74%), parallel group (n =
225; 86.5%); median sample size = 325 (IQR 138 to 1010). Half
assessed drug interventions (n = 127; 49%), over half were non-
industry funded (n = 159; 62%) and the primary outcome was clearly
defined in 92% (n = 238), of which the direction of treatment effect
was statistically significant in 48%. y
g
The majority of authors responded (1–10 Likert scale) they were
satisfied with the overall handling (mean 8.6, SD 1.5) and quality of
peer review (mean 8.5, SD 1.5) of their manuscript by the journal. Only 3% (n = 8) said the editor or peer reviewers asked them to
change or clarify the trial’s primary outcome. However, 27% (n = 69)
reported they were asked to change or clarify the statistical analysis
of the primary outcome; most responded they fulfilled the request,
the main motivation being to improve the statistical methods (n =
38; 55%) or avoid rejection (n = 30; 43.5%). Overall there was no dif-
ference between authors being asked to make this change and the
type of journal, intervention, significance of the primary outcome
or funding source. 36% (n = 94) responded that they were asked to
include additional analyses that had not been included in the ori-
ginal manuscript; in 77% (n = 72) these were not pre-specified in
the protocol. 23% (n = 60) were asked to modify their overall con-
clusion, in most cases (n = 53; 88%) to provide a more cautious
interpretation. [1] Buyse, M, Molenberghs, G, Burzykowski, T, Renard, D and Geys, H. (2000).
The validation of surrogate endpoints in meta-analyses of randomized
experiments. Biostatistics 1(1), 49–67.
[2] Burzykowski, T, Molenberghs, G, Buyse, M, Geys, H and Renard, D. (2001).
Validation of surrogate end points in multiple randomized clinical trials with
failure time end points. J Roy Statist Soc C Appl Statist 50(4), 405–422. O11
Evaluation of failure time surrogate endpoints in individual patient
data meta-analyses of randomized clinical trials. A poisson
approach O
Evaluation of failure time surrogate endpoints in individual patien
data meta-analyses of randomized clinical trials. A poisson
approach
Federico Rotolo1, Xavier Paoletti1, Toasz Burzykowski2, Marc Buyse2,
Stefan Michiels1
1Gustave Roussy/INSERM; 2I-Biostat U Hasselt/IDDI
Correspondence: Federico Rotolo
Trials 2017, 18(Suppl 1):O11 approach
Federico Rotolo1, Xavier Paoletti1, Toasz Burzykowski2, Marc Buyse2,
Stefan Michiels1
1Gustave Roussy/INSERM; 2I-Biostat U Hasselt/IDDI
Correspondence: Federico Rotolo
Trials 2017, 18(Suppl 1):O11 pp
Federico Rotolo1, Xavier Paoletti1, Toasz Burzykowski2, Marc Buyse2,
Stefan Michiels1
1Gustave Roussy/INSERM; 2I-Biostat U Hasselt/IDDI
Correspondence: Federico Rotolo
Trials 2017, 18(Suppl 1):O11 Influence of peer review on the reporting of primary outcome(s)
and statistical analyses of randomised trials Influence of peer review on the reporting of primary outcome(s)
and statistical analyses of randomised trials
Sally Hopewell1, Claudia M. Witt2, Klaus Linde3, Katja Icke2,
Olubusola Adedire4, Shona Kirtley4, Douglas G. Altman4
1Oxford Clinical Trials Research Unit; 2Institute of General Practice,
Technical University Munich; 3Institute for Social Medicine, Epidemiology
and Health Economics, Charité Universitätsmedizin Berlin; 4Centre for
Statistics in Medicine, University of Oxford
Correspondence: Sally Hopewell
Trials 2017, 18(Suppl 1):O12 Influence of peer review on the reporting of primary outcome(s)
and statistical analyses of randomised trials
Sally Hopewell1, Claudia M. Witt2, Klaus Linde3, Katja Icke2,
Olubusola Adedire4, Shona Kirtley4, Douglas G. Altman4
1Oxford Clinical Trials Research Unit; 2Institute of General Practice,
Technical University Munich; 3Institute for Social Medicine, Epidemiology
and Health Economics, Charité Universitätsmedizin Berlin; 4Centre for
Statistics in Medicine, University of Oxford
Correspondence: Sally Hopewell
Trials 2017, 18(Suppl 1):O12 Influence of peer review on the reporting of primary outcome(s)
and statistical analyses of randomised trials
Sally Hopewell1, Claudia M. Witt2, Klaus Linde3, Katja Icke2,
Olubusola Adedire4, Shona Kirtley4, Douglas G. Altman4
1Oxford Clinical Trials Research Unit; 2Institute of General Practice,
Technical University Munich; 3Institute for Social Medicine, Epidemiology
and Health Economics, Charité Universitätsmedizin Berlin; 4Centre for
Statistics in Medicine, University of Oxford
Correspondence: Sally Hopewell
Trials 2017, 18(Suppl 1):O12 Influence of peer review on the reporting of primary outcome(s)
and statistical analyses of randomised trials Sally Hopewell1, Claudia M. Witt2, Klaus Linde3, Katja Icke2,
Olubusola Adedire4, Shona Kirtley4, Douglas G. Altman4
1Oxford Clinical Trials Research Unit; 2Institute of General Practice,
Technical University Munich; 3Institute for Social Medicine, Epidemiology
and Health Economics, Charité Universitätsmedizin Berlin; 4Centre for
Statistics in Medicine University of Oxford While RD and RCT results were similar, the RD effect was larger,
although not significantly so (P = 0.52 for BSCVA). These results sug-
gest that the use of threshold rule in an RD design may be useful for
estimation of causal effects under conditions where trials are not
possible, or for replication of trial results. Correspondence: Sally Hopewell
Trials 2017, 18(Suppl 1):O12 Methods As the conver-
gence rate and the estimation results may vary substantially
between models, we encourage the user to carefully evaluate the
convergence of each alternative approach and to report the results
of different models. We implemented the methods presented here in
the R package surrosurv (https://cran.r-project.org/package=surrosurv). [1] Buyse, M, Molenberghs, G, Burzykowski, T, Renard, D and Geys, H. (2000).
The validation of surrogate endpoints in meta-analyses of randomized
experiments. Biostatistics 1(1), 49–67. [2] Burzykowski, T, Molenberghs, G, Buyse, M, Geys, H and Renard, D. (2001).
Validation of surrogate end points in multiple randomized clinical trials with
failure time end points. J Roy Statist Soc C Appl Statist 50(4), 405–422. Results Trials 2017, 18(Suppl 1):O9 In the MUTT-I RCT, patients randomized to natamycin had a nearly 2-
line improvement in BSCVA at 3 months (logMAR −0.18, 95%CI −0.30
to −0.05) and reduced odds of perforation and/or TPK (OR = 0.42,
95%CI 0.22 to 0.80) compared to voriconazole. In the RD model, In the future, clinical trials will have an increased emphasis on pragma-
tism, providing a practical description of the effects of new treatments Trials 2017, 18(Suppl 1):200 Page 190 of 235 natamycin was associated with a three-line improvement in BSCVA
at 3 months (logMAR −0.29, 95%CI −0.50 to −0.08) and reduced odds
of perforation/TPK (OR = 0.35, 95%CI 0.15 to 0.82). Results were ro-
bust to multiple sensitivity analyses, including flexible functional
forms of visual acuity and restricting the analysis to narrower band-
widths around the cutoff (20/400). Conclusions natamycin was associated with a three-line improvement in BSCVA
at 3 months (logMAR −0.29, 95%CI −0.50 to −0.08) and reduced odds
of perforation/TPK (OR = 0.35, 95%CI 0.15 to 0.82). Results were ro-
bust to multiple sensitivity analyses, including flexible functional
forms of visual acuity and restricting the analysis to narrower band-
widths around the cutoff (20/400). Conclusions Opportunistic trial recruitment during routine primary care
consultations for acute conditions: a mixed methods evaluation
of recruitment performance and barriers Opportunistic trial recruitment during routine primary care
consultations for acute conditions: a mixed methods evaluation
of recruitment performance and barriers
Jeremy Horwood, Niamh M. Redmond, Christie Cabra, Emer Brangan,
Petra Manley, Sophie Turnbull, Jenny Ingram, Patricia Lucas,
Alastair D. Hay, Peter S. Blair
University of Bristol
Correspondence: Jeremy Horwood
Trials 2017, 18(Suppl 1):O14 p
Results For CHICO, 32 practices were randomised and 501 children were re-
cruited one month ahead of schedule. More children were recruited
to the intervention (292, 58%) than the control (209, 42%) arm. There
was a difference in clinician type (higher proportion of nurses) and
more unwell children in the intervention arm. Although just over a
quarter of clinicians were nurses, they recruited more frequently,
recruiting 220 (44%) of the children. Interviews revealed that many
clinicians prioritised dealing with the cough first and only afterwards
attempted to recruit children. This meant that clinicians, particularly
in the control arm, reported they preferentially recruited less unwell
children, because these were quicker and it was easier to ‘fit in’ the
research on top of the normal consultation. O15
Designing clinical trials with age-related multiple morbidity
outcomes p
Jeremy Horwood, Niamh M. Redmond, Christie Cabra, Emer Brangan,
Petra Manley, Sophie Turnbull, Jenny Ingram, Patricia Lucas,
Alastair D. Hay, Peter S. Blair
University of Bristol p
Jeremy Horwood, Niamh M. Redmond, Christie Cabra, Emer Brangan,
Petra Manley, Sophie Turnbull, Jenny Ingram, Patricia Lucas, Mark Espeland1, Jill P. Crandall2, Stephen Kritchevsky1, Eileen M. Crimmins3,
Brandon R. Grossardt4, Judy Bahnson1, Michael E. Miller1,
Jamie Nicole Justice1, Nir Barzilai2 Mark Espeland1, Jill P. Crandall2, Stephen Kritchevsky1, Eileen M. Crimmins3,
Brandon R. Grossardt4, Judy Bahnson1, Michael E. Miller1,
Jamie Nicole Justice1, Nir Barzilai2
2 Correspondence: Jeremy Horwood
Trials 2017, 18(Suppl 1):O14 1Wake Forest School of Medicine; 2Albert Einstein College of Medicine;
3University of Southern California; 4Mayo Clinic
Correspondence: Mark Espeland
Trials 2017, 18(Suppl 1):O15 Background Evaluating the effectiveness of interventions for acute conditions in
primary care often necessitates clinicians opportunistically recruiting
patient during time-pressured consultations. References Trials 2017, 18(Suppl 1):200 Page 191 of 235 O13
Agreeing outcomes that matter to patients? What are the
challenges? Heather Bagley, Bridget Young
University of Liverpool
Correspondence: Heather Bagley
Trials 2017, 18(Suppl 1):O13 feasible to clinicians and patients/parents. However, the requirement
for individual patient/parent consent during the consultation was a
barrier to recruitment and may have introduced bias. Given the na-
ture of the interventions and the views expressed it is viable and
valid that future trials of both interventions should not require indi-
vidual consent providing the choice to opt out is provided and fol-
low up procedures maintain patient anonymity. Trials evaluating the
effectiveness of interventions for acute conditions in primary care
should avoid recruitment processes that add burden to routine prac-
tice. The study highlights the value of conducting mixed method
evaluations of recruitment performance and barriers during feasibility
trials to inform future trial design. This abstract is not included here as it has already been published. Background and Objectives g
j
The incidence of age-related chronic diseases rises exponentially
with age. This parallels the exponential increases with age in rates
of major disease-specific deaths tracked by the US National Center
for Health Statistics, including those for heart disease, cancer,
stroke, type 2 diabetes mellitus, and Alzheimer’s disease. It has re-
peatedly been shown that the major, and by far the most potent,
risk factor cutting across age-related chronic diseases is age itself. There is growing evidence for a biologic construct underlying
aging, leading to the potential that interventions may be devel-
oped to slow its progression. The primary goal is not to increase
the number of years lived, but to increase the number of years
lived with better health and function. The NIA Interventions Testing
Program has been established to organize research towards this
goal across model organisms. As interventions emerge from this
program as candidates for human intervention, clinical trials will be
mounted to assess their efficacy. We discuss design and analytical
issues, including the choice of outcomes, eligibility criteria, monitor-
ing rules, and analytical strategies. We present projections of rates
at which outcomes occur, as benchmarks for estimating the statis-
tical power for future trials. To describe the performance of, barriers to, and implications of
clinicians recruiting trial participants during consultations within two
primary care feasibility cluster randomised controlled trials, CHICO
and IMPACT-PC. p
Methods Parallel analyses were conducted using data from three large cohorts
of older individuals: the Rochester Epidemiology Project, the Health
and Retirement Study, and the Women’s Health Initiative Observa-
tional Study. These allowed us to contrast outcomes, evaluate poten-
tial eligibility criteria, and project incidence rates. R
lt Methods For the CHICO trial GP practices were randomised to a within con-
sultation web-based intervention to reduce antibiotic prescribing for
children with acute cough and respiratory tract infection, or usual
care. For the IMPACT-PC trial GP practices were randomised to a
nurse-led telephone based management service for patients testing
for Chlamydia trachomatis (CT) and Neisseria gonorrhoea (NG), or
usual care. Performance data analyses were conducted and 44
clinicians and 26 trial participants (patients/parents) were interviewed
post
recruitment
and
analysed
thematically
to
explore
their
experiences. g
Results The incidence rate of composite multi-morbidity outcomes and the
rate that they accumulate over time are attractive clinical trial out-
comes. Rates increase with age and, for cohorts at suitably in-
creased risk due to choice of eligibility criteria, are sufficiently great
enough to support the development of tractable (4–6 years; N =
3,000) multi-center clinical trials. To provide evidence that interven-
tions target aging and health span, rather than individual compo-
nents of the composite outcome measure, nuanced approaches to
monitoring and analysis are required, which we describe. The
benchmarks and methods that we present support the feasibility of
designing efficient clinical trials for interventions targeting aging. As an example, we describe the design of the Targeting Aging with
Metformin (TAME) multicenter clinical trial. Conclusions For IMPACT-PC, 11 practices were randomised, 1154 patients were re-
cruited (60% of eligible patients) and 30 (2.6%) patients tested posi-
tive for CT, 9 (0.8%) tested positive for NG and 3 (0.3%) tested
positive for both. CT positivity was higher (4.3%) amongst individuals’
eligible but not recruited to the study in intervention practices. Inter-
views revealed the main reason for failure to recruit eligible patients
was insufficient time to undertake consent procedures. Despite pa-
tient consent being recorded, patients were sometimes unclear that
they were participating in a research study. However, patients found
both the intervention and the use of their medical records in evalu-
ation acceptable, as long as their anonymity was maintained. Conclusions Recruitment to both trials was successful in terms of numbers re-
cruited and timescales and the interventions were acceptable and Clinical trials targeting aging are feasible, but require careful design
consideration and monitoring rules. Trials 2017, 18(Suppl 1):200 Page 192 of 235 Page 192 of 235 O16
Improving the testing of treatment effect in clinical trials with time
to event outcomes
Song Yang1, Ross Prentice
1National Heart, Lung, and Blood Institute, NIH; 2Fred Hutchinson Cancer
Research Center
Correspondence: Song Yang
Trials 2017, 18(Suppl 1):O16 variables used in analyses, annotated forms, and biospecimen linking
files. To date, over 600 publications are known to have resulted from
requestors using BioLINCC resources. Conclusion Efficient preparation of study data and documents is essential to
maximizing the scientific utility of study resources. O18
Patient preferences for outcomes in clinical trials: implications for
medicines optimization p
Emily Holmes1, Anthony G. Marson2, Dyfrig A. Hughes1
1Bangor University; 2University of Liverpool
Correspondence: Emily Holmes
Trials 2017, 18(Suppl 1):O18 y
Leslie Carroll1, John Adams1, Corey Del Vecchio1, Karen Mittu1,
Kevin Zhou1, Jane Wang1, Carol Giffen1, Elizabeth Wagner2, Sean Coady3
1Information Management Services, Inc.; 2Translational Blood Science
and Resources Branch, Division of Blood Diseases and Resources,
National Heart, Lung, and Blood Institute; 3Epidemiology Branch,
Prevention and Population Sciences Program, Division of Cardiovascular
Sciences, National Heart, Lung, and Blood Institute Results The rank order of AEDs based on trial data for remission: lamotrigine,
carbamazepine, topiramate, oxcarbazepine, then gabapentin, chan-
ged when patient benefit-risk preference was considered. The prob-
ability of patients with partial epilepsy preferring each AEDs was, in
descending order: carbamazepine (0.29), lamotrigine (0.26), oxcarba-
zepine (0.24), gabapentin (0.15), topiramate (0.07). Women with the
potential to become pregnant, had a preference probability of: lamo-
trigine (0.31), oxcarbazepine (0.21), gabapentin (0.20), carbamazepine
(0.19), topiramate (0.09). Comparable results were found for patients
with generalised or unclassified epilepsy. Changes to rank ordering
are explained by patients’ stronger preferences for reducing the risk
of AEs than for improving treatment benefit. In return for a 1% im-
provement in 12-month remission, the maximum acceptable risk of
adverse events was: depression 0.31%, memory problems 0.30%, ag-
gression 0.25%. The maximum acceptable risk of adverse event in ex-
change for a 1% improvement in 12-remission was, for women with
the potential to become pregnant was: depression 0.56%, memory
problems 0.34%, and foetal abnormality 0.20%. Conclusions Background Drug choices for given therapeutic indications are often guided by
clinical trial evidence, however, patients may consider outcomes
beyond those measured as primary endpoints within trials in their
decision to adhere to medication. Discrete choice experiments (DCEs)
are a valid method that has been used to quantify patient prefer-
ences for drug outcomes. Data from DCEs may be combined with
the results of clinical trials to provide a more patient-orientated per-
spective on drug choice. Correspondence: Leslie Carroll
Trials 2017, 18(Suppl 1):O17 Correspondence: Leslie Carroll
Trials 2017, 18(Suppl 1):O17 Introduction The National Heart, Lung, and Blood Institute (NHLBI) established the
Biologic Specimen and Data Repositories Information Coordinating
Center (BioLINCC) www.biolincc.nhlbi.nih.gov in 2008 to provide online
access to NHLBI data and biospecimen resources. To assist non-study
investigators’ use of the datasets, each study’s BioLINCC webpage
provides information on the study design and results, including docu-
ments that provide insight into the study data. Given the recent inter-
est by journal editors in the rapid release of publication data, the need
for efficient curation methods is becoming more important. The proce-
dures that have been developed by BioLINCC to review and prepare
study datasets and documents for sharing with secondary users are
one example of how this can be accomplished. p
g
Objective p
Methods Data packages submitted to BioLINCC undergo review for secondary
usability. Data dictionaries are examined for ease of use by researchers
outside of the original study group. Reviews are performed to find any
data elements that are considered personally identifiable information
(PII) which are then redacted or recoded in order to de-identify the
data for distribution. An informed consent questionnaire is completed
to discern if there are any restrictions related to wide data sharing. A
comparison of the data with a publication representative of the study
as a whole, such as a primary outcome manuscript, is conducted. The
population included in the analysis as well as key statistics are repro-
duced and deviations identified. Key variables used in the analysis (e.g. inclusion criteria, adjudicated variables, outcomes) are noted and the
documentation is examined to ensure these variables are well anno-
tated. If study biospecimens are being transferred to the NHLBI
Biorepository, the link between clinical data and those specimens is
verified. Additional documentation including the study protocol, in-
formed consent templates, MOP/MOOs, annotated forms, codebooks,
and a publications list are collected to provide a useful context for the
data and biospecimens. g
Results Preparing data for
release to the general scientific community requires a significant
commitment of time and effort to ensure investigators, not affiliated
with the original study, have sufficient information to effectively con-
duct secondary analyses. This abstract is not included here as it has already been published. p
Objective To demonstrate the impact of incorporating patients’ benefit-risk
preferences into the results of clinical trials, using a case study of
preferences for anti-epileptic drugs (AEDs). Preference weights for outcomes of AEDs (12-month remission, fewer
seizures, depression, memory problems, aggression, foetal abnormal-
ity) were derived from a web-based DCEs of 414 adult patients with
epilepsy. Rates for each of these outcomes were extracted from a
large randomised controlled trial comparing the effectiveness of new
and standard AEDs (SANAD), and from a systematic review of treat-
ments of epilepsy in pregnancy. The preference weights were com-
bined with the clinical event rates to estimate of patient utility for
each AED. The probability of patients preferring each AED was then
calculated as the ratio of exponentiation of the utility of each individ-
ual AED to the sum of the exponentiation of the utilities of all AEDs. Results were compared to rankings of AEDs as indicated by clinical
trials. O19
Patient and public involvement into the design of a paediatric
surgical trial: the ninja study In trials of emergency care interventions standardised pathways for
obtaining participant consent can be inappropriate and alternative
models are required. Unless specific approval is granted, obtaining par-
ticipant consent is an essential prerequisite to research participation. OBS2 was a randomised trial evaluating the effectiveness of using early
fibrinogen replacement in the management of complex postpartum
haemorrhage. Reflecting the range of potential clinical scenarios in
which recruitment could potentially occur, and to meet NHS ethics
committee requirements, several consent pathways were identified,
each requiring tailored patient information and consent forms. Methods Cushla Cooper1, David Beard1, Abhilash Jain1, Aina Greig2, Adam Sierakowski3,
Matthew Gardiner1, Nicola Farrar1, Jonathan Cook1
1
2
3 Matthew Gardiner , Nicola Farrar , Jonathan Cook
1University of Oxford; 2Guys & St Thomas’ Hospital; 3Mid-Essex Hospital
Services NHS Trust
Correspondence: Cushla Cooper
Trials 2017, 18(Suppl 1):O19 Correspondence: Cushla Cooper
Trials 2017, 18(Suppl 1):O19 O21 O21
How can incentives be designed and used to improve recruitment
and retention in ways that are effective, efficient and ethical? Peter Bower1, Beth Parkinson2, Eleonora Fichera2, Rachel Meacock2,
Matt Sutton2, Shaun Treweek3, Nicola Harman4, Katie Gillies3,
Nicola Mills5, Gillian Shorter2
1MRC North West Hub for Trials Methodology Research; 2University
of Manchester; 3University of Aberdeen; 4University of Liverpool;
5University of Bristol; 6Ulster University
Correspondence: Peter Bower
Trials 2017, 18(Suppl 1):O21 Due to PPI involvement, the full NINJA study objectives were modi-
fied and a follow-up regime and content designed to suit this very
specific patient population was developed. Our experience shows
that solutions offered by children and parents can be incorporated
into trial design at an early stage. The PPI exercise helped address
and titrate issues raised in a pilot study and generated design and
procedural elements that had not previously been discussed. O20
Consent pathway options in trials of emergency interventions
Julia Sanders1, Peter Collins2, Julia Townson3, Nadine Aawar3
1Cardiff University; 2Cardiff University, School of Medicine;
3Cardiff University, Centre for Trials Research
Correspondence: Julia Sanders
Trials 2017, 18(Suppl 1):O20 O20
Consent pathway options in trials of emergency interventions
Julia Sanders1, Peter Collins2, Julia Townson3, Nadine Aawar3
1Cardiff University; 2Cardiff University, School of Medicine;
3Cardiff University, Centre for Trials Research
Correspondence: Julia Sanders
Trials 2017, 18(Suppl 1):O20 Results Over the first seven years of BioLINCC, data from 139 completed stud-
ies were made available through BioLINCC and 666 requests for 1496
data packages were fulfilled. A total of 130 original data packages and
updates were processed and shared with an average effort of 75 hours
per data package. The level of effort varied, not according to the
complexity of the study design, but due to the stage of curation of the
submitted data and documentation. Additional effort at both BioLINCC
and the parent study’s coordinating center was required in nearly all re-
views to prepare and obtain missing information such as algorithms for
calculated analysis variables, explanatory data labels, code books, key DCEs represent a robust method for quantifying benefit-risk prefer-
ences that can be analysed alongside clinical trial data, to provide a
patient-orientated perspective on the optimal choice of treatment. Trials 2017, 18(Suppl 1):200 Page 193 of 235 Background O19
Patient and public involvement into the design of a paediatric
surgical trial: the ninja study
Cushla Cooper1, David Beard1, Abhilash Jain1, Aina Greig2, Adam Sierakowski3,
Matthew Gardiner1, Nicola Farrar1, Jonathan Cook1
1University of Oxford; 2Guys & St Thomas’ Hospital; 3Mid-Essex Hospital
Services NHS Trust
Correspondence: Cushla Cooper
Trials 2017, 18(Suppl 1):O19 Background Patient and Public Involvement (PPI) is increasingly important in the
design of research and surgical trials. Evidence on PPI for paediatric
trials appears is limited. Using a case study, the NINJA study, the po-
tential impact of PPI on the design of a new paediatric surgical trial
is highlighted. All women booked to give birth at the six participating maternity
units during the recruitment period, were provided with written in-
formation about the study during the antenatal period. Five consent
pathways were developed: (1) for women at higher risk of postpar-
tum haemorrhage, pre-event consent; (2) for women with controlled
haemorrhage, written consent at the time of the bleed; (3) for
women competent to provide assent during the bleed, but unable to
provide written consent, verbal assent at the time of the bleed; and
in the event of women lacking capacity to provide assent, pathways
utilising a personal (4) or professional representatives (5). All women,
regardless of the pathway followed, once well enough following their
bleed were also required to provide written consent for use of their
collected data. NINJA study: Nail bed injury is the commonest hand-related cause of
emergency paediatric consultation. After nailbed repair, there is de-
bate whether the nail should be replaced or not. There is controversy
and uncertainty around whether replacing the nail is beneficial in
causing or preventing infection. A 60 patient pilot study (NINJA-P)
was conducted to demonstrate the viability of a large multicentre
paediatric surgical trial comparing infection rates in patients with re-
placed and discarded fingernails. Patients were recruited in just over
4 months at 4 sites and followed-up for 4 months. The paediatric
population created some unique aspects and challenges, especially
with retention and completion of patient-reported assessments. Methods The issues raised by the pilot were put to a youth group - the Young
Person’s Executive (YiPpEe) group based at Oxford University Hospitals
NHS Foundation Trust and also to a focus group of parents (and one
toddler). Information from both groups was collated to inform the de-
velopment of the definitive study. The issues discussed were: Choice of
the primary outcome measure and how to administer this; Retention of
this study population; Presentation of study information. Results Regarding the outcome, the appearance of the nail was overwhelm-
ingly the most important variable. This was in contrast to the clinicians’
choice of outcome; the incidence of infection. The NINJA study now
has co-primary outcome measures of appearance and infection rates. The groups shared ideas for how children (or parents) could measure
their satisfaction with their nail appearance. A simple 3 point scale
showing facial expressions was developed. This was favoured over the
5 point scale used in the pilot. Both groups were clear about the
method of collection for follow up data. This population includes busy
working parents. They suggested moving away from postal question-
naires and clinical visits, if not necessary, and employing mobile tech-
nology i.e.: ‘apps’ to upload photographs and complete questionnaires. The parent group felt the option to complete follow up requirements
in this manner would improve the retention rate. Both groups had spe-
cific ideas regarding patient information presentation. The use of tech-
nology, videos, and comic-strips showing real people was supported. Collaboration with YiPpEe will continue to help develop information
portals for the study. p
Conclusions Conclusions Discussion Appropriate recruitment and consent pathways are an essential com-
ponent in the design of all trials. Trials of emergency intrapartum care
bring particular challenges as they combine a known population,
women booked to give birth at participating units, with unknown eli-
gible potential participants, in the case of OBS2, women who went on
to have a postpartum haemorrhage of >1,000 ml. The requirement to
provide all potentially eligible women with antenatal information was
intensive of professional time and resources. The pathways of consent
available to staff in the recruitment of women were identified to have
strengths and weaknesses, and these were reflected in the utilisation of
each. Based on the experience of the OBS2 trial, the legal and logistic
complexities of consent in emergency trial settings will be presented
and discussed. Results The study recruited 663 women who experienced a moderate to se-
vere postpartum haemorrhage, with a minimum of 1,000 ml blood
loss. Data relating to the mode of consent were captured on the site
screening logs for 511 participants. No participants were recruited
using the pathways developed for written consent provided at the
time of the bleed, nor for the pathway utilising a professional legal
representative. Antenatal (pre-bleed) consent was obtained from 15
(2.9%) recruited women; verbal assent was provided by 473 women
(92.5%) during the haemorrhage, and for 23 women (4.5%) assent
was provided by a personal representative, a relative or friend present. All women, once well enough following their bleed, provided written
consent to the use of collected data. Methods The review was underpinned by a conceptual framework drawn from
microeconomics, agency theory and behavioural economics to help us
determine which elements of incentive design to consider. We also
explored potential intended and unintended effects of incentives. We will describe the key considerations that influenced the design of
the DSMS, whilst focussing on scalability, as the DSMS was intended
to be a cost-effective solution that could be used by a number of tri-
als within the unit. We also ran interactive sessions with experts in the field (trials and be-
havioural economics), principal investigators, regulatory representatives,
and patients, to better understand stakeholder views. The key activity was building a forecasting-and-site-refill algorithm to
minimise drug wastage whilst optimising shipment quantities, there-
fore reducing shipping costs. To achieve the required scalability, the
first consideration was introduction of flexibility into the algorithm. It
was developed with many inputs/parameters to cater for variation
across future trials and sites in terms of number of patients, recruitment
rates, site capacity and location. Each shipment request is reviewed
and approved by the trial team, which further allows the process to be
fine-tuned for each study. Synthesising these two forms of data, we developed guidance for the
design and delivery of incentives in trial recruitment and retention. Results We searched PubMed and Econlit, securing 963 eligible studies, of
which 123 were included. Some of the core recommendations from
the review are as follows: the review are as follows: 1. When designing an incentive system it is vital to consider the
current incentives already operating Integration with internal and external contract research organization
(CRO) systems was fundamental to building a successful system. The
DSMS is a web-based system (C#/MVC.NET/SQL Server database) and
has been integrated with an existing randomisation system and
study database. The system allows for pack/kit numbers to be used
in blinded trials, therefore integration with CRO systems is vital to an
efficient pack selection process for site shipments. 2. The evidence is mixed about who incentives should be directed
towards (patients, recruiters, clinicians or a combination) 3. Incentivising processes (such as invitations to a trial) is likely to in-
duce more effort than incentivising outcomes (e.g. recruitment and
retention). Scaling the drug supply management mountain: a case study of
the add-aspirin trial
2
2
2
2 the add-aspirin trial
Kenneth Babigumira1,2, Nancy Tappenden1,2, Fay Cafferty1,2, Marta Campos1,2,
Carlos Diaz-Montana1,2, Keith Fairbrother1,2, Samuel Rowley1,2,
Mary Rauchenberger1,2, Ruth E. Langley1,2
1MRC Clinical Trials Unit at UCL, Institute of Clinical Trials and
Methodology, UCL, London, UK; 2MRC London Hub for Trials
Methodology Research, London, UK
Correspondence: Kenneth Babigumira
T
l
(S
l
) O Background
Increasingly drugs are being developed with consideration to a bio-
marker defining a sub-population where the drug will demonstrate
increased clinical benefit. However, frequently the prior evidence of
the necessity of the marker isn’t overwhelming or the exact defin-
ition of the biomarker cannot be specified in advance either in terms
of a cut-off and/or the optimal assay or property of the biomarker
that will be used to define the sub-population. In these cases a study
will typically be run in an unselected population, and the analysis
performed in both the whole study population as well as biomarker
defined sub-populations. In these situations, although many separate
biomarker hypotheses may be tested, it is desired to maintain an
overall type-1 error rate control for testing the single hypothesis that
the drug has an effect within a patient population. p
Kenneth Babigumira1,2, Nancy Tappenden1,2, Fay Cafferty1,2, Marta Campos1,2,
Carlos Diaz-Montana1,2, Keith Fairbrother1,2, Samuel Rowley1,2,
Mary Rauchenberger1,2, Ruth E. Langley1,2
1 gy
Correspondence: Kenneth Babigumira
Trials 2017, 18(Suppl 1):O22 Conclusion In the Add-Aspirin trial to date, over 1,500 participants from 128 UK
sites have been dispensed 3,000 treatment packs using the DSMS. The number of shipments created so far is in line with what was pro-
jected using simulation before the start of the trial. The shipments
have been optimised for low, medium and high recruiting sites. The
DSMS is a platform that continues to evolve as new functionality is
required for the Add-Aspirin trial and other trials within the MRC CTU
at UCL portfolio. We will present our findings in full, and explore incentives schemes
which illustrate different features, advantages and disadvantages. There is a need to consider the role of incentives in enhancing re-
cruitment and retention, taking account of the ethical issues and
thinking creatively about design to maximise benefit and minimise
harm. Equally, there is a need to test their effectiveness and effi-
ciency using appropriate randomised and non-randomised methods
to ensure that any systems are a good use of public funds. Decision making in the face of biomarker uncertainty
Chris Harbron
Roche
Trials 2017, 18(Suppl 1):O23 Background Recruitment and retention is critical for trials, yet both remain sig-
nificant problems. Very little evidence exists on effective methods
to boost recruitment and retention. There is increasing interest in
exploring financial and non-financial incentives. Trials 2017, 18(Suppl 1):200 Page 194 of 235 We asked the question: “How can incentives best be designed and
used to improve recruitment and retention in ways that are effective,
efficient and ethical?” MS Access databases). However, there are challenges integrating these
systems with internal study databases to work seamlessly. Add-Aspirin is a phase III double-blind, randomised trial with over
180 sites in the UK, aiming to recruit 10,000 patients. The size of the
trial and the use of double-blinded drug as part of the trial design
led to a decision to develop an in-house DSMS. M
h d We conducted a structured scoping review to explore the current lit-
erature on the use of incentives in health care (inside and outside of
trials). Methods However, there is a danger that changes in process do
not translate to increased recruitment and retention, or lower the
overall suitability of recruits Another important consideration to facilitate scalability was ensuring
ease of setting up new trials and studies, which has been enabled by
how the DSMS integrates with internal systems which house both
trial and site data. In addition to this, a metadata template was cre-
ated to expedite the process of gathering new requirements from
new trials. This has been successfully implemented for Add-Aspirin
and its use has already been extended to the FOCUS4 biomarker-
stratified platform trial. 4. Complex payment schemes can better direct incentives to increased
activity, limiting costs. However, they will take more time and effort to
implement, and may fail to induce increased effort 5. Monetary incentives are likely to have a larger direct price effect,
but may have negative psychological effects (e.g. crowding out
altruism) 5. Monetary incentives are likely to have a larger direct price effect,
but may have negative psychological effects (e.g. crowding out
altruism) 6. Other unintended consequences of incentives may include effects
on the types of patients recruited and research integrity Finally another important component was the ease of use, supported
by the provision and implementation of system training. Training has
been developed using different formats, webinars, user guide, slides
and videos. The training materials are available from within the system
and on the trial website; they can easily be adapted by new trials. Conclusion The impact of incentives will be influenced by many features, such
as the setting of the trial, the risk inherent in trial procedures, and
the social and demographic characteristics of patients. Patients dis-
cussed the importance of the language used in offering incentives,
and the impact on the professional-patient relationship. Patients re-
ported less concerns over the use of incentives for retention com-
pared to recruitment. Background Managing drug supply for large clinical trials presents significant logis-
tical challenges. The MRC CTU at UCL has used either an external drug
supply management system (DSMS) or in-house tools (spreadsheets or Trials 2017, 18(Suppl 1):200 Page 195 of 235 Page 195 of 235 Methods 18% (a 6% increase) based on the 358 participants who had reached
the 8 week time point by October 2016. Completion of the sub-study
later in 2016 will reveal how effective phone reminders were com-
pared to SMS reminders. The cost of an SMS reminder is approxi-
mately $0.18AUD with negligible staff time required per person
reminded. The cost of a phone reminder is approximately $0.48AUD
with an average of 4 minutes of staff time required per person
reminded. Spiessens-Dubois (2010) provide an approach for controlling overall
type-1 error rate when all biomarker hypotheses are nested by consid-
ering the correlation between different tests using an analogous
approach to group sequential analysis. This describes the situation of a
single biomarker being investigated at multiple cut-offs. In this presen-
tation, this is extended to the more general case of non-nested tests
representing the situation of multiple biomarkers which may be corre-
lated but not ordered, still using the intrinsic correlation from overlap-
ping populations to construct an efficient test. This solution generates
sets of significance boundaries all maintaining an overall type-1 error
rate which can be optimized according to a variety of different optimal-
ity criteria based upon different characteristics of the study including
functions of power, effect size and significance levels. R
lt g
Aim In this sub-study we aimed to assess the impact of phone and SMS
(text message) reminders on lab screening rates while also maximiz-
ing lab screening uptake in the lead up to recruitment close in
December 2016. O24 Using phone, SMS and email screening reminders to improve
clinical trial recruitment: results from a sub-study of the t4dm
diabetes prevention study
Karen Bracken1, Wendy Hague1, Gary Wittert2, Anthony Keech1,
Kristy Robledo1
1NHMRC Clinical Trials Centre, University of Sydney; 2University of
Adelaide
Correspondence: Karen Bracken
Trials 2017, 18(Suppl 1):O24 There has been a surge in designing clinical trials based on the as-
sumption that a biomarker is predictive of treatment response. Pa-
tients are stratified by their biomarker signature, and one tests the
null hypothesis of no treatment effect in either the full population or
the targeted subgroup. However, in order to directly verify the pre-
dictability of a biomarker, it is essential that hypothesis be tested in
the non-targeted subgroup too and within a randomised controlled
trial [1]. In a Phase IIB oncology trial with progression free survival
(PFS) endpoint, the data obtained can inform the Phase III design
aimed at establishing overall survival whether to restrict recruitment
to just the targeted subgroup or not. Correspondence: Karen Bracken
Trials 2017, 18(Suppl 1):O24 Conclusion This sub-study will establish the extent to which phone and SMS
screening reminder strategies increase participant follow-through
with the screening process. It will also assess the relative costs of
each approach in terms of cost per notification, cost per participant
screened and cost per participant enrolled. These findings have the
potential to inform the choice of screening reminder strategy in future
prevention clinical trials. We present and compare the results of optimising the significance
boundaries of a study using different optimality criteria and link this
to the properties of the biomarkers being investigated. We give guid-
ance as to how this approach may be implemented in practice and
the beneficial discussions within clinical teams that adopting these
approaches will facilitate. O25
Adaptive enrichment design for randomised clinical trials with
predictive biomarkers
Deepak Parashar, Iliana Peneva, Nigel Stallard
University of Warwick
Correspondence: Deepak Parashar
Trials 2017, 18(Suppl 1):O25 Method [1] Mehta C, Schafer H, Daniel H, Irle S. Biomarker driven population
enrichment for adaptive oncology trials with time to event outcomes. Statist. Med 2014; 33: 4515–4531. Between June and October 2016, 709 participants who did not at-
tend lab screening within 4 weeks of online registration were ran-
domized to receive either an SMS or a phone reminder to attend for
lab screening. This was in addition to an automated email reminder
that all registered participants receive at 4 weeks. Participants were
followed to determine whether they attended lab screening by 8
and 12 week time points. The sub-study completed enrollment in
October 2016 with all data collection to be complete by the end of
2016. The quality of reporting of pilot and feasibility cluster randomised
trials: a systematic review
1
2
1 Claire Chan1, Leyrat Clémence2, Eldridge M. Sandra1
1Queen Mary University of London; 2London School of Hygiene and
Tropical Medicine Preliminary results O25
Adaptive enrichment design for randomised clinical trials with
predictive biomarkers Deepak Parashar, Iliana Peneva, Nigel Stallard
University of Warwick
Correspondence: Deepak Parashar
Trials 2017, 18(Suppl 1):O25 Background Successful and timely participant recruitment is a key aspect of clinical
trial conduct. Failure of potential participants to complete screening is
often reported as an issue in prevention studies. The T4DM diabetes
prevention study, being conducted at 6 sites around Australia, employs
a step-wise screening process. Potential participants first complete an
online study registration questionnaire and, if eligible, the online sys-
tem generates consent and laboratory forms. Participants are then re-
quired to attend for lab screening before being allocated to the nearest
study site. After the first 12 months, only 58% of men who registered
online had attended the lab for screening. Given the cost and difficulty
associated with attracting men to register, a quarterly email reminder
and ad-hoc phone reminders were introduced to improve uptake of
lab screening. After a further 24 months, we observed that the number
of men attending for screening late (more than 12 weeks after registra-
tion) had grown but the overall lab screening rate remained largely un-
changed at 60%. We propose a new two-stage adaptive randomised Phase II popula-
tion enrichment trial design, with PFS as the primary endpoint and
comparing an experimental drug with a control treatment. We adap-
tively test the null hypotheses of hazard ratios in both the targeted
as well as the non-targeted subgroups, with strong control of the
familywise error rate. It is assumed that the hazard ratio of the tar-
geted subgroup is much less than that of non-targeted, since the
drug is expected to be more beneficial for the biomarker-positive
subpopulation. Simulations for an example trial in non-small cell lung cancer show
that the probability of recommending an enriched Phase III trial in-
creases significantly with the hazard ratio in the non-targeted sub-
group. We compare our decision rules with [1] and illustrate the
efficiency achieved. Our adaptive design testing first in the non-
targeted subgroup followed by testing in the targeted subgroup for
a randomised controlled trial constitutes part of the proof of a bio-
marker’s predictability. Preliminary results y
Prior to the introduction of the reminder sub-study, only 12% of men
who didn’t attend lab screening within 4 weeks had done so by
8 weeks. To date, the introduction of reminders has increased this to p
Correspondence: Claire Chan
Trials 2017, 18(Suppl 1):O26 Page 196 of 235 Trials 2017, 18(Suppl 1):200 Page 196 of 235 Treatment Clinical Trials Network (CTN) Clinical Coordinating Center
(CCC) and Data and Statistics Center (DSC), both at the Emmes Cor-
poration, collaboratively developed a series of processes and tools,
some of which are incorporated in the electronic data system, to
ensure an efficient and controlled chain of custody and process be-
ginning from initial supply distribution through dispensing proce-
dures at the research sites and final reconciliation and destruction. The CCC and DSC consider several factors when determining the
process for study drug management, including treatment blinding,
drug type, quantity and packaging, frequency of distribution, expir-
ation dating, and the number of sites. Based on these parameters,
the CCC assists the study teams in development of clear and thor-
ough drug management logs as well as defining drug storage and
temperature monitoring requirements. To remedy last minute re-
quests, supply hoarding, and waste at the sites, the coordinating
centers have developed a centralized inventory tracking and reor-
dering process to monitor drug supply and distribution. In this
process, research staff report inventory weekly directly in the Elec-
tronic Data Capture (EDC) system, and the data is pulled into re-
ports, which identify reorder needs based on thresholds and usage. Before shipping initial supplies to each site, all regulatory docu-
ments are collected and training is provided to research sites on
the importance of drug accountability and consequences for par-
ticipant safety if inaccurately reporting drug dosing and disposal. Site monitors review the drug logs, medication storage, and regula-
tory documentation throughout the trial (remotely or on-site) in
order to identify and resolve any improper practices, discrepancies
and errors. The Emmes Corporation has supported substance use
treatment interventions implemented in the CTN for over 11 years,
and throughout that time have developed best practices including
using systematic, clear and precise processes for study drug pro-
curement, distribution, and monitoring. Over 14 clinical trials across
105 clinical sites have involved study drug, including 4 double-
blinded studies and 4 Investigational New Drugs and 6 studies
using controlled substances. O27 O27
Best practices for study drug management and accountability
throughout the study lifecycle in multi-site randomized controlled
trials
Dikla Blumberg1, Patricia Novo2, Beth Jeffries1, Lauren Yesko1,
Abigail G. Matthews1, Julia Collins1, Dagmar Salazar1, Eve Jelstrom1,
Matthew Wright1, Radhika Kondapaka1
1The Emmes Corporation; 2NYU School of Medicine
Correspondence: Dikla Blumberg
Trials 2017, 18(Suppl 1):O27 Preliminary results Effective communication between the
CCC/DSC, central pharmacy, third-party vendors, research sites, and
all other stakeholders allows for efficient planning and prompt
resolution to problems that arise. Supporting this communication
with real time data collection and reporting allows for the proper
maintenance of a comprehensive and accurate study drug manage-
ment system. This presentation will emphasize best practices for
achieving an organized and controlled chain of custody throughout
the life of a trial. g
Results Eighteen pilot CRTs were identified, with most (56%) published in
the UK. 44% did not have feasibility as their primary objective, and
many performed formal hypothesis testing for effectiveness/efficacy
despite being underpowered (50%). Most pilot CRTs (83%) reported
the term “pilot” or “feasibility” in the title, and discussed implications
for progression from the pilot to the future definitive trial (89%), but
less than half gave reasons for the randomised pilot trial (39%), re-
ported a rationale for the sample size (44%), reported criteria used to
judge whether or how to proceed with the future definitive trial
(17%), or reported where the pilot trial protocol could be accessed
(39%). Most pilot CRTs defined the cluster (100%), and reported the
number of clusters randomised (94%) and assessed for the primary
objective (82%). Items reported least well included how clusters were
consented (11%), the cluster design during the description of the ra-
tionale for numbers in the pilot (17%), who enrolled clusters (17%),
the number of exclusions for clusters after randomisation (18%), a
table showing baseline characteristics for the cluster level (11%), and
from whom consent was sought (11%). Background There are an increasing number of studies described as pilot and
feasibility studies. A pilot or feasibility trial conducted in advance of a
future definitive trial is a study where part or all of a future trial is
carried out on a smaller scale to see whether it can be done and
whether we should proceed with it. Reporting of pilot and feasibility
studies is poor, and these studies are particularly important when de-
signing cluster randomised trials (CRTs), which bring with them extra
complications. p
Objectives
T
i To systematically review the quality of reporting of pilot and feasibility
CRTs. In particular, to identify 1) The number of pilot CRTs conducted
between 01/01/2011 and 31/12/2014, 2) Whether pilot CRTs have ap-
propriate objectives and methods, and 3) The extent to which the qual-
ity of reporting of pilot CRTs is sufficient. y
p
Methods We searched PubMed (2011–2014) for CRTs with “pilot” or “feasibility”
in the title/abstract, that were assessing some element of feasibility and
showing evidence the study was in preparation for a main effectiveness
trial. Quality assessment criteria were based on the CONSORT extension
for CRTs, and the CONSORT extension for pilot trials which was in the
final stages of development. Conclusions The identification of just eighteen pilot CRTs highlights the need for
increased awareness of the importance of carrying out and publish-
ing pilot CRTs and good reporting. It is possible that some pilot CRTs
were missed because they did not include “pilot” or “feasibility” in
the title/abstract. Pilot CRTs should primarily be assessing feasibility,
with methodology reflecting this focus. Improvement is needed in
reporting reasons for the pilot, rationale for the sample size, progres-
sion criteria, and where the protocol can be accessed. Cluster level
items also need better reporting, since these are important for asses-
sing feasibility. We recommend adherence to the new CONSORT ex-
tension for pilot trials, in conjunction with continued adherence to
the CONSORT extension for CRTs. O28
A look at the future of data standardization and sharing in clinical
research
Derk Arts1, River Wong2, Nidal Amenchar2
1Department of medical informatics, Academic Medical Centre (AMC),
Amsterdam; 2Castor Electronic Data Capture
Correspondence: Derk Arts
Trials 2017, 18(Suppl 1):O28 Correspondence: Derk Arts
Trials 2017, 18(Suppl 1):O28 Sharing collected data from trials has the potential to exponentially
increase the efficiency and accuracy of research and reduce research
waste through repeated trials. Unfortunately, barriers to do so still
exist. These include the difficulty to find, access and use previously
collected research data sets because they are not centrally indexed
or standardized. Best practices for study drug management and accountability
throughout the study lifecycle in multi-site randomized controlled
trials The European Commission unveiled its plans in April earlier this year
to create a new European Open Science Cloud that will offer
Europe's 1.7 million researchers and 70 million science and technol-
ogy professionals a virtual environment to store, share and reuse
their data across disciplines and borders. The aim is to make all data
derived from EU-funded research projects Findable, Accessible,
Interoperable and Reusable (FAIR). The European Union has fully
embraced the FAIR principles, which are created to ensure high data
quality, shareability, and usability. Dikla Blumberg1, Patricia Novo2, Beth Jeffries1, Lauren Yesko1,
Abigail G. Matthews1, Julia Collins1, Dagmar Salazar1, Eve Jelstrom1,
Matthew Wright1, Radhika Kondapaka1 1The Emmes Corporation; 2NYU School of Medicine
Correspondence: Dikla Blumberg
Trials 2017, 18(Suppl 1):O27 Managing study drug throughout a trial is a complex, vital task further
compounded when there are multiple research sites participating. Adherence to good clinical practice (GCP) requirements and all applic-
able regulatory requirements is paramount. The National Drug Abuse We will discuss the benefits of FAIR data, explain what is required for
FAIR data, and give guiding principles on how to create FAIR data. Trials 2017, 18(Suppl 1):200 Page 197 of 235 We will also go further into the challenges that we face as we move
towards the worldwide implementation of FAIR. Conclusions Our experiences of participant involvement have demonstrated that
trial participants can add insight to the studies they are involved in. Participant involvement in clinical trials is feasible and seems to offer
significant benefits in some circumstances. We recommend that current
INVOLVE guidance on PPI should be updated to include participant in-
volvement as a valid and potentially useful approach to PPI. Participant
involvement can complement other forms of PPI in clinical trials in ap-
propriate circumstances. We are developing plans and strategies to fur-
ther explore its potential. These challenges include: Ensuring all research data is of high quality
Standardization of research data at the source Provide everyone with
the ability to make FAIR data (FAIRification) We will discuss how to deal with these challenges and present our
solution to make capturing FAIR data accessible for every researcher
worldwide. By making these data available in environments like the
European Open Science Cloud, the world will experience a major
increase in the quality and efficiency of research. This in turn will
help to improve healthcare in the long run, by ensuring better qual-
ity of evidence to base our medical guidelines on. O30
Administering patient-reported outcome questionnaires in
Australian cancer trials: the roles, experiences, training received
and needs of site coordinators
Rebecca Mercieca-Bebber1, Derek Kyte2, Melanie Calvert2,
Martin Stockler1, Madeleine King1
1The University of Sydney; 2University of Birmingham
Correspondence: Rebecca Mercieca-Bebber
Trials 2017, 18(Suppl 1):O30 Administering patient-reported outcome questionnaires in
Australian cancer trials: the roles, experiences, training received
and needs of site coordinators Background Background
In clinical trials, patient-reported outcome (PRO) questionnaires
offer information about the impact of disease and treatment from
the patients’ perspective. The ‘Clinical Research Coordinator (CRC)’
is typically responsible for PRO data collection. Recent evidence
suggests CRCs are not offered adequate PRO-specific trial guidance. As PROs are increasingly being valued in the interpretation of can-
cer trials, the need to scrutinise current practice has become ever
more important. The present study explored the experiences of
Australian CRCs responsible for PRO assessment in cancer trials. Methods Correspondence: Claire Vale
Trials 2017, 18(Suppl 1):O29 Results Twenty participants (19 female) were interviewed (mean 9.3 years’
experience) with professional training in nursing (n = 12), science/re-
search (n = 4) or both (n = 4)). Participants worked in medical
oncology (n = 10), haematology (n = 5), radiotherapy (n = 4), and
endocrinology (n = 1) departments. Skills and responsibilities: All
CRCs described organisational and communication skills, the ability
to multi-task and work around patient needs. Differences included
whether CRCs explained the purpose of PRO assessments to patients,
which may result in bias if patients alter their responses if patients
believe it will impact their care. There were also differences in assist-
ance provided to patients; some CRCs read questions aloud and re-
corded patient responses, some paraphrased questions, others
excluded patients who could not independently self-complete. This
may lead to bias as a result of missing data from sicker patients, or
differences in explanations of question meaning. Some CRCs pursued
responses for accidentally missed questions; potentially leading to
differences in data quality across sites. Some CRCs checked for con-
cerning data or general outcome profile, whereas others felt ques-
tionnaires should be kept confidential and not checked, which may
lead to bias if these CRCs adapted procedures of care in response to
PRO data. Challenges: CRCs described challenges with electronic PRO
assessment, non-English-speaking patients, dealing with patients’ rel-
atives who inappropriately attempted to complete questionnaires,
and patient unwillingness to complete questionnaires. Inconsisten-
cies in data collection and the nature of challenges experienced
supports the need for increased PRO-specific training. Training: PRO-
specific training received varied considerably; ranging from dedi-
cated PRO training (study-specific or general); PROs being addressed Australian
Methods Cancer trial CRCs at approved Australian sites with 12+ months PRO
experience were eligible. Interested CRCs provided informed consent. Semi-structured interviews were audio-recorded and transcribed ver-
batim. Interviewees discussed their PRO-specific skills, responsibilities,
challenges, procedures, PRO training received and training needs. Re-
cruitment continued until data saturation. Transcripts underwent
content analysis; codes were applied to organise interview content
inductively and deductively by RMB and 20% were checked by DK. The study team agreed on the final code structure. p
Methods Two workshops were held at the MRC CTU at UCL to discuss: defini-
tions; rationale; potential advantages and disadvantages; models;
and appropriateness of participant involvement in clinical trials. We
considered how participant involvement might overlap with, or differ
to, involvement of other patients and the public. Workshops were
attended by two patient representatives and seven staff members,
each of whom has experience of PPI. Staff members from studies
that had actively involved participants shared details of that work to
inform discussions. Participant involvement as a form of patient and public
involvement in clinical trials: experience, reflections and
recommendations Claire Vale, William Cragg, Ben Cromarty, Bec Hanley, Annabelle South
Richard Stephens, Kate Sturgeon, Mitzy Gafos
MRC Clinical Trials Unit at UCL, Institute of Clinical Trials and
Methodology, UCL, and MRC London Hub for Trials Methodology
Research, London, UK Background
P
d Patient and public involvement (PPI) in clinical trials describes a
variety of activities ensuring that research is carried out collabora-
tively with patients and/or members of the public. Traditionally, the
patients and public involved have not been taking part in the study
in question and in the UK, guidance from INVOLVE suggests that it is
not appropriate to involve clinical trial participants in PPI activities. However, as part of a study exploring PPI in randomised controlled
trials conducted by the MRC CTU at UCL, we identified 3 studies
(2 trials and 1 cohort study) where participants had been in-
volved. In the light of this we reviewed the concept of participant
involvement, setting out to develop guidance based on our
experience. Background Correspondence: Patricia Healy
Trials 2017, 18(Suppl 1):O32 g
The Clinical Data Interchange Standards Consortium (CDISC) data
standards for clinical trials (http://www.cdisc.org/) are widely used in
the pharmaceutical industry and are now mandatory for FDA submis-
sions of studies started from December 2016. Relatively few trials run
by academic groups are submitted to regulators for marketing
authorisation, and the adoption of CDISC standards by them is sub-
stantially lower than in industry. We present the advantages and dis-
advantages of using CDISC standards in the light of the experience
of the CTSU in the University of Oxford across multiple phase II to IV
trials ranging from 400 to 30,000 participants. Experience
f CTSU first used CDISC when providing Study Data Tabulation Model
(SDTM) data for an FDA submission after the main analyses had been
developed without using CDISC. The resulting discrepancies between
CDISC and non-CDISC analyses took considerable effort to resolve. In
subsequent studies, whether or not regulatory submissions are
planned, a more systematic approach has been used. Collected data
is mapped to SDTM datasets, from which Analysis Data Model
(ADaM) datasets are derived. All analyses and complex reports, both
during and at the end of the trial, are performed on these ADaM
datasets. This approach has been successfully employed for a num-
ber of large trials at different stages (completed, currently undergo-
ing analysis and ongoing), which together have randomized over
70,000 participants, and more recently to partially convert some leg-
acy studies to CDISC for particular analyses. Objectives To identify unanswered questions around trial recruitment, and then
prioritise those that stakeholder groups including members of the pub-
lic, recruiting clinicians and researchers, agree are the most important. Background The PRioRiTy study - Priority Setting Partnership (PSP) included stake-
holders involved in all aspects of clinical trial recruitment; members
of the public approached to take part in a randomised trial or who
have sat on randomised trial steering committees, health profes-
sionals and research staff with experience of recruiting to rando-
mised trials, people who have designed, conducted, analysed or
reported on randomised trials and people with experience of rando-
mised trial methodology. O32
Prioritising recruitment in randomised trials: the priority study- an
Ireland and UK priority setting partnership
1
2
3
4 O31
Why use cdisc for trials not submitted to regulators? Lessons from
the experience of an academic clinical trial unit
Karl Wallendszus, William Stevens, Martin Landray
University of Oxford
Correspondence: Karl Wallendszus
Trials 2017, 18(Suppl 1):O31 y
Benefits (1) CDISC standards eliminate the need for an organisation to de-
velop its own data standards, and, since they are developed by a
wide range of stakeholders over many years, are more comprehen-
sive and coherent than any single organisation is likely to achieve. (2) Analysis and validation tools are available which support CDISC
standards. (3) CDISC-compliant datasets are well documented, so
statisticians, data analysts and researchers can easily switch between
studies without having to learn a new data schema. (4) The effort re-
quired to respond to queries about CDISC-compliant data is consist-
ently less than that for non-compliant data. (5) CDISC standards
provide a useful common framework for data sharing and long term
data and metadata storage. (6) The large CDISC user community is a
valuable source of support. A total of 1,880 questions were extracted from 790 survey respondents,
which after merging duplicate questions, was reduced to 496 ques-
tions. Merging appropriate questions together and excluding questions
asked by fewer than 15 people and/or fewer than 6 of the 7 stake-
holder groups resulted in 31 unique research questions. All questions
were retained after confirming a lack of relevant, up to date research
evidence addressing the question. Methods This partnership involved eight key stages: (i) formulating the PSP
idea and identifying a unique, relevant prioritisation area within clin-
ical trial methodology (ii) establishing an oversight Steering Group
(iii) identifying and engaging with partners and stakeholders (iv) for-
mulating an initial list of uncertainties from a stakeholder survey (v)
collating the uncertainties into research question format (vi) checking
existing research evidence to confirm that the questions are a
current recruitment challenge (vii) shortlisting questions in an interim
priority setting exercise through another survey of stakeholders and
(viii) final prioritisation through a face to face workshop with stake-
holders to agree a top 10 list of priorities of methodological uncer-
tainties around trial recruitment. Both surveys were open to all
stakeholders and were disseminated through national clinical trial re-
search networks, patient groups, funding bodies and other relevant
stakeholder channels including social media and direct emails. Results Results
l Trial participants were defined as individuals taking part in the study
in question, irrespective of whether or not they have completed their
trial treatment and follow-up. Their direct experience of taking part
in the trial may be especially useful in studies of new interventions
or procedures, where they may be the only people who have experi-
ence of the interventions, or where it is hard to identify patient or
community groups that include or speak for the study population,
for example in prevention trials. Participant involvement is possible
at all stages of a trial, except identifying the research question and
trial design (when, there are no participants to involve). Participants
can be involved in trials through a range of models, with managerial,
oversight or responsive roles (as for PPI). The only specific role identi-
fied as being inappropriate for trial participants was involvement in
data safety and monitoring committees, because of the likelihood of
obtaining information about the arm of the trial they are in and the
potential for unblinding. Involvement of participants can benefit tri-
als by improving the trial experience for participants; optimising
study procedures; and improving the communication of key mes-
sages and results. Specific challenges to involving participants in-
cluded managing confidentiality; practicalities around payments; and
ethical concerns around recruitment for involvement. Page 198 of 235 Trials 2017, 18(Suppl 1):200 Page 198 of 235 in good clinical practice or nursing training; informal, on-the-job
training from colleagues; and no PRO training. Many agreed that
additional training was needed to improve current practices. Conclusion view of the benefits which are seen later. Because of the reuse of
metadata and controlled terminology, costs are lower for subsequent
studies. The benefits of CDISC for data analysis and reporting are
maximised when their needs are built into the systems used to
capture and process the data. Differences between trials in PRO administration are expected, but
the described differences between CRCs regarding communication,
patient assistance and checking are concerning as they may lead to
various forms of bias and poor data quality. PRO training received
varied considerably between CRCs and may be a key reason for
these differences. Our findings highlight the importance of providing
clear, PRO-specific guidance to CRCs. Results
l O32
Prioritising recruitment in randomised trials: the priority study- an
Ireland and UK priority setting partnership
Patricia Healy1, Sandra Galvin2, Shaun Treweek3, Caroline Whiting4,
Beccy Maeso4, Paula Williamson5, Derek Stewart6, Derick Mitchell7,
Joan Jordan8, Mary Clarke-Moloney9
114NIHR National Dental & Oral Health Speciality, Clinical Research
Network/University of Leeds; 2HRB Trials Methodology Research
Network (Ireland) ; 3TrialForge, University of Aberdeen; 4James Lind
Alliance; 5University of Liverpool/MRC Trial Methodology; 65NIHR
Clinical Research Network Associate Director for Patient and Public
Involvement; 7Irish Platform for Patients Organisations, Science and
Industry (IPPOSI) ; 8EUPATI trainee/IPPOSI; 9Health Research Institute,
University of Limerick O32
Prioritising recruitment in randomised trials: the priority study- an
Ireland and UK priority setting partnership
Patricia Healy1, Sandra Galvin2, Shaun Treweek3, Caroline Whiting4,
Beccy Maeso4, Paula Williamson5, Derek Stewart6, Derick Mitchell7,
Joan Jordan8, Mary Clarke-Moloney9
114NIHR National Dental & Oral Health Speciality, Clinical Research
Network/University of Leeds; 2HRB Trials Methodology Research
Network (Ireland) ; 3TrialForge, University of Aberdeen; 4James Lind
Alliance; 5University of Liverpool/MRC Trial Methodology; 65NIHR
Clinical Research Network Associate Director for Patient and Public
Involvement; 7Irish Platform for Patients Organisations, Science and
Industry (IPPOSI) ; 8EUPATI trainee/IPPOSI; 9Health Research Institute,
University of Limerick Objectives The Ottawa Statement, published in 2012, provides researchers and
research ethics committees (RECs) with specific guidance for the eth-
ical design and conduct of CRTs. Our objectives are to: (1) review crit-
ically the FIRST trial controversy; (2) apply the Ottawa Statement to
the FIRST trial; and (3) identify issues not adequately addressed by
the Ottawa Statement, thus requiring further analysis and guidance. Results y
AspECT is a phase III RCT investigating the use of aspirin and Proton
Pump Inhibitors to prevent oesophageal cancer and death in Barrett’s
Oesophagus patients. Trial follow-up will end in May 2017, 14 years
since design and set-up began in 2003. Many challenges have been
encountered and addressed by the trial team over this time. With
the trial’s close, we reflect on its set-up and management, to identify
lessons learned and discuss these issues in relation to future trials. Methods Objective 1: Controversy erupted following publication of the FIRST
trial in New England Journal of Medicine in 2016. Critics accused the
investigators of “egregious ethical and regulatory violations,” arguing
that the flexible duty-hour intervention knowingly exposed residents
and their patients to increased risks of serious harms. They decry the
decision by Northwestern University’s REC exempting the trial from
human subjects research regulation, calling it a “colossal failure” of
all participating RECs. Critics also denounce the resultant consent
waiver as a violation of the ethical principle of respect for persons. Defenders of the FIRST trial argue that the flexible duty-hour inter-
vention did not pose a greater risk to participants, and conditions for
the waiver obtained. We critically review the FIRST trial controversy,
finding that commentators fail to identify the relevant ethical issues
systematically. Objective 2: We examine the utility of the Ottawa
Statement for CRTs of policy interventions involving healthcare pro-
viders. We find that the Ottawa Statement provides much-needed
clarity by identifying systematically the ethical issues common to all
CRTs, including: justifying the cluster design, identifying research par-
ticipants, consent, gatekeepers, benefit-harm analysis, and vulnerable
participants. Objective 3: We show how the FIRST trial raises unique We conducted semi-structured interviews with researchers involved
with the set-up and running of the trial at any stage of its 14 years,
such as trial coordinators, trial statisticians, and clinicians. Background
h
l
b l g
The Flexibility in Duty Hour Requirements for Surgical Trainees
(FIRST) trial was a pragmatic cluster randomized trial (CRT) involving
117 surgery residency programs in the United States. It evaluated
non-inferiority of flexible duty-hour policies compared to standard
restricted duty-hour policies with respect to surgical resident well-
being and patient safety. Investigators concluded that flexible duty-
hour policies were non-inferior to standard duty-hour policies. The
ethics of the FIRST trial have been vehemently debated. One com-
mentator describes it as “among the most unethical research studies
[he has] ever seen.” Another argues that it was “not just ethical but
laudable to comparatively evaluate duty-hour policies. The FIRST trial
illustrates the complex ethical challenges posed by CRTs of policy in-
terventions involving healthcare professionals. 1The Centre for Statistic in Medicine, University of Oxford; 2University of
Oxford; 3School of Medicine, Pharmacy and Health, Durham University ;
,
y
,
y
Correspondence: Gavin Reilly
Trials 2017, 18(Suppl 1):O34 Correspondence: Gavin Reilly
Trials 2017, 18(Suppl 1):O34 Costs
Th Currently (Nov 2016), the partnership is undergoing the interim pri-
oritisation process in which stakeholders are shortlisting the top 10
questions they regard as important uncertainties. The top 10 prior-
ities of methodological uncertainty around trial recruitment will be
agreed at a final prioritisation stakeholder workshop scheduled for
1st December 2016. Full results will be available for presentation at
ICTMC 2017. The most significant cost of using CDISC standards is staff training,
both technical and on the value of using CDISC. When processing
data, extra effort is required to ensure compliance with the stan-
dards. Where data are not collected using CDISC, a labour-intensive
mapping stage is required, which is more onerous the later in the
study life cycle it is done. Conclusion Discussion We find the considerable investment required for CDISC at the start
of a study, particularly when CDISC is first used, to be worthwhile in Despite the global problem of inadequate recruitment to randomised
trials, there is little evidence to guide researchers on decisions about Page 199 of 235 Trials 2017, 18(Suppl 1):200 Page 199 of 235 Page 199 of 235 how patients are recruited. A comprehensive, rigorous and inclusive
process has been undertaken, with participation from key stake-
holders, including members of the public. Priority areas of focus in
trial recruitment methodology have been identified by those for
whom it matters most. The Top 10 list should inform the scope and
future activities of funders and researchers in the area of trial recruit-
ment methodology. clinical world, and adapting to the changing processes for obtaining
national regulatory and local R&D approval and multicentre trial set-up. Also, the trial management had to repeatedly react to poor quality epi-
demiology claims about drug reactions or side effects, or unproven
benefits. We will also discuss issues around the evolving world of meth-
odology, including placebo blinding costs today compared to during
trial set-up and the potential for Studies Within A Trial, an emerging re-
search movement to make better use of trial data. clinical world, and adapting to the changing processes for obtaining
national regulatory and local R&D approval and multicentre trial set-up. Also, the trial management had to repeatedly react to poor quality epi-
demiology claims about drug reactions or side effects, or unproven
benefits. O33
Valuing the effect sizes hypothesized in phase 3 trials of targeted
therapies in oncology
1
2
2
2 Correspondence: Nicola Lawrence
Trials 2017, 18(Suppl 1):O33 An ethical analysis of the first trial: addressing ethical challenges in
pragmatic cluster randomized trials of policy interventions
targeting healthcare providers
Austin Horn1, Cory E. Goldstein2, Monica Taljaard3, Charles Weijer2
1Western University; 2Western University, Rotman Institute of Philosophy;
3University of Ottawa, Ottawa Hospital Research Institute
Correspondence: Austin Horn
Trials 2017, 18(Suppl 1):O35 This abstract is not included here as it has already been published. Background The past two decades have seen dramatic changes in clinical trial
conduct and methodology. From trial regulation to data analysis, the
rapid rise of randomised control trials (RCTs) has introduced many
new techniques. Some methods of designing and conducting RCTs
have been widely adopted, whereas other ideas have been used
sparingly, despite their promise. Large-scale phase III trials are no dif-
ferent. We present a case study to highlight the changes experienced
in designing, setting up, and conducting a large-scale multicentre
phase III trial over 14 years. Costs
Th We will also discuss issues around the evolving world of meth-
odology, including placebo blinding costs today compared to during
trial set-up and the potential for Studies Within A Trial, an emerging re-
search movement to make better use of trial data. Sponsorship O34
The changing world of clinical trials 2003–2017: a view from the
aspect trial
2
3
2 Gavin Reilly1, Adelyn Wise2, Stephen Attwood3, Claire Scudder2,
Sharon Love2 Gavin Reilly1, Adelyn Wise2, Stephen Attwood3, Claire Scudder2,
Sharon Love2 Conclusions This project was funded by the Health Research Board (Ireland)
Knowledge Exchange and Dissemination Scheme Award 2015 and
was supported by the James Lind Alliance and NIHR. Many changes have occurred since the set-up of AspECT in 2003. Some of these changes have made trials more transparent and
safer for the patients involved, benefiting the medical research
world. However, some changes may deter and slow good research,
inhibiting the emergence of new treatments. Our experiences over
a 14-year phase III trial highlight the issues experienced by the trial
research community and are presented to inform the design and
conduct of similar future trials. O33
Valuing the effect sizes hypothesized in phase 3 trials of targeted
therapies in oncology
Nicola Lawrence1, Felicia Roncolato2, Andrew Martin2, Martin Stockler2
1University of Sydney; 2NHMRC Clinical Trials Centre, University of
Sydney
Correspondence: Nicola Lawrence
Trials 2017, 18(Suppl 1):O33 Objectives The inter-
view structure ensured each individual was asked to address the
same key topics and also allowed them to provide their personal
views of the changes in trial methodology and set-up. Thematic ana-
lysis identified the major challenges experienced by the respondents. Results Interviews conducted with the current trial coordinator, current trial
statistician, and a clinician involved throughout the trial’s history re-
vealed the 14-year lifespan of the trial and regulation changes in this
time to be the main challenge. AspECT was begun before the current
clinical trials regulations were published as Statutory Instrument
2004/1031. The regulations are set to change again soon. Themes reported included the difficulty in maintaining knowledge of
the trial with changing PI’s and study nurses in the hospital sites, main-
taining and auditing a high quality database over the trial lifespan,
handing over study roles, dealing with an ever-evolving and sceptical Interviews conducted with the current trial coordinator, current trial
statistician, and a clinician involved throughout the trial’s history re-
vealed the 14-year lifespan of the trial and regulation changes in this
time to be the main challenge. AspECT was begun before the current
clinical trials regulations were published as Statutory Instrument
2004/1031. The regulations are set to change again soon. Themes reported included the difficulty in maintaining knowledge of
the trial with changing PI’s and study nurses in the hospital sites, main-
taining and auditing a high quality database over the trial lifespan,
handing over study roles, dealing with an ever-evolving and sceptical Trials 2017, 18(Suppl 1):200 Page 200 of 235 ethical issues not adequately addressed by the Ottawa Statement. For instance, does clinical equipoise obtain when a novel policy is
compared to an existing policy that has little or no evidence-base? How should researchers and RECs conceptualize healthcare providers
targeted by policy interventions? Are they obligated to participate in
research? If so, what are the implications for consent? Alternatively,
should healthcare providers be conceptualized as vulnerable partici-
pants? A power-differential often exists between healthcare providers
and their superiors, particularly when providers are trainees or em-
ployees. Does this relationship undermine the validity of their con-
sent? If so, what safeguards might be implemented to ensure
protection of healthcare providers, while at the same time ensuring
that important research proceeds both feasibly and expeditiously? Mediation analysis to explore causal mechanisms in trials of
complex interventions Mediation analysis to explore causal mechanisms in trials of
complex interventions
Deborah DiLiberto, Charles Opondo, Diana Elbourne, Elizabeth Allen
London School of Hygiene and Tropical Medicine
Correspondence: Deborah DiLiberto
Trials 2017, 18(Suppl 1):O36 p
Deborah DiLiberto, Charles Opondo, Diana Elbourne, Elizabeth Allen
London School of Hygiene and Tropical Medicine
Correspondence: Deborah DiLiberto
Trials 2017, 18(Suppl 1):O36 Results Results on the progress of this project, in terms of the classification
of COS outcomes within the COMET database and development of a
standardised outcome taxonomy for the classification of COS out-
comes, will be reported, along with any conclusions drawn during
discussions which took place during the ‘Outcome Classification’ ses-
sion at COMET VI (November 2016). Materials and methods The PRIME intervention was designed to attract patients to seek care
and to improve the quality of care, including for the diagnosis and
treatment of malaria, delivered at public health centres. The complex,
multi-component intervention focused on ensuring access to appro-
priate treatment and diagnostic tests at health centres through a
range of components to improve provider behaviour and health
centre operations. Following the MRC guidance, the impact of the
PRIME intervention was comprehensively evaluated including a rigor-
ous outcome evaluation; a cluster Randomised Controlled Trial (cRCT)
with data from community cross-sectional surveys, and a parallel
mixed-methods ‘process’ study. Here we explore the use of the ‘po-
tential outcomes framework’ to undertake a mediation analysis of
the PRIME intervention theory of change. Background There is increasing enthusiasm for the use of mediation analysis in
the secondary analysis of complex interventions with the aim of iso-
lating the causal mechanisms through which an intervention pro-
duces the outcome of interest. Recent guidance from the Medical Research Council (MRC) on evalu-
ating complex interventions suggests that Randomised Controlled
Trials (RCTs) should be complemented by process evaluations which
might provide evidence about the possible causal mechanisms that
produce intervention effects. Process evaluations often include the
development of an intervention theory of change - a description of
how the intervention inputs, change mechanisms and context are
hypothesised to produce the intended outcomes. It is recommended
that these intervention theories are represented and evaluated using
‘logic models’ which visually demonstrate the pathway of effect
between intervention inputs and intended outcomes. Mediation
frameworks are potentially useful here as they can generate tests of
the logic model and hence the intervention theory of change. The traditional framework for mediation analysis applies structural
equation modelling (SEM). While SEM has been valuable because of
its relatively simple approach to analysing mediators, recent ad-
vances in mediation theory have shown that the SEM approach has
theoretical limitations which make it insufficient for more complex
applications. An alternative nonparametric approach is based on the
‘potential outcomes framework’ and applies the logic of counterfac-
tuals in an attempt to identify causal pathways. p //
Methods g
Methods The COS outcome classification project involves the extraction of all
core outcomes/domains from existing COS through the COMET
database and reviewing the systematic reviews of outcomes in the
COMET database to determine how outcomes were classified. Exist-
ing conceptual models (including The International Classification of
Functioning, Disability and Health (ICF), Patient-Reported Outcome
Measurement Information System (PROMIS) and the Wilson and
Cleary framework) will be reviewed for suitability, with a view to-
wards developing a standardised ontology for classification of re-
search outcomes. O37
Standardised taxonomy for the classification of trial outcomes
within core outcome sets and cochrane reviews
2
3 Susanna Dodd1, Paula R. Williamson1, Jane Blazeby2, Mike Clarke3
1University of Liverpool; 2University of Bristol; 3Queen’s University, Belfast
Correspondence: Susanna Dodd
Trials 2017, 18(Suppl 1):O37 Susanna Dodd1, Paula R. Williamson1, Jane Blazeby2, Mike Clarke3
1University of Liverpool; 2University of Bristol; 3Queen’s University, Belfast
Correspondence: Susanna Dodd
Trials 2017, 18(Suppl 1):O37 Objectives approach in the design process of the UPAVAN trial- a three-year, four
arm cRCT to assess the impact and cost-effectiveness of three variants
of an innovative intervention to improve agricultural and nutrition out-
comes, with an integrated theory of change. ethical issues not adequately addressed by the Ottawa Statement. For instance, does clinical equipoise obtain when a novel policy is
compared to an existing policy that has little or no evidence-base? How should researchers and RECs conceptualize healthcare providers
targeted by policy interventions? Are they obligated to participate in
research? If so, what are the implications for consent? Alternatively,
should healthcare providers be conceptualized as vulnerable partici-
pants? A power-differential often exists between healthcare providers
and their superiors, particularly when providers are trainees or em-
ployees. Does this relationship undermine the validity of their con-
sent? If so, what safeguards might be implemented to ensure
protection of healthcare providers, while at the same time ensuring
that important research proceeds both feasibly and expeditiously? O37
Standardised taxonomy for the classification of trial outcomes
within core outcome sets and cochrane reviews
Susanna Dodd1, Paula R. Williamson1, Jane Blazeby2, Mike Clarke3
1University of Liverpool; 2University of Bristol; 3Queen’s University, Belfast
Correspondence: Susanna Dodd
Trials 2017, 18(Suppl 1):O37 Background Background
The COMET (Core Outcome Measures in Effectiveness Trials, http://
www.comet-initiative.org.uk) Initiative brings together people inter-
ested in the development and application of agreed standardised
sets of outcomes, known as “core outcome sets” (COS). These sets
represent the minimum that should be measured and reported in all
clinical trials of a specific condition, and are also suitable for use in
clinical audit or research other than randomised trials. One of the
successes of COMET has been the development of a publicly avail-
able searchable database of completed and ongoing projects in COS
development. This database is currently searchable by population,
intervention and condition, but as yet has not been categorised ac-
cording to outcome (the fourth of the essential elements that should
be defined for a trial, according to the PICO model). Similarly, out-
comes in trials registries (including the EU Clinical Trials Register,
ClinicalTrials.gov and ISRCTN registry) can be entered as free text
only, leading to inconsistencies. Ninety percent of queries related to
requests to register a trial relate to outcomes (Alison Cuff, ISRCTN,
personal communication). Standardised terminology to describe out-
comes is starting to come into use in pre-clinical research (Robinson
et al. “The Human Phenotype Ontology: A Tool for Annotating and
Analyzing Human Hereditary Disease” (2008) The American Journal
of Human Genetics 8: 610–615), but there is currently no consensus
on how trial outcomes should be classified. The lack of a standard
taxonomy relating to trial outcomes impedes the ability to efficiently
and effectively search the literature. A standard classification system
for trial outcomes would facilitate literature searches to identify the
use of a particular COS, as well as being of use to reviewers when
annotating Cochrane Reviews according to outcome, as part of the
PICO review description (via the Cochrane Linked Data Project,
http://linkeddata.cochrane.org/). O38 How might patient and public involvement (PPI) improve
recruitment and retention in surgical trials? A qualitative study
exploring the views of trial staff and PPI contributors
1
2
2
3 How might patient and public involvement (PPI) improve
recruitment and retention in surgical trials? A qualitative study
exploring the views of trial staff and PPI contributors
1
2
2
3 Joanna Crocker1, Keira Pratt-Boyden2, Jenny Hislop2, Sian Rees3,
Louise Locock1, Sophie Petit-Zeman4, Alan Chant5, Shaun Treweek6,
Jonathan A. Cook7, Nicola Farrar8
1 Joanna Crocker1, Keira Pratt-Boyden2, Jenny Hislop2, Sian Rees3,
Louise Locock1, Sophie Petit-Zeman4, Alan Chant5, Shaun Treweek6,
Jonathan A. Cook7, Nicola Farrar8 Participants proposed a variety of ways in which PPI contributors
might improve recruitment and retention in surgical trials, also giving
examples of when PPI might be unhelpful or even harmful. Trialists
should carefully consider how to involve patients and members of
the public most effectively. 1NIHR Biomedical Research Centre and Nuffield Department of Primary
Care Health Sciences, University of Oxford; 2Health Experiences Research
Group, Nuffield Department of Primary Care Health Sciences, University
of Oxford; 3Health Experiences Institute, Nuffield Department of Primary
Care Health Sciences, University of Oxford; 4NIHR Oxford Biomedical
Research Centre and Unit; 5Patient Partner; 6Health Services Research
Unit, University of Aberdeen; 7Surgical Intervention Trials Unit, Nuffield
Department of Orthopaedics, Rheumatology and Musculoskeletal
Sciences, University of Oxford and MRC ConDuCT-II Hub for Trials
Methodology Research, School of Social and Community Medicine,
University of Bristol; 8Surgical Intervention Trials Unit, Nuffield Introduction Long stay in hospital and poor mobility put people at risk of devel-
oping pressure ulcers (PU) at a number of areas of the body (but-
tocks, heels etc.). PUs result in admission to hospital, prolonged
hospital stay, impaired quality of life, significant cost to the NHS and
have been described as a key quality indicator for the Department of
Health. Motivation PUs are classified on a 4 point ordinal scale from
1–4 with 4 the most severe category. In RCTs skin assessment for on-
set or progression of PUs is scheduled to take place at a number of
fixed time points, resulting in serial measurements of PU categories
at up to 14 skin sites. Thus each patient typically has 50–100 PU as-
sessments during trial follow-up. However, due to administrative and
patient-related events, scheduled measurements may be missed or
only partially completed. This results in observation times that are
different for different patients and different skin sites, and intervals
between assessments may vary. Moreover, the reasons for missing
data may not be independent of the PU category. Typically, the pri-
mary outcome for PU prevention trials is the time from randomisa-
tion to the first category 2 PU at any skin site, so that the 50–100
assessments per patient are reduced to a single outcome measure-
ment. This outcome is inefficient in that it ignores the information
from serial measurements and multiple skin sites; it may also be
biased due to the interval censoring between observations and the
missed assessments. Thus sample sizes for PU prevention trials may
be larger than necessary, resulting in delays in getting effective treat-
ments into practice, or in ruling out ineffective treatments. Aim The
aim of this study was to investigate the use of multi-state models of
PU onset and progression, in order to provide less biased and more
efficient estimates of treatment effects. M
h d Methods In this study we show how to design a PU prevention trial and analyse
resulting data. Specifically, multi-state models that incorporate both the
sampling process (availability and completeness of follow-up) and the
observed PU categories at all skin sites are developed. The assumptions
that are required for different models, their implications and their valid-
ity in this context are presented. Methods for estimation of commonly
used outcome measurements within this framework are presented. Through re-analysis of an existing serial measurement from a PU pre-
vention study we demonstrate how fixed covariates (e.g. treatment
group and stratification factors) can be incorporated into the analysis. Efficiency is explored using simulation studies based on the example
trial to demonstrate potential influence on sample size estimates, of
using more informative designs and analyses. Drawing on their experiences, participants proposed several ways in
which PPI contributors could improve recruitment to trials: improving
the relevance of the research question; informing trial design includ-
ing the benefits and burdens for participants, recruitment process
(where, when, who) and participant information sheets; assessing pa-
tients’ willingness to take part; directly recruiting participants; and
publically endorsing the trial Suggested ways in which PPI contributors could improve retention in
trials included: changing which outcomes are collected and how;
assessing the burden or acceptability of follow-up methods to poten-
tial participants; suggesting appropriate incentives; communicating
with participants during the trial (e.g. newsletter updates, explaining
why it is important to stay in the trial); challenging regulatory barriers
to adopting new data collection methods. Methods Participants were recruited via surgical and PPI networks and organi-
sations. 6 focus groups (4 with surgical trial staff and 2 with PPI con-
tributors) were facilitated at 4 sites across the UK. PPI contributors
unable to attend focus groups were offered a one-to-one interview
in person or by telephone. All participants as well as those unable to
attend focus groups were invited to submit additional comments in
writing. Verbatim transcripts and textual data were analysed themat-
ically by three researchers who identified emerging themes. Results Fifty-four people took part, of whom 31 were surgical trial staff (15
trial managers/coordinators, 7 investigators, 7 research nurses, 1 clin-
ical trial administrator and 1 research associate), 21 were PPI contrib-
utors and 2 were PPI coordinators. Staff took part in focus groups at
surgical research centres in Oxford (N = 7), Aberdeen (N = 8), Bristol
(N = 9) and Birmingham (N = 7), while PPI contributors took part in
one of two focus groups at the Library of Birmingham (N = 6 and
N = 8) or a one-to-one interview (N = 7). Eleven people submitted
written contributions. O39
Maximising information in pressure ulcer prevention trials using
multi-state modeling g
Linda Sharples, Isabelle Smith, Jane Nixon
University of Leeds
Correspondence: Linda Sharples
Trials 2017, 18(Suppl 1):O39 g
Linda Sharples, Isabelle Smith, Jane Nixon
University of Leeds
C
d
Li d Sh
l g
Linda Sharples, Isabelle Smith, Jane Nixon
University of Leeds
Correspondence: Linda Sharples
Trials 2017, 18(Suppl 1):O39 Department of Orthopaedics, Rheumatology and Musculoskeletal
Sciences University of Oxford y
Correspondence: Joanna Crocker
Trials 2017, 18(Suppl 1):O38 Introduction Clinical trials are commonly affected by slow recruitment, leading to
prolonged study duration and increased cost, and also attrition,
which weakens trials. It has been suggested that patient and public
involvement (PPI) in designing and/or conducting trials could help to
alleviate these problems, yet PPI is often implemented with little
planning or thought as to the role of PPI contributors and how their
input might benefit the trial. We are developing a PPI intervention
aimed at improving recruitment and retention in surgical trials, which
can be particularly difficult to recruit to. As part of this process we
explored surgical trial staff and PPI contributors’ views regarding
how PPI might achieve such improvements. Conclusions y
g
Results, conclusions and future research The ultimate aim of this project is to agree on standardising termin-
ology and definitions through consensus among different stake-
holders, including patients, clinicians and methodologists. Progress
made to date on achieving this aim will be presented. We demonstrate the challenges and limitations of mediation analysis in
this context and suggest a cautious approach for incorporating the
ideas of mediation analysis into evaluations of complex interventions. Building on this experience, we discuss the utility of the suggested Trials 2017, 18(Suppl 1):200 Page 201 of 235 However, it was also suggested that PPI contributors could be un-
helpful in some circumstances, for example if involved too late (e.g. only in developing informed consent documents), if their literacy
level is too high, or if they are not from the trial’s target population. Conclusion However, it was also suggested that PPI contributors could be un-
helpful in some circumstances, for example if involved too late (e.g. only in developing informed consent documents), if their literacy
level is too high, or if they are not from the trial’s target population. Conclusion Results The primary themes identified were the role of the CTU in trial over-
sight and power issues within trial oversight. The central role of the
PI in the MRC Guidelines was not reflected in our data. Instead, the
clinical trials units (CTUs) supporting the trials took on the responsi-
bilities of the PI outlined in the Guidelines. We observed CTUs per-
forming additional roles such as advising the PI on research
methodology, being the main channel of communication for the trial
and arbitrating between the PI and other trial oversight groups. The
perceived power of individual oversight groups over trials was influ-
enced by the behaviour of funding bodies. For example, by appoint-
ing their own TSC members, funders were viewed as reducing the
power of TSCs and trial sponsors to make independent decisions. This could lead trial teams to fear their funder’s power and be
guarded in their communication with the funder. Trial oversight
groups had differing views regarding who has the power to stop tri-
als. The sponsors, independent TSC members, TSC chairs and funders
all believed they had the power to terminate the trial and that the
buck stopped with them. Quality control of the mapping process is partially automated. The
proposed automated QC report algorithm reduces the amount of
work involved in validating the mapping against a discrete set of
rules (e.g. every variable is mapped, no cell in the mapping tool is
left blank, each required variable in the domain is mapped, compare
mapping to a gold standard - a protocol that was tested and can
serve as a template, all fields in the mapping entries start with the
form code, all subjects belong to the protocol). O42
Outcome-adaptive randomization: some ethical issues
J li
Si Outcome-adaptive randomization: some ethical is
Julius Sim
Keele University
Trials 2017, 18(Suppl 1):O42 Outcome-adaptive random
Julius Sim
Keele University
Trials 2017, 18(Suppl 1):O42 Changing roles and relationships within trial oversight: an
ethnographic study of eight clinical trials facing challenges
Anne Daykin1, Lucy E. Selman1, Helen Cramer1, Sharon McCann2,
Gillian W. Shorter3, Matthew R. Sydes4, Carrol Gamble5,
Rhiannon Macefield6, Alison Shaw1, J. Athene Lane6
1University of Bristol; 2Formerly: Health Services Research Unit, University
of Aberdeen; 3Ulster University; 41 MRC Clinical Trials Unit at UCL,
Institute of Clinical Trials and Methodology and London Hub for Trials
Methodology Research; 5MRC North West Hub for Trials Methodology
Research, Institute of Translational Medicine, University of Liverpool;
6MRC ConDuCT Hub for Trials Methodology Research, School of Social
and Community Medicine, University of Bristol Changing roles and relationships within trial oversight: an
ethnographic study of eight clinical trials facing challenges
Anne Daykin1 Lucy E Selman1 Helen Cramer1 Sharon McCann2 In a conventional randomized controlled trial (RCT), randomization is
in fixed, usually equal, proportions throughout. As judgments of rela-
tive treatment superiority are suspended until the end of the study,
there is no reason to use accruing data to adjust allocation, other
than in planned interim analyses. In trials using outcome-adaptive
randomization (OAR), allocation to treatment arms is repeatedly ad-
justed, to weight allocation to the hitherto more effective treatment. This has the ethical merit of seeking to maximize the number of pa-
tients experiencing a treatment success. However, this apparent eth-
ical advantage is offset by other issues concerning equipoise,
informed consent and the methodology of the trial. Gillian W. Shorter , Matthew R. Sydes , Carrol Gamble ,
Rhiannon Macefield6, Alison Shaw1, J. Athene Lane6
1University of Bristol; 2Formerly: Health Services Research Unit, University
of Aberdeen; 3Ulster University; 41 MRC Clinical Trials Unit at UCL,
Institute of Clinical Trials and Methodology and London Hub for Trials
Methodology Research; 5MRC North West Hub for Trials Methodology
Research, Institute of Translational Medicine, University of Liverpool;
6MRC ConDuCT Hub for Trials Methodology Research, School of Social
and Community Medicine, University of Bristol Correspondence: Anne Daykin
Trials 2017, 18(Suppl 1):O41 g
Methods The Study Data Tabulation Model (SDTM) defines a standard structure
for submission of electronic clinical trial data to a regulatory authority,
such as the FDA. These electronic listings of individual observations
comprise the essential data reported from a clinical trial and are sub-
mitted with the analysis datasets. Using an ethnographic study design, 8 TSC and 6 TMG meetings
from eight trials were observed and audio-recorded and 65 semi-
structured interviews conducted with 51 purposively sampled key in-
formants (members of the trials’ TSCs/TMGs and other relevant infor-
mants). Selected trials represented a range of clinical topics and were
all dealing with challenging scenarios (e.g. recruitment issues, proto-
col deviation or amendments). Data were analysed thematically and
findings triangulated and integrated to give a multi-perspective ac-
count of current oversight practices. R
lt The Clinical Data Interchange Standards Consortium (CDISC) team at
the Emmes Corporation, developed a novel process to map data col-
lected in electronic case report forms (eCRFs) to the SDTM paradigm
with these unique advantages: the mapping specifications are devel-
oped alongside the design of the CDASH conformant CRFs; Advan-
tage eClinicalSM, Emmes' form building and data capture and
management suite, provides an intuitive user interface that permits a
non-programmer to specify the mapping to SDTM - this process is
completed before the initiation of data collection; then the mapping
is executed on the production data in an automated fashion at least
daily while the trial is accumulating data, and the results are written
to a tabulation database. This enables the use of SDTM data struc-
tures for oversight and safety reporting. The use of standardized data
tables throughout the life cycle of the study yields efficiencies in stat-
istical reporting and reduces the timeframe required for delivery of
the final databases and code at the end of the study. pp
Conclusions The program creates a complete set of reports for the entire proto-
col, for each combination of domain and eCRF. Each report has a
summary of the failed tests and hyperlinks are utilized so that the
tester can easily navigate the report, see the description of the test,
the mapping code used, and the relevant data, as well as the reason
for failure. This program has been utilized and tested on Emmes plat-
forms and has consistently helped to identify errors while saving tes-
ters time. It provides all the information for the tester to evaluate the
results and relevant code if they want to execute it themselves. The
more accurately this QC of the SDTM mapping is done, the more effi-
cient subsequent testing will be. The roles and relationships of trial oversight groups have changed
since the publication of the MRC Guidelines in 1998. We found that
CTUs, and not the PI or TMG, had responsibility for the day to day
management of trials, and this should be acknowledged when the
MRC Guidelines are revised. The TSC, funder and sponsor all have
the power to stop trials, and acknowledging this may be useful to
raise the awareness of all the parties concerned, in order to facilitate
the constructive collaboration of trial oversight groups. g
Conclusion Given the current difficulties in recruiting patients to RCTs it is im-
portant to make best use of the rich data that accrue during trials. Important reductions in sample size for PU trials may be possible if
all available observations are included in the analysis. Trials 2017, 18(Suppl 1):200 Page 202 of 235 Page 202 of 235 steering committee (TSC) and data monitoring committee. This model
is endorsed by several UK funders. According to these Guidelines, the
Principal Investigator (PI) has the central role and overall responsibility
for the co-ordination and day-to-day management of the trial. How-
ever, recent quantitative evidence suggests heterogeneity in trial over-
sight and some confusion regarding the diverse roles of stakeholders,
indicating the MRC Guidelines may be outdated. Aim: To explore roles
and relationships in trial oversight to ascertain current practice and sug-
gest recommendations to support an update of the MRC guidelines. Methods O40
Quality control of SDTM domain mappings from electronic case
report forms
Noga Lewin, Miebi Eradiri, Sheena Aris, Angela Soriano, Gaurav Sharma,
Jill Barrett, Heather Hill, Marian Ewell, Noble Shore, Abigail G. Matthews
Emmes Corporation
Correspondence: Noga Lewin
Trials 2017, 18(Suppl 1):O40 Consent At present, 55 and 57 participants (before and after wound closure)
have been allocated to no dressing; 52 and 54 to simple dressing; 54
and 54 to glue-as-a-dressing. Nine allocation disclosure deviations
were identified. For 5/165 participants randomized to allocation dis-
closure AFTER wound closure, system log-on times for obtaining allo-
cation were >50 minutes before the manually entered time of
wound closure; another 2 participants had first and second log-on
times <2 minutes apart. For 2/161 participants randomized to alloca-
tion disclosure BEFORE wound closure, the manually entered ‘knife-
to-skin’ time preceded the first system log-on time by >90 minutes. Informants were not specifically aware of any attempts to work
around the double-randomisation system; some were aware that
such behaviours could be detected, and one questioned why one
might try to ‘cheat the system’, acknowledging this as a protocol de-
viation. Practical issues, such as limited internet access in theatre or
no one available to log into the database, were also reported. Feed-
back from two centres suggested that theatre staff are ringing a re-
search nurse outside theatre to log-on when required. On at least
one occasion, a surgeon first logged in after wound closure, to avoid
having to log-on twice. Centres have also reported occasional diffi-
culties in accessing the database from theatres. Generic usernames
for randomization only, accessible using a mobile phone, were of-
fered to improve access. l
i The moral force of consent depends on information about the trial
being adequately understood. Empirical research suggests that this is
hard to achieve, but it is likely to be even harder if one has to ex-
plain how randomization is continually readjusted in relation to out-
comes. This is likely to increase the ‘therapeutic misconception’:
participants’ tendency to think that treatment allocation is based on
their individual clinical need, rather than being (semi-)random. A
further complication is that the information required by new partici-
pants will vary over the course of the trial, as it should reflect the ac-
cruing outcomes within the trial (rather than just external evidence
that may become available). Conveying appropriate information is
therefore challenging, and if not achieved, the value of consent will
be reduced accordingly. Crucially, simply telling participants that allocation reflects accumu-
lating evidence without also indicating which specific treatment is
currently favoured may be insufficient for consent to be informed. O44
Priority setting for core outcome set development
Sarah Gorst1, Mike Clark2, Paula R. Williamson1
1
2 U
e s ty o
e poo ; Quee s U
e s ty e ast
Correspondence: Sarah Gorst
Trials 2017, 18(Suppl 1):O44 Success of randomizing trial participants to disclosure of allocation
early or late: a methodological study to investigate performance
bias Barnaby Reeves1, Rosie A. Harris1, Leila Rooshenas1, Kate Ashton1,
David Hutton1, Chris A. Rogers1, Natalie S. Blencowe1, Jane M. Blazeby1,
Bluebelle Study Group2
1
2 Background g
The Global Burden of Disease Study identified the leading causes of
chronic disorders worldwide. If the findings from this study are to
guide future health research, it is important to ensure that appropri-
ate outcomes are measured in that research. Core outcome sets
(COS) will help to achieve this. COS represent an agreed minimum
set of outcomes that should be measured and reported, as a mini-
mum, in all clinical trials for a specific health condition. The applica-
tion of COS allows the results of clinical trials to be appropriately
combined, minimising waste and ensuring that usable evidence is
made available. If COS were available for the leading causes of
chronic disorders, this should accelerate the impact of research and
result in improvements in global health. No prioritisation for COS de-
velopment has previously been undertaken, therefore this study
aimed to identify COS that have been developed in relation to the
most prevalent chronic conditions throughout the world, and to
highlight areas for future COS development or improvement. Methods 1University of Bristol; 2Universities of Bristol & Birmingham
Correspondence: Barnaby Reeves
Trials 2017, 18(Suppl 1):O43 Background Equipoise indicates genuine uncertainty as to the relative merit of
the treatments being tested. In a conventional RCT this is established
at the outset and only revisited if interim analyses occur. Hence, no
patient is knowingly disadvantaged by allocation to either treatment. g
The Medical Research Council (MRC) 1998 Guidelines for Good Clinical
Practice in Clinical Trials recommend that, in the UK, trial oversight is
managed by three committees: a trial management group (TMG), trial Page 203 of 235 Trials 2017, 18(Suppl 1):200 Trials 2017, 18(Suppl 1):200 Page 203 of 235 In OAR, equipoise is re-examined repeatedly, as it determines alloca-
tion. Accordingly, allocation is increased to the treatment showing
superiority - but patients are nonetheless still knowingly allocated to
the apparently inferior treatment, albeit in smaller numbers, and
thereby disadvantaged. Whilst action is taken in response to changes
in equipoise, equipoise is not thereby completely restored. that users should log into the randomization system at the begin-
ning of surgery. The user is then either given the allocation or asked
to log in again after wound closure to obtain the allocation. When
logging in again, the user has to enter the time of wound closure. Acceptability of the double randomization is assessed from three
sources of information: times for system log-on, knife-to-skin and
wound closure from the trial database; in-depth interviews with
health care professionals; feedback from participating centres about
their ways of working. In OAR, equipoise is re-examined repeatedly, as it determines alloca-
tion. Accordingly, allocation is increased to the treatment showing
superiority - but patients are nonetheless still knowingly allocated to
the apparently inferior treatment, albeit in smaller numbers, and
thereby disadvantaged. Whilst action is taken in response to changes
in equipoise, equipoise is not thereby completely restored. q p
q p
y
p
y
Additionally, at the end of the trial, OAR may have required a larger
sample than a conventional RCT; whilst the proportion of participants
disadvantaged by a poorer outcome may decrease, the number
doing so may increase. Background
f Performance bias arises in randomized controlled trials (RCTs) if care
providers implement co-interventions differentially on the basis of
their knowledge of participants’ treatment allocation. It can especially
affect surgical trials because it is rarely possible to blind surgeons
and randomization within the operating theatre environment (i.e. as
close to intervention delivery as possible) poses logistical challenges. This study aimed to measure and assess the influence of performance
bias in a surgical RCT. Consent A study is only ethical if it generates methodologically robust find-
ings. However, some features of OAR may have undesirable meth-
odological implications. Thus, the fact that differing information
should be given to patients entering the trial at different times may
lead to contamination, or, coupled with the changing allocation ratio,
may be a confounder. Additionally, the need to monitor outcomes
repeatedly to determine allocation may limit the degree of blinding
achievable. Conclusions Timings collected during the trial demonstrate good adherence to the
double randomization. Methods adopted by research personnel in
order to adhere may not be practicable in a large trial. Generic access
for randomization may facilitate theatre personnel doing this task. Conclusion Conclusion Initially, OAR appears to have ethical merit in terms of maximizing
the number of participants who receive the superior treatment
within the trial, but this claim needs to be tempered by other ethical
considerations. Background Most confirmatory clinical trials are designed so as to achieve a spe-
cified power, usually 80% or 90%, for a hypothesis test conducted at
a given significance level, which is almost invariably set to be 5% for
a two-sided test. Licensing decisions by regulatory agencies are then
based on the result of such a significance test informally combined
with other information to balance the risk of adverse events against
the value of the treatment to future patients. In the setting of a rare
disease, recruitment of the number of patients required to achieve
conventional error rates for clinically reasonable effect sizes may be
infeasible or even impossible, suggesting that the decision-making
process should reflect the size of the population for whom the treat-
ment can be used in the future. Pragmatic integrated randomised controlled trials in screening:
experience from a trial in 1.2million women attending breast
screening
Sian Taylor-Phillips1, David Jenkinson1, Matthew Wallis2, Janet Dunn1,
Aileen Clarke1
1University of Warwick; 2Cambridge Universities NHS Foundation Trust
Correspondence: Sian Taylor-Phillips
Trials 2017, 18(Suppl 1):O45 1University of Warwick; 2Cambridge Universities NHS Foundation Trust
Correspondence: Sian Taylor-Phillips
Trials 2017, 18(Suppl 1):O45 Randomised controlled trials (RCTs) are expensive, the pragmatic inte-
grated randomised controlled trial has been proposed to deliver large
scale RCTs at a much reduced cost. In these studies elements of the
trial such as recruitment, randomization, intervention, data collection
and/or long term follow up are integrated into standard practice to re-
duce costs and increase potential sample size. These designs are par-
ticularly appropriate for screening where practice is standardized and
many centres use the same software systems. We present an example
of a pragmatic integrated randomised controlled trial design in breast
cancer screening, the Changing Case Order to Optimise Patterns of Per-
formance in Screening (CO-OPS) ISRCTN46603370. The study was de-
signed to examine whether breast screening radiologists experience a
vigilance decrement of decreasing ability to detect cancer in x-rays with
time on task, and whether an intervention to change case order could
reduce such an effect. The trial was funded as part of an NIHR postdoc-
toral fellowship and cost less than £300 k. Of the 80 breast screening
centres in England, 46 consented to take part in the trial for 1 year. This
included research active centres and those with little experience of re-
search. g
Conclusion This study describes the first approach to identifying gaps in existing
COS, and to priority setting in this area. Important gaps have been
identified for at least 12 of the 25 most prevalent conditions. The de-
velopment and application of COS in these areas would provide the
foundation for ensuring that appropriate outcomes are measured
and reported in clinical trials for these most prevalent disorders
worldwide. Without such international consensus on the key out-
comes for research in these conditions, new studies might not make
a full contribution to improving global health and opportunities to
reduce waste in research will be lost. A wider range of perspectives,
including those of patients, on existing COS are also needed when
not otherwise included. Furthermore, it is evident that COS are failing
to include a range of international stakeholders within the develop-
ment process. Therefore, the inclusion of stakeholders from Asia,
South America, Australia, and Africa is an additional gap that future
research should aim to address. A value of information approach to optimal design of confirmatory
clinical trials
Nigel Stallard1, Michael Pearce2, Siew Wan Hee2, Jason Madan2,
Martin Posch3, Simon Day4, Frank Miller5, Sarah Zohar6
1Warwick Medical School, University of Warwick; 2University of Warwick;
3Medical University of Vienna; 4Clinical Trials Consulting and Training
Limited; 5Stockholm University; 6INSERM
Correspondence: Nigel Stallard
Trials 2017, 18(Suppl 1):O46 Background Consent was at the centre level rather than the individual
woman screened, as both intervention and control groups were consid-
ered different versions of standard practice as both were implemented
in different parts of the NHS. The trial was implemented through the
National Breast Screening Service computer system, which is used at all
English breast screening centres. The software was adapted to random-
ise women in batches to intervention or control, and display the cases
in the desired order. A total of 1,194,147 women were randomised and
analysed. A standard Crystal report was designed to extract trial out-
comes from the NBSS computer system. Data extraction was delayed Methods We have considered the use of the decision-theoretic value of infor-
mation (VoI) method to obtain the optimal sample size and signifi-
cance level for definitive randomised controlled clinical trials in a
range of settings, focussing particularly on the impact of different
population sizes. For simplicity we have assumed the primary end-
point to be continuous and normally distributed with unknown
mean with some normal prior distribution, the latter representing in-
formation on the anticipated effectiveness of the therapy available
from sources external to the trial itself. We explicitly specify the gain
in terms of improvement in primary outcome for patients treated
with the a new therapy and compared this with the costs, both fi-
nancial and in terms of risk of potential harm, of treating patients, ei-
ther in the trial or in the future if the therapy is approved. Results We have found that as the size of the population that can be
treated in the future increases, the optimal sample size for the clin-
ical trial also increases. If there is a non-zero cost, whether financial
or in terms of potential harmful effects, of treating future patients,
stronger evidence is required for approval as the population size in-
creases, though this is not the case if the costs of treating future
patients are ignored. Results A search of the COMET database identified 33 published and on-
going COS that are relevant to 13 of the world’s most prevalent con-
ditions. The majority were developed only with the involvement of
people from North America and Europe (n = 27/33). Thirty-one COS
involved clinical experts in the development and 18 involved pa-
tients. No published or ongoing COS have been identified for the
remaining 12 of the 25 most prevalent conditions. C
l
i Methods Participants having general abdominal surgery or caesarean section
at five hospital sites are being recruited to a pilot RCT investigating
the influence of wound dressings on surgical site infection. They are
randomized twice: first, to the type of dressing to be applied (simple
wound dressing, glue-as-a-dressing, or no dressing) and, second, to
the time of disclosing the allocation (before or after the surgeon
closes the wound at the end of operation). The protocol specifies The COMET (Core Outcome Measures in Effectiveness Trials) Initiative
promotes the development and application of COS, by including per-
tinent individual studies in a publically available online database. The
COMET database is a unique inventory containing references of
planned, ongoing and completed work relating to COS development. In total, there are more than 300 published and ongoing COS Trials 2017, 18(Suppl 1):200 Trials 2017, 18(Suppl 1):200 Page 204 of 235 Page 204 of 235 Page 204 of 235 registered in the COMET database. The COMET database was searched
to identify published and ongoing COS that might be relevant to the
25 conditions with the highest global prevalence of chronic sequelae
identified in the Global Burden of Disease Study. registered in the COMET database. The COMET database was searched
to identify published and ongoing COS that might be relevant to the
25 conditions with the highest global prevalence of chronic sequelae
identified in the Global Burden of Disease Study. until after each centre completed their annual reports for routine qual-
ity assurance, as the datasets are cleaned in preparation for these. Further data cleaning was conducted in collaboration with each
centre. As a result there was very little missing data, making up less
than 0.1% of the final dataset. This is an example of implementing
a successful pragmatic integrated trial in screening. Such trials are
effective in situations where some of the following conditions are
met: individual informed consent for the trial is not necessary, the
intervention itself is inexpensive, trial outcomes are already rou-
tinely recorded in a standard way, routine data collection is accur-
ate and audited, and management pathways are standardized and
the intervention does not require major changes to these. The ad-
vantages of this design are the low cost and large sample size, and
the opportunity to involve a greater number of hospitals to in-
crease generalizability. Statistical considerations for analyzing multiplex biomarker data
from prospective studies
1
1
1
1 p
p
Shun Fu Lee1, Guillaume Paré1, Matthew J. McQueen1, Hyejung Jung1
Sibylle Hess2, Hertzel Gerstein1
1Population Health Research Institute; 2Sanofi Aventis Deutschland
GmbH R&D Division Diabetes
Correspondence: Shun Fu Lee
Trials 2017, 18(Suppl 1):O49 Ethical issues in individual-cluster trials: beyond the Ottawa
statement statement
Cory Goldstein1, Austin R. Horn1, Monica Taljaard2, Charles Weijer1
1Western University, the Rotman Institute of Philosophy; 2Ottawa
Hospital Research Institute
Correspondence: Cory Goldstein
Trials 2017, 18(Suppl 1):O47 statement
Cory Goldstein1, Austin R. Horn1, Monica Taljaard2, Charles Weijer1
1Western University, the Rotman Institute of Philosophy; 2Ottawa
Hospital Research Institute
Correspondence: Cory Goldstein
Trials 2017, 18(Suppl 1):O47 p
g
Conclusions The results of clinical trials are often summarised by a frequentist
hypothesis test conducted at a 5% significance level with the sam-
ple size chosen to give specified power of 80% or 90%. These
values are arbitrary. We showed how decision-theoretic analysis
suggests a more flexible approach with both type I error rate and Trials 2017, 18(Suppl 1):200 Page 205 of 235 Trials 2017, 18(Suppl 1):200 power (or equivalently trial sample size) depending on the size of
the future population for whom the treatment under investigation
is intended. An annotated guideline to the use of a health economics analysis
plan (heap) alongside randomised controlled trial
Melina Dritsaki1, Alastair Gray2, Stavros Petrou3, Susan Dutton2,
Sarah E. Lamb2
1Oxford Clinical Trials Research Unit, University of Oxford; 2University of
Oxford, Nuffield Department of Orthopaedic Rheumatology and
Musculoskeletal Sciences, Oxford Clinical Trials Research Unit, Centre for
Statistics and Medicine; 3University of Warwick, Division of Health
Sciences, Warwick Medical School
Correspondence: Melina Dritsaki
Trials 2017, 18(Suppl 1):O48 An annotated guideline to the use of a health economics analysis
plan (heap) alongside randomised controlled trial
Melina Dritsaki1, Alastair Gray2, Stavros Petrou3, Susan Dutton2,
Sarah E. Lamb2
1Oxford Clinical Trials Research Unit, University of Oxford; 2University of
Oxford, Nuffield Department of Orthopaedic Rheumatology and
Musculoskeletal Sciences, Oxford Clinical Trials Research Unit, Centre for
Statistics and Medicine; 3University of Warwick, Division of Health
Sciences, Warwick Medical School
Correspondence: Melina Dritsaki
Trials 2017, 18(Suppl 1):O48 O47
Ethical issues in individual-cluster trials: beyond the Ottawa
statement
Cory Goldstein1, Austin R. Horn1, Monica Taljaard2, Charles Weijer1
1Western University, the Rotman Institute of Philosophy; 2Ottawa
Hospital Research Institute
Correspondence: Cory Goldstein
Trials 2017, 18(Suppl 1):O47 y
Methods Guidelines on how to perform economic evaluations based on clinical
trials were searched from the literature. HEAPs were also obtained from
a few clinical trial units, although there were certain confidentiality is-
sues that had to be surpassed. Section headings (domains) and items
were extracted on pre-specified schema we have designed for trial-
based HEAPs. Objective 1: Systematic review of individual-cluster trials Using an
electronic search strategy, we identified a random sample of pub-
lished individual-cluster trials in Canada, the USA, UK, France,
Australia and Low and Middle Income Countries. Two reviewers inde-
pendently extracted details about ethical issues and practices (e.g.,
justification for the cluster randomized design, prevalence of seeking
informed consent, presence and roles of gatekeepers). Practices will
be compared over time, between countries, types of clusters and in-
terventions, and other descriptors. Objective The aim of this study is to develop agreed guidance for health econo-
mists who work on clinical trials on how to pre-plan their analysis in the
absence of any data and how to present it in an unambiguous but flex-
ible way. Background The conduct of pragmatic randomized controlled trials is increasing
due to their societal importance and their role within the Patient-
Centered Outcomes Research Institute (PCORI) initiative “to improve
the quality and relevance of evidence available to help patients, care-
givers, clinicians, employers, insurers, and policy makers make informed
health decisions.” Cluster randomized trials (CRTs), in which groups
rather than individuals are randomized to intervention and control con-
ditions, naturally tend to be more pragmatic. CRTs may be categorized
as “individual-cluster trials” where the intervention is delivered directly
to individuals, or “cluster-cluster trials” where interventions are not
divisible at the individual-level. The Ottawa Statement is the first com-
prehensive ethical guidance document specific to CRTs. Whereas the
Ottawa Statement generally presumes that informed consent will be
sought for individual-cluster trials, such trials’ when used to evaluate
usual care interventions’ raise particular ethical issues that require fur-
ther analysis and guidance. This paper has three objectives: to (1) de-
scribe current practices and reporting of ethical issues in published
individual-cluster trials; (2) present an in-depth ethical analysis of an
individual-cluster trial randomizing dialysis centres to two different
usual care interventions; and (3) identify ethical issues that require fur-
ther analysis and guidance. Health economists working on clinical trial based economic evaluations
are often asked at a preliminary stages of studies, and sometimes be-
fore data are available, to propose a plan for the collection and analysis
of information on resource use, costs and quality of life. Questions that
frequently arise when designing a Health Economics Analysis Plan
(HEAP) for a clinical trial include what information should be included
as standard within the HEAP, whether and how a proposed plan can
be changed, how health economists and statisticians should split re-
sponsibility for data preparation and analyses, how missing data should
be dealt with, and whether there are circumstances when a HEAP is
not needed (for example in a feasibility study). Results We have identified a lack of guidance or any standardised templates on
how health economists should present HEAPs for clinical trials. In the
current climate where clinical trials units increasingly rely on standard op-
erating procedures (SOPs) that need to be followed, SOPs for economic
evaluations should also be considered as good practice. We identified
nine main sections that should be presented in a HEAP with a provisional
total of 15 items included. We further recommend the analysis be carried
out by an identified, appropriately qualified and experienced health
economist, who should ensure the integrity of the data during process-
ing. Any deviations from the health economics analysis plan should be
described and justified in the final report of the trial. Objective 2: An ethical analysis of the TiME trial the optimal
duration for individual hemodialysis treatments in chronic renal
failure is currently unknown. The Time to Reduce Mortality in
End-Stage Renal Disease (TiME) trial is a PCORI funded individual-
CRT in which dialysis treatment centres are randomized to one of
two hemodialysis durations (usual care or extended) to evaluate
their comparative effectiveness. The main outcome measures are
mortality, hospitalization, and quality of life. The trial uses an IRB
approved “opt out” approach to informed consent. Applying the
Ottawa Statement highlights a range of issues, including justifica-
tion for the study design, participant identification, informed con-
sent, gatekeeper permission, benefit-harm analysis and protection
of vulnerable participants. Conclusions Certain items should be included when designing a HEAP for a clin-
ical trial, but others require debate and consensus. Senior health
economists and principal investigators should be involved in writing,
reading and authorising a HEAP. Deviations from or changes to the
HEAP should be reported and justified when reporting. Objective 3: Ethical issues that require further analysis and guid-
ance While the Ottawa Statement provides a systematic approach
to the ethical analysis of CRTs, we conclude that further analysis
and guidance is required for individual-cluster trials of treatments
adopted as policy at cluster-level. The TiME trial highlights a num-
ber of generalizable ethical issues, including (1) whether there is
an appropriate justification for the cluster randomized design (e.g.,
what justifies adoption of cluster randomization if individual
randomization is feasible in principle?), (2) the appropriateness of
the consent procedure (e.g., can consent be waived due to prag-
matic challenges?), and (3) how we should understand gatekeeper
permission (e.g., is gatekeeper permission identical to obtaining
proxy consent?). O49
Statistical considerations for analyzing multiplex biomarker data
from prospective studies
Shun Fu Lee1, Guillaume Paré1, Matthew J. McQueen1, Hyejung Jung1,
Sibylle Hess2, Hertzel Gerstein1
1Population Health Research Institute; 2Sanofi Aventis Deutschland
GmbH R&D Division Diabetes
Correspondence: Shun Fu Lee
Trials 2017, 18(Suppl 1):O49 Method After preparing a prespecified analysis plan, the three main statistical
considerations when using with multiplex biomarkers to predict out-
comes based on survival data are, data preparation, model building
and validation. Data with multiplex biomarkers require an extensive
data cleaning process including handling the missing information,
assessing the distribution for each biomarker, and normalizing and
standardizing the biomarkers analyzed. During the model building
phase, the approaches used to select the variables, to correct Type I
error for multiple testing and to handle proportionality hazards
assumptions in survival data are critical to identify the sets of bio-
markers to predict the outcome. Lastly, both internal validation
(sample splitting vs. bootstrap) and external validation from an inde-
pendent sample can be used to assess the performance of the
model. Biobanked serum samples from 8494 participants with dys-
glycemia in ORIGIN trial were assayed for 284 biomarkers. The object-
ive of the study was to identify sets of biomarkers that could identify
people with dysglycemia at risk for a CV outcome or death when
added to well-established clinical predictors of the relevant out-
comes. The results of this study will be used for illustration. Conclusion GLMMs with log link and normal random effects can be useful for
simulating binary and count data with specified marginal ICCs. Our
results indicate that the approach of Hooper et al. [1] can be ex-
tended to binary and count outcomes under such models. Background g
Biochemical markers of disease have the potential to both enhance
our understanding of disease pathophysiology and identify as-yet Trials 2017, 18(Suppl 1):200 Page 206 of 235 unaffected people who are most likely to develop the disease. As the
cost of measuring large sets of biomarkers has fallen, a growing
number of prospective cohort studies and trials are including bio-
marker measurement in their design. However many of these studies
are limited by the absence of a systematic, statistically conservative
approach to integrating these measures into the reported findings. ICCs assuming a log link and normally distributed random effects. We also describe a method for checking the compatibility of the
specification of ICCs with random effects from GLMMs by solving a
set of nonlinear equations. unaffected people who are most likely to develop the disease. As the
cost of measuring large sets of biomarkers has fallen, a growing
number of prospective cohort studies and trials are including bio-
marker measurement in their design. However many of these studies
are limited by the absence of a systematic, statistically conservative
approach to integrating these measures into the reported findings. ICCs assuming a log link and normally distributed random effects. We also describe a method for checking the compatibility of the
specification of ICCs with random effects from GLMMs by solving a
set of nonlinear equations. q
Results y
Methods Using the properties of the log-normal distribution we specify the re-
lationship between ICCs on the raw data scale and the variance com-
ponents from GLMMs. Results are exact when no covariates are
present and we describe an approximate method in the presence of
covariates. We implement these results in sample size calculations
for a parallel cluster randomised trial with multiple baseline measure-
ments and multiple followup measurements. We compare power for
given sample sizes using specification of ICCs on the ‘raw’ data scale
using the formulae in the approach of Hooper et al. [1] with that
from numerical simulations of the corresponding GLMMs in which
the variance components are computed from the relationships with Background An interactive two-stage workshop was devised for consumers active in
the Cochrane Collaboration at an annual Cochrane Colloquium. The
aim of the workshop was to gain understanding in how to communi-
cate randomisation to the public and to better inform potential
participants of clinical trials. In stage 1, workshop members were given
magazine adverts promoting purported clinical benefits and asked to
design a study that would address the claims made. Subsequent dis-
cussion progressed to the concept of randomisation, potential biases
that can arise and how these can be minimised with careful study de-
sign. With this background, in the second stage of the workshop, the
consumers were asked to develop statements describing randomisa-
tion to potential study participants of the CORD pilot trial. The con-
sumers, working in groups, were specifically asked for ways to explain
to women why trial participants would not be able to choose which
study group they could go into, and so would not have a say in when
their baby’s cord would be clamped. The final statements produced by
the different groups were discussed by all workshop members and
modifications suggested. This work was later presented at a CORD pilot
trial collaborators’ meeting. Sample size calculations for cluster randomised trials (e.g. parallel,
stepped wedge, crossover) require specification of one or more intra-
cluster correlations (ICC). With Gaussian outcomes, sample size for-
mulae can be specified equivalently in terms of ICCs directly, or using
variance components of a linear mixed model. However, with binary
or count outcomes, recommended methods use one or the other ap-
proach due to lack of direct relationships between the values of ICCs
on the ‘raw’ (i.e. binary or count) scales and the variance components
from generalised linear mixed models (GLMMs). In this presentation
we describe an approach for sample size calculations that reconciles
the two by employing GLMMs with a logarithmic link function and
normally distributed random effects. Reference 1. Hooper R, Teerenstra S, de Hoop E, et al. Sample size calculation for
stepped wedge and other longitudinal cluster randomised trials. Statistics
in Medicine 2016;35(26):4718–28. O51
Explaining randomisation to potential clinical trial participants
Gillian Gyte1, Sally Crowe2, Dell Horey3
1Consumer Editor, Cochrane Pregnancy & Childbirth Group; 2Crowe
Associates; 3Senior Lecturer, Department of Public Health, La Trobe
University O51
Explaining randomisation to potential clinical trial participants
Gillian Gyte1, Sally Crowe2, Dell Horey3
1Consumer Editor, Cochrane Pregnancy & Childbirth Group; 2Crowe
Associates; 3Senior Lecturer, Department of Public Health, La Trobe
University These statistical considerations provide a reproducible approach for de-
veloping clinically useful prognosis model with multiplex biomarkers
based on survival data. Correspondence: Gillian Gyte
Trials 2017, 18(Suppl 1):O51 Correspondence: Gillian Gyte
Trials 2017, 18(Suppl 1):O51 Funded by Sanofi; ORIGIN NCT 00069784 Results For our simulated examples the empirical power from the GLMM-
based simulations using ICCs ranging in value up to 0.10 closely
matched that of the formulae of Hooper et al. [1]. For binary out-
comes, although large variance components can lead to simulated
probabilities above unity, this caused only minimal bias in our exam-
ples. For count data one needs to be careful that specification of the
marginal overdispersion is compatible with the specified ICCs. Conclusion Sample size calculations for cluster randomised trials: reconciling
variance components in generalised linear mixed models with
marginal intracluster correlations
1
2
1
3 marginal intracluster correlations
Andrew Forbes1, James P. Hughes2, Jessica Kasza1, Richard Hooper3
1Monash University; 2University of Washington; 3Queen Mary
University of London
Correspondence: Andrew Forbes
Trials 2017, 18(Suppl 1):O50 Andrew Forbes1, James P. Hughes2, Jessica Kasza1, Richard Hooper3
1Monash University; 2University of Washington; 3Queen Mary University of London
Correspondence: Andrew Forbes
Trials 2017, 18(Suppl 1):O50 Background g
An important challenge in recruiting people to clinical trials is
explaining randomised controlled trials, and this is exacerbated in
the context of emergency situations. In the pilot phase of a feasibility
randomised controlled trial (RCT) involving babies born at less than
32 weeks gestation that aimed to compare delayed and early cord
clamping (CORD pilot trial), clinicians found it particularly difficult to
explain why mothers in the study could not choose either option
and why randomisation was important. We asked healthcare con-
sumers, familiar with RCTs, to help us find ways to explain these is-
sues in time-limited recruitment situations. Methods Results The process identified expressions that consumers disliked and ex-
pressions that consumers preferred when discussing clinical trials. The issues raised will be presented along with the statements the
consumers produced explaining the CORD RCT. The feedback from
collaborators in the CORD pilot trial will also be reported. Trials 2017, 18(Suppl 1):200 Page 207 of 235 Trials 2017, 18(Suppl 1):200 y
Discussion When running a large complex trial involving a diverse range of staff
and researchers working across different health care settings, it is im-
portant to consider using IT solutions to optimise efficiency and data
quality. Database features developed for the Airways-2 trial are now
being implemented in other studies. Chris Rogers1, Sangeetha Paramasivan2, Daisy Elliott2, Paul Whybrow2,
Sofia Kanavou1, Rosie A. Harris1, Graziella Mazza1, Tim Brush1,
Jane M. Blazeby2, Eric Lim3
1
2 1Clinical Trials and Evaluation Unit, University of Bristol; 2School of
Social and Community Medicine, University of Bristol; 3The Royal
Brompton Hospital Brompton Hospital
Correspondence: Chris Rogers
Trials 2017, 18(Suppl 1):O54 Background Airways-2 is a cluster randomised trial comparing two airway manage-
ment devices for the treatment of out-of-hospital cardiac arrest. Partici-
pating paramedics from four UK ambulance trusts are randomised to
manage the patient’s airway using either an i-gel device or intubation. We are aiming to recruit 1,500 paramedics, screen approximately
60,000 patients and enrol more than 9,000 patients over a two year
period. As patient recruitment takes place in an emergency setting and
patients who survive to hospital admission could be admitted to one of
100 hospitals, data collection needs to be as efficient and streamlined
as possible. Funding
Th
Ai The Airways-2 trial is funded by the National Institute for Health
Research (NIHR) Health Technology Assessment (project number
12/167/102). The views and opinions expressed are those of the
authors and do not necessarily reflect those of the NIHR, NHS or
the Department of Health. Background
D
i
i Despite increasing international interest, there is a lack of evidence
about the most efficient, effective and acceptable ways to implement
patient and public involvement (PPI) in clinical trials. This study
aimed to identify the priorities of UK PPI stakeholders for methodo-
logical research to help resolve uncertainties about PPI in clinical
trials. Maximising trial efficiency in the airways-2 trial using a
multi-functional database
1
1
1 Lauren Scott1, Jodi Taylor1, David Hutton1, Barney C. Reeves1,
Jonathan R. Benger2, Chris A. Rogers1 Lauren Scott1, Jodi Taylor1, David Hutton1, Barney C. Reeves1,
Jonathan R. Benger2, Chris A. Rogers1
1Clinical Trials & Evaluation Unit, University of Bristol; 2Faculty of Health
and Applied Sciences, University of the West of England
Correspondence: Lauren Scott
Trials 2017, 18(Suppl 1):O52 O52 Maximising trial efficiency in the airways-2 trial using a
multi-functional database
Lauren Scott1, Jodi Taylor1, David Hutton1, Barney C. Reeves1,
Jonathan R. Benger2, Chris A. Rogers1
1Clinical Trials & Evaluation Unit, University of Bristol; 2Faculty of Health
and Applied Sciences, University of the West of England
Correspondence: Lauren Scott
Trials 2017, 18(Suppl 1):O52 Methods A modified Delphi process including a two round online survey and
a stakeholder consensus meeting. We used snowball sampling to
identify and invite PPI stakeholders to take part in the online Delphi. Stakeholders included PPI contributors, lay and non-lay reviewers
from funding panels and Research Ethics Committees, PPI coordina-
tors, PPI Planners (e.g. Chief Investigators and Trial managers), PPI ad-
visors (e.g. Research Design Service members) and PPI researchers. Results Priorities for methodological research on patient and public
involvement in clinical trials: a modified Delphi process
1
2
2 Healthcare consumers can contribute to recruitment to RCTs by devel-
oping wording to help explain randomisation to potential trial partici-
pants. We used an interactive workshop to generate useful insight
about consumer views about clinical trial participation. This approach
could be extended to other areas to gather further ideas from health-
care consumers. Priorities for methodological research on patient and public
involvement in clinical trials: a modified Delphi process
Kerry Woolfall1, Anna Kearney2, Heather Bagley2, Carrol Gamble2,
Jim T. Elliot3, Helen Bulbeck3, Stephen Thomas3, Bridget Young4,
Simon Denegri5, Delia Muir6, Natalie A. Simon7, Joanna C. Crocker8,
Claire Planner9, Mike Clarke10
1
2 Priorities for methodological research on patient and public
involvement in clinical trials: a modified Delphi process
Kerry Woolfall1, Anna Kearney2, Heather Bagley2, Carrol Gamble2,
Jim T. Elliot3, Helen Bulbeck3, Stephen Thomas3, Bridget Young4,
Simon Denegri5, Delia Muir6, Natalie A. Simon7, Joanna C. Crocker8,
Claire Planner9, Mike Clarke10 Kerry Woolfall1, Anna Kearney2, Heather Bagley2, Carrol Gamble2,
Jim T. Elliot3, Helen Bulbeck3, Stephen Thomas3, Bridget Young4,
Simon Denegri5, Delia Muir6, Natalie A. Simon7, Joanna C. Crocker8,
Claire Planner9, Mike Clarke10 Kerry Woolfall1, Anna Kearney2, Heather Bagley2, Carrol Gamble2,
Jim T. Elliot3, Helen Bulbeck3, Stephen Thomas3, Bridget Young4,
Simon Denegri5, Delia Muir6, Natalie A. Simon7, Joanna C. Crocker8,
Claire Planner9, Mike Clarke10 1The University of Liverpool; 2Clinical Trials Research Centre (CTRC),
North West Hub for Trials Methodology Research, University of Liverpool;
3Patient and Public Involvement partner; 4Department of Psychological
Sciences, North West Hub for Trials Methodology Research, University of
Liverpool; 5University College London and National Institute for Health
Research (NIHR), INVOLVE; 6Leeds Institute of Clinical Trials Research
(LICTR), University of Leeds; 7Health Care Research Wales, Public
Involvement and Engagement, Castlebridge 4; 8NIHR Biomedical
Research Centre and Nuffield Department of Primary Care Health
Sciences, University of Oxford; 9Centre for Primary Care, University of
Manchester; 10Centre for Public Health, Queen’s University of Belfast
Correspondence: Kerry Woolfall Conclusions The prioritised methodological research topics identified by the Delphi
process indicate important areas of uncertainty about PPI in trials. Ad-
dressing these uncertainties will be critical to enhancing PPI. Our find-
ings should be used by those involved in the planning and funding of
PPI in clinical trials to help focus research efforts and minimise waste. The Airways-2 database has approximately 300 users undertaking
one of five different roles. So far, over 44,000 patients have been
screened and nearly 6,000 patients have been enrolled. Data queries,
along with regular central monitoring, have enabled successful pa-
tient tracking and over 99% data completeness for the primary out-
come. User feedback has been positive. The system is intuitive and
easy to use. Methods We designed a multi-functional database to track patients’ progress
through the trial, as well as capture the trial data. Data collection has
been organised in sections reflecting the different stages of the pa-
tient journey. Access to the different sections is dependent on the
outcome of the previous section, e.g. it is not possible to access the
area of the database that captures hospital admission data if the pa-
tient died at the scene of the arrest. Access is also restricted accord-
ing to role and location, e.g. hospital based researchers cannot
access the sections relating to pre-hospital paramedic data collection. User access is via a secure NHS web server. Data quality is maximised
by validation checks on data items; the database allows users to save
invalid data or leave items blank but such instances generate queries. Users may correct data entry errors or provide responses to queries
within the database, resulting in a complete audit trail of any changes. A “traffic light” system helps users to keep track of outstanding queries. Additionally, the database creates reports to facilitate the coordination
team in identifying patients who are due 3 or 6 month post cardiac ar-
rest follow-up. Documents for follow-up containing mail merged pa-
tient details can be downloaded from the database. In total, 237 stakeholders registered of whom 219 (92%) completed the
first round. 187 of 219 (85%) completed the second; 25 stakeholders
attended the consensus meeting. Delphi findings were presented and
considered at the consensus meeting. 16 of the 42 topics were rated of
critical importance by over 70% of stakeholders at the meeting. 96% of
stakeholders rated the top three topics as equally important. These
were: research on ways to develop strong and productive working rela-
tionships between researchers and PPI contributors; exploring PPI prac-
tices in selecting trial outcomes of importance to patients; and a
systematic review of PPI activity to improve the accessibility and useful-
ness of trial information materials for clinical trial participants. Conclusions Background Recruitment to randomised controlled trials can be challenging, par-
ticularly when the burden of participation is high (e.g. long and/or Trials 2017, 18(Suppl 1):200 Trials 2017, 18(Suppl 1):200 Page 208 of 235 intensive follow-up), the interventions under evaluation are very dif-
ferent (e.g. surgery versus best medical management) and there are
strong preferences amongst clinicians and/or potential participants. To help overcome these challenges, a quintet recruitment interven-
tion (QRI) was developed by Donovan and colleagues in the context
of the ProtecT trial. The QRI is a complex intervention with several
components. These include detailed assessment of screening logs,
in-depth interviews, audio-recording of recruitment consultations,
and expert review and analysis of the consultations to allow group
and individual feedback to recruitment teams on how to optimise in-
formed consent. The impact of the individual elements of the QRI
have not been previously explored. The aim of this study is to exam-
ine the association between trial recruitment and audio-recording of
consultations. h d intensive follow-up), the interventions under evaluation are very dif-
ferent (e.g. surgery versus best medical management) and there are
strong preferences amongst clinicians and/or potential participants. To help overcome these challenges, a quintet recruitment interven-
tion (QRI) was developed by Donovan and colleagues in the context
of the ProtecT trial. The QRI is a complex intervention with several
components. These include detailed assessment of screening logs,
in-depth interviews, audio-recording of recruitment consultations,
and expert review and analysis of the consultations to allow group
and individual feedback to recruitment teams on how to optimise in-
formed consent. The impact of the individual elements of the QRI
have not been previously explored. The aim of this study is to exam-
ine the association between trial recruitment and audio-recording of
consultations. might vary within a study according to patient characteristics or between
studies due to contextual factors such as the composition of the study
population or the study setting. Statistically the investigation of treatment
effect moderation amounts to an assessment of interactions between
putative moderators and treatment groups. Interaction tests tend to be
underpowered when based on individual participant data (IPD) from a
single study. Pooling multiple trials aimed at evaluating the same inter-
vention offers a way forward here. Aggregate data meta-analytic techniques are routinely used to com-
bine results from multiple studies. Results IPD meta-analysis performed by multilevel modelling was able to ac-
count for trial design features such as variation in randomisation ra-
tios, stratification and clustering; and enabled principled analyses to
be carried out in the presence of missing values. It also allowed us to
separate trial-level from individual-level moderation effects and to
make adjustments. The comparison of the modelling results with the
findings from a standard meta-regression showed that IPD meta-
analysis can avoid aggregation bias (also known as the ecological fal-
lacy), and can produce more powerful inferences when moderation
effects do not differ between the trial level and the individual level. Conclusion We will describe the variation in audio-consent rates by centre and
recruiting surgeon and the impact of QRI feedback on trial recruit-
ment rates. Background Specifically meta-regression ob-
tains treatment effect estimates (and associated precision estimates)
from different trials and then investigates the association between
the trial-level treatment effect estimates and contextual factors using
a weighted regression approach. Importantly, meta-regression is only
able to assess trial-level variability in treatment effects. In addition,
the number of replicate trials tends to be small and hence limits the
ability for making adjustments in the analysis. y
Methods We pooled IPD from 13 European trials of the Incredible Years (IY)
parenting intervention aimed at improving disruptive child behaviour
(Eyberg Child Behavior Inventory) in children with conduct problems. We considered a number of pre-specified putative individual-level
moderators of the IY intervention effect. We assessed moderation ef-
fects using both, meta-regression based on published effect sizes, as
well multilevel modelling of the pooled IPD. O55 O55
Assessing treatment effect moderation in trials of psychological
interventions: a case for individual participant data meta-analysis
of pooled trials
Sabine Landau1, Victoria Harris1, Patty Leijten2, Joanna Mann2,
Eva-Maria Bonin3, Jennifer Beecham3, Judy Hutchings4, Stephen Scott1,
Frances Gardner2
1King’s College London; 2University of Oxford; 3London School of
Economics and Political Science; 4Bangor University
Correspondence: Sabine Landau
Trials 2017, 18(Suppl 1):O55 O55
Assessing treatment effect moderation in trials of psychological
interventions: a case for individual participant data meta-analysis
of pooled trials
Sabine Landau1, Victoria Harris1, Patty Leijten2, Joanna Mann2,
Eva-Maria Bonin3, Jennifer Beecham3, Judy Hutchings4, Stephen Scott1,
Frances Gardner2
1King’s College London; 2University of Oxford; 3London School of
Economics and Political Science; 4Bangor University
Correspondence: Sabine Landau
Trials 2017, 18(Suppl 1):O55 Working with a vulnerable population on a sensitive topic to
better understand neonatal intensive care trials: development
of a suite of strategies to meet challenges for qualitative data
collection in the bracelet study
1
2
3
4 Assessing treatment effect moderation in trials of psychological
interventions: a case for individual participant data meta-analysis
of pooled trials
1
1
2
2 Sabine Landau1, Victoria Harris1, Patty Leijten2, Joanna Mann2,
Eva-Maria Bonin3, Jennifer Beecham3, Judy Hutchings4, Stephen Scott1,
Frances Gardner2
1
2
3 y
Claire Snowden1, Peiter Brocklehurst2, Robert Tasker3, Martin Ward-Platt4,
Diana Elbourne5
1London School of Hygiene and Tropical Medicine MRC London Hub for
Trials Methodology Research, London, UK; 2Birmingham Clinical Trials
Unit, Institute of Applied Health Research, University of Birmingham;
3Department of Neurology, and Anaesthesia (Pediatrics), Harvard
Medical School; 4Newcastle Neonatal Service, Royal Victoria Infirmary;
5London School of Hygiene and Tropical Medicine
Correspondence: Claire Snowden
Trials 2017, 18(Suppl 1):O56 Claire Snowden1, Peiter Brocklehurst2, Robert Tasker3, Martin Ward-Platt4,
Diana Elbourne5
1London School of Hygiene and Tropical Medicine MRC London Hub for
Trials Methodology Research, London, UK; 2Birmingham Clinical Trials
Unit, Institute of Applied Health Research, University of Birmingham;
3Department of Neurology, and Anaesthesia (Pediatrics), Harvard
Medical School; 4Newcastle Neonatal Service, Royal Victoria Infirmary;
5London School of Hygiene and Tropical Medicine
Correspondence: Claire Snowden
Trials 2017, 18(Suppl 1):O56 1King’s College London; 2University of Oxford; 3London School of
Economics and Political Science; 4Bangor University
Correspondence: Sabine Landau
Trials 2017, 18(Suppl 1):O55 Methods Data from two on-going “difficult-to-recruit to” multi-centre RCTs in
surgery with an integrated QRI were used for this study; one compar-
ing the effectiveness and cost-effectiveness of three types of bariatric
surgery for severe and complex obesity (By-Band-Sleeve) and the
other comparing open versus video-assisted thoracotomy (key hole)
surgery for early stage lung cancer (Violet). In both trials, recruiters
and eligible participants were invited to have their recruitment con-
sultation audio-recorded. We examined the rate of consent amongst
patients who did and did not agree to audio recording. R
l In order to investigate treatment-effect moderation by individual
participant characteristics it is necessary to retrieve and analyse the
IPD. Two strategies for IPD meta-analysis exist: A two-stage ap-
proach analyses the IPD for each trial separately, generates appro-
priate trial-level summaries and then combined these in a second
step using aggregate data meta-analysis. In contrast multilevel
modelling of the pooled IPD from all trials assesses moderation in a
single analysis. Importantly, the latter approach can assess both,
moderation by variables that vary between trials and by variables
that vary within trials. Over the two trials, approximately two-thirds of eligible patients
agreed to their consultation being audio-recorded (By-Band-Sleeve
1209/1806, 67%; Violet 149/185, 80%), with some variation in
audio-consent rates across centres. In both studies the proportion
of patients agreeing to randomisation is higher amongst the group
who consented to audio-recording and the pattern is consistent
across the two studies (By-Band-Sleeve 39% vs 9%, Violet 76% vs
16%). The probability of consenting to randomisation is four-times
higher (risk ratio 4.45, 95% CI 3.2-6.1) when the consultation is re-
corded. The overall randomisation rate is 29% in By-Band-Sleeve
and 50% in Violet. Withdrawal rates following consent are low in
both trials (By-Band-Sleeve 4%, Violet 6%). Discussion
f This is the first study to examine the association between consent for
audio-recording and trial participation. Whilst we have demonstrated
an association, the reasons for this are unclear and require further in-
vestigation. They may be patient-related, recruiter-related, or both. For
example, a patient who consents to audio-recording may be naturally
more predisposed to research, or they may feel they should agree to
randomisation because the consultation could be listened to (although
we have no evidence of coercion). Similarly, recruiters who consent to
audio recording may be more comfortable with and better at conduct-
ing recruitment consultations. They may also “try harder” to recruit the
patient when the consultation is being audio-recorded. It is important
to explore and better understand the factors that might underlie this
association to further support trial recruitment. We encourage the use of the one-stage multilevel modelling ap-
proach to IPD meta-analysis. A two-stage IPD meta-analysis does not
require explicit assumptions regarding the variability of effects across
trials and tools are increasingly becoming available. While there is a
lot to be said for simplicity, we prefer the more complex one-stage
approach as it offers the flexibility to address all the moderation
questions with optimal efficiency. Results Patient eligibility for different treatments may change throughout
their journey, mirroring the choices that are made in clinical care. At
any one time, umbrella trials provide an infrastructure for screening
patients and directing them to an appropriate treatment, and these
can be combined with a platform trial which evaluates various differ-
ent treatment options for each subgroup. However, numbers soon
become vanishingly small and even large national collaborative
groups can struggle to find sufficient patients. We present therefore
an extension of these approaches called the Patient Journey Planner. The combined design allows different national collaborative groups
to maintain their own trials infrastructure while contributing to mul-
tiple evaluations of targeted therapies. Evaluations will typically take
place at different stages through a patient’s “journey” with a condi-
tion; at each stage (e.g. induction, maintenance, relapse), a number
of different options will be available based upon genetic characteris-
tics or response to prior therapies. The design of the evaluation of
each of these is appropriate to the stage of development of the
therapy, and the aspirations for the treatment or the patient group. Such an approach is proposed and illustrated for the treatment of
Acute Myeloid Leukaemia, and also in solid tumours such a skin can-
cer, where there is a similar degree of heterogeneity, and the re-
quirement to evaluate novel targeted therapies at different disease
stages. The approach also allows the integration of supportive care
and prevention studies. The BRACELET Study involved bereaved parents whose babies died
subsequent to enrolment in five neonatal intensive care trials. A suite
of strategies was developed to: maximise collection of good quality
data, ensure data collection processes were sensitive and supportive
to contributors, and to facilitate involvement of hard-to-reach be-
reaved parents. Data collection and support strategies were devel-
oped in response to the sensitivities involved. BRACELET involved
face to face interviews with bereaved parents. Recognising that some
parents would not wish to be interviewed, two alternative participa-
tion routes were developed, an online comments option and short
questionnaires. A detailed Code of Practice was developed to guide
the conduct of lone and joint interviews which took into account
challenges of discussing bereavement and trials with potentially vul-
nerable individuals. The patient journey planner: an integrated approach to trials of
targeted therapies with application to cancer and haematological
malignancies
1
2
1
3
1 Robert Hills1, Nigel Russell2, Kerry Hood1, Girlish Patel3, Richard Adams1
1Cardiff University; 2University of Nottingham; 3University Hospital
of Wales Correspondence: Robert Hills
Trials 2017, 18(Suppl 1):O57 Background The investigation of treatment effect moderation is a common research
objective in psychological studies. The benefit or harm of an intervention Page 209 of 235 Trials 2017, 18(Suppl 1):200 Page 209 of 235 Page 209 of 235 Results The Code was organised around five key princi-
ples: the interviewees should be given control of the physical
environment; the interviewee should be given control over the pro-
gress of the interview; the distinction between counselling and re-
search should be clear; all interviewees will be treated with courtesy
and respect; and the interviewee should have access to information
and support after the interview. Each principle had multiple dimen-
sions which were explored and operationalised in the Code. To meet
the final principle, dedicated support systems were developed in
collaboration with local and national support providers to ensure par-
ticipants could access help and information post-interview should it
be needed. A post-interview questionnaire was used to monitor reac-
tions to the interviews. Background entity. However, while these insights provide valuable evidence on dis-
ease mechanisms, the fragmentation of conditions leads to challenges
in trial design. Instead of a classical Phase 3 mega-trial, with wide eligi-
bility, the evaluation of targeted therapies requires the identification of
subgroups of patients, some of which might be very small. Agents may
be at different stages of development; and further still, clonal evolution
can mean that agents are not equally efficacious at different stages of
disease. There is growing understanding of the value of qualitative research to
elucidate the conduct and impact of randomised trials, and to guide fu-
ture trial conduct. Some of the most challenging trials assess interven-
tions aimed at improving care for seriously ill patients and so can take
place in the context of major life events. For qualitative research to
offer insights into such trial processes and settings, researchers must
engage with potentially vulnerable populations to ask often difficult
questions. As researchers, we must take responsibility for the proper
care and treatment of those who take part in our research and engage
with those questions, and so need appropriate research tools and sup-
port systems to work with challenging trials. p
Conclusion Relying on appropriate exchange of data the Patient Journey Planner
allows the evaluation of therapy, using modern trial designs, across
multiple collaborative groups, not only speeding up drug development
but enabling the assessment of treatments in groups which otherwise
would be too small for formal trials run by a single centre or collabora-
tive group. Aims To design trials to accelerate the evaluation of new targeted therap-
ies which may be at different stages of development or relevant to
different stages within the patient pathway. Background Background
Initial evaluations of treatment activity are typically performed in
Phase 2 clinical trials. Historically, such trials used either one or two-
stage single-arm designs, such as the Gehan, A’Hern, or Simon ap-
proaches. Such designs rely on identifying the level of outcome (e.g. response rate) which merits further investigation, and the design of
such a trial would specify a minimum number of responses to
proceed to further evaluation. The choice of threshold depends on
the condition being studied, which is often informed by historical
data. By contrast, randomised Phase 2 trials do not specify an abso-
lute threshold of response, but rather a level of improvement that is
required to be seen. Results Results Fifty-one bereaved parents were interviewed, and the online com-
ments option and short questionnaires yielded valuable extra data
from 8 parents which offered new insights and confirmed themes
arising from interviews. Thirty-nine post-interview questionnaires
confirmed that, although the process was deeply emotional for many
of the parents, it was perceived as valuable both for themselves and
for parents in the future. Correspondence: Ian Thomas
Trials 2017, 18(Suppl 1):O58 Correspondence: Ian Thomas
Trials 2017, 18(Suppl 1):O58 Correspondence: Ian Thomas
Trials 2017, 18(Suppl 1):O58 The importance of randomisation in evaluation of treatments for
acute myeloid leukaemia: lessons from the UK NCRI aml16 and li-1
trials The BRACELET study enabled parents to elucidate their bereavement
experiences in a trial context, and to offer guidance on good conduct
for future trials where mortality is anticipated. The strategies devel-
oped for the BRACELET study were crucial factors in its success and
ethical conduct, and may be adapted by others exploring sensitive
issues for trials with vulnerable populations. While our strategies in-
cluded elements tailored to our specific challenges, they are readily
adaptable for other trial-related sensitive research areas. Ian Thomas1, Robert K. Hills1, Nigel Russell2, Mike Dennis3
1Cardiff University; 2University of Nottingham; 3Christie Hospital
NHS Trust Background The poster themes varied greatly in the number
of comprising abstracts but the “Use of Innovative Methods in Active
Trials” garnered the most average views (median 91), and “Involving
Research Partners” least (median 60). Background Background
Good reporting of research findings in primary papers is crucial to allow
meta-analyses to include all available studies on the topic of interest. However, key information in trial results is still commonly missing (Alt-
man, 2015), such as standard deviations (SD) of continuous outcomes. Specific recommendations in the Cochrane Handbook and PRISMA
statement on handling missing data include retrieving all connected in-
formation and performing sensitivity analysis to challenge the missing
data assumptions. These are not frequently followed, nor is there a sim-
ple method to evaluate the impact of omitting a study from a meta-
analysis. We propose a statistic that would help reviewers to assess the
influence that a study without an SD estimate may have on the pooled
effect meta-analysis and calculate this statistic across multiple Cochrane
meta-analyses. We also report on whether reviewers could have de-
duced or approximated the missing SD in primary papers or imputed
the SDs by those reported in other studies in the same meta-analysis. Methods Correspondence: Andrew Embleton
Trials 2017, 18(Suppl 1):O59 y
Potential Impact We can draw together conclusions from the previous conference,
compare and contrast the abstract views from the two conferences
and highlight any changes or consistent themes. Also, just as cru-
cially, we will be tracking abstracts views over time beyond the end
of the conference and ensuring access is available to both authors
and external researchers, both on the website and in dataset format. This will ensure that interested parties from the 2017 conference can
clearly gauge the impact of their own work and any promotional ef-
forts they make. Our results demonstrate the need for randomisation in phase 2 trials
in this group of patients, and indeed in other heterogeneous condi-
tions, to ensure interpretability of results. Background Background
Recent advances in the understanding of disease at a genetic level have
demonstrated that many conditions are not a single homogeneous We present here the results from the control arm of the UK National
Cancer Research Institute Pick-A-Winner programme for older patients Page 210 of 235 Page 210 of 235 Trials 2017, 18(Suppl 1):200 Trials 2017, 18(Suppl 1):200 Page 210 of 235 into an expected hierarchy over time. Though focusing specifically on
the top-viewed 5% abstract (n = 16): at Day 3, 12 of these were poster
presentations, including all the top 10; by the latest data capture at
Day 55, the top four abstracts were oral presentations, although posters
still occupied 11 out of the 16. The most viewed theme from oral ab-
stracts was “Adapting Trials Based on Internal Data” (median 124 views
by Day 55), with Trial and Project Management least popular (median
68 views by Day 55). The poster themes varied greatly in the number
of comprising abstracts but the “Use of Innovative Methods in Active
Trials” garnered the most average views (median 91), and “Involving
Research Partners” least (median 60). with acute Myeloid Leukaemia not suitable for intensive treatment. The
programme uses a seamless Phase2/Phase 3 design to evaluate treat-
ments, with an early assessment for futility. New treatment options can
be brought in at any time to replace options which are closed, and
evaluation only takes place between novel therapy and control among
contemporaneously randomised patients. Therapies which pass the ini-
tial futility hurdles proceed seamlessly to Phase 3 evaluation within the
programme. The programme has been running for over 10 years, and
over 1500 patients have entered the randomised comparisons for 11
different novel therapies. into an expected hierarchy over time. Though focusing specifically on
the top-viewed 5% abstract (n = 16): at Day 3, 12 of these were poster
presentations, including all the top 10; by the latest data capture at
Day 55, the top four abstracts were oral presentations, although posters
still occupied 11 out of the 16. The most viewed theme from oral ab-
stracts was “Adapting Trials Based on Internal Data” (median 124 views
by Day 55), with Trial and Project Management least popular (median
68 views by Day 55). Potential Results Outcomes of the control arm of low-dose ara-C show a wide vari-
ation in complete remission rates from comparison to comparison,
ranging from less than 10% in some cases to more than 30%. Response rates can fluctuate by comparator drug based upon the eli-
gibility criteria for the treatments; but even when eligibility criteria
remain constant, wide variation is seen in remission rates, which may
be explained by differing referral patterns and the perceived attract-
iveness or toxicity of the novel therapies. The wide variation in re-
sults shows the issues associated with using a single arm phase 2
trial in a heterogeneous condition: setting an ‘average’ target of 20%
response rate (similar to that seen in the original trial of low-dose
ara-C), some treatments which showed a remission benefit would
have failed to pass the hurdle, while others closed for futility would
have proceeded to further evaluation. We propose presenting both short- and long-term findings from
ICTMC 2015 plus initial, short-term results from ICTMC/SCT 2017 con-
ference, possibly as a penultimate talk in the final session. We will
provide an on-line searchable resource for this conference using at
least daily views of abstract, during and beyond the conference. Potential Impact Methods We used the whole Cochrane Database of Systematic Reviews issued
in January 2008 (Davey et al., 2011) to identify studies omitted with a
missing SD from 6672 continuous-outcome meta-analyses. A sub-
sample of these, published since 2006, was selected and enabled
hand-searching and extracting to assess whether SDs could have
been deduced or approximated and to calculate the influence statis-
tic. We report on fixed effect meta-analyses. Abstracts were available online in a supplement to BioMed Central’s
Trials from conference Day 1. Initially motivated in tracking interest
ICON6 (#P184), we used an algorithm applied to the journal website
to collect basic article view metrics from Trials giving a snapshot of
cumulative online views. The impact on abstract views of presenta-
tion type, submission category and title form can be explored. Results Background
bl Co-publication of papers to coincide with conferences is not yet
standard for clinical trials, although improving e.g. a selection of
plenary abstracts at European Society of Medical Oncology 2016
were co-published in high-impact medical journals. For clinical trial
methodology, publication usually lags presentation (if achieved); the
conference abstract is the key written information available. The
International Clinical Trials Methodology Conference (ICTMC) 2015
presented 3 invited talks with 94 oral and 238 poster presentations. We are interested in their online attention. If a tree falls in a forest: abstract view statistics as a measure of
research impact Joana Vasconcelos1, Rebecca M. Turner2, Toby A. Prevost1
1Imperial College London; 2Medical Research Council Biostatistics Unit
Correspondence: Joana Vasconcelos
Trials 2017, 18(Suppl 1):O60 p
Andrew Embleton1, Deborah Ashby2, Ella Flemyng3, Peter Langhorne4,
William J. Meurer5, Annabelle South1, Matthew Sydes1
1MRC Clinical Trials Unit at UCL, Institute of Clinical Trials and Methodology,
UCL, London; MRC London Hub for Trials Methodology Research, London;
2Imperial Clinical Trials Unit, Imperial College London; 3BioMed Central;
4University of Glasgow; 5University of Michigan
Correspondence: Andrew Embleton
Trials 2017, 18(Suppl 1):O59 p
Andrew Embleton1, Deborah Ashby2, Ella Flemyng3, Peter Langhorne4,
William J. Meurer5, Annabelle South1, Matthew Sydes1
1MRC Clinical Trials Unit at UCL, Institute of Clinical Trials and Methodology,
UCL, London; MRC London Hub for Trials Methodology Research, London;
2Imperial Clinical Trials Unit, Imperial College London; 3BioMed Central;
4University of Glasgow; 5University of Michigan
Correspondence: Andrew Embleton
Trials 2017, 18(Suppl 1):O59 p
Andrew Embleton1, Deborah Ashby2, Ella Flemyng3, Peter Langhorne4,
William J. Meurer5, Annabelle South1, Matthew Sydes1
1MRC Clinical Trials Unit at UCL, Institute of Clinical Trials and Methodology,
UCL, London; MRC London Hub for Trials Methodology Research, London;
2Imperial Clinical Trials Unit, Imperial College London; 3BioMed Central;
4University of Glasgow; 5University of Michigan Andrew Embleton1, Deborah Ashby2, Ella Flemyng3, Peter Langhorne4,
William J. Meurer5, Annabelle South1, Matthew Sydes1
1MRC Clinical Trials Unit at UCL, Institute of Clinical Trials and Methodology,
UCL, London; MRC London Hub for Trials Methodology Research, London;
2Imperial Clinical Trials Unit, Imperial College London; 3BioMed Central;
4University of Glasgow; 5University of Michigan tic. We re
Results The results describing the views over time for every accepted ab-
stract from ICTMC 2015, along with a summary of wider themes, are
available at http://andyembleton.me/ICTMC/ The abstract addressing
“Longitudinal mediation in the PACE trial” was consistently the most
popular abstract from Day 4 onwards (i.e. post-conference). This ab-
stract gained 527 views between Days 4 and 8, the largest uptick in
views, perhaps due to its posting on a popular Twitter account and
discussion on a patient forum. There was little overall difference be-
tween those oral and poster abstracts initially, but this manifested Amongst the 6672 sampled meta-analyses, 396 (6%) were affected
by omitted studies. The hand-searched sub-sample comprised 52
studies, from 28 meta-analyses within 18 Cochrane reviews, including
33 subgroup meta-analyses. In 5 (28%) reviews, reviewers did not at-
tempt to contact original publication authors to retrieve missing in-
formation and only one meta-analysis reported sensitivity analysis to
assess the impact of imputing SDs. For 12 (36%) subgroup meta-
analyses, the SDs could have been externally imputed from other Trials 2017, 18(Suppl 1):200 Page 211 of 235 studies’ SDs. In 19 (37%) of omitted studies, the SDs could have been
internally retrieved through either deducing (8%) or approximating
(29%) from available information. Developed from the inverse-
variance weighting formula for fixed effect models, we proposed an
‘influence statistic’ that tells us whether, and by how much, a study
that does not report the precision of an effect could influence the
overall meta-analysis estimate, defined as the Z-statistic ratio of the
distance between the omitted study effect from the pooled effect
and the standard error of this distance. This statistic was calculated
and its distribution displayed across 16 studies that were omitted
from 12 subgroup meta-analyses. Nineteen percent of these had a
high influence (Z > 2) on the subgroup meta-analysis pooled effect. Conclusions A web-based system for the management and storage o
metadata for multi-center clinical trials
Kevin Wilson, Michale Ham, Brenda Hair, Eugene Turner
RTI International
Correspondence: Kevin Wilson
Trials 2017, 18(Suppl 1):O62 A web-based system for the management and storage of
metadata for multi-center clinical trials Kevin Wilson, Michale Ham, Brenda
RTI International
Correspondence: Kevin Wilson
Trials 2017, 18(Suppl 1):O62 p
Results Data elements were imported from the EDC systems of two research
networks. A total of 8,620 unique data elements, derived from 291
unique CRFs, were imported from 4 clinical research trials. Initial
searches of the repository revealed interesting patterns in the data
elements and clearly showed inconsistencies between similar vari-
ables collected across the trials. Examples included the same variable
collected in multiple studies with different variable names, different
response options for the same variable in different studies, and the
same variable names used for different variables. After curation, the
system was used to generate formatted CRFs and the associated EDC
system. y
In the sensitivity analysis we do not want to lose any of the valuable
information collected in the trial. A natural principle, which we refer
to as the information anchoring principle, is to preserve the informa-
tion loss due to missing data in the primary analysis in the sensitivity
analysis. However, it is also possible to have much less information in
the sensitivity analysis than in the primary analysis. Moreover, a naïve
sensitivity analysis may insert more information than we would have
had if we actually observed the data. Conclusions from the primary
analysis can then be overturned. Methods The system design and methods encompassed several components,
including: (1) an automated tool to import study metadata from
previously implemented studies into a centralized repository; (2) a
tool to standardize key study metadata elements to support curation
and output to multiple EDC systems; (3) an efficient search engine to
identify and group elements into new case report forms; and (4) the
ability to output metadata to define a new study in the EDC system
along with PDF versions of the case report forms. Study metadata for
an EDC system is typically defined in a structured CSV or XML-based
format and includes definitions of individual data elements, case re-
port form (CRF) structures, and the study event structure. These
metadata include the name of the variable, question text, data type,
allowable values if categorical or range if numeric, and whether the
variable is required. In addition, data elements are grouped into elec-
tronic case report forms, where related variables are collected to-
gether (e.g., demographics, medications, etc.). These elements were
automatically extracted using a connector program and formatted
for importing into a central repository. Unfortunately, there will often be uncontrollable developments in
clinical trials which result in the occurrence of missed patient
visits or unrecoverable outcome measures. However primary ana-
lysis is approached, we must make an untestable assumption
about the distribution of the unobserved data. It is then import-
ant to perform sensitivity analysis to explore the robustness of
the conclusions to alternative plausible assumptions about the
missing data. In primary analysis it is most often reasonable to assume that con-
ditional on any covariates included in the analysis, data is Missing
at Random (MAR). Or equivalently, that the conditional distributions
of the outcome data for observed and unobserved patients are
equal. For sensitivity analysis it may then be of interest to explore
the impact of unobserved patients having a poorer/better response
than those observed. The so called `Delta- method’ is an accessible
pattern-mixture approach which enables such investigation using
multiple imputation. Imputations are conducted under MAR, then
edited by a postulated amount, Delta, to reflect a worse or better
response. The primary analysis model is retained in the sensitivity
analysis to asses purely the impact of alternative behaviour among
the unobserved on the primary outcome. Background The use of common data elements (CDEs) to standardize data collec-
tion in clinical trials is widely viewed as a mechanism to improve effi-
ciency in trial design and conduct and to improve the quality of
research. CDEs have the potential to enhance the comparability of
data from different clinical trials, reduce development time for
clinical trial protocols, and significantly reduce the time needed to
develop electronic data capture (EDC) systems. There are several
challenges to leveraging CDEs effectively on large clinical trial net-
works. Such networks typically comprise several collaborating institu-
tions that conduct multiple trials, typically over a 5-year funding
cycle. Each protocol is developed by a group of investigators in col-
laboration with staff from a data coordinating center. Due to the na-
ture of this work flow with individual trials developed over a period,
it is common for the definitions of individual data elements to evolve
over different clinical trials. M th d Incomplete reporting of variance estimates in continuous outcomes
by study authors still remains a reality. We proposed a tool that
would help authors to determine the influence of a missing trial in
the pooled meta-analysis estimate. Current work includes develop-
ment of the influence statistic to include random effects models and
to the influence of multiple omissions per meta-analysis. References
Altman, 2015. doi:10.1186/s13063-015-0575-7 Davey et al., 2011. doi:10.1186/1471-2288-11-160 O61
Sensitivity analysis for missing data using the delta method: the
impact of incorporating a prior distribution on delta
Suzie Cro1, Michael Kenward2, James Carpenter3
1Imperial College London; 2The London School of Hygiene and
Tropical Medicine; 3MRC Clinical Trials Unit at UCL, Institute of
Clinical Trials and Methodology, UCL
Correspondence: Suzie Cro
Trials 2017, 18(Suppl 1):O61 y
Conclusion Our previous efforts to standardize data collection in clinical trials fo-
cused on standardization at the CRF level but this approach was often
unsuccessful. In contrast, standardization at the data element level, al-
lows flexibility across studies while collecting variables in a standard-
ized way. The collection of standardized metadata also enables the
development of EDC systems for new trials extremely quickly. We show how an information anchored variance estimate is obtained
for the treatment estimator when a fixed Delta adjustment is used. However, when uncertainty surrounds the value of Delta and we
incorporate a prior distribution on Delta in imputation, there will
be less information in sensitivity analysis than primary analysis. Re-
sults from a peer review trial demonstrate the consequences sur-
rounding the choice of Delta in a real life setting and why careful
elicitation is required. A systematic review of measures of informed consent for
randomised controlled trials
Katie Gillies, Alex Duthie, Marion Campbell
University of Aberdeen
Correspondence: Katie Gillies
Trials 2017, 18(Suppl 1):O63 Trials 2017, 18(Suppl 1):200 Page 212 of 235 g
Results The search identified 6669 citations. After screening titles and abstracts,
16 complied with our pre-specified inclusion criteria. The included stud-
ies report 16 separate instruments whose aim is to measure an aspect
of informed consent for RCTs. Four of the included instruments report
development of a tool to assess competence of research subjects to
consent to participation in RCTs i.e. was set amongst participants who
may have diminished decisional capacity (e.g. early stage Alzheimer’s,
schizophrenia, etc.). Of the 16 instruments, 3 explicitly reported a theor-
etical or conceptual framework underpinning their development, a fur-
ther 3 implicitly refer to the “conceptual dimensions of informed
consent” or “principles of research ethics” as informing their develop-
ment and 10 reported no guiding theoretical framework. Linked to this,
some instruments were explicit with regard to which constructs they
were measuring while others were more vague. Finally, only 3 of the 16
studies reported patient or public involvement in the development of
the tool. Findings from the narrative synthesis of individual constructs
will also be presented. Conclusions
SWT d
i SWT designs are gaining popularity, but statistical methods for
economic evaluation conducted alongside SWTs have not been suffi-
ciently explored and used. The use of appropriate methods that ac-
count for time, clustering, and correlation between costs and
outcomes is an important part of SWT health economics analysis. Thus study aims to demonstrate how such models perform and
can be implemented in the context of economic evaluation
alongside SWTs. What are the methodological challenges in the design and
conduct of orthopaedic randomised controlled trials comparing
surgery and non-operative interventions? A systematic review
Loretta Davies, Jonathan Cook, Andrew Price, David Beard
University of Oxford
Correspondence: Loretta Davies
Trials 2017, 18(Suppl 1):O65 What are the methodological challenges in the design and
conduct of orthopaedic randomised controlled trials comparing
surgery and non-operative interventions? A systematic review
Loretta Davies, Jonathan Cook, Andrew Price, David Beard
University of Oxford
Correspondence: Loretta Davies
Trials 2017, 18(Suppl 1):O65 Background Objectives 1. To systematically review economic evaluations alongside
SWTs to examine statistical methods used to adjust cost and outcome
variables for clustering and time effects inherent to the stepped wedge
design. 2. To explore theoretical models that combine existing ap-
proaches to the joint (bivariate) modelling of cost and effectiveness in
cluster randomised trials with multi-level models that have been pro-
posed for univariate outcomes in stepped wedge trials. Methods The subjective assessment of informed consent for clinical trials, and
the potential difficulties associated with it, has led several studies to
develop objective measures of informed consent for clinical trials. These objective measures of informed consent are often specific to a
particular population or clinical condition and largely focus on under-
standing of (some or all of) the key elements of informed consent,
namely: capacity, disclosure, understanding, voluntariness and permis-
sion. Many of the developed tools are study-specific, but some vali-
dated measures exist. Whether these objective tools conceptualize and
measure informed consent in the same way is not known. As such, it is
not clear whether meta-analyzing data from studies reporting different
tools is worthwhile. The aim of this systematic review was to critically
appraise the evidence on the conceptualization and item content of
validated questionnaire based measures of informed consent for rando-
mised controlled trials. An ad-hoc search strategy of Medline/PubMed, DARE, NHS-EED, HTA
and the Cochrane Library was used to identify economic evaluations
alongside SWTs or related methodological studies. Abstracts were inde-
pendently screened by two investigators using the following inclusion
criteria: (i) use of the SWT design and (ii) economic evaluation as part
of
the
research
question(s) in
the study. Modelling the cost-
effectiveness alongside SWTs We propose in which the multi-level
model for effectiveness (on a continuous scale) mirrors the multi-level
model for cost, with corresponding random effects and error terms in
the two models assumed to follow bivariate normal distributions. Results Economic evaluation alongside stepped wedge trials: a systematic
review and a proposal of analysis Gian Luca Di Tanna, Vladislav Berdunov, Richard Hooper
Pragmatic Clinical Trials Unit, Queen Mary University of London
Correspondence: Gian Luca Di Tanna
Trials 2017, 18(Suppl 1):O64 the two m
Results A total of 100 abstracts identified by the electronic search were
screened. A total of 18 papers were included in our review: 15 were
study protocols, 1 gave insights on the methods for economic evalu-
ation alongside SWTs and 2 papers were trial results. Methods used
(or intended to be used) in studies can be grouped into three main
categories: mixed/multilevel models, generalized estimating equa-
tions and (generic) bootstrap, but there is an underlying vagueness
in the models (to be) used given also the limited guidance available. We present the results of a set of simulations exploring the perform-
ance of the proposed method under different assumptions related to
the number of participants per cluster, number of clusters in each
trial arm and values of the ICC. Background Background
Surgical randomised controlled trials (RCTs) often present additional
challenges in design, conduct and analysis to those evaluating pharma-
cological treatments. This is especially evident when the interventions
being evaluated are quite different, for example, the comparison of sur-
gery with a non-operative intervention such as physiotherapy. Specific
methodological issues have been reported such as the impact of treat-
ment preferences of both patients and participating clinicians on re-
cruitment, difficulties with blinding and standardising interventions. The aim of this study was to systematically review the methodological
challenges and limitations in musculoskeletal RCTs which compare a
surgical and non-operative interventions (e.g. drug treatment or
physiotherapy). M th d Methods A systematic search of the literature was conducted to identify rele-
vant articles that described the development, and/or validation, of
measures of informed consent for RCTS. General data extraction cat-
egories were split into those relating to the context of the included
study and those relating to items included in the instrument. Data
was synthesized by coding of the items identified into domains and
sub-domains which were determined by nomenclature defined in in-
cluded studies. Both for descriptions of included studies and of the
instruments reported in those studies, descriptive statistics were used
to describe general information and instrument detail. A narrative
synthesis of the instruments and their inter-related domains and sub
domains was conducted to identify areas of both convergence and
divergence. Discussion This presentation will discuss the key issues relevant for this work
specifically relating to the issues surrounding the heterogeneity of
existing measures of informed consent to RCTs. The results from the
narrative synthesis will be discussed with explicit considerations re-
garding the conceptualization of informed consent and inclusion of
constructs and items that matter to potential trial participants. O66 Gatekeeping amongst allied health professionals: recruitment in
stem cell trial of recovery enhancement-3 (STEMS-3) feasibility
study
Claire Diver1, Rebecca O'Connor2, Nikola Sprigg3, Louise Conell4,
Marion Walker5, Philip Bath3
1Associate Professor; 2Nottingham University Buisiness School, University
of Nottingham; 3Stroke Trials Unit, University of Nottingham; 4Allied
Health Research Unit, University of Central Lancashire; 5Division of
Rehabilitation and Ageing, University of Nottingham
Correspondence: Claire Diver
Trials 2017, 18(Suppl 1):O66 Background A search of the MEDLINE and CENTRAL databases between 2010 and
2015 was conducted. Randomised orthopaedic clinical trials which
had a surgical and non-operative comparison such as physiotherapy
were included. Data were extracted and summarised on the study
characteristics such as target and actual recruitment, adherence to
randomisation allocation, and in addition reported challenges to The stepped wedge trial (SWT) design has gained popularity in recent
years and may have practical and methodological advantages over the
classic parallel group design especially in the context of health services
research. The use of statistical methods in economic evaluations con-
ducted alongside SWTs have hitherto not been systematically explored. Trials 2017, 18(Suppl 1):200 Trials 2017, 18(Suppl 1):200 Page 213 of 235 successfully conducting the trial amongst other details. A quality as-
sessment was also conducted using the Cochrane Risk of Bias tool. R
l successfully conducting the trial amongst other details. A quality as-
sessment was also conducted using the Cochrane Risk of Bias tool. Results Background g
Frequent data collection is desirable in randomised controlled trials
(RCTs) where time-to-event is the primary outcome, in order to ac-
curately capture the event of interest with reduced risk of recall bias. However, an inevitable problem with repeated data collection is
missing data caused by participants’ loss to follow-up prior to the oc-
currence of the event or the end of the planned follow-up period. This undermines the Intent-To-Treat (ITT) principle, leads to reduced
power, and possible bias. Analytical strategies for drawing inferences
from incomplete data, including the non-informative censoring for
time-to-event data, rely on untestable assumptions about the miss-
ingness mechanism. Therefore, it is key to minimise the chance of
dropouts at the design stage. Postal or electronically-sent question-
naires are not ideal for collecting frequent follow-up data as they
often yield poor response rates even after reminder mailings. Short
message service (SMS) using mobile telephones might offer a new
way to enhance real-time outcome data collection. We describe the
use of SMS to obtain weekly data on recovery of sciatica patients in
the SCOPiC trial, describe the response patterns in the short and lon-
ger term and consider the implications for data analysis. Method Results Six NHS staff were recruited: 3 physiotherapists, 1 Occupational ther-
apist, 1 speech and language therapist and 1 specialist mental health
nurse. 3 main themes were identified: information, eligibility and
intervention. AHPs felt informed about the trial and professional re-
sponsibility to recruit to clinical trials including STEMS-3; they consid-
ered the regular presence of a member of the trial team a valuable
resource. Despite clear and broad inclusion criteria, AHPs were reluc-
tant to approach eligible stroke survivors with communication, cogni-
tive and low mood problems. A strong sense of duty of care to
patients stemmed from perceptions that: the intensive physiotherapy
intervention provided in the trial contradicted CST goals of self-
management and independence; randomisation to the control group
with no physiotherapy could not be blinded and might distress pa-
tients with expectations of further physiotherapy; patients might
have misplaced expectations of G-CSF providing a 'miracle cure’; and
wanting to
identify
patients that
would benefit
from further
treatment. In total, 6484 records were identified and 54 trials were included in
the review. The majority of included studies were of fracture man-
agement (28, 52%). Twenty three (43%) were multi centre studies,
with a sample size of 85 (median, IQR [50,150]). The main interven-
tion comparisons of the included studies were of surgery and physio-
therapy interventions (44, 81%). Methodological problems identified
included a high proportion of participant crossover from their rando-
mised intervention and difficulties reaching target sample size. Chal-
lenges reported by the authors included the impact of both patient
and clinician preference for particular treatment on the number of
potentially eligible patients recruited. In addition, various practical
challenges were reported related to the nature of the interventions
evaluated and health care systems in which the research was being
conducted. This included difficulties implementing blinding of patients,
care providers, and outcome assessors and post-randomisation delays
in receiving an intervention. O67
The use of regular text messaging over one year to collect primary
outcome data in a randomised controlled trial
Reuben Ogollah, Martyn Lewis, Kika Konstantinou, Sarah Lawton,
Jamie Garner, Nadine E. Foster
Keele University Claire Diver1, Rebecca O'Connor2, Nikola Sprigg3, Louise Conell4,
Marion Walker5, Philip Bath3 Claire Diver1, Rebecca O'Connor2, Nikola Sprigg3, Louise Conell4,
Marion Walker5, Philip Bath3 1Associate Professor; 2Nottingham University Buisiness School, University
of Nottingham; 3Stroke Trials Unit, University of Nottingham; 4Allied
Health Research Unit, University of Central Lancashire; 5Division of
Rehabilitation and Ageing, University of Nottingham
Correspondence: Claire Diver
Trials 2017, 18(Suppl 1):O66 1Associate Professor; 2Nottingham University Buisiness School, University
of Nottingham; 3Stroke Trials Unit, University of Nottingham; 4Allied
Health Research Unit, University of Central Lancashire; 5Division of
Rehabilitation and Ageing, University of Nottingham Correspondence: Reuben Ogollah
Trials 2017, 18(Suppl 1):O67 g
Conclusion Gatekeeping was evident throughout the recruitment process and re-
flects possible tensions between research and clinical priorities. AHPs
act to promote patient autonomy in their transition from acute
stroke care and rehabilitation to self-management. This contrasts
with protective behaviours evidenced in identifying potential pa-
tients for clinical trials and denying some eligible patients the oppor-
tunity for participation. The motivation for this was “acting” in the
patient’s best interests: this manifested itself in presenting the trial as
the potential opportunity for further treatment when patients were
discharged or not discussing the trial when they thought patient ex-
pectations of treatment were too high, or patients would not under-
stand the implications of no active treatment allocation. Training of
AHPs in study design issues should be considered especially when
they have an active role in recruitment and delivery. This review demonstrated that trials which compare a surgical
and non-surgical interventions have been successfully conducted
for a number of conditions, however, several methodological
issues were identified that have the potential to impact on the
design, conduct and analysis of these trials. If not adequately ad-
dressed, these issues may introduce significant bias and threaten
the validity of the trial results. The planning and design of future
studies should take into account and consider the specific chal-
lenges associated with the evaluation of surgical and non-surgical
interventions. Background Randomised controlled trials (RCTs) of rehabilitation in the chronic
stroke population are complex and challenging. Patient-therapist
relationships within a rehabilitation setting can be strong and
powerful. This is associated with treatment satisfaction in the trad-
itional healthcare setting but it is unclear if this could impact on re-
cruitment to clinical trials. The aims of clinical practice and clinical
research can be different: clinical practice is focused on individual
care and research on population benefit. Allied Health Professionals
(AHPs) are known to be reluctant to recommend oncology and pal-
liative care patients to clinical trials through well intentioned as-
sumptions that it might not be in the best interests of the
individual patient. This attitude has not been explored in chronic
stroke rehabilitation trials. STEMS3 (ISRCTN16714730) was a feasibil-
ity, 2x2 factorial randomised controlled trial of granulocyte colony
stimulating factor (G-CSF) vs placebo, and community stroke
physiotherapy vs none, in stroke survivors discharged from rehabili-
tation services. ISRCTN1671470. The aim of this study was to ex-
plore recruitment by AHPs to STEMS-3. Gatekeeping amongst allied health professionals: recruitment in
stem cell trial of recovery enhancement-3 (STEMS-3) feasibility
study O67
The use of regular text messaging over one year to collect primary
outcome data in a randomised controlled trial
Reuben Ogollah, Martyn Lewis, Kika Konstantinou, Sarah Lawton,
Jamie Garner, Nadine E. Foster
Keele University
Correspondence: Reuben Ogollah
Trials 2017, 18(Suppl 1):O67 p
y
Conclusion Collecting frequent follow-up outcome data with SMS is feasible in
an RCT and provides high response to both short and longer term
follow-up. This could be an additional and/or alternative strategy to
collecting data in large pragmatic trials, and is particularly useful for
collecting regular primary outcome data, which is key to time-to-
event and pragmatic ITT-evaluation. Methods Sonia Davis, Hengrui Sun, Kwanhye Jung
University of North Carolina
Correspondence: Sonia Davis
Trials 2017, 18(Suppl 1):O70 Inverse Probability-of-Treatment Weighting (IPTW) is a general meth-
odology for removing treatment-adjustment bias. Working under the
hypothesis of *No Unmeasured Confounding*, it creates a pseudo-
population by weighting each patient with the inverse probability of
observing a certain treatment administration given the past treat-
ment and toxicity history. However, a review of data collected from
RCTs on osteosarcoma suggests that treatment side-effects may not
be sufficiently well-documented. The compass study - dynamic generation of patient-specific ecare
plans in a pragmatic trial p
p
g
Scott Rushing, Pamela W. Duncan, Rica M. Abbott
Wake Forest Baptist Health
Correspondence: Scott Rushing
Trials 2017, 18(Suppl 1):O69 p
p
g
Scott Rushing, Pamela W. Duncan, Rica M. Abbott
Wake Forest Baptist Health
Correspondence: Scott Rushing
Trials 2017, 18(Suppl 1):O69 p
p
g
Scott Rushing, Pamela W. Duncan, Rica M. Abbott
Wake Forest Baptist Health
Correspondence: Scott Rushing
Trials 2017, 18(Suppl 1):O69 Causal inference with randomised clinical trials of chemotherapy:
the importance of well-documented treatment side-effects
Carlo Lancia1, Cristian Spitoni2, Jakob Anninga3, Jeremy Whelan4,
Matthew R. Sydes5, Gordana Jovic5, Marta Fiocco1
1Leiden University Medical Center; 2University Medical Center Utrecht;
3Radboud University Medical Center; 4University College London
Hospital; 5MRC Clinical Trials Unit at UCL, Institute of Clinical Trials and
Methodology, UCL Causal inference with randomised clinical trials of chemotherapy:
the importance of well-documented treatment side-effects
Carlo Lancia1, Cristian Spitoni2, Jakob Anninga3, Jeremy Whelan4,
Matthew R. Sydes5, Gordana Jovic5, Marta Fiocco1
1Leiden University Medical Center; 2University Medical Center Utrecht;
3Radboud University Medical Center; 4University College London
Hospital; 5MRC Clinical Trials Unit at UCL, Institute of Clinical Trials and
Methodology, UCL The COMPASS Study is a pragmatic, cluster-randomized trial of 41
hospitals in North Carolina designed to determine the effectiveness
of a comprehensive model of post-acute stroke care (i.e. the COM-
PASS intervention) compared with usual care (Control). p
The COMPASS intervention includes activities such as: a follow-up
telephone call two days after having been discharged; a 7–14 post-
acute stroke clinic evaluation and take a patient-reported functional
assessment; and generation of a individualized patient-specific care
plan that is clearly discussed by the clinical provider with the patient
and caregiver; and follow up phone calls 30, 60, and 90 days post
discharge. Correspondence: Carlo Lancia
Trials 2017, 18(Suppl 1):O68 Background Opposite to the *intention-to-treat approach*, a statistical analysis
based on actual treatment data might be problematic due to the
presence of the so-called *treatment-adjustment bias*. Exposure to
chemotherapy agents may in fact be reduced and/or delayed as a
consequence of previous-treatment side-effects. In particular, both
reductions and delays contribute to lowering the value of the so-called
Received Dose Intensity. Introduction Randomised Controlled Trials (RCTs) are universally considered as the
most reliable way to demonstrate and assess causal relationships
between treatments and outcome; science-based medicine is rooted
in them. Spurious relationships between the outcome and a time-
fixed treatment-variable are eliminated by randomising patients over
two or more arms of the trial. Hence, the randomisation procedure
initiates the process by which treatment and outcomes of interest
should be interpreted in a causal way. However, treatment is not al-
ways administered as intended, not least because of the occurrence
of side effects and adverse events. In RCTs of chemotherapy, for ex-
ample, the treatment administered may differ from the intended one
because of the application of either cycle delays or dose reductions. In order to efficiently implement COMPASS in participating hospitals,
Wake Forest Baptist Health developed a web-based application that
manages assessment collection, generates a series of helpful reports
for the clinical provider and most importantly, uses a series of propri-
etary decision algorithms to dynamically in real time generate a pa-
tient specific care plan that identifies current health concerns for a
patient, coaches the patient and family to access resources and to
self manage health behaviors to improve recovery, independence,
and health. In this presentation, we will describe and demonstrate the COMPASS
web-based application including the dynamic generation of patient
specific care plans. Implementation of this care plan is a model of
value based clinical care, meeting numerous CMS quality metrics. p p
Results In total, 90% (n = 283) of participants opted for SMS follow-up and
10% (n = 31) for phone calls. There have been 4,299 valid responses
via SMS out of the expected 4,787 (90% response rate), compared to
74% (417/567) telephone call responses. The median (IQR) weekly re-
sponse rate over the first 16 weeks was 93% (90%, 95%) and 75%
(71%, 77%) for texts and calls, respectively. There was no evidence of
decrease in weekly response rate over time (i.e. pattern of missing-
ness was intermittent). The median response rate for months 5 to 12
was 70% (62%, 80%) for SMS and 67% (63%, 82%) for telephone
calls. 190/283(67%) and 3/31(10%) participants completed 100% of
the expected texts and calls, respectively. 243/283 (86%) and 20/31
(65%)
participants
completed
80%
texts
and
telephone
calls,
respectively. Using data from Medical Research Council trial BO06 (European
Organisation for Research and Treatment of Cancer trial 80931) we
will illustrate the use of IPTW and Marginal Structural Models
(MSMs) for estimating the causal effect of dose reductions on
Event-free Survival (EFS). The use of IPTW and MSMs allows to
move beyond intention-to-treat and unbiasedly estimate the effect
of treatment modifications on EFS. Conclusions We demonstrate that, even with complex and entangled data such as
those collected in a RCT of chemotherapy, constructing and estimating
a causal model is possible, provided that side-effects are well docu-
mented. When this is not the case, the removal of treatment-
adjustment bias via IPTW might be problematic, if not prevented at all
by the presence of unmeasured confounder. As such, good-quality
toxicity data should be regarded as important enablers of causal mod-
elling in RCTs of chemotherapy. p
Method
Q
li
i Qualitative interview study underpinned by theoretical perspectives
of pragmatism and critical reflection. We used a purposive sampling
strategy to identify AHP’s working in a community stroke team (CST)
involved in participant identification. Semi-structured interviews were
conducted, recorded and transcribed verbatim. Thematic analysis
using an iterative and emergent approach was adopted. We used data from 314 participants randomised to date (target recruit-
ment of 470) to a trial that is testing the clinical and cost-effectiveness
of stratified care versus usual care for patients with sciatica in primary
care (SCOPiC Trial; HTA 12/201/09) in order to evaluate weekly response
rates to SMS. The primary outcome measure is patient-reported time to
resolution of sciatica symptoms (defined as completely recovered/ Trials 2017, 18(Suppl 1):200 Page 214 of 235 much better) measured on a six-point global perceived change scale,
collected using regular SMS (with the alternative of brief phone calls for
those where text messaging is not possible or missed) for the first
16 weeks for all participants, and thereafter monthly up to month 12,
or until stable resolution of symptoms (defined as two consecutive SMS
responses of patient-reported resolution). much better) measured on a six-point global perceived change scale,
collected using regular SMS (with the alternative of brief phone calls for
those where text messaging is not possible or missed) for the first
16 weeks for all participants, and thereafter monthly up to month 12,
or until stable resolution of symptoms (defined as two consecutive SMS
responses of patient-reported resolution). The pseudo-population created by IPTW has the following two
properties: The pseudo-population created by IPTW has the following two
properties: 1. Pseudo-patients’ past toxicity-history no longer predicts exposure
to chemotherapy in the next cycle; 2. The causal effect of treatment
modifications on outcome is the same in both original and pseudo-
populations. g
y
Conclusions Guidance is required to improve the consistency of selection, analysis
and reporting multidimensional harm data in clinical trials. The use
of online supplementary appendices for journals provide an oppor-
tunity to include more detailed information on AEs but this should
not negate the inclusion of a useful harm profile summary in the
main paper. Continue or stop: the rationale for early closedown of a clinical
trial as a result of stopping rules within the data monitoring
committee charter
Lisa Woodhouse1, Jason P. Appleton1, Lelia Duley1, Ian Ford2,
Didier Leys3, Stuart Pocock4, Nikola Sprigg1, Catherine Sudlow5,
Matthew Walters2, Philip M. Bath1 Background g
Data Monitoring Committees (DMCs) are charged with evaluation of
accumulating patient safety data in ongoing clinical trials. Periodic
review involves scrutinizing rates of adverse event (AE) coded terms, Trials 2017, 18(Suppl 1):200 Page 215 of 235 as well as trends and rates of abnormal values of clinical laboratory,
ECG, vital sign and other assessments. DMC members of varying
backgrounds complete their review in a brief time prior to and
during the DMC meeting. Missing data from early drops-outs due to
adverse event in the active treatment group or lack of efficacy in pla-
cebo group, plus missing at random (MAR) data caused by ongoing
participants who have not yet had an assessment or experienced an
event can impede data interpretation. Data reports that accurately
and clearly display trends are essential for the identification of poten-
tial safety concerns. Both reviewability and statistical rigor are crucial,
yet most common reporting formats used in manuscripts or study re-
ports for completed studies lack both. Lessons to learn from the reporting of adverse events (AEs) in
randomised controlled trials published in high impact journals
Rachel Phillips1, Victoria Cornelius2 1University of Nottingham; 2University of Glasgow; 3University of Lille;
4London School of Hygiene & Tropical Medicine; 5University of Edinburgh
Correspondence: Lisa Woodhouse
Trials 2017, 18(Suppl 1):O72 1University of Nottingham; 2University of Glasgow; 3University of Lille;
4London School of Hygiene & Tropical Medicine; 5University of Edinburgh Results The reporting methods were implemented and refined through an
unblinded independent statistical analysis center (ISAC) for a DMC of
a program of phase II/III pharmaceutical clinical trials. Reviewability is
substantially improved by maximizing the use of graphical displays
at both the treatment group and patient level. Adverse events rates
are accurately portrayed through incidence densities. We present
best practices for graphical displays of disposition, AE rates, individ-
ual event profiles, assessment trends and abnormal values. All dis-
plays provide transparency of the ongoing or early discontinuation
status of the participant and are producible by SAS. DMC members
have assisted with further display refinement and have enthusiastic-
ally received these methods. Results We identified 189 eligible trial reports (Lancet n = 62; BMJ n = 4;
NEJM n = 85; and JAMA n = 38). AEs that cause patients to discon-
tinue treatment or withdraw from the study are useful indicators of
severity and impact to patients. We found that 56% reported the
number of withdrawals/discontinuations due to AEs by treatment
arm but only 14% included information on which AEs caused with-
drawal. Only a quarter of reports included information on the sever-
ity of specific AEs, with several studies instead using severity to
select events to report e.g. only reporting those of grade 3–5. Assess-
ment of disproportionalities of AEs between arms was predominantly
undertaken by means of tabulations, including frequencies (90%)
and percentages (80%), allowing for informal comparisons. Despite a
lack of power to undertake formal hypothesis testing of event
counts, 39% of studies reported p-values and many studies included
statements such as “no statistical differences found” to summarise
the harm profile. Several studies only included AE data in online sup-
plementary material. Continue or stop: the rationale for early closedown of a clinical
trial as a result of stopping rules within the data monitoring
committee charter
1
1
1
2 Lisa Woodhouse1, Jason P. Appleton1, Lelia Duley1, Ian Ford2,
Didier Leys3, Stuart Pocock4, Nikola Sprigg1, Catherine Sudlow5,
Matthew Walters2, Philip M. Bath1 Lisa Woodhouse1, Jason P. Appleton1, Lelia Duley1, Ian Ford2,
Didier Leys3, Stuart Pocock4, Nikola Sprigg1, Catherine Sudlow5,
Matthew Walters2, Philip M. Bath1 Background The international Triple Antiplatelets for Reducing Dependency after
Ischaemic Stroke (TARDIS) trial assessed the safety and efficacy of in-
tensive (combined aspirin, dipyridamole and clopidogrel) versus
guideline (aspirin/dipyridamole, or clopidogrel alone) antiplatelets
given for one month in patients with acute stroke or transient ischae-
mic attack (TIA). The primary outcome was the incidence and severity
of any recurrent stroke or TIA within 90 days. Recruitment com-
menced on 7 April 2009 but was halted on 18 March 2016, with a
total enrolment of 3096 participants (of a planned target of 4100,
75.5%), on the advice of the independent Data Monitoring Commit-
tee (DMC). h d The harm profile of a drug is developed through a cumulative process
incorporating information from preclinical through to post-marketing
studies. An integral part of this process is the information elicited from
randomised clinical trials (RCTs), as while RCTs are often not large
enough to signal rare adverse drug reactions, they provide unbiased
estimates of harm effects and provide a controlled comparison allow-
ing causality to be evaluated. Many studies have demonstrated that
the reporting of adverse events (AEs) in published trial reports is often
inadequate, this is despite the gathering of high quality AE data re-
quired by regulators. We undertook a systematic review to ascertain current approaches to
the collection, selection, analysis and presentation of AEs in RCTs
published in high impact journals. We identify examples of good
practice and provide recommendations for future practice. Methods p
Methods Methods In this talk we present data reporting strategies that best help a
DMC evaluate safety signals through (a) clear graphical displays, and
(b) identification and adjustment for potentially differential rates of
missing data caused both by early discontinuations and ongoing
study participants. A simulation of typical DSMB data is used to dem-
onstrate the impact of differential discontinuation on adverse event
incidence rates compared to incidence densities. We will also present exemplary examples of AE reporting, pre-
specified analysis methods for emerging AEs, criteria used to select
which AEs to report and classification used, if any, to group AEs e.g. organ system. Background There is limited research and literature on the trial management
challenges encountered in running adaptive platform trials. This trial
design allows both (i) seamless addition of new research compari-
sons when compelling clinical and scientific research questions
emerge, and (ii) early stopping of accrual to individual comparisons
that do not show sufficient activity without affecting other active
comparisons. FOCUS4 (colorectal cancer) and STAMPEDE (prostate
cancer), run by the MRC CTU at UCL, are two leading UK examples of
clinical trials implementing adaptive platform designs with biomarker
stratified and non-stratified comparisons all within one protocol. g
In 2012 National Institute of Health Research funded the By-Band-
Sleeve study (BBS), a multi-centred, pragmatic trial comparing the ef-
fectiveness and cost effectiveness of three surgical interventions for
weight-loss: the gastric bypass, the adjustable gastric band and the
sleeve gastrectomy (Byrne et al. 2015). This was anticipated to be a
“hard to recruit” study with the goal of recruiting 1,341 patients. The
QuinteT Recruitment Intervention (QRI), a method of understanding
recruitment and responding to trial recruitment difficulties (Donovan
et al., 2016), was integrated with BBS. Over the last three years the
QRI has informed recruitment by identifying issues with patient path-
ways, improving patient information leaflets and education sessions
and providing regular feedback to surgeons and nurses. With 570 pa-
tients randomised, BBS is at an advanced stage of recruitment. Methods Adaptive platform design trials offer many potential benefits over
traditional trials, from faster time to accrual to contemporaneously
recruiting multiple research comparisons, added flexibility to focus
on more promising research comparisons via pre-planned interim
analyses and potentially shorter time to primary results. To date,
STAMPEDE has added four new research comparisons, closed two
following pre-planned interim analysis (lack-of-benefit) and com-
pleted recruitment to six research comparisons. FOCUS4 has closed
one research comparison following pre-planned interim analysis
(lack-of-benefit) and added one new research comparison, with a
number of further comparisons in the pipeline. The QRI methods were employed by a) incorporating key findings
from the internal pilot phase into the (pre-recruitment) training pro-
vided for the new centres in the main phase and b) concurrently ini-
tiating the QRIs in the new centres to identify challenges specific to
each centre. Discussion Discussion The DMC reviewed unblinded data in confidence every 6 months. Overall, the DMC met on 13 occasions and recommended trial con-
tinuation for all but the last data review. The recommendation to
stop was based on a combination of three observations: (i) although
intensive antiplatelet therapy was associated with a non-significant
reduction in the primary outcome, a conditional power futility ana-
lysis suggested the trial was highly unlikely to ever demonstrate a
significant difference in the primary outcome; (ii) the presence of a
significant increase in major (including fatal) bleeding in participants
randomised to intensive antiplatelet therapy (this increase was not
present during the start-up phase as per the pre-defined stopping
rules); and (iii) overall neutral findings with no difference in the net
balance of death, stroke, myocardial infarction and major bleeding. The Trial Steering Committee (TSC) reviewed the same data (and
subsequent additional analyses) and agreed that the trial should stop
recruitment and complete follow-up on the basis of futility. Specific operational challenges in these platform trials, additional to
those in traditional two-arm trials, were identified that should be
considered when setting up an adaptive platform trial. During set-up of an adaptive platform trial, it is important to carefully
consider the practicality of the protocol structure (modular versus
single protocol), the longevity and continuity of trial oversight com-
mittees and having clear clinical and scientific criteria for the
addition of new research comparisons. The common challenges in
introducing a new research comparison were linked to the need for
fast development timelines and a continuous training and communi-
cation programme with sites to ensure the protocol is clearly under-
stood and followed. Early stopping of a research comparison due to lack-of-activity also pre-
sents operational challenges, specifically when planning for stopping to
recruitment is balanced with management of ongoing comparisons
and sometimes the development of new research comparisons. Conclusions Even though the DMC charter for TARDIS did not include stopping
rules for futility, it was agreed by both the DMC and TSC to stop the
trial on this basis. DMCs may need to stop such trials in certain cir-
cumstances, as seen here. In our experience, the benefits arising from rapid acceleration of re-
cruitment and shortened time to primary results outweighs the oper-
ational challenges. O74
Maintaining recruitment and informed consent in the advanced
stages of a trial: the by-band-sleeve study MRC Clinical Trials Unit at UCL, Institute of Clinical Trials and
Methodology, UCL; MRC London Hub for Trials Methodology
Research, London, UK g
y
y
Paul Whybrow, Sangeetha Paramasivan, Jane M Blazeby, Chris Rogers,
Jenny Donovan, on behalf of By-Band Sleeve
U i
it
f B i t l Correspondence: Francesca Schiavone
Trials 2017, 18(Suppl 1):O73 y
Correspondence: Paul Whybrow
Trials 2017, 18(Suppl 1):O74 (
)
Methods The DMC for the TARDIS trial followed a pre-defined charter, which
included stopping rules for safety and efficacy. The DMC charter did
not include any stopping rules for futility. With respect to safety, the
DMC charter listed the following reasons for recommending early
stopping of the trial: the primary outcome favoured the control
group, P < 0.01 (nominal, 2-sided); the combined outcome of fatal or
non-fatal stroke or major bleeding favoured the control group, P <
0.01 (nominal, 2-sided); the overall rate of symptomatic intracranial
haemorrhage exceeded 2%; that during the start-up phase, major
bleeding favoured the control group, P < 0.01 (nominal, 2-sided). For
efficacy, the DMC was to conduct formal interim analyses, after 40%
and 70% of the target number of participants had had their 90 day
outcome assessed, based on whether the combined outcome of fatal
or non-fatal stroke or major bleeding event favoured the control
group, P < 0.001 (2-sided). Before making any decision, the DMC was Original phase II-IV studies looking at the efficacy/effectiveness of an
intervention published in the Lancet, British Medical Journal (BMJ),
New England Journal of Medicine (NEJM) and Journal of the Ameri-
can Medical Association (JAMA) in the period September 2015 to
September 2016 (inclusive) were included. RCTs where the interven-
tion was non-medicinal and where harm/s was the primary outcome
were excluded. We manually searched the archives of each journal
for original reports of RCTs. Using a standardised, pre-piloted, 60-point checklist we extracted
data on trial characteristics, methods of collection, assessment of se-
verity and causality, selection criteria for reporting, analysis methods
and presentation of harm data. Descriptive analysis was performed. Trials 2017, 18(Suppl 1):200 Trials 2017, 18(Suppl 1):200 Page 216 of 235 Page 216 of 235 asked to consider the overall internal and external evidence, the
multiplicity of testing and the possibility that trends in the data
might be reversed with longer follow-up or increased recruitment. Results the addition of new research comparisons and stopping recruitment
following
pre-planned
interim
analysis
were
considered
in
our
evaluation. This is a platform alteration: a trial management perspective on
the operational aspects of adaptive platform trials O74
Maintaining recruitment and informed consent in the advanced
stages of a trial: the by-band-sleeve study
Paul Whybrow, Sangeetha Paramasivan, Jane M Blazeby, Chris Rogers,
Jenny Donovan, on behalf of By-Band Sleeve
University of Bristol
Correspondence: Paul Whybrow
Trials 2017, 18(Suppl 1):O74 Background This involved thematic analysis of a purposive sample of
198 audio-recorded consultations from 11 centres, observations of
education sessions where details of the surgical procedures were ex-
plained to patients and analysis of screening log data. Findings were
used to deliver group and individual feedback on recruitment across
the BBS sites. Centre reviews, similar to those used in previous stud-
ies (ProtecT trial), were undertaken for the centres with particularly
low recruitment. We share here our experiences from a trial management perspective,
highlighting the challenges and successes. (Note: our lessons learnt from a central data management perspec-
tive are reported in our companion abstract: “Changing platforms
without stopping the train: A Data Management Perspective on the
operational aspects of adaptive platform trials”). h d Discussion Careful planning is paramount when making all
changes to ensure that day-to-day running is not affected and imple-
mentation of all changes is time-effective and efficient. Adaptive
platform trials offer an efficient model to run randomised controlled
trials and we are continuing to work to reduce further the effort re-
quired from an operational perspective. O73
This is a platform alteration: a trial management perspective on
the operational aspects of adaptive platform trials
Francesca Schiavone, Riya Bathia, Krishna Letchemanan, Lindsey Masters,
Louise Brown, Claire L. Amos, Anna Bara, Mahesh KB Parmar,
Matthew R. Sydes
MRC Clinical Trials Unit at UCL, Institute of Clinical Trials and
Methodology, UCL; MRC London Hub for Trials Methodology
Research, London, UK
Correspondence: Francesca Schiavone
Trials 2017, 18(Suppl 1):O73 Methods A systematic review was undertaken in seven electronic bibliographic
databases including MEDLINE and CENTRAL, using terms relating to the
device and assessment of adherence. Included were all types of trial,
observational study, and case study/series prescribing a removable de-
vice after trauma or surgery. Devices were eligible for the review if they
were removable by the patient, applied to a bone or joint of the appen-
dicular skeleton, and provided full or partial immobilisation. Studies
with children or animals published before 1990 were not included. Screening and data extraction were conducted with standardised online
forms developed by the researchers. Screening was conducted in full by
two reviewers and discrepancies were resolved by two further reviewers. Data were summarised by study design for injury type, device, and
methods for assessment of adherence. We scrutinised the papers to
understand how authors valued adherence within the context of their
study. The value of the methods to future research was considered. Results A systematic review was undertaken in seven electronic bibliographic
databases including MEDLINE and CENTRAL, using terms relating to the
device and assessment of adherence. Included were all types of trial,
observational study, and case study/series prescribing a removable de-
vice after trauma or surgery. Devices were eligible for the review if they
were removable by the patient, applied to a bone or joint of the appen-
dicular skeleton, and provided full or partial immobilisation. Studies
with children or animals published before 1990 were not included. Data are remotely entered into the EDC system by staff at participat-
ing sites and are immediately available for review at ICR-CTSU. How-
ever, only single forms can be opened in the EDC system at a time,
making checks across several forms difficult. The data review soft-
ware can be programmed to extract data from several forms for mul-
tiple trial visits across different participants. Reports are created,
validated and saved to be run at required time points to extract live
data, so irregularities can be identified and queried. This is now the
principle method of data verification and validation for EDC trials at
ICR-CTSU. A data management plan (DMP) is developed for each trial and in-
cludes a comprehensive list of the data points which require verifica-
tion. Data management checks can be grouped and programmed
into reports produced using data review software. Background
Wi h h
i With the introduction of remote electronic data capture (EDC) at ICR-
CTSU in 2012, a new process for data management was required to
detect data discrepancies that would previously have been identified
during central data entry. Use of a data review program was intro-
duced in 2015. This software is now in use for several EDC trials,
?A3B2 show $132#?>necessitating a standard approach. Implementation Use of data review software for data management Use of data review software for data management
Leona Batten, Deborah Alawo, Lisa Jeffs, Charlotte Friend,
Joanna Illambas, Sharon Ereira, Carolyn McNamara, Claire Snowdon,
Judith Bliss, Emma Hall
The Institute of Cancer Research
Correspondence: Leona Batten
Trials 2017, 18(Suppl 1):O75 Use of data review software for data management
Leona Batten, Deborah Alawo, Lisa Jeffs, Charlotte Friend,
Joanna Illambas, Sharon Ereira, Carolyn McNamara, Claire Snowdon,
Judith Bliss, Emma Hall
The Institute of Cancer Research
Correspondence: Leona Batten
Trials 2017, 18(Suppl 1):O75 Judith Bliss, Emma Hall
The Institute of Cancer Research
Correspondence: Leona Batten
Trials 2017, 18(Suppl 1):O75 O76
Understanding methods for the assessment of patient adherence:
a case study in removable devices for the improvement of trial
outcome data The By-Band-Sleeve study is a complex, multi-centred and pragmatic
trial within a changeable clinical environment. The value of the QRI
in the By-Band-Sleeve RCT has been in transforming recruitment in a
difficult surgical RCT. More importantly, the flexible, iterative and re-
sponsive approach has helped to sustain recruitment and address
emergent challenges. Background and Aims
Patient adherence to treatment is a key determinant of outcome
for healthcare interventions. Nonadherence likely influences thera-
peutic outcomes and, if unmeasured, introduces uncertainty into
trial data. Whilst nonadherence has been well evidenced in settings
such as drugs therapy, there is a paucity of information regarding
patient adherence to rehabilitative or “removable” devices, such as
splints and braces, whereby unscheduled removal may lead to irre-
versible deterioration of the injured structure. The aim of this study
was to identify and summarise the methods reported in the litera-
ture for assessing patient adherence to removable devices to
inform further research in this area and improve the quality of
outcomes. O76
Understanding methods for the assessment of patient adherence:
a case study in removable devices for the improvement of trial
outcome data
Zoe Tolkien1, Shelley Potter1, Dan Yeomans2, Abhilash Jain3,
James Henderson4, Jane M. Blazeby1
1University of Bristol; 2John Radcliffe Hospital; 3University of Oxford;
4North Bristol NHS Trust
Correspondence: Zoe Tolkien
Trials 2017, 18(Suppl 1):O76 O76
Understanding methods for the assessment of patient adherence:
a case study in removable devices for the improvement of trial
outcome data
Zoe Tolkien1, Shelley Potter1, Dan Yeomans2, Abhilash Jain3,
James Henderson4, Jane M. Blazeby1
1University of Bristol; 2John Radcliffe Hospital; 3University of Oxford;
4North Bristol NHS Trust
Correspondence: Zoe Tolkien
Trials 2017, 18(Suppl 1):O76 Methods Higher priority
checks, such as those related to eligibility criteria, safety data and
endpoint data, are programmed first. A total of 1655 de-duplicated records were screened for eligibility,
resulting in 28 studies in the analysis (RCT = 7; Comparative study =
4; Non-comparative study = 17). The most frequently employed
methods of adherence assessment were non-validated participant
self-completion questionnaires and attendance at follow up appoint-
ments, with four studies using multiple methods (RCT = 3; Non-
comparative = 1). More complex methods were used by one study
only, i.e. sensors. The association between patient adherence and pa-
tient outcomes was evaluated by 13 studies (RCT = 2; Comparative =
1; Non-Comparative = 10) with the majority of studies reporting
poorer outcomes with poorer adherence. Three studies inferring an
association between outcome and adherence in the discussion pre-
sented neither methods nor data for the assessment of adherence. Reasons for non-adherence were reported by only nine studies
(32%), most commonly citing discomfort as the cause. Conclusions Filters can be built into reports to select specific patient subsets such
as treatment cohorts. Reports can be programmed so that cells or
lines are highlighted, to identify data that are outside of an expected
range. Reports are saved within the system according to a standar-
dised naming convention. Complex reports which filter or extract
data from multiple forms are validated to ensure accuracy. Upon a
change to the EDC system, reports may need to be altered and re-
validated. Report specification details are documented and reports are run ac-
cording to priority. A log is completed to track when reports have
been run. Report outputs can be exported to Microsoft Excel for
further manipulation. Advanced filtering techniques can be used to
distinguish new data from previously checked data. Report specification details are documented and reports are run ac-
cording to priority. A log is completed to track when reports have
been run. Report outputs can be exported to Microsoft Excel for
further manipulation. Advanced filtering techniques can be used to
distinguish new data from previously checked data. Following the identification of data discrepancies, queries are raised
in the EDC system and are available for immediate review by sites. Conclusion Findings Methods g
The QRI identified new and unforeseen barriers to recruitment in each
centre. Findings show how changes to staff, or changes to the organ-
isation of patient care, present unexpected obstacles to recruitment. We systematically evaluated the operational aspects of making changes
to these adaptive platform trials and identified both common and trial-
specific challenges. The operational steps and challenges linked to both Trials 2017, 18(Suppl 1):200 Page 217 of 235 Recruiters reported perceived changes in patient preferences or shifts
in opinion within the broader clinical community. These issues under-
mined recruiters’ confidence and ability to approach patients and
obtain informed consent, bringing individual discomforts or conflicts
about recruitment to the surface. Centre reviews were helpful in identi-
fying where training and intervention could be most effective. Conclusion programmed and validated. Once in place the programmed checks
are easy to run and streamline data management. programmed and validated. Once in place the programmed checks
are easy to run and streamline data management. pp
Conclusions Owing to information governance and issues with timeliness of ac-
cess associated with electronic datasets, self-reported methods may
currently be the preferred option. In particular, patient self-report is
necessary if the study perspective encompasses costs borne by the
patient themselves. However, hospital data are relatively easy to ob-
tain electronically; in trials where secondary care constitutes a major
cost driver, detailed electronic data may be considered superior to
self-reported methods. Taking the redcap data management tool to the next step. Reducing complexity in study design by smoother integration of
external randomisation services thus providing a more streamlined
experience for users experience for users
Allan Walker, Garry Milne
University Of Edinburgh Clinical Trials Unit
Correspondence: Allan Walker
Trials 2017, 18(Suppl 1):O79 O77 O77
Self-reported and electronic resource use for trial-based economic
evaluations: the current state of play in England and
considerations for the future
Matthew Franklin1, Joanna Thorn2
1University of Sheffield; 2.University of Bristol
Correspondence: Matthew Franklin
Trials 2017, 18(Suppl 1):O77 O77
Self-reported and electronic resource use for trial-based economic
evaluations: the current state of play in England and
considerations for the future
Matthew Franklin1, Joanna Thorn2
1University of Sheffield; 2.University of Bristol
Correspondence: Matthew Franklin
Trials 2017, 18(Suppl 1):O77 Background Matthew Franklin1, Joanna Thorn2
1University of Sheffield; 2.University of Bristol
Correspondence: Matthew Franklin
Trials 2017, 18(Suppl 1):O77 Qualitative research is often used to inform the development of com-
plex interventions in health care. However, study designs rarely use a
phased approach to fully understand the chain of events in any
healthcare process, and tend to rely on a small and predictable set
of data collection methods and qualitative analytical frameworks,
which may not be best suited to either the research questions or
data collected. We used a multimethod qualitative approach, tailored
to each phase, research question, and data type to inform the devel-
opment of a complex intervention to support patients and their clini-
cians when considering treatment options following a diagnosis of
advanced lung cancer (The PACT study). Background Randomised controlled trials provide an opportunity to examine
patient-level resource-use data to assess the costs associated with an
intervention. Combined with outcome data in an economic evalu-
ation, these measurements gauge the value for money that a particu-
lar intervention represents. Typically, researchers develop a bespoke
questionnaire on a trial by trial basis to ask patients about their re-
source use. However, the advent of electronic data sources that are
routinely collected within the health service has opened up new op-
portunities
for
collecting resource-use
data
without burdening
patients. Results Stages I to IV have been completed and stage V is currently under-
way. Data from stages I to IV provided an in-depth analysis of key
turning points influencing information sharing, communication and
decision-making between patients and clinicians. Based on the find-
ings of stages I to IV, an expert consensus group to select the do-
mains for decision-making, and mode of intervention followed by
cognitive interviews using probing and “think-aloud” protocols with
patients, will determine the face-validity of the intervention. The next
step will test the intervention in a cluster randomised controlled trial
to include QoL and economic outcomes in order to establish the
intervention as effective and beneficial. This multimethod approach
has enabled a reflection of the complexity of the clinical pathway,
and has mapped what happens during the patient-clinician consult-
ation. We hope that this example will encourage a broader approach
to qualitative study design when developing complex interventions
in health care. Methods The PACT study is a five-stage prospective, qualitative and multicentre
exploratory study. Data is collected from: I. Non-participant observation
and audio recording of multi-disciplinary team (MDT) meetings to
determine how patients were allocated to treatment pathways. II. Audio recording of patient-clinician consultations to measure patient’s
involvement in decision-making (stage II). III. From the same cohort,
separate audio recorded and observed interviews with patients IV. And
their clinicians to explore the perception of treatment options and
involvement in decision-making. V. An expert consensus meeting to fi-
nalise the content and format of the intervention Qualitative analytical
frameworks were used according to data type, research question and
included: I. Mediated discourse analysis (MDA) II. Thematic Analysis and
Option Grid scoring III. Interpretative Phenomenological Analysis (IPA)
IV. Framework Analysis V. Consensus methodology and cognitive
interviewing. g
Discussion g
Discussion Patient self-report forms a pragmatic and cheap method of data col-
lection that is largely under the control of the researcher. However,
there are known issues with the validity of the data collected, loss to
follow-up may be high, and questionnaires suffer substantially from
missing data. Routinely collected electronic data may be more accur-
ate, although the validity of the datasets is not commonly assessed
for the purposes of health economic evaluation. The use of routine
datasets is likely to be more practical than patient self-report if large
numbers of patients are involved. However, access to datasets often
incurs a significant cost and researchers are bound by the time for
data approval and extraction by the data holders. p
Methods We describe current electronic data sources that may be suitable for
use in economic evaluations conducted alongside randomised con-
trolled trials, including Hospital Episode Statistics (HES) and Second-
ary Users Service (SUS) datasets for secondary care in England; the
Clinical Practice Research Datalink (CPRD), ResearchOne and in-
practice software systems for primary care data; commissioning data-
sets and their potential use for research; as well as looking to future
developments such as GP Connect and the need to link electronic
datasets. We also describe the current status of instruments for
measuring resource use via patient self-report, and discuss initiatives
to improve the methodology. We assess the risks and benefits associ-
ated with each method, and compare the suitability of the two
methodologies. Conclusions This study provides novel information regarding methods for the
assessment of patient adherence to a removable device. The major-
ity of studies in this analysis employed low burden methods easily
implemented into a trial protocol. A combination of methods would
therefore represent a practical approach for future trials whilst
providing both objective and subjective data for increased validity. Following the identification of data discrepancies, queries are raised
in the EDC system and are available for immediate review by sites. Conclusion Data review software is now used at ICR-CTSU to facilitate data man-
agement in EDC trials. Implementing this new process can be time
consuming, and manual checks are necessary while reports are being Page 218 of 235 Trials 2017, 18(Suppl 1):200 Given these findings, expensive and complex methods such as sen-
sors may not be required. Developing a validated questionnaire
would further increase validity and allow for comparison between
studies. The paucity of data regarding reasons for non-adherence
calls for a mixed methods approach including qualitative research
to identify and explore patient factors. Using multiple qualitative methods to develop a complex
intervention: the PACT study
Mirella Longo1, Despina Anagnostou2, Stephanie Sivell2, Simon Noble2,
Jason Lester3, Antony Byrne2, David Jones4, Lesley Radley4,
Catherine Sampson2, Annmarie Nelson2
1Cardiff University, School of Medicine; 2MCPCRC, Cardiff University,
School of Medicine; 3Velindre NHS Trust; 4PPI
Correspondence: Mirella Longo
Trials 2017, 18(Suppl 1):O78 Background O80
Adapting the quintet recruitment intervention (QRI) to optimise
recruitment in an ongoing randomised controlled trial
Marcus Jepson1, Jenny Donovan1, Rafiyah Khan2, Nikki Cotterill2,
Paul Abrams2, The MASTER study group
1University of Bristol; 2Bristol Urological Institute
Correspondence: Marcus Jepson
Trials 2017, 18(Suppl 1):O80 Two-stage, single-arm designs are commonly employed phase II
oncology trials. Typically these designs aim to determine whether
the experimental treatment has sufficient activity to warrant further
development, without formally testing the safety of the treatment. Bryant and Day (1995) developed a two-stage design to formally
evaluate both response and toxicity. This design allows early termin-
ation at the interim analysis due to inadequate response rate and/or
excessive toxicities. p
g
Methods
b d p
g
g
g
p
Methods An abridged QRI was applied at two time points, 20 and 30 months
into the recruitment phase of the RCT, each culminating in a collabo-
rators’ workshop. Semi-structured interviews were undertaken with
the CI, 16 recruiting urologists, and 2 research nurses (time point 1)
and 5 urologists (time point 2). Interviews, screening and recruitment
data were analysed to explore reasons for patient non-participation. Workshops were attended by the majority of recruiting centres and
involved facilitation of an interactive discussion session based on
emergent findings from the QRI. Attendees discussed the implica-
tions of these findings, and considered whether they would be able
to amend their subsequent recruitment practices. Simulations were used to implement NSC in stage two of the Bryant
and Day design considering a range of scenarios. Response and tox-
icity rates between 0.05-0.8 and 0.6-0.95 were investigated, respect-
ively. The probability of early termination and expected sample size
conditional on making it to the second stage of the trial were calcu-
lated, when allowing early stopping for futility or efficacy (simulated
under the null or alternative hypotheses respectively). Methods Kunz and Kieser (2012) explained that type I error and power are pre-
served when non-stochastic curtailment (NSC) - a form of continuous
monitoring - is implemented, as the trial is terminated once the
desired result is impossible to achieve or already achieved. We there-
fore focus on the impact on probability of early termination and
expected sample size. We consider the case where a treatment
successfully makes it past stage one and continuous monitoring oc-
curs in stage two. Results Under all scenarios investigated, on average 77% of trials were termi-
nated early during the second stage for futility, compared to 89% for
termination due to efficacy. Without curtailment, the mean total sam-
ple size was 29.9 patients, whereas when allowing early stopping for
futility during stage two 26.4 patients were expected and for efficacy
26.7. This equates to savings of 12% and 11% respectively. Conclusion Issues that may have hindered recruitment emerged from the ana-
lysis: different interpretations of eligibility criteria reduced the poten-
tial sample population in some centres, and different positions of
equipoise emerged in relation to one very familiar and established
procedure, and a newer, less well-established technique. Additionally,
there was inconsistency between the reasons for patient preferences
as documented in screening data and described in interviews. Prior
to the first meeting, 113 patients had been randomised (average 4.7
per month). In the subsequent 10 months, 135 patients were rando-
mised (average 13.5 per month). The second collaborators’ meeting Non-stochastic curtailment in phase ii oncology trials
Jessica Kandall1, Sarah Brown1, Cornelia Kunz2
1University of Leeds; 2Lancaster University
Correspondence: Jessica Kandall
Trials 2017, 18(Suppl 1):O81 Non-stochastic curtailment in phase ii oncology trials
Jessica Kandall1, Sarah Brown1, Cornelia Kunz2
1
2 Introduction A disadvantage of these designs is early termination can only occur at
the end of stage one, after a pre-specified number of patients are re-
cruited and followed up. However it may be the case that during the
trial, insufficient number of events occur such that early termination of
the trial may occur at any point. Exposing more patients to a treatment,
which has for example already observed too few responses and won’t
be recommended for further development, is unethical. Additionally,
this is wasting precious time and resources, which could be used else-
where. Implementing continuous monitoring throughout these de-
signs, could help overcome this issue. Randomised Controlled Trials (RCTs) are the most rigorous study
design to evaluate healthcare interventions. However, their success
relies on patient recruitment. The QuinteT Recruitment Intervention
(QRI) aims to address recruitment difficulties and enhance informa-
tion delivery in RCTs, using qualitative methods. It has been imple-
mented in 26 current and completed RCTs, either as part of the
initial study design, or brought in part-way through when recruit-
ment is particularly challenging. The QRI comprises two-phases:
Phase I - investigation of recruitment processes, using interviews,
screening logs and recordings of trial consultations; Phase II - devel-
oping an action plan in agreement with the RCT’s Chief Investigator. A
QRI typically takes 12–18 months. Where trials are experiencing recruit-
ment difficulties, and have to respond swiftly to funders it may not be
possible to complete a full QRI. We report and reflect on a develop-
mental abridged version of the QRI as applied to a UK-based RCT com-
paring urological surgical procedures. Here we consider the statistical implications of employing continuous
monitoring in the Bryant and Day design, to allow stopping when
the desired outcome becomes unachievable or already achieved. M
h d Acknowledgments JT acknowledges funding from the ConDuCT-II Hub for Trials Methodology
Research. MF acknowledges funding from the CLAHRC Yorkshire and
Humber (CLAHRC-YH). Trials 2017, 18(Suppl 1):200 Page 219 of 235 Page 219 of 235 The REDCap data management tool is gaining traction in the wider
research community due to its generous licensing terms and its ease
of use in setting up and managing research studies. was held in November 2016. If current rates are maintained, the
study is now expected to successfully achieve its recruitment target. Conclusions An abridged QRI in the form of interview data and good quality
screening information, combined with the accumulated knowledge
of the commonly-cited barriers to trial recruitment, appeared to lead
to an increase in the average number of monthly randomisations in
this RCT. If RCTs require a short-term fix to recruitment challenges,
an abridged version of the QRI may be useful. However, without the
benefit of a full Phase I of the QRI, there is a limited understanding
of recruitment barriers and processes, reducing opportunities to offer
tailored suggestions for improving communication which may be ne-
cessary in some RCTs. Many randomised clinical trials implement complex treatment alloca-
tion algorithms such as minimisation that are not supported by the
REDCap tool. This forces study designers into building in additional
complexity to the design to enable the study to proceed. An outcome of this is that research nurses often need access to two
systems’ REDCap itself, plus an external randomisation system. Additional complexity such as this should be avoided in a well-
designed research study. We propose to demonstrate a mechanism where we leverage the
REDCap data trigger mechanism, the REDCap API and Edinburgh
Clinical Trials Unit’s own Randomisation Service to seamlessly inte-
grate an external randomisation service with the REDCap data collec-
tion process. The practical outcome of implementing the mechanism is that the
end-users - our research nurses - are unaware they are in fact using
two separate systems. Our stated aim of reducing complexity is thus
achieved. O81
Non-stochastic curtailment in phase ii oncology trials
Jessica Kandall1, Sarah Brown1, Cornelia Kunz2
1University of Leeds; 2Lancaster University
Correspondence: Jessica Kandall
Trials 2017, 18(Suppl 1):O81 O84
Implementing a risk based monitoring approach in the early phase
myeloma portfolio at Leeds CTRU Lucy Bailey, Fiona K. Brudenell Straw, Suja E. George
University of Leeds
Correspondence: Lucy Bailey
Trials 2017, 18(Suppl 1):O84 s 2017, 18(Suppl 1):O84 Employing efficient strategies for monitoring clinical trials is para-
mount to mitigating risks using limited resources. While effective
monitoring is crucial in protecting the well-being of trial participants
and maintaining the integrity of data, in recent years there has been
a gradual shift towards a risk based monitoring (RBM) approach. In
2011, An MRC/DH/MHRA Joint Project produced a paper entitled
“Risk-adapted Approaches to the Management of Clinical Trials of
Investigational Medicinal Products”, which aimed to facilitate a risk-
proportionate approach in applying the principles of GCP when
running clinical trials in the UK. In the same year guidance was also
released by the U.S Food and Drug Administration on the expanded
use of RBM. Like many clinical trials units, Leeds Institute of Clinical Trials Re-
search (LICTR) previously assessed the risk for the trial as a whole
and established a relatively inflexible monitoring plan whereby a des-
ignated number of visits was performed at each of the sites, with
extra visits only being performed at sites that recruited large num-
bers of participants. Sites that had a good record of trial conduct and
data compliance received the same number of visits as sites that had
a poor record. The only monitoring above the standard would be
when a triggered monitoring visit was required, such as if a site had
breached the protocol and this was reportable to the MHRA. In order
to prioritise finite resources, a formal, documented methodology was
required for analysing trial-specific risks, and determining when more
frequent, targeted monitoring was necessary. Design issues of a non-inferiority trial: prompt panretinal
photocoagulation versus intravitreous ranibizumab for
proliferative diabetic retinopathy (a tale of two diseases)
Isoken Odia Michele Melia Design issues of a non-inferiority trial: prompt panretinal
photocoagulation versus intravitreous ranibizumab for
proliferative diabetic retinopathy (a tale of two diseases)
I
k
Odi
Mi h l M li p
p
Isoken Odia, Michele Melia
Jaeb Center for Health Research
Correspondence: Isoken Odia
Trials 2017, 18(Suppl 1):O82 Non-inferiority trials are often used to compare a novel treatment
with an active treatment in hopes of showing the novel treatment is
not clinically worse than the proven standard therapy. Factors such
as the choice of non-inferiority margins make these trials difficult to
design, but these trials become significantly more complex when the
condition being treated is associated with another disease that war-
rants additional treatment, making it difficult to tease out treatment
effects. The Diabetic Retinopathy Research network designed a non-
inferiority trial to determine whether intravitreous ranibizumab (IVR),
an anti-VEGF agent, with deferred panretinal photocoagulation (PRP)
resulted in outcomes that were non-inferior to prompt PRP alone for
the treatment of proliferative diabetic retinopathy (PDR). Diabetic
macula edema (DME) can occur concomitant with PDR and is usually
treated with an anti-VEGF drug if visual acuity is decreased. In this
trial, about 35% of the prompt PRP group received the study drug
(IVR) in addition to prompt PRP for the treatment of DME at baseline,
and an additional 18% received it during follow up, after developing
DME. This presentation will highlight some of the challenges encoun-
tered in designing this trial such as choosing an appropriate non-
inferiority margin, appropriate statistical methods and approach to
treatment of DME in the standard treatment group. We discuss the
advantages and disadvantages of the approaches taken to design
this trial and discuss alternatives for handling these challenges. Our
experience will help to inform investigators on possible solutions to
similar situations in the future. O84
Implementing a risk based monitoring approach in the early phase
myeloma portfolio at Leeds CTRU
Lucy Bailey, Fiona K. Brudenell Straw, Suja E. George
University of Leeds
Correspondence: Lucy Bailey
Trials 2017, 18(Suppl 1):O84 q
Conclusion On average, a smaller sample size was required when implementing
NSC in scenarios with larger toxicity rates. When allowing stopping
for futility, greater savings in expected sample size were seen in the Page 220 of 235 Trials 2017, 18(Suppl 1):200 Page 220 of 235 component to the minimization algorithm can be detrimental to
the objectives of minimization and reduce the efficiency with which
a trial can be conducted. Unpublished data from case studies of on-
going and completed multi-center clinical trials that are using or
used minimization with a random component show that imbalance
in treatments at study centers often occurs throughout the recruit-
ment phase and treatment balance at all study centers is not guar-
anteed at the end of the trial. Through simulation studies we show
that these problems are less evident when minimization is used
without a random component. We discuss the contexts (e.g., medica-
tion kits shipped in advance of need and stored at study centers) in
which trial inefficiencies and cost overruns occur with the inclusion of a
random element to the minimization algorithm. We conclude that con-
sideration should be given to not adding a random component to
minimization in multi-center clinical trials that use an interactive central
allocation system and recommend that decisions about the statistical
aspects of trial design, especially decisions about treatment allocation
methods, be made in the context of planned procedural and oper-
ational aspects of a trial. component to the minimization algorithm can be detrimental to
the objectives of minimization and reduce the efficiency with which
a trial can be conducted. Unpublished data from case studies of on-
going and completed multi-center clinical trials that are using or
used minimization with a random component show that imbalance
in treatments at study centers often occurs throughout the recruit-
ment phase and treatment balance at all study centers is not guar-
anteed at the end of the trial. Through simulation studies we show
that these problems are less evident when minimization is used
without a random component. We discuss the contexts (e.g., medica-
tion kits shipped in advance of need and stored at study centers) in
which trial inefficiencies and cost overruns occur with the inclusion of a
random element to the minimization algorithm. q
Conclusion We conclude that con-
sideration should be given to not adding a random component to
minimization in multi-center clinical trials that use an interactive central
allocation system and recommend that decisions about the statistical
aspects of trial design, especially decisions about treatment allocation
methods, be made in the context of planned procedural and oper-
ational aspects of a trial. scenarios with larger toxicity rates. However greater savings were
seen in the lower toxicity scenarios, when stopping for efficacy. The
probability of early termination was significantly larger when allow-
ing early stopping for efficacy compared with futility. Where recruitment is slow or observations may be monitored in a
short-time frame, NSC for futility and efficacy may be beneficial. scenarios with larger toxicity rates. However greater savings were
seen in the lower toxicity scenarios, when stopping for efficacy. The
probability of early termination was significantly larger when allow-
ing early stopping for efficacy compared with futility. scenarios with larger toxicity rates. However greater savings were
seen in the lower toxicity scenarios, when stopping for efficacy. The
probability of early termination was significantly larger when allow-
ing early stopping for efficacy compared with futility. Where recruitment is slow or observations may be monitored in a
short-time frame, NSC for futility and efficacy may be beneficial. Design issues of a non-inferiority trial: prompt panretinal
photocoagulation versus intravitreous ranibizumab for
proliferative diabetic retinopathy (a tale of two diseases)
Isoken Odia, Michele Melia
Jaeb Center for Health Research
Correspondence: Isoken Odia
Trials 2017, 18(Suppl 1):O82 Design issues of a non-inferiority trial: prompt panretinal
photocoagulation versus intravitreous ranibizumab for
proliferative diabetic retinopathy (a tale of two diseases)
Isoken Odia Michele Melia Use of minimization in multi-center clinical trials - when to not add
randomization Elaine Pascoe, Darsy Darssan, Liza A. Vergara
The University of Queensland
Correspondence: Elaine Pascoe
Trials 2017, 18(Suppl 1):O83 Minimization is increasingly recommended as the method of choice for
allocating subjects to treatment groups in clinical trials. The method is
designed to eliminate chronological bias by guaranteeing similar num-
bers of patients in treatment groups throughout the trial recruitment
phase and to ensure treatment groups are balanced on prognostic and
other baseline characteristics at the end of the trial. Primarily because
of its superior capacity to balance treatments across large numbers of
baseline variables, minimization has been referred to as the platinum
standard for treatment allocation in clinical trials. In multi-center trials,
study center is typically one of the minimization variables. In its original
form, minimization deterministically (p = 1.0) allocates the next patient
to the least common treatment for previously allocated patients with
the same combination of baseline characteristics. Subsequent exten-
sions to the minimization algorithm included the addition of a random
element to the allocation process (p between 0.5 and 1.0) to mitigate
the risk of a clinician predicting the next treatment to be allocated. We
argue that the risk of selection bias is negligible in multi-center trials
that use an interactive central allocation system (web-based or voice
response). We present data showing that the addition of a random With this goal in mind, a risk-based monitoring tool was developed
for use in the early phase myeloma portfolio being run at the LICTR. Data regarding site performance is collated on a monthly basis. Each
metric relating to the safety of participants, data management, regu-
latory compliance and adherence to protocol has parameters for low,
medium or high risk scores. Sites are given an overall risk rating de-
pendant on the number of areas in which they are considered a low,
medium or high risk. The risk assessment is examined regularly
throughout the course of the trial to ensure that the risk score and,
subsequently, the monitoring approach is amended according to the
changing quality of site performance. This tool involves collaboration
between trial coordinators, data managers and monitors and enables
simple and quantitative reporting at meetings and gives closer align-
ment of data management, trial management and site monitoring
processes. Our monitoring plans still incorporate visits to every site
but are now also adaptive, allowing the monitoring strategy for a
particular site to evolve as the trial progresses. Preliminary analysis of a new measure of quality of patient
decision making about research participation Correspondence: Charlotte Murkin
Trials 2017, 18(Suppl 1):O86 1University of York; 2University of Cambridge; 3University of Manchester
Correspondence: Peter Knapp
Trials 2017, 18(Suppl 1):O85 Objectives
h To report the rationale for, and initial performance data of, a measure
of quality of patient decision making about research participation. Background To understand patients’ decisions about research participation,
including trials, or to evaluate interventions intended to boost re-
search recruitment rates, it is useful to assess quality of decision
making about participation. It would be equally useful to do this
when the patient has opted to participate or has declined. The
QuIC measure [Joffe, 2001] has been used in several studies but
there are concerns about its completion rate and the relevance
of some items to non-drug trials. The ICQ measure [Guarino,
2006] has some useful items but also those that depend on post-
study completion. There are established, well-performing mea-
sures of patient decision making about treatments [O’Connor,
1995; Parayre, 2014] but both these measures contain items that
do not apply to decisions about research participation. Given
these problems we devised a new measure and tested it with a
small sample of people who had consented to take part in the
REFORM study [Cockayne, 2016]. Background
h The importance of pragmatic study design is gaining increasing rec-
ognition in research. A distinctive feature of this is the selection of
clinically relevant outcomes that are meaningful to patients. Studies,
therefore may choose to focus on the symptomatic condition of
interest rather than the asymptomatic presence of a condition alone. However, there are challenges associated with this, including the
selection of symptoms and their assessment. Here we describe the
methods used to design a questionnaire that aims to identify the im-
portant symptoms of the relevant condition. In a future study, we in-
tend to set a threshold to define participants as symptomatic and
use this as part of the definition of the primary outcome. This work
highlights how built in feasibility work can be used to develop pa-
tient centred symptom-based outcomes to inform a pragmatic trial
design. Results Results 280 (93.0%) participants completed at least some of the measure, of
whom 98.9% completed all items. The mean total score was 20.03
(SD 2.44; range 12–25; mode 20; median 20). Individual item means
ranged from 3.81 (“possible changes to treatment or care”) to 4.24
(“overall informed choice”). Internal consistency was high (Cronbach
alpha 0.83) and alpha was not increased by the deletion of any of
the 5 items. g
Methods The first phase of the project (Phase A) consists of built in feasibility
work designed to inform the future study (Phase B). This methodo-
logical work, performed as part of Phase A, has three main compo-
nents: i) Identification of known and unknown healthcare domains
from the literature and qualitative interviews with patients living with
and without the condition and interviews with clinicians and special-
ist nurses, ii) Development domains into questions within a question-
naire for completion by patients, iii) pre-testing the questionnaire in
patients living with and without the condition to refine the instru-
ment and develop thresholds (green, amber and red) to trigger fur-
ther investigation for the condition of interest. Methods y
y
Methods The measure was intended to be short (to limit patient data burden)
with items referring to elements of participant information required
under UK research governance. The measure has 5 items (covering:
potential benefits of participation; potential disadvantages; likely
experience of participation; possible changes to treatments or care;
and an evaluation of the overall extent to which choice was in-
formed), each using 5 Likert responses (from ‘strongly agree’ to
‘strongly disagree’, scored 5 to 1 respectively) This derives a total
score with possible range 5–25, and higher scores indicating greater
agreement. The measure was included in the baseline pack posted
to participants in the REFORM study [Cockayne, 2016], which used a
“trial within a cohort study” design to evaluate the effectiveness of a
falls prevention intervention in older people living at home. The
measure was posted to 301 people (aged 64–98; 50.8% were female)
in 4 centres in northern England. p
Conclusion This mixed methods feasibility work developed a patient centred
outcome measure to inform a pragmatic study design. It focuses on
endpoints relevant to patients (i.e. a symptomatic condition of inter-
est). Further work is planned in the main study to validate the clinical
findings with symptomatic and asymptomatic patients. Discussion & Conclusions O86 Assessing clinically relevant endpoints in a pragmatic trial:
development of a measure to identify relevant clinical symptoms
Charlotte Murkin1, Kerry Avery1, Sian E. Cousins1, Natalie S. Blencowe1,
Leila Rooshenas1, Karen Coulman1, Daisy Elliott1, N. J. Smart2,
Jane M. Blazeby1, On behalf of the CIPHER study group2
1University of Bristol, School of Social and Community Medicine;
2Exeter Surgical Health Sciences Research Unit (HESRU), Royal Devon &
Exeter Hospital O85
Preliminary analysis of a new measure of quality of patient
decision making about research participation
Peter Knapp1, Jonathan Graffy2, Peter Bower3, Joanna Rick3,
Caroline Fairhurst1, Sarah Cockayne1, S. Rogers1, D. Torgerson1
1University of York; 2University of Cambridge; 3University of Manchester
Correspondence: Peter Knapp
Trials 2017, 18(Suppl 1):O85 Results 169 relevant descriptions of known symptoms were identified from
the literature, which were grouped into health domains independ-
ently by two researchers, resulting in 19 domains that included pain,
body image and social functioning. These domains formed the basis
of the topic guides for the semi-structured interviews. 10 healthcare
professionals with clinical experience of the condition of interest and
17 patients (9 living with the condition and 8 without, on review of
medical records) were interviewed. The topic guides were updated
iteratively as new lines of enquiry were uncovered during the inter-
views. Interviews were analysed through constant comparison ap-
proaches. Transcripts were coded line by line and categorised into
themes using NVivo software. The Interviews identified 16 additional
symptom domains. Work is ongoing to develop items from the do-
mains. Future work will pre-test the tool and establish thresholds to
define participants as symptomatic. Use of minimization in multi-center clinical trials - when to not add
randomization Page 221 of 235 Trials 2017, 18(Suppl 1):200 Trials 2017, 18(Suppl 1):200 This presentation will detail how we adapted the RBM approach and
implemented a site monitoring tool for our phase two trials in the
myeloma portfolio. Discussion & Conclusions The scale was acceptable to respondents and shows promise as a
measure of the quality of decision making about research partici-
pation. Mean scores were relatively high, which may indicate the
quality of information provision in this study but could also re-
flect the positive wording of the measure’s items. Further evalu-
ation is needed, particularly in studies with different age groups
and lower participation rates. Also needed are consideration of a
threshold approach to scoring, defined by minimally acceptable
values to indicate that informed consent has been obtained; and
evaluation of the measure’s ability to discriminate and its sensi-
tivity to change. Results The treatments that those in the intervention and control arms re-
ceived were unexpectedly similar. This appeared to represent a mixture
of treatment non-receipt in the active arm (non-compliance) and treat-
ment receipt in the control arm (contamination). The intention-to-treat analysis suggested little effectiveness of treat-
ment. The efficacy analyses, which accounted for non-compliance
and contamination, gave estimates that were a little larger and with
wider confidence intervals. However, these did not show a statisti-
cally or clinically significant effect. Inconsistencies between the participant-reported account and the
record linkage report were detected. In an attempt to address this
issue contact was made with the hospital site to extract information
directly from the patients’ notes. If no response was received, the
participant’s record of the event was included in the analyses in both
trials. For an event reported by record linkage that could not be veri-
fied by the hospital (and was not reported by the participant) the
event was excluded from the analyses. Contamination in trials of complex interventions: measuring and
accounting for it in the analysis of a trial King’s College London
Correspondence: Nicholas Magill
Trials 2017, 18(Suppl 1):O88 O87 Trials 2017, 18(Suppl 1):200 Page 222 of 235 O88 Contamination in trials of complex interventions: measuring and
accounting for it in the analysis of a trial Results The supplementation of participant-reported clinical outcomes with
routine hospital admission data allowed us to better evaluate the key
clinical question; approximately 20% of relevant hospital readmis-
sions were obtained from routine admission data only. However the
exercise also highlighted potential issues with the coding of routine
admission data: for 5.8% of index operations, the coding in the rou-
tine data did not match that recorded within the trial dataset. Di
i Background In mental health trials there is concern that the control treatment might
be contaminated, meaning that a participant in the comparator arm
receives the active intervention. This can often be avoided by design
through the use of cluster randomisation, with clusters defined by the p
Method This methodological research was motivated by a trial of nurse-
delivered cognitive behavioural therapy and motivational interview-
ing for people with poorly controlled type 2 diabetes in primary care. Participants were offered either this (in addition to standard care) or
standard care with attention control. The primary outcome was
glycated haemoglobin. Contamination was anticipated if a given nurse
were asked to deliver both intervention and comparator treatments. Therefore cluster randomisation was used with treatment allocation at
the level of the primary care centre. However, in practice both non-
compliance and contamination did occur due to variation in nurses’
skills and possibly as an effect of the attention control design. Two surgical RCTs that utilised a dual model of data collection
whereby clinical outcomes were reported by the participant and
through record linkage were examined. In both trials the use of hos-
pital admission data was appropriate as the key clinical outcome was
further surgical intervention for reoccurrence of the condition. Con-
sent for record linkage was obtained from all participants at the on-
set of the trials which allowed the collection of data from those
participants who subsequently declined further questionnaire follow-
up or who were lost to follow-up (unless their consent to do so was
withdrawn). Both trials have reported their primary outcome and one
has entered a longer follow-up phase. Treatment fidelity was measured using two fidelity scales, which were
then used to construct measures of treatment receipt and subse-
quently to account for non-compliance and contamination in the ana-
lysis of the trial. One measure was of binary treatment receipt and this
was used to perform a CACE efficacy analysis using instrumental vari-
able methods. Another was a continuous measure of dose of treat-
ment. In addition, existing methodology was developed to allow the
estimation of the effect of exposure on the causal treatment effect
where exposure is dose of treatment and is measured in control and
intervention participants. O89
Successful recruitment to a large online randomised trial: the
TIME study O89
Successful recruitment to a large online randomised trial: the
TIME study
Amy Rogers, Isla Mackenzie, David Rorie, Thomas M. MacDonald
University of Dundee
Correspondence: Amy Rogers
Trials 2017, 18(Suppl 1):O89 The collection of hospital readmission data to supplement participant-
reported outcomes was a worthwhile exercise across both trials as it re-
sulted in a more complete dataset. However it was a time consuming
process and had implications in terms of staff time preparing the appli-
cation, analysing the data and resolving any inconsistencies observed. y
Conclusions The similarity between the treatment groups may in part explain the
lack of a treatment effect in this trial. This research has demonstrated
the importance of measuring treatment fidelity for all participants as
a post randomisation process variable. Such a measure enables an
assessment of fidelity and adjustment for treatment receipt in the re-
sults of a trial of a psychotherapy. The motivating trial also highlights
the difficulty of training non-clinical psychologists to provide psycho-
therapy and possibly the drawback of the use of attention control. Issues surrounding the collection of record linkage data were also iden-
tified. This was particularly problematic for data collected through the
Health and Social Care Information Centre (now known as NHS Digital). Problems encountered included a lengthy application and approval
process, mainly due to changes in the application process, the name of
the service provider and to the legal gateway for consent. p
g
g
y
We also experienced lengthy applications to extend retention periods be-
yond the initial agreement (to comply with sponsor and funders regula-
tions) and extensive data security checks of the University’s policies. In
addition, there is still ongoing confusion regarding data classification, in
particular, what constitutes derived reversible or irreversible source data. Conclusions Background level at which contamination is thought to take place. One alternative
to this problem is to account for contamination in the analysis by using
complier average causal effect (CACE) estimation. M th d Collection of outcome data within randomised controlled trials (RCTs)
can be challenging, especially in trials with a lengthy follow-up phase. If
the outcomes of interest are participant-reported, for example, quality-
of-life, then participant contact is unavoidable. However, if the out-
comes are clinical, for example, re-operation or hospitalisation then rec-
ord linkage of trial datasets to hospital admission records (or other
routine data-sets) may be an option and could potentially overcome
some of the issues associated with participant retention. M th d Background Background
The TIME (Treatment in Morning versus Evening) Study is a rando-
mised study of the effect of timing of antihypertensive medication
administration on cardiovascular outcomes using an online method-
ology [1]. This presentation will describe and discuss the methods
used to surpass the study recruitment target. Background TIME aims
to determine if antihypertensive therapy taken in the evening results
in improved cardiovascular outcomes compared with conventional
morning dosing. Over 20,000 participants, followed-up over 4 years,
will be required to generate the necessary number of cardiovascular
events to answer this question. The TIME study is funded by the Brit-
ish Heart Foundation and we wanted to develop novel methods of
recruitment to maximise cost efficiency. Methods Background Ileana Baldi1, Corrado Lanera1, Clara Minto1, Dario Gregori1,
Paola Berchialla2 Response review is a necessary stage in the verification of efficacy
endpoints in trials of multiple myeloma (MM) as it provides an indi-
cator of quality assurance. UK NCRI Myeloma XI is probably the lar-
gest randomised clinical trial in newly diagnosed patients with MM
conducted so far, with 4420 recruited patients. A large trial requires a
robust method of assessment of response and progression through-
out the patient pathway. As Myeloma XI requires response assess-
ment after completion of key treatment periods, and progression
monitoring throughout the protocol, a semi-automated verification
process is considered essential to ensure robust results and manage
resources efficiently. 1University of Padova; 2University of Torino
Correspondence: Ileana Baldi
Trials 2017, 18(Suppl 1):O90 Background Systematic reviews of clinical trials are an important means of synthe-
sizing medical evidence. The validity of systematic reviews depends on
the ability to fully capture the complete body of evidence through
searches of many data sources. Nevertheless, examination of clinical tri-
als registry databases is not routinely included in systematic reviews
(Jones et al., 2014). A possible explanation is that all databases have
their own unique features and creating consistent search strategies
across literature and registry databases may be challenging. Methods Prospective TIME participants are invited to visit a secure study website,
https://www.timestudy.co.uk/. All study procedures are conducted Trials 2017, 18(Suppl 1):200 Page 223 of 235 Page 223 of 235 online. Several different methods were used to identify potential par-
ticipants including: letters sent from Primary and Secondary Care
(using the NHS-approved Docmail service), emails sent to partici-
pants in biobank projects, pharmacy searches and more traditional
advertising by poster and print media articles. the title and condition fields and the DTM was built. A prediction
task was then performed by applying the validated classifier to the
ICTRP DTM. Methods Response and progression in MM were defined according to the Inter-
national Myeloma Working Group (IMWG) Criteria. Myeloma XI collected
local laboratory results alongside local response assessments, and for
consenting patients - equivalent data from an experienced central labora-
tory. All data was stored on bespoke trial databases which could be easily
imported into statistical software packages. We developed a suite of SAS
programs which apply the IMWG criteria to reported laboratory values
and verified local and central response and progression assessments, and
validated local and central assessments against each other. If assessments
were concordant, these were considered to be validated and required no
further review. If results were discordant, the patient file was selected for
review by a committee of clinicians. Results In the PubMed training set, the sensitivity of the classifier was good
(81.2%) and the specificity was excellent (99.3%). When applied to the
ICTRP database it allowed to identify a set of protocols likely pertaining
to nursing research. We are currently organizing data and code in a R
software package which will be freely available on GitHub. Conclusions Reference 1. Rorie DA, Rogers A, Mackenzie IS, Ford I, Webb DJ, Willams B, et al. Methods of a large prospective, randomised, open-label, blinded end-
point study comparing morning versus evening dosing in hypertensive
patients: the Treatment In Morning versus Evening (TIME) study. 1. Rorie DA, Rogers A, Mackenzie IS, Ford I, Webb DJ, Willams B, et al. Methods of a large prospective, randomised, open-label, blinded end-
point study comparing morning versus evening dosing in hypertensive
patients: the Treatment In Morning versus Evening (TIME) study. Results 21,415 participants throughout the UK were randomised between
the start of the initial pilot study in 2012 and November 2016. The
total cost of recruitment methods was £277,139. Primary care patient
identification (PIC) sites sending letters of invitation generated the
most participants (n = 16657). An arrangement with UK Biobank invit-
ing potential participants by email resulted in 3210 randomisations. Recruitment strategies such as posters and media advertising had lit-
tle impact on recruitment despite relatively high costs. Discussion Materials and Methods The main idea is to use the title and abstract text fields of relevant
articles, identified by a literature search, for training purposes of a
machine learning algorithm. Next, the trained algorithm may be used
to identify documents with a comparable word characterization in a
registry database. A hypothetical research question concerning
nursing research is used to demonstrate the proof-of-concept. The
PubMed database was searched for articles published from 2006/01/
01 to 2016/11/01, tagged with Clinical trial Publication Type and
appearing in journals allocated to the Nursing subject area according
to the Journal Citation Reports®. To provide a training set with “posi-
tives” and “negatives”, we selected also a set of clinical trials run in
other research fields. The following text pre-processing procedures
were applied to the title and abstract fields of the retrieved records
in the following order: conversion to lowercase, removing numbers,
removing punctuation, removing stop-words, stemming words, strip-
ping white space, and building a sequence of two adjacent words
from the text (bigrams). The whole collection was finally tokenized in
a document-term matrix (DTM) which was used to train and test a
logitBoost MLT classifier (Dettling and Buhlmann, 2002). The classifier
was 10-fold cross-validated using 1,000 bootstrap iterations at each
step. Next we accessed records of all clinical trials registered in the
International Clinical Trials Registry Platform (ICTRP), established by
World Health Organization in 2006. After eliminating duplicates, the
same above mentioned text pre-processing strategy was applied to Preparing the clinical review data involved collation of all local and
central results available. This was achieved using a suite of R and
Java programs to produce an MS Excel clinical review file for each
patient. The clinical review file contained derived and reported as-
sessments, as well as details of key assessment timepoints within the
study. The review files were sent to clinicians for review via a Secure
File Transfer System (SFTS). The reviewer considered available data to
determine the response/progression and for difficult and discordant
cases, a clinical committee meeting was convened to determine a
consensus or classification of the case as unable to determine (UTD),
or to request that more data be sought from site. When review was
completed the review file was returned via SFTS. Conclusions Routine examination of registry databases deserves further consider-
ation since it may allow a more accurate characterization of publica-
tion and outcome reporting biases and improve the validity of
systematic reviews. The approach described here provides an auto-
mated solution that can be tailored to address a variety of clinical
trial-related questions by building a comprehensive search on both
literature and registry databases. Successful recruitment to the TIME study was mainly due to a com-
bination of efficient study design with the use of IT to facilitate send-
ing high numbers of study invitations at low cost. It is hoped that
these methods can be used to streamline the recruitment process for
future studies. O91
Response and progression endpoint review in a large phase III
randomised control trial of multiple myeloma
Alina Striha1, David A. Cairns1, Corinne Collett1, Charlotte Pawlyn2,
Phillip Best1, Andrea Paterson1, Inga Sakauskiene1, John Jones2,
Mark T. Drayson3, Graham H. Jackson4
1University of Leeds; 2Institute of Cancer Research; 3Clinical Immunology
Service, University of Birmingham; 4Northern Institute for Cancer
Research, Newcastle University
Correspondence: Alina Striha
Trials 2017, 18(Suppl 1):O91 p
Results At final analysis in July 2016, 3894 patients had undergone central
review. At this time 1848 subjects had demonstrated progression Page 224 of 235 Trials 2017, 18(Suppl 1):200 Trials 2017, 18(Suppl 1):200 Page 224 of 235 Page 224 of 235 used in ROLARR, the resulting learning effects analyses that were
performed and the impact that they had on our understanding of
the outcomes that we saw in trial will be presented. Time permit-
ting, the limitations of these particular analyses, including areas
where further work is required and recommendations for future trials,
will also be discussed. and 3795 had a response assessment. After computer-based verifica-
tion and validation of progression, 443 patients (24.0%) required sub-
sequent clinical review. A similar process for response resulted in 477
patients (12.6%) requiring clinical review. All remaining progressions
and responses were considered verified without the need for review
by clinician (83.7% of potential response and reviews). In clinician re-
view of progression a decision was reached in most cases with only
25 patients (5.6%) classified as UTD. and 3795 had a response assessment. After computer-based verifica-
tion and validation of progression, 443 patients (24.0%) required sub-
sequent clinical review. A similar process for response resulted in 477
patients (12.6%) requiring clinical review. All remaining progressions
and responses were considered verified without the need for review
by clinician (83.7% of potential response and reviews). In clinician re-
view of progression a decision was reached in most cases with only
25 patients (5.6%) classified as UTD. Exploring and adjusting for potential learning effects in
ROLARR - a randomised controlled surgical trial
N il C
i
H l
M
h ll J li B Exploring and adjusting for potential learning effects in
ROLARR - a randomised controlled surgical trial
Neil Corrigan, Helen Marshall, Julia Brown
University of Leeds
Correspondence: Neil Corrigan
Trials 2017, 18(Suppl 1):O92 Methods Our motivating data come from a network of IPD from 37 trials com-
paring combinations of radiotherapy, chemotherapy and surgery
from 5922 patients with cervical cancer (2394 events), where age
and disease stage are two potential interaction covariates. We show
how the Royston-Parmar NMA model can be fitted using restricted
cubic splines, and then extend it to include treatment-covariate inter-
actions. We propose two models: (i) two effects separating out the
within- and across-trial information and (ii) a single interaction effect
(combining within- and across-trial information). We argue for a vis-
ual assessment of the consistency of the within- and across-trial in-
formation. We also discuss more detailed aspects of meta-analysis
interaction modelling, such as common vs trial-specific main effects
of the covariate, and suitable approaches for handling missing covar-
iate data. This leads us to propose a practical framework for IPD
NMA with treatment-covariate interactions. Results However, as alluded to by Cook, Ramsay & Fayers [1], this is only a
partial answer to the problem; in principle, statistical exploration of
any potential learning effects within a trial is required to more fully
address the issue. Following this guidance in ROLARR, data on the
number of robotic-assisted and standard laparoscopic rectal cancer
operations performed both within and outside of the trial was col-
lected periodically throughout the trial. At analysis, for every ROLARR
operation performed we had data about how many previous robotic-
assisted and standard laparoscopic rectal cancer operations the oper-
ating surgeon had performed. This allowed us to perform sensitivity
analyses exploring potential learning effects within the trial, in par-
ticular addressing the question of whether or not the estimated dif-
ference between the arms yielded by our primary analysis changed
depending on operating surgeon experience. Conclusions This semi-automated process of central review will increase confi-
dence in the robustness of reported results from Myeloma XI. This is
an efficient process which has saved man-hours for data manage-
ment and clinical reviewers. The software tools developed are being
further validated for use in data management and central review of
new trials of MM. O93
A framework for identifying treatment-covariate interactions in
individual participant data network meta-analysis
Suzanne Freeman, David Fisher, Jayne Tierney, James Carpenter
MRC Clinical Trials Unit at UCL; MRC London Hub for Trials
Methodology Research
Correspondence: Suzanne Freeman
Trials 2017, 18(Suppl 1):O93 Reference [1] Cook JA, Ramsay CR, Fayers P. Statistical evaluation of learning curve
effects in surgical trials. Clinical Trials 2004; 1: 421–427. Background g
Stratified medicine aims to identify patients most likely to respond to
treatment. However, individual trials are rarely powered to detect in-
teractions between treatment effects and participant characteristics. Network meta-analysis (NMA) models potentially have greater power
to identify such treatment-covariate interactions, particularly when
individual participant data (IPD) are available. The Royston-Parmar
model, fitted in a Bayesian framework using WinBUGS, provides a
practical and flexible approach for IPD NMA of time-to-event data. Pairwise IPD meta-analysis of treatment-covariate interactions contains
so-called “within-trial” and “across-trial” information, where across-trial
information is particularly susceptible to confounding and ecological
bias. The same is true of IPD NMA; therefore it is important that the
within- and across-trial information are reviewed separately, before de-
ciding whether to combine them. A further frequent complication is
missing patient-level covariate data. We show that using a Bayesian
framework for IPD NMA allows this to be handled relatively easily. Methods ROLARR is an international, randomised controlled, confirmatory
surgical trial designed to perform a rigorous comparison of robotic-
assisted surgery against standard laparoscopic surgery for the cura-
tive treatment of rectal cancer. At the beginning of trial recruitment,
the standard laparoscopic approach was already well-established,
with many centres and expert surgeons proficient in delivering the
intervention, whereas the robotic-assisted approach was relatively
new, with only several centres having an established track record of
delivering it. Proficiency in standard laparoscopic surgery coupled
with enthusiasm for, but relatively little experience with, robotic-
assisted surgery was a common trait of potential participating sur-
geons in ROLARR. This situation is common in surgical trials and must be addressed
during the design and analysis, since a naïve comparison of out-
comes of patients who underwent a well-established technique in
which the operating surgeons were already proficient vs. patients
who underwent a new technique which operating surgeons were still
learning would be inappropriate. Ideally, comparisons between the
two interventions should be made when they are both being per-
formed optimally i.e. when surgeons are proficient in both. Tradition-
ally, this issue is addressed at the design stage by stipulating that
any participating surgeon in the trial must have some minimum level
of experience in each intervention before randomising any patients. This was done in ROLARR, with inclusion criteria stipulating that par-
ticipating surgeons must have performed at least 30 rectal cancer
operations (with at least 10 using each intervention). NMA wit
Results The cervical cancer network showed no evidence of a treatment-age
interaction, but there was some evidence for a treatment-stage inter-
action. A visual assessment highlighted inconsistency between the
within- and across-trial information. Following our proposed framework,
the within- and across-trial information should not be combined. The
remaining within-trial evidence for a treatment-stage interaction is weak;
most evidence for an interaction is across-trial, with the NMA providing
additional power for this over and above the pairwise evidence. Conclusion Conclusions Formative research findings on the design of an early enrollment
clinical trial on hospital-acquired bacterial pneumonia (HABP) and
ventilator-associated bacterial pneumonia (VABP)
1
2
3
4 The EE strategy was overwhelmingly accepted by stakeholders. Spon-
sors should evaluate whether this strategy improves enrollment rates
in prospective HABP/VABP clinical trials. Amy Corneli1, Brian Perry2, Deborah Collyar3, John H. Powers4,
Helen K. Donnelly5, Carisa De Anda6, Denise Hinton7, Jonas Santiago7,
Sara B. Calvert8, Vance G. Fowler Jr. 1 Amy Corneli1, Brian Perry2, Deborah Collyar3, John H. Powers4,
Helen K. Donnelly5, Carisa De Anda6, Denise Hinton7, Jonas Santiago7,
Sara B. Calvert8, Vance G. Fowler Jr. 1 Reducing bias in randomised controlled trials involving therapists:
to randomise or not to randomise - What are the questions? Alexandra Wright-Hughes, Rebecca Walwyn, Liz Graham, Sadie Reed,
Amanda Farrin
University of Leeds
Correspondence: Alexandra Wright-Hughes
Trials 2017, 18(Suppl 1):O95 1Duke University; 2Duke Clinical Research Institute; 3Patient
Advocates In Research; 4George Washington University School of
Medicine; 5Northwestern University; 6Merck & Co., Inc.; 7Center for
Drug Evaluation and Research, U.S. Food and Drug Administration;
8Clinical Trials Transformation Initiative Correspondence: Amy Corneli
Trials 2017, 18(Suppl 1):O94 Clinical trials of behavioural and psychological interventions often in-
volve therapists or other clinical specialists. This adds further com-
plexity to the trial design and leads to considerations relating to
clustering effects (i.e. intra-cluster correlation, cluster size), random-
isation, contamination, and the impact on analysis. In individually-
randomised controlled trials (RCTs) the involvement of more than
one therapist per site can introduce selection bias, whereby thera-
pists can choose which participants they treat. If therapist selection is
based on participants characteristics, for example with the “best”
treating the “worst”, the effects of therapists and participant charac-
teristics may be confounded. This limits the inferences a trial is able
to make, particularly if the therapist effect is of interest in its own
right. It also reduces the ability to attribute treatment effects to treat-
ment alone, thus impacting a trial’s internal validity. To reduce the
overall sample size required, and avoid problems fitting analysis
models, trialists may also wish to ensure similar cluster sizes. To avoid
this source of selection bias, allocation of therapists to participants
can be concealed and random. However, doing so under constraints
of therapist capacity, location, and a trial’s relative priorities can be
problematic. y
Methods We conducted 52 qualitative, in-depth interviews with patients at risk
for HABP/VABP (n = 18), caregivers/LARs (n = 12), members of Institu-
tional Review Boards (IRBs) (n = 10), investigators (n = 7), and study
coordinators (n = 5). We provided stakeholders with an overview of
the proposed EE study prior to questions on acceptability and prefer-
ences. We also explored the acceptability of two treatment designs:
randomization to 1) one of two FDA-approved antibiotics commonly
used in hospitals to treat pneumonia (one approved for lower re-
spiratory infections and the other for serious infections other than
pneumonia), and 2) a new, investigational antibiotic (not FDA-
approved) compared to a standard-of-care antibiotic. We used ap-
plied thematic analysis to analyze the data. We summarise our experience of randomly allocating therapists in
three clinical trials with different designs: (i) SHIFT, an NIHR HTA-funded
phase III definitive RCT set in NHS Child and Adolescent Mental Health
Services (CAMHS), had teams of Family Therapists (employed for the re-
search) working together to deliver therapy across services. Where
teams worked across a number of services, the lead therapist was
randomised, otherwise participants were assigned to the single lead
therapist for a particular service. (ii) TIGA-CUB, an NIHR RfPB-funded
feasibility RCT, similarly set in CAMHS, has greater constraints on ther-
apist capacity. Trial therapy is provided ‘within’ therapists NHS role, with
variable numbers of therapists per service, and complications for ther-
apist allocation to primary carer as well as child participants. (iii) OK-
Diabetes, an NIHR HTA-funded feasibility RCT recruited community-
based participants with diabetes and a learning disability. Diabetes
nurse specialists were allocated to participants based on prior contact
to ensure consistency in contact and nurse randomisation occurred
where there had been no prior contact. None of the patients or caregivers/LARs expressed concern about study
staff accessing patients’ medical records to monitor for infection. Nearly
all patients (88%) believed they could understand the study and give
consent, even though they would not have pneumonia at the time of
enrollment. While appreciated by many (56%), some patients (44%)
said they may experience anxiety after being informed they are at risk
for pneumonia. None of the IRB members raised concerns regarding
the EE strategy, although suggestions were made about information to
include in the study protocol. Most investigators and coordinators
(83%) believed the EE strategy would improve recruitment. Conclusions The success of therapist involvement and implications
on randomisation can be further influenced by the context in which
they work (e.g. involvement of ‘research’ therapists or those working
within the NHS). Background The Clinical Trials Transformation Initiative (CTTI), a public-private
partnership established by the FDA and Duke University, is interested
in assessing whether an Early Enrollment (EE) strategy can improve
enrollment rates for HABP/VABP clinical trials. Using this proposed
strategy, patients at high risk for developing HABP or VABP, or their
legally-authorized representatives (LARs), would be asked to give
their consent to enroll in a trial before the patient develops symp-
toms of pneumonia. Patients would agree to being monitored by
study staff, and if pneumonia develops, to being randomized to
receive the study antibiotics. We conducted formative research to as-
sess the acceptability of and preferences for components (e.g., opt-
out process) of an EE strategy for a HABP/VABP clinical trial among
key stakeholders. p
Conclusion A Bayesian approach for NMA using the Royston-Parmar model with
splines naturally handles missing covariate data and allows the separ-
ation of within- and across-trial treatment-covariate interaction infor-
mation. Our proposed framework, incorporating this model, provides
practical guidance for researchers, and reduces the risk of unduly
optimistic interpretation of treatment-covariate interactions. Collecting this data and performing these analyses allowed us to
quantify and adjust for the confounding effect that the difference in
proficiencies between the arms had on the primary analysis, which
was invaluable to our understanding and interpretation of the out-
comes that we observed in ROLARR. Details about the approaches Trials 2017, 18(Suppl 1):200 Page 225 of 235 Page 225 of 235 Methods In response to this new initiative, the AMC developed a two-tiered
strategy to select international sites. This began by soliciting applica-
tions from 14 sites in which a member of the site staff had a pre-
existing relationship with an AMC investigator, and systematically
gathering written information about their resources, clinical research
experience and active collaborations with other clinical trials organi-
zations. After review of these data, the nine top-ranked sites partici-
pated in a structured data collection exercise that involved collection
of disease-specific patient information about three AIDS-related can-
cers, auditing that data, and conducting site visits. Each site visit
team included an oncologist and a representative from the AMC Op-
erations and Data Management Center (ODMC) and evaluators filled
out a site visit worksheet at the end of each visit. We consider three outcome-generating models where the outcome
(Y) is dependent on: (1) the treatment arm (A) only, (2) on both treat-
ment arm and a predictive baseline covariate (X) through an additive
relationship, and, (3) additionally dependent on the interaction of A
and X so that there is treatment heterogeneity by levels of the pre-
dictive covariate X. For each of these three outcome-generating
models, we consider a range of common missing outcome mecha-
nisms including: missing completely at random (MCAR), missing at
random (MAR), including covariate dependent missingness (CDM), as
well as specific examples of missing not at random (MNAR) mecha-
nisms. Specifically, we consider the following missing data mecha-
nisms, where the probability of an outcome being missing is
dependent: (1) on neither A nor X (MCAR), (2) on treatment arm only,
(3) on X only, (4) on A and X additively, (5) additionally on an inter-
action between A and X so that there is differential missingness by
treatment arm (all examples of CDM), (6) on observed levels of the
outcome (MAR), and, (7) on unobserved levels of the outcome
(MNAR). The information gathered from the sites provided insight into the identifi-
cation, diagnosis, and treatment of patients at each of the sites. However,
it was the on-site visits that proved most valuable in assessing suitability
for participation in AMC trials. Based on the site visit evaluations the four
top sites (in Zimbabwe, Uganda, Kenya, and South Africa) were selected
for participation. g
Conclusions The AMC has developed a detailed and methodical process for
selecting international sites that have the clinical research infrastruc-
ture, data management operations and the human and material re-
source capacity required to successfully participate in clinical trials in
HIV-associated malignancies. In our experience, the most essential
and valuable part of that process is the on-site visits, which have
been successful in vetting research sites that would be able to pro-
vide high quality data and contribute to AMC’s mission of investigat-
ing new treatment and prevention interventions of malignancies in
people living with HIV both in the USA and internationally. Strategies
for maximizing the value of these visits and collection of material
from the visits will be discussed. An adaptive design for the identification of the optimal dose using
joint modelling of efficacy and toxicity in phase I/II clinical trials of
molecularly targeted agents
1
2 Paris-Saclay, Villejuif, France
Correspondence: Maria Altzerinakou
Trials 2017, 18(Suppl 1):O98 Methods Lessons learned from the implementation of the process
allowed the ODMC to improve site selection methods by standardizing
the site visit worksheets, and asking more targeted questions that better
identified particular issues that were critical to study conduct. These
changes streamlined the process and allowed for better comparison of
the sites in the next round of site selection that occurred in 2014–5, dur-
ing which three additional sites were selected. y
Methods Half of IRB
members believed an opt-out process was necessary and sufficient,
while 40% believed it was unnecessary because initial consent was pro-
vided and participants can always withdraw from research at any time. Most patients (65%) favored an active opt-out process at the time of
randomization. Stakeholders’ views were mixed on the LAR’s role in the
opt-out process when patients provide initial consent but later become
unable to opt out. While patients and caregivers/LARs did not perceive
any physical risks from enrolling early, perceived risks were associated
with treatment: using two FDA-approved antibiotics was viewed as low
risk, whereas the “unknown” aspects of a new investigational treatment
generally heightened risk perceptions. As a result, most patients
(67%) and caregivers/LARs (67%) were willing to enroll in a trial
with FDA-approved antibiotics but were far less willing to partici-
pate if an investigational antibiotic would be used (patients = 28%,
caregivers/LARs = 25%). Challenges have included the practicality of randomising therapists
within a restricted service, therapist capacity following variable re-
cruitment rates, impact on recruitment, waiting lists, and deviations
from the allocated therapist. Randomising therapists also has poten-
tial implications for the intention-to-treat principle, where partici-
pants are analysed as allocated, with consideration required as to
how to analyse according to therapist. The context in which therapists work, their capacity and the needs of
the trial population all influence the feasibility and appropriateness of
randomising therapists. We will discuss the methodological benefits of
including therapist randomisation and the implementation challenges
this introduces, providing guidance on when it is appropriate and how
to ensure it ‘works’ for therapists, participants and trial delivery. Page 226 of 235 Trials 2017, 18(Suppl 1):200 Page 226 of 235 Background To successfully execute clinical trials the study operations team must
have an appreciation of the capabilities of the clinical sites. This is
particularly vital in developing countries where necessary infrastruc-
ture, availability of qualified staff and proper facilities are often scar-
cer than in wealthier nations. The AIDS Malignancy Consortium
(AMC) is a National Cancer Institute supported multicenter clinical tri-
als group founded in 1995 to support innovative trials for AIDS-
related cancers. In 2010 the AMC was tasked with expanding opera-
tions internationally in sub-Saharan African countries with a high
prevalence of HIV, with the goal of identifying and engaging a core
group clinical sites that were capable of conducting contextually ap-
propriate therapeutic and prevention trials in a variety of HIV-
associated cancers and contributing to the AMC’s scientific agenda. Methods Introduction O96
Developing a comprehensive site selection process for a cancer
network in a resource-limited settings in sub-Saharan Africa
Megan Wirth, Dikla Blumberg, Kimberly Mosby-Griffin, Don Vena
Emmes Corporation
Correspondence: Megan Wirth
Trials 2017, 18(Suppl 1):O96 O96
Developing a comprehensive site selection process for a cancer
network in a resource-limited settings in sub-Saharan Africa
Megan Wirth, Dikla Blumberg, Kimberly Mosby-Griffin, Don Vena
Emmes Corporation O96
Developing a comprehensive site selection process for a cancer
network in a resource-limited settings in sub-Saharan Africa
Megan Wirth, Dikla Blumberg, Kimberly Mosby-Griffin, Don Vena
Emmes Corporation
Correspondence: Megan Wirth
Trials 2017, 18(Suppl 1):O96 It is common for randomized controlled trials (RCTs) to have some
missing outcomes. Yet recent reviews indicate that some authors
analyze using only available outcome data (sometimes called a
complete records analysis) without explicitly addressing the nature of
the missingness. In most cases, this will lead to bias due to selection of
a non-representative population. This can throw in to doubt the evi-
dence generated from the trial. However, when proper adjustments are
made, a complete records approach can provide valid inference under
certain conditions. Yet, there are misconceptions and difficulties in de-
termining when such an approach is valid. Megan Wirth, Dikla Blumberg, Kimbe
Emmes Corporation
Correspondence: Megan Wirth
Trials 2017, 18(Suppl 1):O96 Emmes Corporation
Correspondence: Megan Wirth
Trials 2017, 18(Suppl 1):O96 g
Background There is a growing literature in the field of causal inference that fo-
cuses on the use of causal diagrams to determine when bias might
arise in estimating a causal relationship of interest. Recent work by
Daniel et al. (SMMR 21(3); 2011) used this approach to guide analyses
with missing data. In the current talk, we adapt their approach to be
specifically applicable to the RCT setting. Our goal is to provide a
strategy to determine when a complete records analysis will be un-
biased and therefore to determine when alternative methods (e.g. imputation or weighting) are required in order to avoid biased esti-
mation of the intervention effect. Results and conclusion We show that in order to determine when a complete records ana-
lysis is valid it is as important to focus on the form of the outcome
data-generating model as well as the missing data mechanism. By
providing an easily implementable strategy with simple rules, we
seek to aid a broad audience to understand when analysis of only
available RCT data will be sufficient to address the causal research
question of interest without the need for the sometimes complex im-
putation and weighting methods that are commonly used to address
missing outcome data. Detection of incomplete data in surveillance and impact of missing
data in assessment of effectiveness of financial incentives of viral
load suppression in HPTN 065 pp
Deborah Donnell1, Bernie Branson2, Wafaa El-Sadr3, Sahar Zangenah1
1Fred Hutchinson Cancer Research Center; 2Scientific Affairs LLC;
3 Columbia University
Correspondence: Deborah Donnell
Trials 2017, 18(Suppl 1):O99 y
Correspondence: Deborah Donnell
Trials 2017, 18(Suppl 1):O99 We present an enhancement to U&D, one that gradually limits dose
allocations to within a tolerance interval around the MTD, using
Sequential Probability Ratio Test (SPRT) decision rules. The interval
boundaries can be rendered “soft” or “hard”, via SPRT decisions that
are reversible or not, respectively. With some limitations, SPRT-
enhanced U&D converges almost surely to a random walk confined
inside the tolerance interval. An asymmetric “soft/hard” rule com-
bination is possible, and is rather suitable for toxicity studies such
as Phase I. Background Pragmatic trials often rely on pre-existing data systems to evaluate
trial outcomes. HPTN 065 used US HIV Surveillance data to evaluate
the outcomes of a clinic-randomized strategy trial to test the use of
financial incentives to improve viral load suppression outcomes in
the Bronx NY and Washington DC. p
y
Results Data triangulation throughout the trial revealed missing data in sur-
veillance for some clinics in Washington DC. Evaluation of data in-
consistencies and investigation into the causes of incompleteness,
together with extensive collaboration with HIV surveillance staff,
were largely successful in remediating the missing data for the trial
evaluation period. Some baseline data could not be corrected due to
lost access to data. During initial trial evaluation of effectiveness, ex-
ploratory data analysis of time trends revealed a small number of
clinics with more subtle data incompleteness issues, complicating
the evaluation of the effectiveness of financial incentives. Increased
imbalance on the restricted factors was observed using corrected
data compared to the pre-trial data. Missing data in the baseline out-
come assessment decreased the precision of efficacy estimates, with
a 57% higher SE of the efficacy estimate in DC vs. NY. Trial efficacy
results were sensitive to the effect of missing data, with the initial
analysis of effectiveness of financial incentives showing an increase
in viral load suppression of 3.9% (−3.4%, 11.1%; p = 0.27), changing
to 3.7% (0.5, 6.9%) p = 0.022 after data completeness was addressed
in Washington DC HIV surveillance. C
l
i Discussion Assaf Oron1, Nancy Flournoy2
1Seattle Children’s Hospital Research Institute; 2University of Missouri
Correspondence: Assaf Oron
Trials 2017, 18(Suppl 1):O100 In the future, we would like to test more scenarios and to evaluate
more flexible models for dose-response relationship, providing the
number of parameters to estimate remains in line with the sample size. Up-and-Down (U&D) is an established dose-finding approach used
in many fields, yet all but forgotten by the Phase I design commu-
nity. With respect to finding Phase I’s Maximum Tolerated Dose
(MTD), when used with an appropriate estimation method U&D is
on par with more complicated state-of-the-art designs, and its over-
all behavior is more tractable and stable (Oron and Hoff, 2013). However, unlike some novel methods U&D cannot “sharpen” its
dose-allocation random walk over time. Methods We present an adaptive dose-finding method, using a joint model-
ling technique (Barrett J. et al., 2015) of a longitudinal outcome for
continuous biomarker efficacy measurements and a probit time to
first severe toxicity model, with shared random time slope. This
method allows for exact likelihood inference, an important property,
in the context of both missing at random due to low efficacy or in-
creased toxicity and the case of small sample sizes. We combined
this technique with the continual reassessment method, and used
data collected over all treatment cycles. The selection of the dose at
the entry of every new patient was based on the trade-off algorithm,
proposed by Thall and Cook (2004), adapted to the situation of con-
tinuous efficacy measures. For the evaluation of the method we run
a set of simulations for two scenarios. Dose and time were included
in both models, with the addition of dose-time interaction for the
longitudinal outcome. We considered up to 9 dose levels, 3 treat-
ment cycles, a maximum of 12 visits for the efficacy measurement
and 66 patients. p
Results In the first scenario the optimal dose was the first one and the MTD
the second. The optimal dose was chosen at 85.6% of the cases, and
another 12.8% was assigned to the MTD. For the second scenario,
we assumed the fourth dose to be the optimal and the fifth to be
the MTD. The optimal dose was suggested for 32.3% of the cases,
while the MTD for 17.3% of them. At no point was the last dose level
recommended. Our design performs very well when the optimal
dose is at the edge of the dose range. This is because the desirability
of certain doses around the optimal dose and MTD tends to be very
close to one another. Even though this may be an issue when the
optimal dose is located at the middle of the dose range, it is also the
reason patients are very rarely allocated to doses far from the
optimal dose. Finally, the method had interesting behavior regarding
its ability to select the right dose in presence of missing data due to
severe toxicity. Background Conventional dose-finding approaches in oncology of phase I trials aim
to identify the maximum tolerated dose (MTD), based on toxicity events
observed during the first treatment cycle. Even though this is relevant for
cytotoxic agents, this may not be the case for molecularly targeted
agents, usually administered in chronic schedules. Lately, continuous g
Elizabeth Turner1, Melanie Prague2
1Duke University; 2INRIA, Bordeaux University
Correspondence: Elizabeth Turner
Trials 2017, 18(Suppl 1):O97 Page 227 of 235 Trials 2017, 18(Suppl 1):200 Page 227 of 235 biomarkers are used more and more to monitor efficacy. However,
efficacy does not necessarily increase monotonically with dose and
as corollary both toxicity and efficacy should be considered for the
identification of the optimal dose. The optimal dose will be defined
as the lowest dose that achieves high efficacy, while satisfying cer-
tain toxicity requirements. of patients per clinic. During the trial, triangulation of data from the
clinics, surveillance and the financial incentive delivery was used to as-
sess data completeness. Sensitivity analysis and multiple imputation
were subsequently used to evaluate 1) randomization balance based
on incomplete pre-trial data in the restricted randomization; 2) the im-
pact of incompleteness in baseline data on efficacy evaluation and 3)
the sensitivity of the trial results to sites with missing data during the
primary evaluation period. of patients per clinic. During the trial, triangulation of data from the
clinics, surveillance and the financial incentive delivery was used to as-
sess data completeness. Sensitivity analysis and multiple imputation
were subsequently used to evaluate 1) randomization balance based
on incomplete pre-trial data in the restricted randomization; 2) the im-
pact of incompleteness in baseline data on efficacy evaluation and 3)
the sensitivity of the trial results to sites with missing data during the
primary evaluation period. g
Conclusion Program assessments that utilize external data sources to evaluate
outcomes need to conduct ongoing exploratory data analysis to
understand and monitor data quality and completeness during the
trial as trial results and study power will be affected by problems in
the data source. Close collaboration with data source experts is crit-
ical to assure quality and completeness of outcome data. O100
Up-and-down designs enhanced with SPRT rules for phase I cancer
trials
Assaf Oron1, Nancy Flournoy2
1Seattle Children’s Hospital Research Institute; 2University of Missouri
Correspondence: Assaf Oron
Trials 2017, 18(Suppl 1):O100 Methods SPRT-enhanced U&D generates treatment distributions more sharply
peaked around the MTD than ordinary U&D, and with fewer toxicities
on average. Despite the added complication, it is still simpler, more
robust, and more tractable than most leading novel designs, thus
presenting a highly attractive design choice for Phase I trials. The
development and use of SPRT-enhanced U&D for several ongoing
Phase I immunotherapy trials at Seattle Children’s Ben Towne Center
is described. In a collaborative effort between study and surveillance staff, aggregate
clinic outcomes were defined using variables available in surveillance
data and aligned with the financial incentive intervention. Outcomes
were centrally programmed by surveillance experts for evaluation using
local surveillance databases. Pre-trial data on trial outcomes were used
to conduct a restricted randomization of the 38 trial clinics, with the
goal of achieving balance in pre-trial viral load suppression and number Page 228 of 235 Trials 2017, 18(Suppl 1):200 (
)
Conclusion We found that results for 33% of sampled clinical trials were available
only on ClinicalTrials.gov, suggesting the database may be a useful
resource to identify clinical trial results that would not otherwise be
publically available for specific drug products. Although there were
still gaps in the public availability of trial results, the existence of the
trials is publicly known because of the registry entries. ClinicalTrials. gov data is increasingly being used to assess a broad range of
research questions, many of which would have been difficult or
impossible to address using published literature alone. Results Each new disease CDE working group (WG), consisting of 40–60
worldwide experts with varied fields of related expertise, met regu-
larly to select from existing CDEs or refine and add from field-
tested data elements from national registries and funded research
studies. For most diseases, these WG members are divided into sub-
groups applicable for each disease based on domains (e.g., Imaging,
Demographics, Treatment/Interventions, Biomarkers). For Sport Concus-
sion, subgroups are based on disease characteristics; Acute, Sub-Acute
and Persistent/Chronic. All WGs began by reviewing CDEs previously
developed for different diseases, conditions and symptoms to avoid
unnecessary duplication. After the subgroup recommendations are
completed, there is an internal review followed by public review in
which time the recommendations are posted on the NINDS CDE
Website for 1–2 months. For aim 1, our sample of 96 drug trial families included 329 trials,
studying 86 drugs for 78 conditions by 45 companies. Of the 329 tri-
als, 109 (33%) had results posted on ClinicalTrials.gov only, 42 (13%)
in PubMed only, 81 (25%) in both, and 97 (29%) in neither. Of the 96
drug trial families, 45 families had results disclosed in at least one
source for all trials. Of these 45 families, 15 families had results dis-
closed only in ClinicalTrials.gov. For 18 drug trial families with a total
of 48 trials, no results were available from any source. y
For aim 2, we identified 404 research articles and 1,588 systematic re-
views published between 2010–2015 that used data from the Clini-
calTrials.gov registry, results database, or both. We categorized each
research article into: characterization of clinical research for specific
conditions (48%); research on ethics, adverse event reporting, and
data mining (15%); quality of registered data and consistency with
reporting policies (10%); characterization of the overall clinical re-
search landscape (10%); evaluating publication bias or selective
reporting (9%); and assessing specific research-related methods and
issues (7%). O101
Impact of results reporting in clinicaltrials.gov
Kevin Fain, Deborah A. Zarin, Rebecca J. Williams, Tony Tse, ,
,
Thiyagu Rajakannan
ClinicalTrials.gov Program
Correspondence: Kevin Fain
Trials 2017, 18(Suppl 1):O101 Disorders and Stroke
Correspondence: Joy Esterlitz
Trials 2017, 18(Suppl 1):O102 Correspondence: Joy Esterlitz
Trials 2017, 18(Suppl 1):O102 Results
ll All comments are collated and incorporated into the final CDE version
release on the NINDS CDE website. The website provides uniform
names and structures for each data element, as well as guidance docu-
ments and template CRFs using the CDEs. WGs are also given the
charge to classify the recommended CDEs as “Core, Supplemental-
Highly Recommended, Supplemental or Exploratory” according to set
definitions from the NINDS CDE project. Background j
In 2016–2017, the National Institute of Neurological Disorders and
Stroke (NINDS), NIH, and their partners have put forth new data stan-
dards recommendations for the following diseases: (1) Cerebral Palsy;
(2) Chiari I Malformation; (3) Headache, Version 2.0; (4) Sport Concus-
sion; and (5) Subarachnoid Hemorrhage. The partners in develop-
ment of these common data element (CDE) recommendations are
the American Academy for Cerebral Palsy and Developmental Medi-
cine, the Chiari & Syringomyelia Foundation, the Department of
Defense, and the National Library of Medicine. Goals of the overall
project include reducing study start-up time; increasing the efficiency
and effectiveness of clinical research studies and treatment; and in-
creasing data quality and data sharing across studies. Since 2008 U.S. federal law requires the submission of summary results
to, and public posting on, ClinicalTrials.gov for certain clinical trials of
FDA-regulated drugs, biologics and devices. We aimed to determine
ways in which reporting to ClinicalTrials.gov has expanded the public
availability and use of clinical trial information. Specifically, we assessed
the extent to which ClinicalTrials.gov has improved the reporting of
“full sets” of trials for specific drug products (aim 1). We also examined
how researchers have used ClinicalTrials.gov data (aim 2). For aim 1, we examined ClinicalTrials.gov records for phase 2–4 clin-
ical trials of drugs or biologicals with at least one U.S. study location,
completed or terminated between 2007–2009, and funded by indus-
try. We grouped trials into a “drug trial family” when the drug, condi-
tion, and sponsor appeared to be the same across trials. We limited
our analysis to a convenience sample of the first 96 drug trial families
identified. For each trial, we assessed the presence of results posted
on ClinicalTrials.gov and publications cited in PubMed as of June
2015. For aim 2, we searched PubMed to identify publications in Eng-
lish between 2010–2015 that conducted original research using data
retrieved from the ClinicalTrials.gov registry and/or results database. Authors manually reviewed eligible publications to categorize how
ClinicalTrials.gov data were used in the study. O102 A common data language for clinical research studies: five (5)
new disease recommendations from the national institute of
neurological disorders and stroke, national institutes of health
common data elements project
Joy Esterlitz1, Sherita Ala’i1, Robin Feldman1, Kristen Joseph1, Muniza Sheikh1,
Claudia S. Moy2, Sara S. Rue2, NINDS CDE Working Groups2
1The Emmes Corporation; 2The National Institute of Neurological
Disorders and Stroke
Correspondence: Joy Esterlitz
Trials 2017, 18(Suppl 1):O102 A common data language for clinical research studies: five (5)
new disease recommendations from the national institute of
neurological disorders and stroke, national institutes of health
common data elements project Oron AP, Hoff PD. Small-sample behavior of novel phase I cancer trial designs. Clinical Trials 2013; 10: 63–92. O101
Impact of results reporting in clinicaltrials.gov
Kevin Fain, Deborah A. Zarin, Rebecca J. Williams, Tony Tse,
Thiyagu Rajakannan
ClinicalTrials.gov Program
Correspondence: Kevin Fain
Trials 2017, 18(Suppl 1):O101 O101
Impact of results reporting in clinicaltrials.gov
Kevin Fain, Deborah A. Zarin, Rebecca J. Williams, Tony Tse,
Thiyagu Rajakannan
ClinicalTrials.gov Program
Correspondence: Kevin Fain
Trials 2017, 18(Suppl 1):O101 p
j
Joy Esterlitz1, Sherita Ala’i1, Robin Feldman1, Kristen Joseph1, Muniza Sheikh1,
Claudia S. Moy2, Sara S. Rue2, NINDS CDE Working Groups2
1The Emmes Corporation; 2The National Institute of Neurological
Disorders and Stroke
Correspondence: Joy Esterlitz
Trials 2017, 18(Suppl 1):O102 O101 O101
Impact of results reporting in clinicaltrials.gov
Kevin Fain, Deborah A. Zarin, Rebecca J. Williams, Tony Tse,
Thiyagu Rajakannan
ClinicalTrials.gov Program
Correspondence: Kevin Fain
Trials 2017, 18(Suppl 1):O101 g
Background CDEs were developed for 18 neurological disease areas prior to these
five newly developed areas. There are over 11,000 CDEs in the NINDS
library and over 600 validated instruments, Case Report Forms (CRFs),
and study recommendations. The CDE initiatives strive to identify
CDEs, template study forms, data dictionaries and guidelines to assist
investigators who are initiating and conducting related clinical stud-
ies. Use of standardized CDEs is critical to ensure that data housed
within a database are of better quality; improve data sharing and
meta-analyses; and help educate new clinical investigators. Methods g
p
Discussion
ll d We will describe progress with accessing data and our approach to
developing a data linkage pipeline. This includes: Mapping contact
points where decisions are made about medicines management and
identifying data providers at each contact; Mapping data fields from
each provider with primary and key secondary endpoints; Identifying
process to allow access to the data from the patient and from the
data provider; Establishing robust processes to allow for the data to
flow from the provider to the research team, including multiple data
sharing agreements; Familiarisation with data sources through access
to dummy data sets; Implementing governance requirements and
submitting requests for data. O103 O103
Using electronic health records in clinical trials: rising to the
challenge of developing a data linkage pipeline - experience from
the ISCOMAT programme
Suzanne Hartley1, Gerry Armitage2, Alison Blenkinsopp2, Chris Gale1,
Beth Fylan Gwynn2, Ivana Holloway1, Claire Hulme1, Hanif Ismail2,
Duncan Petty2, Mohamed Amin Mohammed2
1University of Leeds; 2University of Bradford
Correspondence: Suzanne Hartley
Trials 2017, 18(Suppl 1):O103 Using electronic health records in clinical trials: rising to the
challenge of developing a data linkage pipeline - experience from
the ISCOMAT programme Using electronic health records in clinical trials: rising to the
challenge of developing a data linkage pipeline - experience from
the ISCOMAT programme
1
2
2
1 Athanasia Gravani1, Marcus Jepson2, Caroline Wilson2, Athene Lane2,
Chris Rogers3 g
1University of Bristol; 2MRC ConDuCT-II Hub for Trials Methodology
Research, School of Social and Community Medicine, University of
Bristol, Bristol, UK; 3Clinical Trials and Evaluation Unit, School of Clinical
Sciences University of Bristol Bristol UK Suzanne Hartley1, Gerry Armitage2, Alison Blenkinsopp2, Chris Gale1,
Beth Fylan Gwynn2, Ivana Holloway1, Claire Hulme1, Hanif Ismail2,
Duncan Petty2, Mohamed Amin Mohammed2
1University of Leeds; 2University of Bradford
Correspondence: Suzanne Hartley
Trials 2017, 18(Suppl 1):O103 1University of Bristol; 2MRC ConDuCT-II Hub for Trials Methodology
Research, School of Social and Community Medicine, University of
Bristol, Bristol, UK; 3Clinical Trials and Evaluation Unit, School of Clinical
Sciences, University of Bristol, Bristol, UK
Correspondence: Athanasia Gravani
Trials 2017, 18(Suppl 1):O104 p
p
Methods Six studies were purposefully selected to serve as case studies for
the ATLAS study. Within each case study, trial managers (n = 6) fa-
cilitating trial-specific training sessions as well as healthcare profes-
sionals (principal investigators and research nurses, n = 13) from
trial sites receiving the training, were interviewed between June
2015 and April 2016. Semi-structured face-to-face and telephone in-
terviews were conducted using a topic guide. Interviews were
audio-taped, transcribed verbatim and analysed thematically using
NVivo. Non-participant observations of trial-specific training ses-
sions (n = 13) as well as questionnaires completed by trial managers
and site staff (n = 120) were also used to gain an overview of site
staff and facilitators’ experience. y
A data linkage project is in progress to determine the feasibility of
the EHRs to obtain the data for the definitive trial. We will recruit 60
HF patients, who will provide written informed consent to access
their EHR data from multiple data providers. The output will be (1)
robust data linkage algorithm; (2) processes to access data for use in
the definitive trial. Current progress We have recruited 43 patients and actively engaged with five data
providers: National Institute for Cardiovascular Outcomes Research
(NICOR) for national HF audit data; SystmOne & EMIS clinical systems
for primary care data; NHS Digital for secondary care and mortality
data and Community pharmacy/NHS Business Authority for dispens-
ing and prescribing data. Results A variety of training modes (face-to-face, teleconference, online)
were used to deliver training across the six case studies. However,
face-to-face interaction was considered most beneficial in facilitating
learning and enhancing personal relationship building and network-
ing. Despite acknowledging the significance of the decision-making
process in selecting the appropriate level and mode of training re-
quired, this process was often overlooked at the early planning
stages of trials and was usually poorly documented. Although evalu-
ation of site initiation training to identify key areas where follow-up
training might be required and improve future training sessions was
considered best practice, it was not routinely conducted. The pur-
pose of site initiations slightly differed between trial managers and
site staff. Trial managers’ focus was to check that everything was in
place at the site and that staff were aware of their roles and respon-
sibilities in the trial, whereas, site staff viewed site initiations as the
best time to meet and connect with the trial team. Additional train-
ing and support provided to site staff over the course of the trial was
considered of paramount importance in ensuring trial’s successful
conduct. However, this was mainly provided retroactively on an ad-
hoc basis. Conclusion Researchers who receive funding from NINDS are encouraged to
use the CDEs in their CRFs and data management systems when-
ever possible. To date, the feedback has included the CDE project’s
impact on reducing study start-up time. Continued feedback is
essential. The NINDS CDEs are a continually evolving resource, re-
quiring updates as research advancements indicate. These newly Trials 2017, 18(Suppl 1):200 Page 229 of 235 Trials 2017, 18(Suppl 1):200 Page 229 of 235 The use of EHRs is becoming more established with trials, thus we
provide recommendations for trialists seeking to access EHR across
different health care providers. developed CDEs serve to be a valuable starting point or update for
many neurological disease researchers and facilitate harmonization,
streamlining and sharing of data. g
g
Support: This project was funded by HHSN271201200034C. O104
Analysis of trial-specific training during the site initiation phase:
the ATLAS study
1
2
2
2 O 0
Analysis of trial-specific training during the site initiation phase:
the ATLAS study
Athanasia Gravani1, Marcus Jepson2, Caroline Wilson2, Athene Lane2,
Chris Rogers3
1University of Bristol; 2MRC ConDuCT-II Hub for Trials Methodology
Research, School of Social and Community Medicine, University of
Bristol, Bristol, UK; 3Clinical Trials and Evaluation Unit, School of Clinical
Sciences, University of Bristol, Bristol, UK
Correspondence: Athanasia Gravani
Trials 2017, 18(Suppl 1):O104 Background Electronic health records (EHRs), available for every patient who visits
the UK NHS, are primarily used to inform the care of patients. They
contain clinical information about primary and secondary care and
treatments provided. Current literature suggests that EHRs can be
used to inform the design and analysis of clinical trials, subject to ap-
propriate data protection and governance, with potential to be more
efficient in terms of costs and data return. Research funders are keen
for trials to consider the use of routine data sources, where possible. Here we describe our progress with accessing EHRs and other elec-
tronic data sources to support our research that crosses primary and
secondary care. Methods: The National Institute for Health Research
(NIHR) ISCOMAT Programme (Improving the safety and continuity of
medicines management at care transitions) aims to design and
evaluate an intervention to make best use of medicines and reduce
harm through effective medicines management for heart failure (HF)
patients following hospital discharge and across the primary care
transition. It is a series of interlinked projects, culminating in a defini-
tive cluster randomised controlled trial of 2,100 HF patients from 42
NHS Trusts in 3 UK regions. The primary endpoint is all-cause mortal-
ity and HF related hospitalisations from hospital discharge. Key sec-
ondary endpoints are medications prescribed post discharge. The
majority of these data are held in the EHR. Trial-specific training provided during the start-up phase of studies has
not been thoroughly investigated. In fact, little attention has been
given to the role and structure of trial-specific training and how best to
organise and implement it to ensure in-depth understanding of the
trial protocol and trial-related procedures by trial staff. Aims To investigate the ways in which trial-specific training is provided
during site initiation and explore trial managers; and site staff views
on the importance of trial-specific training during study conduct. Moreover, ATLAS aimed to evaluate the process of trial-specific train-
ing and make recommendations for improving the educational sup-
port provided to site staff during the site start-up process. Methods O107
Continuous safety monitoring in large phase I cancer clinical trials
with multiple expansion cohorts
1
2 Masha Kocherginsky1, Theodore Karrison2
1Northwestern University; 2University of Chicago
Correspondence: Masha Kocherginsky
Trials 2017, 18(Suppl 1):O107 Online interventions and data collection systems provide great prom-
ise for efficient trial design however, there are challenges to ensure
that systems are user friendly and intuitive to use, yet still allow the
collection of data to validate the outcome of the study. Traditional phase I oncology clinical trial designs have morphed into
multiple, parallel phase I trials incorporating concurrent expansion
cohorts across multiple diseases or disease subtypes. These cohorts
are used to provide additional safety data, as well as preliminary effi-
cacy data. As a result, some of them have become quite large. For
example, a recent study [Cancer Letter, Oct 7, 2016] looked at PD-1
drug development, and identified 35 phase I trials with 200 patients. In such trials, dose escalation is typically done using a standard
phase I design, e.g. “3 + 3”, to determine the maximum tolerated
dose (MTD), which is followed by the enrollment of multiple expan-
sion cohorts in different disease types or biomarker-defined sub-
groups. Safety is typically monitored only within each expansion
cohort, and the results are not jointly evaluated in real time across
the multiple expansion cohorts. y
The views expressed are those of the authors and not necessarily
those of the NHS, the NIHR or the Department of Health. O106
New cochrane risk of bias tool for cluster randomised tools
Sandra Eldridge1, Marion Campbell2, Mike Campbell3, Amy Drahota4,
Bruno Giraudeau5, Julian Higgins6, Barney Reeves6, Nandi Seigfried7
1Queen Mary University of London; 2Aberdeen University; 3Sheffield
University; 4University of Porstmouth; 5University of Tours; 6Bristol
University; 7South African Medical Research Council
Correspondence: Sandra Eldridge
Trials 2017, 18(Suppl 1):O106 New cochrane risk of bias tool for cluster randomised tools
Sandra Eldridge1, Marion Campbell2, Mike Campbell3, Amy Drahota4,
Bruno Giraudeau5, Julian Higgins6, Barney Reeves6, Nandi Seigfried7
1Queen Mary University of London; 2Aberdeen University; 3Sheffield
University; 4University of Porstmouth; 5University of Tours; 6Bristol
University; 7South African Medical Research Council
Correspondence: Sandra Eldridge
Trials 2017, 18(Suppl 1):O106 Here we propose to use a continuous safety monitoring approach
based on the sequential generalized likelihood ratio test (SGLR) and
discuss its application to adverse event (AE) monitoring for such
large phase I trials with multiple concurrent expansion cohorts. Methods react trial
Duncan Appelbe1, Heather Robinson2, Susie Dodd3, Andrew Walker2,
Paula Williamson3, Fiona Lobban2
1The University of Liverpool; 2The Spectrum Centre for Mental Health
Research, Lancaster University; 3NWHTMR, Department of Biostatistics,
The University of Liverpool
Correspondence: Duncan Appelbe
Trials 2017, 18(Suppl 1):O105 Duncan Appelbe1, Heather Robinson2, Susie Dodd3, Andrew Walker2,
Paula Williamson3, Fiona Lobban2
1The University of Liverpool; 2The Spectrum Centre for Mental Health
Research, Lancaster University; 3NWHTMR, Department of Biostatistics,
The University of Liverpool Duncan Appelbe1, Heather Robinson2, Susie Dodd3, Andrew Walker2,
Paula Williamson3, Fiona Lobban2 A multi-disciplinary group of researchers including statisticians, other
triallists, those leading the development of the new Cochrane risk of
bias tool and experts in cluster randomised trials met over a period
of a year to discuss the five different bias domains (bias arising from
the randomization process, bias due to deviations from intended in-
terventions, bias due to missing outcome data, bias in measurement
of the outcome, bias in selection of the reported result) that are part
of the new Cochrane risk of bias tool and how they relate to bias in
cluster randomised trials. Paula Williamson , Fiona Lobban
1The University of Liverpool; 2The Spectrum Centre for Mental Health
Research, Lancaster University; 3NWHTMR, Department of Biostatistics,
The University of Liverpool Paula Williamson , Fiona Lobban
1The University of Liverpool; 2The Spectrum Centre for Mental Health
Research, Lancaster University; 3NWHTMR, Department of Biostatistics,
The University of Liverpool Correspondence: Duncan Appelbe
Trials 2017, 18(Suppl 1):O105 Results The REACT study (https://www.reacttoolkit.co.uk/) is an online study
to compare the effectiveness of a Relatives Education And Coping
Toolkit (REACT) with an online Resource Directory. Half the people in
the study receive the REACT toolkit, and half will receive the Re-
source Directory. In this study the intervention and data collected
from the participants is provided via the Internet, with little or no dir-
ect interaction with the study team. This study opened in April 2016
and recruitment will close in early 2018. The REACT study comprises
two disparate systems, the first being a bespoke data collection sys-
tem that manages the eligibility/consent/registration/data collection
processes, whilst the second system is a customised version of Word-
Press that is used to deliver both arms of the intervention. Given the extent of the differences between assessing risk of bias
in individually randomised trials and in cluster randomised trials,
the group developed an adapted Cochrane risk of bias tool for clus-
ter randomised trials. Differences occur in relation to assessing
allocation concealment; appropriate assessment of bias in relation
to blinding of participants and assessors; and ensuring missing clus-
ters are considered in addition to missing values from participants. We also added an additional domain (bias arising from the timing
of identification and recruitment of individual participants in rela-
tion to timing of randomization) to cover the bias that may occur
when individual participants in a cluster randomised trial are re-
cruited after randomisation. Participants within this study do not attend regular clinical appoint-
ments. As such retention at the two follow-up points and usage of
the intervention requires automated reminders and more importantly
the triggering of warnings/help to participants when they provide
certain answers to specific questions. O107
Continuous safety monitoring in large phase I cancer clinical trials
with multiple expansion cohorts
1
2 This
approach is commonly used in vaccine studies [Shih et al.; Statistics
in Medicine, 2009] to monitor rare events, and can be similarly used
in phase I clinical trials to monitor the frequency of rarer high-grade
or serious adverse events (SAEs), as well as to further evaluate
whether the presumed MTD is near the targeted percentile. Trial Correspondence: Sandra Eldridge
Trials 2017, 18(Suppl 1):O106 Conclusions Assessing bias in cluster randomised trials is not the same as asses-
sing bias in individually randomised trials. Authors and peer re-
viewers should be aware of key elements to include in trial reports
to provide evidence that their trials are protected from bias. System-
atic reviewers should use the Cochrane risk of bias tool adapted for
cluster randomised trials to assess these trials for bias. p
q
The data required to determine the effectiveness of the intervention
is taken from two sources: The response by the participants to out-
come measures and data collected on the usage of the application
(obtained from google analytics, server logs and custom reporting
software). O107 O107
Continuous safety monitoring in large phase I cancer clinical trials
with multiple expansion cohorts
Masha Kocherginsky1, Theodore Karrison2
1Northwestern University; 2University of Chicago
Correspondence: Masha Kocherginsky
Trials 2017, 18(Suppl 1):O107 This presentation will discuss the electronic solutions required by the
design of the study and the processes by which these systems were
designed and implemented. A comparison of the data collected via
google analytics and the server logs will be compared and commen-
ted on, with a discussion about discrepancies being made. C
l
i Conclusions g
We will describe challenges, variations in processes across data
sources; the impact on establishing the data linkage pipeline and
how this knowledge will streamline processes for the definitive trial. There is high variation and uncertainty on the ideal ways to provide
trial-specific training to facilitate trial conduct. Based on the findings
of the ATLAS study, a more standardised approach in the form of a Trials 2017, 18(Suppl 1):200 Page 230 of 235 randomised trials which takes account of the design of these trials
and specific issues for assessing bias in these trials. Aim training toolkit was developed. The ATLAS training toolkit aims to
bring together information from the current literature, regulations
and various stakeholders’ views to advance the trial-specific training
process. The aim of the tool is to support reviewers of trial reports to assess
bias in cluster randomised trials. In this talk we describe the aspects
of bias which are particular to cluster randomised trials or operate
differently in these trials from the way they operate in individually
randomised trials. How frequently should a disease be monitored? The interval
length between observations in interval-censored data The National Health Service (NHS) has established procedures to sup-
port research activities covered by the Research Governance Frame-
work (RGF). These include Health Research Authority (HRA) approval
to ensure regulatory compliance, and site-specific Research and De-
velopment (R&D) agreement to support project delivery (capacity/
capability). In addition, the importance of research has been embed-
ded in the NHS constitution (including Frameworks and Pledges) en-
dorsed by the UK Government. The National Institute for Health
Research (NIHR) Research Networks have also been established to
embed Research infrastructure - primarily in the NHS setting -sup-
porting research activities (trained research practitioners) and fund-
ing via the Research Capability Funding (RCF). Research in non-NHS
settings, such as Care Homes, is increasing however standardised
procedures to support the delivery of high quality research have yet
to be embedded in practice. Complexities arise in this setting as Care
Homes are often independent businesses which vary in infrastructure
with often a unique mix of funding streams including Local Author-
ities, NHS (Continuing Healthcare), and self-funding - therefore rele-
vant permissions will vary dependent upon the sites selected. Work
has been done within the social care setting to bridge the gap, with
the development of the “Implementation plan for research govern-
ance in social care”, however the scope and applicability to Care
Home research varies with no fixed format for formal research per-
missions. Existing literature highlights the barriers to implementing
the principles of the RGF in the Care Home setting, often referencing
experiences from individual projects. However these experiences
have yet to be consolidated into a robust summary of complexities
with strategies to manage them in practice whilst still ensuring the
delivery of quality research. We will present our experience from two
randomised controlled trials within the care home setting alongside
findings from a review of existing literature regarding trials imple-
mentation in care homes. We will also outline an approach devel-
oped to support the delivery of high quality research projects in this
setting, summarising the key considerations for successful delivery in
the absence of research infrastructure, the impact on timelines, re-
source use, and trial implementation. How frequently should a disease be monitored? The interval
length between observations in interval-censored data We will also discuss in more
detail the key considerations during trial set-up, such as: i) Develop-
ment and completion of formal permissions (Care Home Letter of
Agreement) to document requirements for trial delivery at site, ii)
Using quality/performance markers to inform site selection and on-
going assessment of contextual factors impacting on trial delivery; iii)
Selection of appropriate sites (eligibility/feasibility/recruitment) re-
flective of the setting, iv) Developing processes to deliver the project
in line with the principles of GCP (i.e. documented informed consent,
data storage and transfer in accordance with DPA), and v) Incentives
which sustain Care Home engagement, vi) Establishing informa-
tion available within care records and development of appropriate
data collection tools to support trial analysis. We have identified a
series of challenges and proposed solutions which may help with
future research in the Care Home setting and provides a useful re-
source for researchers to deliver high-quality research in a research
naïve setting. g
Fang-Shu Ou, Martin Heller
Mayo Clinic
Correspondence: Fang-Shu Ou
Trials 2017, 18(Suppl 1):O108 Background g
Clinical trials in oncology use disease-free survival (DFS) or progression-
free survival (PFS) as study endpoints. DFS and PFS are composite
endpoints of disease status and overall survival. The tumor status is typ-
ically measured by a computerized tomography (CT) scan which can be
done every few months and the scan interval is typically determined
by the treatment guideline. For example, DFS and PFS are common
endpoints used in stage 3 colon cancer study and stage 4 colorectal
cancer study, respectively. In stage 3 colon cancer, the CT scan interval
used to be every 3 months and was extended to every 6 months. Re-
cently, 12-month intervals between CT scans was proposed to reduce
unnecessary radiation exposure. In stage 4 coloretal cancer, the typical
CT scan interval is every 8–12 weeks due to the aggressive nature of
the late stage disease. In clinical trials, if disease recurs or progresses,
the event date is the date of the CT scan. As the interval length be-
tween each assessment gets longer, we lose more precision regarding
the actual event time and increase the potential bias as well. In this
study, we examine how much information is lost due to interval-
censoring, in particular, the number of events required to recover the
loss of power. p
Methods A numerical approximation of the exact distribution function for the
hazard ratio (HR) sample statistic was used to assess the effect of
interval censoring and determine the actual number of events
needed to attain a given power. Monte-Carlo simulation was used to
examine the extent of power loss using typical assumptions for stage
3 and 4 colorectal cancer trial design. Background g
Bias has long been recognised as an issue that can seriously com-
promise the validity of study trial results. Assessing bias from trial
reports is often not easy. The Cochrane risk of bias tool is well estab-
lished tool for facilitating this. This tool has recently been updated
and as part of the new tool there is a specific adaptation for cluster Trials 2017, 18(Suppl 1):200 Page 231 of 235 Page 231 of 235 designs based on this approach will consist of a continuous safety
monitoring boundary with a rejection number for each additional AE,
while preserving the overall Type I and Type II error rates for the
assumed AE rates. The boundaries can be calculated using existing
software. can be quantified using a numerical approximation of the underlying
distribution function. The effect of interval-censoring on accuracy of
the time-to-event estimate is not the focus of this study but should
be investigated to insure the point estimate is not horrendously
biased when the scan interval lengthens. We consider two different implementations of the SGLR procedure:
the first employs an overall monitoring rule based on pooled data
across the multiple cohorts; the second monitors each cohort separ-
ately, allowing for dose reduction in a given cohort if the boundary
is exceeded. We simulate data using multiple expansion cohorts with
different Poisson rates of AE’s, and evaluate the operating character-
istics of these SGLR procedures. O109
Ensuring research quality in care home trials: learning from NHS
governance procedures
Amanda Lilley-Kelly, Rachael Kelley, Liz Graham, Vicki McLellan,
Ian Wheeler, Suzanne Hartley
Leeds Institute of Clinical Trials Research
Correspondence: Amanda Lilley-Kelly
Trials 2017, 18(Suppl 1):O109 Background Previous research published in the Lancet has estimated that as
much as 85% of healthcare research might actually be wasted. A
contributing factor to this may be interventions that are delivered
with poor fidelity within clinical trials. Intervention fidelity is the
extent to which an intervention is delivered as intended by its devel-
opers, and assessing it is crucial as it increases confidence that
changes in study outcomes are due to the effect of the intervention
itself and not due to variability in implementation. Complex interven-
tions involve several aspects with the potential to be implemented
variably, therefore it is important to ensure a comprehensive evalu-
ation of the fidelity of intervention delivery in such interventions. However, fidelity continues to be poorly assessed in clinical trials
across multiple disciplines. At present there is a lack of pragmatic
guidance and an insufficient focus on developing feasible ways of in-
corporating fidelity assessment into clinical trials. Group-randomized trials (GRTs) are randomized studies that allocate
intact groups of individuals to different comparison arms. A frequent
practical limitation to adopting such research designs is that only a
limited number of groups may be available, and therefore, simple
randomization is unable to adequately balance multiple group-level
covariates between arms. Therefore, covariate-based constrained
randomization was proposed as an allocation technique to achieve
this. Constrained randomization involves generating a very large
number of possible allocation schemes (with a small number of
groups to be randomized it is possible to generate all of them), cal-
culating a pre-specified balance metric that assesses covariate imbal-
ance, limiting the randomization space to a pre-specified percentage
of those possible and randomly selecting one randomization to im-
plement. However, related statistical issues on testing for interven-
tion effect under such designs have not been thoroughly studied
with binary outcomes. Motivated by two recent trials, we conduct a
series of Monte Carlo simulations to evaluate the statistical properties
of two model-based F-tests (linearization and likelihood F-test) and
two randomization-based permutation tests (residual and likelihood
P-test) under both simple and constrained randomization designs,
with varying degrees of analysis-based covariate adjustment. Our re-
sults indicate that constrained randomization improves the power of
linearization F-test and two permutation tests when the prognostic
group-level variables are controlled for in the analysis and the size of
randomization space is reasonably small. We also demonstrate that
constrained randomization reduces power loss from redundant
analysis-based adjustment for non-prognostic covariates. Background g
Phase II clinical trials aim to potentially screen out ineffective and iden-
tify effective therapies to move forward to the randomized phase III set-
ting. In phase II trials, the most common way of assessing tumor
shrinkage is to dichotomize the patients by the response rate according
to RECIST. Besides loss of statistical efficiency, studies have shown that
designs using response rate require much more patients than those
using continuous tumor size shrinkage. Further, drugs can be still active
even if they do not lead to high levels of tumor regression, as could be
observed with molecular targeted therapies and immunotherapies. These treatment strategies come often with lower toxicity profiles than
traditional cytotoxic treatments, and have shifted the drug develop-
ment paradigm into establishing evidence of biological activity, target
modulation and pharmacodynamics effects of these therapies in early
phase trials. As such, these trials need to address simultaneous Meng Liu, Emily V. Dressler
Department of Biostatistics, College of Public Health, University
of Kentucky
T i l 2017 18(S
l 1) O112 Meng Liu, Emily V. Dressler
Department of Biostatistics, College of Public Health, University
of Kentucky Correspondence: Meng Liu
Trials 2017, 18(Suppl 1):O112 Correspondence: Meng Liu
Trials 2017, 18(Suppl 1):O112 O110
Assessing implementation fidelity in clinical trials of behaviour
change interventions
1
2
2 O111
An evaluation of constrained randomization for the design and
analysis of group-randomized trials with binary outcomes
Fan Li1, Elizabeth Turner1, William Vollmer2, David M. Murray3,
Patrick J. Heagerty4, Elizabeth R. DeLong1
1Duke University; 2Kaiser Permanente; 3National Institutes of Health;
4University of Washington
Correspondence: Fan Li
Trials 2017, 18(Suppl 1):O111 Elaine Toomey1, James Matthews2, Deirdre Hurley2
1National University of Ireland Galway; 2University College Dublin
Correspondence: Elaine Toomey
Trials 2017, 18(Suppl 1):O110 Background Design con-
siderations such as the choice of the balance metric and the size of
randomization space are emphasized throughout. p
g
Objectives This research aimed to provide guidance on assessing fidelity of inter-
vention delivery within clinical trials, i.e. to inform appropriate choice of
fidelity assessment methods and how to achieve a balance between
comprehensiveness and feasibility. Specifically, the study aimed to do
this through establishing the fidelity of delivery of a behaviour-change
physiotherapy-led intervention within the context of a clinical feasibility
randomised controlled trial (RCT) and to explore the potential factors
that may have influenced these fidelity results. Results For stage 3 colon cancer, assuming an exponential distribution with
a 3-year DFS rate of 75% in the control arm and 84% in experimental
arm (HR = 0.6), we found that 170 events are required to power the
study with a one-sided alpha = 0.025 and beta = 0.1. If the patients
received a scan every 3 months or 6 months, the study power is
maintained. If scan frequency decreases to every 12 months, 2 add-
itional events are required to maintain the study power. For stage 4
colorectal cancer, assuming the exponential distribution with median
PFS equal to 2 months for the control arm and 4 months for the
experimental arm (HR = 0.5), 90 events are required to provide 90%
power with one-sided alpha = 0.25. For scan frequency of every
1 month, 6 additional events are required to maintain the study
power. For scan frequency of every 2 and 3 months, which are stand-
ard of care, 14 and 26 additional events are required to maintain the
study power. y p
Conclusions A sparse CT scan frequency can affect the study power requiring
additional events to maintain the study power. The loss of power Trials 2017, 18(Suppl 1):200 Page 232 of 235 O110
Assessing implementation fidelity in clinical trials of behaviour
change interventions
Elaine Toomey1, James Matthews2, Deirdre Hurley2
1National University of Ireland Galway; 2University College Dublin
Correspondence: Elaine Toomey
Trials 2017, 18(Suppl 1):O110 y
Methods This mixed methods study was a convergent triangulation design. 60
intervention sessions were delivered across seven sites by nine physio-
therapists. Fidelity was assessed quantitatively using audio-recordings
(n = 60), direct-observations (n = 24) and self-report checklists (n = 60)
and qualitatively using individual semi-structured interviews with all
physiotherapists (n = 9). Quantitative data were analysed using means
and standard deviations. Qualitative data were analysed using thematic
analysis. Integration of qualitative and quantitative data occurred at an
interpretation level using a triangulation methodology. R
l p
Results Quantitatively, the fidelity scores were high for all assessment methods;
with self-report (92.7%) consistently higher than direct-observations
(82.7%), or audio-recordings (81.7%). There was significant variation be-
tween physiotherapists’ fidelity scores but all scored above 50%. These
findings were corroborated by the physiotherapist interviews. In terms
of factors influencing fidelity, both qualitative and quantitative data
found that physiotherapists’ knowledge and previous experience may
have influenced their fidelity of the delivery. The physiotherapist quali-
tative data additionally showed that participant-level and programme-
level factors also influenced their fidelity. Meng Liu, Emily V. Dressler
Department of Biostatistics, College of Public Health, University
of Kentucky
T i l 2017 18(S
l 1) O112 A review of dose escalation methods in first-in-human small
molecule oncology clinical trials
1
1
2 Bayesian approaches to phase II clinical trial designs usually base
the inferences on the posterior distribution of the parameter of
interest. If the posterior probability is computed and assessed in a
sequential manner, the design may involve the problem of multipli-
city, which, however, is often a neglected aspect in Bayesian trial
designs. To effectively maintain the overall type I error rate, we
propose solutions to the problem of multiplicity for Bayesian se-
quential designs and, in particular, the determination of the cutoff
boundaries for the posterior probabilities. We present both theoret-
ical and numerical methods for finding the optimal posterior prob-
ability boundaries with alpha-spending functions that mimic those
of the frequentist group sequential designs. The theoretical ap-
proach is based on the asymptotic properties of the posterior prob-
ability, which establishes a connection between the Bayesian trial
design and the frequentist group sequential method. The numerical
approach uses a sandwich-type searching algorithm, which im-
mensely reduces the computational burden. We apply least-square
fitting to find the alpha-spending function closest to the target. We
discuss the application of our method to single-arm and double-
arm cases with binary and normal endpoints, respectively, and pro-
vide a real trial example for each case. y
;
y
Correspondence: Daniel Greenwood
Trials 2017, 18(Suppl 1):O115 Conclusions The research identified a number of key findings that can enable a
feasible and comprehensive assessment of fidelity in clinical trials. Although conducted in the context of a feasibility RCT of a complex
behavioural intervention, these findings can be generalised to other
areas. Firstly, a ‘spectrum’ of quantitative assessment methods exists
and choice may be guided by specific trial factors (e.g. size, resource
availability). Secondly, a mixed methods approach provides a more
comprehensive assessment of fidelity and can be feasibly done by
utilising pre-existing trial qualitative data collection. Finally, assessing
fidelity and its influencing factors can help understand how and why
adaptations and deviations have occurred and can guide potential
refinements. Trials 2017, 18(Suppl 1):200 Page 233 of 235 evaluation of safety as well as proof-of-concept biological marker activ-
ity or changes in continuous tumor size instead of binary response
rates. However, there is a lack of interim strategies developed to
monitor futility and/or efficacy for these types of continuous outcomes,
especially in the single-arm setting. p
p
Methods We aimed to examine stroke rehabilitation RCTs’ (i) recruitment effi-
ciency (ii) trial features associated with recruitment efficiency and (iii)
reporting of recruitment information. Lee and Liu (2008) developed a predictive probability design for
binary outcomes in a single-arm phase II cancer clinical trial. We ex-
tend their design into a two-stage setting for continuous endpoints
assuming a normal distribution with known variance. We evaluate
and present the design properties for both optimal and minimax
designs. g
Results Both simulation results and presented case study have demonstrated
that the proposed design can incorporate an interim stop for futility
that controls both type I and type II error rates. As expected, using
continuous tumor size resulted in lower expected and maximum
sample sizes. A limited exploration of the choice of prior was per-
formed and the numeric results were shown to be robust. Conclusions The proposed two-stage design based on predictive probability is
efficient with similar sample size reduction for continuous out-
comes and possess desirable operating characteristics. As research
rapidly moves to incorporate more immunotherapies and targeted
therapies, it will accommodate new types of outcomes while allow-
ing for flexible stopping rules for futility and/or efficacy to continue
optimizing trial resources and prioritize agents with compelling
early phase data. Background First-in-human clinical trials are a crucial stage in the development of
novel oncology drug candidates. Despite their importance, the de-
sign of these trials varies significantly. An improved understanding of
these variations is needed in order to improve the impact of cancer
research and make the process more economical. The aim of this re-
search was to review, analyse and compare the dose escalation
methods used in first-in-human small molecule oncology clinical
trials to provide greater understanding of the variation of oncology
clinical trial design. Background Efficient recruitment to randomised controlled trials (RCTs) is vital in
high-quality, cost effective, clinical research. Under-recruitment, re-
cruitment extensions and supplementary funding requests are com-
mon. Under-recruitment leads to underpowered trials, inconclusive
results and wasted research effort. Efficient recruitment to stroke re-
habilitation RCTs is considered particularly problematic but has yet to
be investigated. y
Objective Objective We propose a two-stage single-arm design for continuous endpoints
that allows for early futility stopping while maintaining desirable stat-
istical properties. Aims and Objectives p
g
Methods We included all trials identified by the Cochrane Stroke Group’s trial
register. This includes trials identified from 35 electronic databases
(e.g. Medline, CINAHL, EMBASE); numerous clinical trial registers; and
hand-searching other resources. We included publications between
2005–2015, grey literature, and had no language restrictions. Records
that reported RCTs of stroke rehabilitation non-pharmacological
interventions with patient populations were included. We extracted
recruitment efficiency data (i) Rate: numbers randomised as a per-
centage of those screened for eligibility (ii) Speed: average monthly
recruitment numbers across sites (iii) overall Dropout rates. Data on
recruitment sites, recruiters, setting, funding support, ethical review,
intervention type, targeted impairment, control comparison, and coun-
try of recruitment were extracted by two independent reviewers. Dis-
crepancies were resolved by a third reviewer. p
Results Two independent reviewers screened 12,939 titles, 1,270 abstracts
and 788 full texts for eligibility. 515 trials were included. Only 39% of
stroke survivors screened were subsequently randomised. Subgroup
analysis revealed that recruitment efficiency was significantly affected
by the intervention type, control condition, targeted impairment, re-
cruitment time point and setting. C
l
i Conclusions Stroke rehabilitation trials experience notable recruitment inefficiencies. Control of type I error rates in Bayesian group sequential designs
Haolun Shi, Guosheng Yin
University of Hong Kong
Correspondence: Haolun Shi
Trials 2017, 18(Suppl 1):O113 O115 O115
A review of dose escalation methods in first-in-human smal
molecule oncology clinical trials
Daniel Greenwood1, Ian Stratford1, Steven Booth2
1University of Manchester; 2University of Hertfordshire
Correspondence: Daniel Greenwood
Trials 2017, 18(Suppl 1):O115 Method: The literature databases PubMED, Web of Science and Wiley Online
Library were searched to identify published first-in-human trials of
small molecule oncology candidates. Search terms used were: [1]
“first-in-man” [title] OR [2] “first-in-human” [title] OR [3] “oncology OR
cancer”. Further searches were completed which replaced terms [1]
and [2] with [4] “dose escalation”. A total of 69 trial publications ap-
plicable to the aim of this review were identified. Each publication
was reviewed and relevant data extracted which included the type
of dose escalation method and individual dose levels used. To enable
comparative analysis of 3 + 3 and “accelerated trial design” (ATD) es-
calation methods (the most popular methods with trials of suitable
number for comparison), dose level data was translated to “Unique
Dose Levels” (UDLs). The mean number of UDLs and dose increments
of 3 + 3 and ATD trials were then compared. We hypothesised that, Efficiency of recruitment to stroke rehabilitation randomised
controlled trials: secondary analysis of recruitment data
ll1
d 1
d
1
h
kl
2 y
controlled trials: secondary analysis of recruitment data
Kris McGill1, Marian Brady1, Jon Godwin1, Catherine Sackley2
1Glasgow Caledonian University; 2Kings College London
Correspondence: Kris McGill
Trials 2017, 18(Suppl 1):O114 Page 234 of 235 Trials 2017, 18(Suppl 1):200 Page 234 of 235 given its accelerated purpose, trials which employed the ATD escal-
ation method would have fewer dose levels and larger increments
between doses and thereby achieve the maximum tolerated dose
(MTD) quicker. at random assumption. There may be lack of lack of awareness of the
issue, or guidance on how to conduct such analyses. at random assumption. There may be lack of lack of awareness of the
issue, or guidance on how to conduct such analyses. at random assumption. There may be lack of lack of awareness of the
issue, or guidance on how to conduct such analyses. given its accelerated purpose, trials which employed the ATD escal-
ation method would have fewer dose levels and larger increments
between doses and thereby achieve the maximum tolerated dose
(MTD) quicker. Chalmers Finalists Of the 69 trials identified for review, 64 were parallel multiple dose
design and five were parallel single dose design. Of the parallel mul-
tiple dose trials, 54/64 used a rule based dose escalation method
with only 4/64 opting for a model based dose escalation method. Nonparametric overdose control for dose finding in
drug-combination trials Nonparametric overdose control for dose finding in
drug-combination trials
Chi Kin Lam, Ruitao Lin, Guosheng Yin
The University of Hong Kong
Correspondence: Chi Kin Lam
Trials 2017, 18(Suppl 1):O118 Methods We conducted a review of trial-based CEA published in the Health
Technology Assessment journal between January 2013 and Decem-
ber 2015. This journal is a key depository of full-scale economic eval-
uations funded by the UK National Institute for Health Research
Health Technology Assessment Programme (NIHR HTA), where each
report includes details of the analysis methods and results. l Fifty-two eligible trials were identified. Nearly all of them had missing
data, with a median proportion of participants with complete cost-
effectiveness data of 63% (IQR 47% to 81%). Restricting analysis to
complete-records remains the most common approach (43% of pri-
mary analysis), followed by multiple imputation (30%). Only half of
the studies conducted sensitivity analyses for missing data, and it
was typically using a limited range of assumptions such as data being
either “missing completely at random” or “missing at random”. Conclusions O119
Biomarker stratified design enriched by auxiliary variables
Ting Wang1, Xiaofei Wang2, Haibo Zhou1, Jianwen Cai1,
Stephen L. George2
1University of North Carolina at Chapel Hill; 2Duke University
Correspondence: Ting Wang
Trials 2017, 18(Suppl 1):O119 p
g
1University of North Carolina at Chapel Hill; 2Duke University
Correspondence: Ting Wang
Trials 2017, 18(Suppl 1):O119 p
g
1University of North Carolina at Chapel Hill; 2Duke University
Correspondence: Ting Wang
Trials 2017, 18(Suppl 1):O119 Missing data remain a major concern for trial-based CEA. In spite of its
limitations, restricting analysis to the subset of complete records is the
most common approach. Analysts typically do not follow guidelines in
evaluating the robustness of inferences to departure from the missing g
Conclusion The findings of this research suggest that the ATD dose escalation
method may not achieve the MTD quicker than the traditional 3 + 3
dose escalation method. If ATD is in fact not accelerated, this finding
has implications for drug development organisations where a pro-
longed clinical trial process has large cost implications, and also for
patients who may have to wait longer for drugs to reach the clinic. Future research will seek to compare the dose escalation methods
used in first-in-human clinical trials of the same drug candidate (e.g. in Caucasian and Asian populations) to control the effect of drug
variation on dose escalation whilst acknowledging and accounting
for population differences. Missing data in trial-based cost-effectiveness analysis: a review of
the current practice
Baptiste Leurent, Manuel Gomes, James Carpenter
London School of Hygiene & Tropical Medicine
Correspondence: Baptiste Leurent
Trials 2017, 18(Suppl 1):O116 Background
C
ff
i drug combination trials
Chi Kin Lam, Ruitao Lin, Guosheng Yin
The University of Hong Kong
Correspondence: Chi Kin Lam
Trials 2017, 18(Suppl 1):O118 Cost effectiveness analyses (CEA) of randomised trials are an import-
ant source of information for health commissioners to decide on
how to best allocate limited resources. Missing data are a common
issue in trials, and is particularly problematic in CEA which require
complete information on both costs and effects. Recent guidelines
addressing this issue encourage the use of suitable methods such as
multiple imputation and recommend the conduct of sensitivity ana-
lyses under varied missing data assumptions. It is however unclear to
what extent these recommendations have affected practice. Aim: To
review the extent of, and methods used to address, missing data in
trial-based cost-effectiveness analysis. With the emergence of novel targeted anti-cancer agents, drug
combinations have been recognized as cutting-edge development in
oncology. However, limited attention has been paid to the overdose
control in the existing drug-combination dose-finding trials. We
develop the multi-agent nonparametric overdose control (MANOC)
design for dose finding in phase I drug-combination trials. Based on
a Bayesian decision-theoretic approach, we control the probability of
overdosing in a local region at the current dose combination. Simula-
tion studies are conducted to investigate the performance of the
proposed design. While the MANOC can prevent patients from being
allocated to overtoxic dose levels, its accuracy and efficiency are still
competitive to the existing designs. As an illustration, the MANOC is
applied to a phase I clinical trial for identifying the maximum toler-
ated dose combination of buparlisib and trametinib. Method: The most popular rule based dose escalation methods were 3 + 3
(31/54) and ATD (16/54). The mean number of UDLs of 3 + 3 and
ATD trials did not differ significantly (9.4 vs. 8.5; p-value = 0.31 for
two-tailed t-test with 95% confidence intervals). Through use of a
graphical heat map method of analysis, the dose increments of ATD
trials do not appear to be greater than those of 3 + 3 trials. Given
these findings, the research hypothesis was disproven. l O117
Adaptive prediction of event times in clinical trials
Yu Lan1, Daniel F. Heitjan2
1Southern Methodist University; 2Southern Methodist University & UT
Southwestern Medical Center
Correspondence: Yu Lan
Trials 2017, 18(Suppl 1):O117 In event-based clinical trials it is common to plan interim analyses to
take place at planned event counts. Accurate prediction of these event
times can support trial planning and the efficient allocation of re-
sources. Available methods to create such predictions include paramet-
ric cure and non-cure models and a nonparametric approach based on
the Bayesian bootstrap. The parametric methods work well when their
underlying assumptions are met, and the nonparametric method gives
calibrated but inefficient predictions across a wide range of models. However, in the early stages of a trial, when predictions have the high-
est marginal value, there is insufficient data to provide evidence about
the form of underlying model, including whether a cure fraction exists. In this paper, we propose an adaptive method to address this defi-
ciency. The method draws predictions from the model with the highest
Bayesian posterior probability within a range of candidate models. To
further capture the uncertainty in clinical trial prediction, we apply a
simulation strategy using the Bayesian bootstrap. A simulation study
demonstrates that the adaptive method produces prediction intervals
that have good coverage and are slightly wider than non-adaptive in-
tervals but narrower than nonparametric intervals. It leads to some im-
provements in making predictions with data from the International
Chronic Granulomatous Disease Study. Introduction In precision medicine, drugs are developed to target patients with
certain genetic profiles. Targeted trials test treatment benefit only in Trials 2017, 18(Suppl 1):200 Page 235 of 235 that a patient with positive auxiliary variable also has a positive true
biomarker, is large enough. that a patient with positive auxiliary variable also has a positive true
biomarker, is large enough. the biomarker-positive patients. Trials with a biomarker-stratified design
(BSD) allow a complete assessment of the effect of the new drug rela-
tive to the standard drug overall as well as in various biomarker-
defined subgroups. However, a BSD trial often requires enrolling a large
number of patients, especially when the proportion of the biomarker
positives is small and thus the conduct of a BSD trial is expensive when
the cost of ascertaining the true biomarker status is high. Methods When employing the proposed design in a practical study, Gefitinib
or Carboplatin-Paclitaxel in Pulmonary Adenocarcinoma in North
America, for testing the treatment effect among EGFR mutants and
the interaction effect, ABSD requires 155 randomized patients com-
pared to the 930 randomized patients required by a BSD. In addition,
ABSD reduces the total cost cost by 64.6%. We propose a special type of biomarker enrichment design, Biomarker
Stratified Design Enriched by Auxiliary Variables (ABSD), in which a sub-
group of patients, typically the biomarker-positive patients, are
enriched based on the value of an inexpensive auxiliary variable that is
positively correlated to the true biomarker. In such a design, all
auxiliary-variable-positive patients and a proportion of the auxiliary-
variable-negative patients are selected and included in the randomized
trial. We compared the efficiency of ABSD with BSD in estimating vari-
ous treatment parameters that are estimable in a BSD trial including
the treatment effect in all patients and in specific biomarker subgroups
and the interaction effect. We compared the efficiency of the two
designs in term of the number of treated patients and the cost of the
trial, assuming a range of prevalence of the true biomarker-positive
patients in the overall population, the positive predictive value of the
auxiliary variables for the true maker, and configurations of cost utilities
of various items in conducting such trials. Another advantage of ABSD is that in most cases we can immedi-
ately randomize patients selected in the screening process without
waiting for the result of true biomarker test, which can substantially
reduce reduce the waiting time. Introduction g
Since PPV plays a very important role in the proposed design, a
Bayesian adaptive ABSD is also proposed to deal with the mis-
specified PPV. p
Conclusion A biomarker stratified design enriched by an auxiliary variable can be
more efficient than the standard BSD design. The efficiency gain can
be particularly significant when the auxiliary variable has a high PPV,
the prevalence rate of the biomarker-positive subgroup is small and
the cost of ascertaining the true biomarker status is high relative to
the auxiliary variable. Publisher’s Note
S
i
N Publisher’s Note
Springer Nature remains neutral with regard to jurisdictional claims
in published maps and institutional affiliations. The proposed ABSD always reduces the total cost of the trial relative to
a BSD when the prevalence rate is small and the PPV, the probability Submit your next manuscript to BioMed Central
and we will help you at every step: Results g
Results Submit your next manuscript to BioMed Central
and we will help you at every step: • We accept pre-submission inquiries
• Our selector tool helps you to find the most relevant journal
• We provide round the clock customer support
• Convenient online submission
• Thorough peer review
• Inclusion in PubMed and all major indexing services
• Maximum visibility for your research
Submit your manuscript at
www.biomedcentral.com/submit
and we will help you at every step:
|
https://openalex.org/W2077871146
|
https://works.bepress.com/laurie_godfrey/16/download/
|
English
| null |
DNA from extinct giant lemurs links archaeolemurids to extant indriids
|
BMC evolutionary biology
| 2,008
|
cc-by
| 7,627
|
Available at: https://works.bepress.com/laurie_godfrey/16/ April 28, 2008 April 28, 2008 University of Massachusetts Amherst University of Massachusetts Amherst From the SelectedWorks of Laurie R. Godfrey DNA from Extinct Giant Lemurs Links
Archaeolemurids to Extant Indriids Laurie Godfrey, University of Massachusetts - Amherst
Ludovic Orlando
Sébastien Calvignac
Céline Schnebelen
Christoph J Douady, et al. BioMed Central Published: 28 April 2008 Published: 28 April 2008 BMC Evolutionary Biology 2008, 8:121
doi:10.1186/1471-2148-8-121 This article is available from: http://www.biomedcentral.com/1471-2148/8/121 This article is available from: http://www.biomedcentral.com/1 © 2008 Orlando et al; licensee BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0),
which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creative
which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cit Abstract Background: Although today 15% of living primates are endemic to Madagascar, their diversity
was even greater in the recent past since dozens of extinct species have been recovered from
Holocene excavation sites. Among them were the so-called "giant lemurs" some of which weighed
up to 160 kg. Although extensively studied, the phylogenetic relationships between extinct and
extant lemurs are still difficult to decipher, mainly due to morphological specializations that reflect
ecology more than phylogeny, resulting in rampant homoplasy. Results: Ancient DNA recovered from subfossils recently supported a sister relationship between
giant "sloth" lemurs and extant indriids and helped to revise the phylogenetic position of
Megaladapis edwardsi among lemuriformes, but several taxa – such as the Archaeolemuridae – still
await analysis. We therefore used ancient DNA technology to address the phylogenetic status of
the two archaeolemurid genera (Archaeolemur and Hadropithecus). Despite poor DNA preservation
conditions in subtropical environments, we managed to recover 94- to 539-bp sequences for two
mitochondrial genes among 5 subfossil samples. Conclusion: This new sequence information provides evidence for the proximity of Archaeolemur
and Hadropithecus to extant indriids, in agreement with earlier assessments of their taxonomic
status (Primates, Indrioidea) and in contrast to recent suggestions of a closer relationship to the
Lemuridae made on the basis of analyses of dental developmental and postcranial characters. These
data provide new insights into the evolution of the locomotor apparatus among lemurids and
indriids. than today. Pygmy hippos and the world's largest bird –
the Great Elephant Bird Aepyornis maximus – are just two
striking examples of those endemic species that began to Research article Address: 1Paléogénétique et Evolution Moléculaire, Université de Lyon, Institut de Génomique Fonctionnelle de Lyon, Institut Fédératif
Biosciences Gerland Lyon Sud, Université Lyon 1, CNRS, INRA, Ecole Normale Supérieure de Lyon, 46 allée d'Italie, 69364 Lyon Cédex 07, France,
2CNRS UMR 5023, Laboratoire d'Ecologie des Hydrosystèmes Fluviaux, Université Claude Bernard Lyon 1, 6 rue R. Dubois, Bat. Darwin-C, F-
69622 Villeurbanne Cédex, France and 3Department of Anthropology, 240 Hicks Way, University of Massachusetts, Amherst, MA 01003, USA - ludovic.orlando@ens-lyon.fr; Sébastien Calvignac - sebastien.calvignac@ens-lyon.fr; Email: Ludovic Orlando - ludovic.orlando@ens-lyon.fr; Sébastien Calvignac - sebastien.calvignac@ens-lyon.fr;
Céline Schnebelen - equipe.paleo@ens-lyon.fr; Christophe J Douady - douady@univ-lyon1.fr; Laurie R Godfrey - lgodfrey@anthro.umass.edu;
Catherine Hänni* - catherine.hanni@ens-lyon.fr dovic Orlando - ludovic.orlando@ens-lyon.fr; Sébastien Calvignac - sebastien.calvignac@ens-lyon.fr; Email: Ludovic Orlando - ludovic.orlando@ens-lyon.fr; Sébastien Calvignac - sebastien.calvignac@ens-lyon.fr;
Céline Schnebelen - equipe paleo@ens-lyon fr; Christophe J Douady - douady@univ-lyon1 fr; Laurie R Godfrey - Céline Schnebelen - equipe.paleo@ens-lyon.fr; Christophe J Douady - douady@univ-lyon1.fr; Laurie R Godfrey - lgodfrey@anthro.umass.edu;
Catherine Hänni* - catherine.hanni@ens-lyon.fr Céline Schnebelen - equipe.paleo@ens-lyon.fr; Christophe J Douady - douady@univ-lyon1.fr; Laurie R Godfrey -
Catherine Hänni* - catherine.hanni@ens-lyon.fr * Corresponding author Received: 11 December 2007
Accepted: 28 April 2008 Open
Research article
DNA from extinct giant lemurs links archaeolemurids to extant
indriids
Ludovic Orlando1, Sébastien Calvignac1, Céline Schnebelen1,
Christophe J Douady2, Laurie R Godfrey3 and Catherine Hänni*1 Open Access Background g
At the time of the first settlers over 2000 years ago [1,2],
Madagascar harboured a greater faunal and floral diversity Page 1 of 9
(page number not for citation purposes) Page 1 of 9
(page number not for citation purposes) http://www.biomedcentral.com/1471-2148/8/121 BMC Evolutionary Biology 2008, 8:121 Other thorny phylogenetic questions still await a molecu-
lar contribution. Such is the case for the least arboreal and
most terrestrial lemurs, the Archaeolemuridae [19,20]. Among Lemuriformes, this family is presumed to belong
to the superfamily Indrioidea and consists of three extinct
species: Archaeolemur edwardsi, Archaeolemur majori, and
Hadropithecus stenognathus [7,19]. Hadropithecus survived
until the end of the first millennium A.D. whereas Archae-
olemur experienced at least a half-a-millennium reprieve
[1], possibly thanks to a greater plasticity of resources/
habitat exploitation [21]. All of the Archaeolemuridae
were extremely powerfully built [19] and exhibited char-
acters reminiscent of cercopithecoids [22]. On the basis of
cranial anatomy and dental morphology, Archaeolemuri-
dae have been considered the sister taxon of extant indri-
ids and the palaeopropithecids (families Indriidae and
Palaeopropithecidae) [23-25]. However, developmental
features [26] as well as the postcranial characters of a
newly excavated Hadropithecus subadult (Andrahomana
Cave, southeastern Madagascar [27,28]) recently chal-
lenged this consensual scenario and underscored striking
similarities with lemurids (family Lemuridae). The debate
is therefore still open [18]. decline and finally disappeared completely in the centu-
ries following human colonization [1,3]. Albeit emblem-
atic of Madagascar (>90 species among 15 genera
currently alive in Madagascar, which represents about
15% of the whole diversity among Primates), lemurs do
not stand as an exception [4-6]. Some 2,000 years ago,
they inhabited a wide variety of wooded terrains, from
forests to open woodlands and marshlands [7]. A spectac-
ular array of life history traits derives from a single ances-
tral primate that colonized Madagascar around 60MYA
[8]. But human activities, such as overhunting and habitat
modifications related to farming and pastoralism, led at
least 17 species – belonging to nine different genera – to
eventual extinction [9,10]. Several entire families – the
Archaeolemuridae, Palaeopropithecidae, and Megaladap-
idae – disappeared. Because all of the extinct species were larger than extant
species, they are called 'giant' lemurs. Some of them dis-
played particularly spectacular features (for example,
enormous body size, elongated rostra and widely sepa-
rated orbits, extremely rapid dental development). Background The
Palaeopropithecidae, including the most specialized
genus, Palaeopropithecus and its close relative Archaeoindris,
as well as the smaller-bodied Babakotia and Mesoprop-
ithecus, were so convergent on tree sloths that they have
been dubbed the "sloth lemurs" [11]. However, Archaeoin-
dris, despite its specializations for climbing, would have
had to spend most of its time on the ground due to a body
mass (ca. 160 kg) rivalling that of male gorillas [12]. The
megaladapids, some of which rivalled female gorillas in
body mass at ca. 88 kg [12], were slow climbers capable of
suspension but not leaping [13]. They sported peculiar
cranial specializations for consuming leaves and con-
verged postcranially with koalas; they have thus been
dubbed "koala lemurs." None of the 11 archaeolemurid specimens analysed so far
by molecular biologists yielded amplifiable DNA [18]. In
this study, we undertook an extensive analysis of 12 new
Archaeolemur and Hadropithecus subfossil remains. We
report for the first time the successful characterization of
94–539 bp along two mitochondrial genes (cytochrome b
and 12S rRNA). This sequence data provides a good sup-
port for a sistership between archaeolemurids and extant
indriids, in agreement with the most generally accepted
morphological phylogenetic scenario but in contrast to
recent suggestions made on the basis of analyses of dental
developmental and postcranial data. Extinct and extant lemurs exhibit an extraordinary range
in body size and diversity of locomotor and dietary pat-
terns. Ecologically driven convergences have considerably
confounded interpretations of the phylogenetic relation-
ships among lemurs. However, morphological data (cra-
nial and postcranial characters, developmental features)
have aided in the construction of a number of different
phylogenetic hypotheses [14,15] some of which have
been tested using molecular tools. For instance, Crovella
et al. (1994) used hybridization features of highly
repeated DNA probes to support the proximity of the
extinct Pachylemur insignis to the ruffed lemurs (Varecia
variegata) [16]. More recently, using PCR to recover short
overlapping fragment over the cytochrome b gene, Yoder
et al. (1999) [17] and Karanth et al. (2005) [18] were able
to confirm Palaeopropithecidae as a sister group of extant
indriids but challenged the long-standing proximity of
Megaladapis to Lepilemur. Results
f Histoire de la Terre, USM203/UMR5443 Paléobiodiversité, 8 rue Buffon, 75005 Paris. CNRS UP2147 = Dynamique de l'Évolution Humaine: Individus, Populations, Espèces, 44 rue de l'Amiral Mouchez, 75014 Paris
Column 'Ancient DNA' summarizes the samples that gave authentic ancient DNA fragments. The specimen under collection number 1937–44 at the
MNHN yielded authentic DNA fragments when a bone
fragment (sample CH147) was sampled but no result
when a molar root (sample CH190) was analyzed (Table
1 & Table S2, Additional file 1). All in all, these results sug-
gest poor DNA preservation conditions in the subfossils,
which is consistent with what is known about DNA decay
in warm subtropical environments [29] and with a previ-
ous ancient DNA survey of Malagasy subfossils [18,30]. ithecus stenognathus sample CH421 was found to exhibit a
larger divergence from the Archaeolemur sequences (24
substitutions). Raw divergences were in good agreement
with what was expected from morphological similarities
between these species and genera [19,22]. Because our
procedures respect the most stringent criteria of authentic-
ity (independent extractions/amplifications, cloning and
sequencing; see Materials and methods), we are confident
that the ancient DNA sequences reported here are authen-
tic and we used them in phylogenetic analyses (Figure
1ab). Despite such difficulties, we managed to recover authentic
ancient DNA sequences from individuals belonging to
each of the three genera sampled (Archaeolemur, Hadrop-
ithecus and Megaladapis). Sample CH147 (Megaladapis
edwardsi) allowed the recovery of a 190-bp cytochrome b
sequence that exhibited one and three transitions with the
two Megaladapis sequences reported in [18] (Accession
numbers Genbank:AY894790 and AY894791, respec-
tively). Notably, all these sequences were highly divergent
(34 substitutions) from the Megaladapis haplotype
described in [31] (Figure 1a, noted with a star). This hap-
lotype (Accession number Genbank:AJ278142) was
already criticized by Karanth et al. (2005) [18] and is now
definitively confirmed as a probable PCR-contaminant. Archaeolemur majori samples (CH210 and CH146) deliv-
ered respectively 269-bp and 335-bp in cytochrome b
(Table 1). Both sequences were identical over the 269
shared nucleotides but markedly different from all availa-
ble lemur sequences. Results
f To further investigate the evolutionary history of giant
lemurs, we performed an ancient DNA study on 12 sub-
fossil remains representing 10 individuals belonging to
three extinct giant lemur genera (Table 1). Short, overlap-
ping segments of three mitochondrial genes (control
region, cytochrome b and 12S rRNA) and one nuclear
gene (IRBP) were targeted by PCR (Table S1, Additional
file 1). The maximal amplicon length was about 160 bp
(including primers). Among the 12 specimens analyzed,
only 5 yielded amplifiable DNA although numerous
extractions and PCR reactions were performed (Table S2,
Additional file 1). It is noteworthy that none of the Con-
trol Region fragments targeted gave positive results, sug-
gesting poor efficiency of the PCR primers used here. Even
for samples that delivered authentic mtDNA fragments,
no nuclear DNA was recovered although fragments as
short as 80 bp were targeted (Table S2, Additional file 1). Page 2 of 9
(page number not for citation purposes) BMC Evolutionary Biology 2008, 8:121 http://www.biomedcentral.com/1471-2148/8/121 Table 1: Subfossil samples examined. Species
Sample
DNA length (Nb. of
overlapping fragments)
Location
Collection Reference
Description
Cyt b
12S rRNA
Archaeolemur sp. CH70
-
-
Antsingiavo-A, Narinda
CNRS UP2147 ref. ATA 2'01
Iliac
CH71
-
-
Antsingiavo-A, Narinda
CNRS UP2147 ref. ATA 2'01
Iliac
CH125
-
-
Madagascar
MNHN2 no ref. Right Femur
Archaeolemur edwardsi
CH126
190 (2)
-
Ménagerie
MNHN2 ref. 1931–6
Left Canine sup. Archaeolemur majori
CH127
-
-
Madagascar
MNHN2 ref. MAD57-1906-16
2nd left Molar inf. CH145
-
-
Mitoho, Madagascar
MNHN1 ref. 1938–537
Maxilla
CH146
335 (4)
222 (2)
Madagascar
MNHN1 ref. 1935–419
Molar
CH191
-
-
Madagascar
MNHN1 ref. 1935–420
Tooth
CH210
269 (3)
-
unknown
MNHN1 ref. 1936–200
Tooth inf. Hadropithecus stenognathus
CH421
94 (1)
-
Madagascar
MNHN1 ref. 1935–408
Tooth
Megaladapis edwardsi
CH147
190 (2)
-
Madagascar
MNHN1 ref. 1937–44
Bone
CH190
-
-
Madagascar
MNHN1 ref. 1937–44
Molar
MNHN1 = Museum National d'Histoire Naturelle, Bâtiment d'Anatomie Comparée, CP 55 – 55, rue Buffon, 75005 Paris. MNHN2 = Museum National d'Histoire Naturelle, Dpt. Histoire de la Terre, USM203/UMR5443 Paléobiodiversité, 8 rue Buffon, 75005 Paris. CNRS UP2147 = Dynamique de l'Évolution Humaine: Individus, Populations, Espèces, 44 rue de l'Amiral Mouchez, 75014 Paris
Column 'Ancient DNA' summarizes the samples that gave authentic ancient DNA fragments. MNHN1 = Museum National d'Histoire Naturelle, Bâtiment d'Anatomie Comparée, CP 55 – 55, rue Buffon, 75005 Paris. MNHN2 = Museum National d'Histoire Naturelle, Dpt. Page 3 of 9
(page number not for citation purposes) Phylogene
Figure 1 Phylogenetic relationships among lemuriforms
Figure 1
Phylogenetic relationships among lemuriforms. (A) Phylogenetic tree recovered after Bayesian analysis of Dataset #12
using different model parameters for 12S and Cytb genes. Numbers near the nodes refer to posterior probabilities. * Megala-
dapis haplotype described in Montagnon et al. (2001) [31] (Accession number Genbank:AJ278142), criticized in Karanth et al. (2005) [18] and definitively confirmed here as a probable PCR-contaminant. (B) Summary Consensus of all the phylogenetic
trees recovered from the analysis of our 12 datasets. y g
p
g
g
Phylogenetic relationships among lemuriforms. (A) Phylogenetic tree recovered after Bayesian analysis of Dataset #12
using different model parameters for 12S and Cytb genes. Numbers near the nodes refer to posterior probabilities. * Megala-
dapis haplotype described in Montagnon et al. (2001) [31] (Accession number Genbank:AJ278142), criticized in Karanth et al. (2005) [18] and definitively confirmed here as a probable PCR-contaminant. (B) Summary Consensus of all the phylogenetic
trees recovered from the analysis of our 12 datasets. three of them strongly support the classical view of a sis-
tership of Propithecus and lemurids. Furthermore, the
authors of this analysis note possible taxonomic bias in
their analysis since except for Propithecus, no taxa from the
family Indriidae (e.g. Indri and Avahi) have been consid-
ered. This added to the limited amount of sequence infor-
mation used in our study could explain these
discrepancies. In any case, the sequences presented in this
study sustain the sistership between Archaeolemur (and
Hadropithecus) and indriids as the most likely phyloge-
netic scenario. Consequently, we can now define a true
series of synapomorphies for archaeolemurids, palaeo-
propithecids, and indriids (collectively, the Indrioidea) at
both the dental and postcranial levels (see Figure 2 and
Additional data file: "Defining a series of synapomorphies
for the Indrioidea clade" for a list of such synapomor-
phies). Therefore, regardless of the phylogenetic method or the
sequence dataset used, the ancient DNA sequences recov-
ered in this study supported the existence of an Archaeole-
muridae-Indriidae
clade
(Table
2;
Figure
1b). Interestingly, despite significant variation among datasets
(Table S3, Additional file 1), Approximately Unbiased
(AU, [35]) and KH tests [36] come to similar conclusions
by rejecting the 3 latter alternative topologies and by
showing maximal p-values for the sistership between
Archaeolemur (and Hadropithecus) and indriids. Results
f Archaeolemur edwardsi sample
CH126 instead yielded a 190-bp cytochrome b sequence
(Table 1) that exhibited only a minimum number of 4
substitutions with Archaeolemur majori haplotypes while
the 94-bp cytochrome b sequence obtained from Hadrop- Accordingly, we retrieved all strepsirrhine cytochrome b
and 12S rRNA sequences available in Genbank and gener-
ated 12 different datasets (Table 2 and Additional data
file: for a complete list of the different sequences used). For each of these datasets, phylogenetic trees were built
using both maximum likelihood and bayesian methods. Including the new Archaeolemur and Hadropithecus
sequences in the dataset confirmed the indisputable
monophyly of Malagasy Lemuriformes. This provided
supplemental support to the scenario of a single origin for
all Malagasy Primates [32] (reviewed in [33]) and there-
fore to the authenticity of our sequences (the 'phyloge-
netic sense' criterion; discussed for instance in [34]). Furthermore, most phylogenies showed the best boot-
strap values and posterior probabilities for a sistership
between Archaeolemur (and Hadropithecus) and indriids
(up to 86.0% and 0.99, respectively; Table 2, summarized
in Figure 1b). Alternative topologies relating Archaeolemur
(and Hadropithecus) to either lemurids, cheirogaleids, lep-
ilemurids or lorisiformes received no more than marginal
bootstrap values or posterior probabilities (Table 2). Page 3 of 9
(page number not for citation purposes) http://www.biomedcentral.com/1471-2148/8/121 BMC Evolutionary Biology 2008, 8:121 Phylogenetic relationships among lemuriforms
Figure 1
Phylogenetic relationships among lemuriforms. (A) Phylogenetic tree recovered after Bayesian analysis of Dataset #12
using different model parameters for 12S and Cytb genes. Numbers near the nodes refer to posterior probabilities. * Megala-
dapis haplotype described in Montagnon et al. (2001) [31] (Accession number Genbank:AJ278142), criticized in Karanth et al. (2005) [18] and definitively confirmed here as a probable PCR-contaminant. (B) Summary Consensus of all the phylogenetic
trees recovered from the analysis of our 12 datasets. Phylogene
Figure 1 It is note-
worthy, also, that the molecular topology presented here
(Figure 1b) matches exactly that presented for extant taxa
only by DelPero et al. (2004) [37] on page 440) as one of
the "two remarkably similar topologies that were strongly
supported at most of the internal nodes". However, a phy-
logenomic toolkit using extensive nuclear and mitochon-
drial sequence data came to different conclusions
regarding the position of Propithecus (family Indriidae)
and Lepilemur (family Lepilemuridae) [38]. Interestingly,
the former position shows conflict between loci since Interestingly, if our molecular data unambiguously link
archaeolemurids to indriids, they do not give insights into Page 4 of 9
(page number not for citation purposes) Page 4 of 9
(page number not for citation purposes) http://www.biomedcentral.com/1471-2148/8/121 BMC Evolutionary Biology 2008, 8:121 Table 2: Sequence datasets and phylogenetic supports for different phylogenetic hypotheses. Phylogene
Figure 1 Method
Dataset #
Gene
Root
Length
Taxa
indriids
lemurids
cheirogaleids
lepilemurids
lorisiformes
aye-aye
Likelihood
1
Cytb
Lorisiformes + Aye-aye
1140
125
21
0
0
0
0
2.5
2
Cytb
Lorisiformes + Aye-aye
486
125
22.5
0
0.5
0
0
3
3
Cytb
Aye-aye
486
99
18.5
0.5
0
0
NA
10.5
4
Cytb
Aye-aye
486
99
0.7
0
0.7
0
NA
4
5
12S
Lorisiformes + Aye-aye
985
124
72.5
0
3
0
0
1
6
12S
Lorisiformes + Aye-aye
333
124
46.5
0.5
10.5
0
0
0
7
12S
Aye-aye
333
89
42
5.5
9
0
NA
1
8
12S
Aye-aye
197
89
36
4
5
0
NA
2
9
12S
Aye-aye
372
89
86
0
0.5
0
NA
0.5
10
12S + Cytb
Lorisiformes + Aye-aye
1934
49
39.5
0
0
0
0
0.5
11
12S + Cytb
Lorisiformes + Aye-aye
819
49
33.5
0
0
0.5
0
1.5
12
12S + Cytb
Aye-aye
819
36
33
0
1.5
1.5
NA
2
Bayesian
1
Cytb
Lorisiformes + Aye-aye
1140
125
0.29
0
0
0
0
0.22
2
Cytb
Lorisiformes + Aye-aye
486
125
0.52
0
0
0
0
0
3
Cytb
Aye-aye
486
99
0.09
0
0
0
NA
0.64*
4
Cytb
Aye-aye
486
99
0.44
0
0
0
NA
0.26
5
12S
Lorisiformes + Aye-aye
985
124
0.84
0
0
0
0
0
6
12S
Lorisiformes + Aye-aye
333
124
0.55
0
0.06
0
0
0
7
12S
Aye-aye
333
89
0.54
0.06
0.09
0
NA
0
8
12S
Aye-aye
197
89
0.53
0.08
0
0
NA
0
9
12S
Aye-aye
372
89
0.99
0
0
0
NA
0
10
12S + Cytb
Lorisiformes + Aye-aye
1934
49
0.64
0
0
0
0
0
11
12S + Cytb
Lorisiformes + Aye-aye
819
49
0.68
0
0
0
0
0
12
12S + Cytb
Aye-aye
819
36
0.88
0
0
0
NA
0
Bayesian
partitioned
10
12S + Cytb
Lorisiformes + Aye-aye
1934
49
0.63
0
0
0
0
0
11
12S + Cytb
Lorisiformes + Aye-aye
819
49
0.68
0
0
0
0
0
12
12S + Cytb
Aye-aye
819
36
0.86
0
0
0
NA
0
Phylogenetic supports for the nesting of Archaeolemur (and Hadropithecus) within different taxa (Indriidae, Lemuridae, Cheirogaleidae, Lepilemuridae,
Lorisiformes or the Aye-aye, respectively) are given in the 6 last columns. Phylogene
Figure 1 Bootstrap percentages or Posterior probabilities are given for Likelihood
and Bayesian analyses, respectively. * In this topology, Archaeolemur actually appears as the sister taxon of the aye-aye but both are nested within
paraphyletic indriids. This finding most likely results from a Long Branch Attraction artifact. Table 2: Sequence datasets and phylogenetic supports for different phylogenetic hypotheses. Phylogenetic supports for the nesting of Archaeolemur (and Hadropithecus) within different taxa (Indriidae, Lemuridae, Cheirogaleidae, Lepilemuridae,
Lorisiformes or the Aye-aye, respectively) are given in the 6 last columns. Bootstrap percentages or Posterior probabilities are given for Likelihood
and Bayesian analyses, respectively. * In this topology, Archaeolemur actually appears as the sister taxon of the aye-aye but both are nested within
paraphyletic indriids. This finding most likely results from a Long Branch Attraction artifact. [41]. Since that time, craniodental studies have consist-
ently recognized the phylogenetic affinity of Indrioidea
and their separation from other lemurs. Often, the three
families are treated as subfamilies within the family Indri-
idae, which in turn is placed within the Lemuroidea. In
their review of the craniodental evidence, Tattersall and
Schwartz (1974) came to the same conclusion [25]. How-
ever, they and other researchers since have recognized that
the clade as a whole is not supported by a large number of
morphological traits, and that different suites of morpho-
logical traits might be used to defend very different phyl-
ogenetic hypotheses. Moreover King et al. (2001)
examined the sequence of fusion of postcranial epiphyses,
dental eruption, and closure of cranial sutures in Archae-
olemur and two living lemurs (Propithecus and Eulemur) in
an effort to evaluate functional and phylogenetic implica-
tions of developmental data [26]. These authors noted
that the sequence data failed to demonstrate similarities
of Archaeolemur to Propithecus, but rather showed greater
likeness to Eulemur. In addition, studies of recently-found
carpal elements of Palaeopropithecus, Archaeolemur, and
Hadropithecus have demonstrated greater likenesses of the
archaeolemurids to lemurids [22,27,28,42]. the phylogenetic relationships within the Indrioidea, as
ingroup nodes do not receive conclusive bootstrap values
and posterior probabilities (Figure 1A and Table S4, Addi-
tional file 1). However, morphological and developmen-
tal characters have recently provided unambiguous
support for considering the palaeopropithecids as the sis-
ter to the Indriidae (contra treating the Archaeolemuridae
as the sister to the Indriidae) (Figure 2; see Additional data
file: "Phylogenetics relationships within Indrioidea" for
in-depth discussion). For this reason, this is our preferred
phylogeny. Discussion The idea that the Archaeolemuridae, Palaeopropithecidae
and Indriidae comprise a clade within the Lemuriformes
is not new. Indeed, affinities of Archaeolemur to indriines
were recognized by Lorenz von Liburnau in 1900 when he
named "Protoindris globiceps" on the basis of a photograph
of a skull (later synonymized with Archaeolemur majori)
that had been collected by Franz Sikora in 1899 at Andra-
homana Cave in southeastern Madagascar [39]. Standing
(1908) treated Archaeolemur as an indriid [40], and G. E. Smith (1908) discussed the indriid character of its brain Page 5 of 9
(page number not for citation purposes) Page 5 of 9
(page number not for citation purposes) BMC Evolutionary Biology 2008, 8:121 http://www.biomedcentral.com/1471-2148/8/121 Model for the evolution indrioids, modified from Godfrey (1988)
Figure 2
Model for the evolution indrioids, modified from Godfrey (1988).
! "#$$! "
" "%&$ " ' ()*'+ ,-* . /'$"+$*$",,(*'"$*$
&$" $*& $* 0$ "% "&$,#+",*&' "
,+&, ! "#$$! "
&"$* "& *$#!$"*$$*
!&'12 ! "*34! +$, &+ ,'*$
*$ (*3*$#&$ +*+'
$.*3%*$ "#1$&! $* %*$"#
"&$,%* '1
+"3$& (
5'*3$&&*$,
,"$*,(*'" "&$,%* '1
+"3$& (
5'*3$&&*$,
,"$*,(*'" ,+&, ! "#$$! "
&"$* "& *$#!$"*$$*
!&'12 ! "*34! +$, &+ ,'*$
*$ (*3*$#&$ +*+'
$.*3%*$ "#1$&! Page 6 of 9
(page number not for citation purposes) Discussion $* %*$"#
Model for the evolution indrioids, modified from Godfrey (1988)
Figure 2
Model for the evolution indrioids, modified from Godfrey (1988). Given that the Archaeolemuridae-Lemuridae sistership is
not supported by our molecular data, one interpretation
is that the lemurid-likenesses of the Archaeolemuridae are
primitive (symplesiomorphic) for indriids, palaeoprop-
ithecids, archaeolemurids, and lemurids. Another is that
they represent convergences of archaeolemurids and
lemurids due to shared quadrupedalism, although this
cannot account for developmental likenesses. Godfrey
(1988) reconstructed the common ancestor of the Indrio-
idea as a versatile and probably arboroterrestrial quadru-
ped with limb proportions and a positional repertory not
very different from those of the lemurids, Varecia or Pach-
ylemur [14]. Such a scenario (Figure 2) would explain the
manual similarities of the Archaeolemuridae and the
Lemuridae. This author also reconstructed the common
ancestor of the indriids and palaeopropithecids as a gen-
eralized quadrupedal climber/hanger, with striking
synapomorphies of the upper limb, hands, and feet. According to this interpretation, an initial split divided the Indrioidea into two clades, one of which (the Archae-
olemuridae) specialized in terrestrial quadrupedalism
while the other (the palaeopropithecid-indriid clade) spe-
cialized in slow quadrupedal climbing and hanging. The
latter subsequently split into two clades, one of which
(the Palaeopropithecidae) sacrificed rapid locomotion of
any sort to perfect deliberate hanging skills, the other of
which (the Indriidae) sacrificed quadrupedalism to
develop a new form of 'vertical clinging and leaping' while
retaining sloth-like hanging skills. This unique combination of locomotor/postural features
and dental adaptations in archaeolemurids is probably
the reason why their phylogenetic status has been so diffi-
cult to decipher. This study demonstrates the value of the
ancient DNA approach in solving the phylogenetic rela-
tionships among extinct and extant taxa, especially in sit-
uations involving rampant morphological homoplasy, Page 6 of 9
(page number not for citation purposes) http://www.biomedcentral.com/1471-2148/8/121 http://www.biomedcentral.com/1471-2148/8/121 BMC Evolutionary Biology 2008, 8:121 morphological plasticity with rapid change in body size
[43,44], or sexual dimorphism [45,46]. ries. PCR products were cloned using the Topo TA cloning
kit (Invitrogen®) following the manufacturer instructions. Discussion Colonies positive for insertion were screened by PCR into
a 12 μl reaction mix using universal M13 (5'-GTT TTC
CCA GTC ACG ACG TTG) and REV (5'-TTT CAC ACA
GGA AAC AGC TAT) primers and 35–45 cycles of dena-
turation (94°C, 30s), annealing (55°C, 30s) and elonga-
tion (72°C, 45s). PCR products were further sequenced by
a service provider (Cogenics®). For each DNA fragment,
the final sequence was deduced from the consensus of all
clone sequences obtained from at least two independent
PCR products. Such an approach is generally taken for dis-
carding possible artifactual substitutions induced by DNA
damage [51]. A total number of 75 PCR products and 399
clones were analyzed (Table S2, Additional file 1). For
cytochrome b, no prematurate stop-codon is observed in
the coding-phase of each of the final consensus. Finally,
the sample CH146 (Archaeolemur majori) was independ-
ently extracted, amplified and analysed in two different
ancient DNA laboratories. It yielded identical consensus
cytochrome b sequences. Conclusion We have been successful in amplifying and sequencing
the first ancient DNA sequences of all the members of an
enigmatic lemur family: the archaeolemurids (genera
Archaeolemur and Hadropithecus). These 'giant lemurs'
lived in Madagascar centuries ago but have been led to
extinction by human activities. Our new sequences solve
the phylogenetic position of archaeolemurids as close rel-
atives of both the sloth lemurs and the indriids. This
appears in sharp contrast with most recent ontogenetic
studies as well as new discoveries of postcranial elements
of the archaeolemurids that indicate striking similarities
with lemurids. In light of our new phylogenetic frame-
work, we were able to reinterpret the available cranial and
postcranial data. Our data offer support for a particular
scenario of the evolution of the Indrioidea locomotor
apparatus (starting from arboroterrestrial ancestors that
specialized in either terrestrial quadrupedalism or arbo-
real skills). Methods
A The new sequences reported in this manuscript were
deposited in Genbank under Accession numbers
EU441938–EU441943. All available sequences of extinct
and extant Strepsirrhini were retrieved from Genbank and
aligned using ClustalW. In order to investigate possible
artifacts due to stochastic or systematic errors, 12 different
datasets were constituted. Dataset composition is pro-
vided in the Additional data file. Ancient DNA extraction, amplification and sequencing
A total of 10 samples of subfossil lemurs belonging to the
genera Archaeolemur and Hadropithecus were subjected to
ancient DNA extraction (Table 1). These cover all the spe-
cies currently allied to Archaeolemuridae. Furthermore,
two subfossils of the extinct lemur Megaladapis edwardsi
were also included in the analysis in order to compare the
sequences retrieved with the sequences already reported
by other laboratories [18,31]. DNA was extracted and
amplified as previously described elsewhere [47,48],
using appropriate ancient DNA techniques and respective
of the most scrupulous ancient DNA authentication crite-
ria [49]. Briefly, mock extractions and the three different
amplification controls described in Loreille et al. (2001)
[50] were included in each analysis to detect possible con-
tamination. Only one lemur sample was extracted per
extraction session to limit possible cross-contamination
between specimens. All PCR reactions were conducted in
a total volume of 25–100 μl using 2.5–10 units of Taq
Gold (Perkin-Elmer®) together with 2 mM MgCl2, 1 mg/
ml BSA, 250 μM of each dNTP and 0,5–1 μM of the differ-
ent primers listed in Table S1, Additional file 1. A 5–10
min activation step at 92–94°C was followed by 50–60
cycles of denaturation (92–94°C, 45–60s), annealing
(44–50°C, 45–60s), extension (72°C, 45s) and a last
extension step at 72°C (5–10 min). Primers (Table S1,
Additional file 1) were designed to target overlapping
DNA fragments of 80–200 bp among 3 different mtDNA
genes (control region, cytochrome b and 12S rRNA) and
one nuclear gene (IRBP). No specimen or DNA extract
from modern lemurs was ever introduced in the laborato- References y
25. Tattersall I, Schwartz JH: Craniodental morphology and the sys-
tematics of the Malagasy lemurs (Primates, Prosimii). Anthropol Pap Am Mus Nat Hist New York 1974, 52:139-192. 1. Burney DA, Burney LP, Godfrey LR, Jungers WL, Goodman SM,
Wright HT, Jull AJ: A chronology for late prehistoric Madagas-
car. J Hum Evol 2004, 47:25-63. 26. King SJ, Godfrey LR, Simons EL: Adaptive and phylogenetic sig-
nificance of ontogenetic sequences in Archaeolemur, subfossil
lemur from Madagascar. J Hum Evol 2001, 41:545-576. J
,
2. Perez VR, Godfrey LR, Nowak-Kemp M, Burney DA, Ratsimbazafy J,
Vasey N: Evidence of early butchery of giant lemurs in Mada-
gascar. J Hum Evol 2005, 49:722-742. Vasey N: Evidence of early butchery of giant lemurs in Mada-
gascar. J Hum Evol 2005, 49:722-742. 27. Godfrey LR, Jungers WL, Burney DA, Vasey N, Ramilisonina ,
Wheeler W, Lemelin P, Shapiro LJ, Schwartz GT, King SJ, Ramarolahy
MF, Raharivony LL, Randria GF: New discoveries of skeletal ele-
ments of Hadropithecus stenognathus from Andrahomana
cave, southeastern Madagascar. J Hum Evol 2006, 51:395-410. g
J
3. Boisserie JR: The phylogeny and taxonomy of Hippopotami-
dae (Mammalia: Artiodactyla): a review based on morphol-
ogy and cladistic analysis. Zool J Linnean Soc 2005, 143:1-26. gy
y
J
,
4. Martin RD: Origins, diversity and relationships of lemurs. Int J
Primatol 2000, 21:1021-1049. g
J
28. Lemelin P, Hamrick MW, Richmond BG, Godfrey LR, Jungers WL,
Burney DA: New hand bones of Hadropithecus stenognathus :
Implications for the paleobiology of the Archaeolemuridae. J Hum Evol 2008, 54:405-413. 5. Mittermeier RA, Konstant WR, Hawkins F, Louis EE, Langrand O,
Ratsimbazafy J, Rasoloarison R, Ganzhorn JU, Rajaobelina S, Tattersall
I, Meyers DM: Lemurs of Madagascar Tropical field guides: Conserva-
tion International, US; 2006. 29. J
29. Smith CI, Chamberlain AT, Riley MS, Stringer C, Collins MJ: The
thermal history of human fossils and the likelihood of suc-
cessful DNA amplification. J Hum Evol 2003, 45:203-217. 6. Tattersall I: Madagascar's lemurs: cryptic diversity or taxo-
nomic inflation? Evol Anthropol 2007, 16:12-23. 30. Karanth KP, Yoder A: Geographic origins of aDNA samples and
prospects for aDNA studies in the tropics. In Molecular Markers,
PCR, Bioinformatics and Ancient DNA- Technology, Troubleshooting and
Applications Edited by: Dorado G. New-York: Science Publishers in
press. p
7. Godfrey LR, Jungers WL, Reed KE, Simons EL, Chatrath PS: Subfossil
Lemurs: Inferences about the Past and Present Primate
Communities in Madagascar. Additional file 1 16. Crovella S, Montagnon D, Rakotosamimanana B, Rumpler Y: Molec-
ular biology and systematics of an extinct lemur: Pachylemur
insignis. Primates 1994, 35:519-522. Table S1. Fragment length, primer sequences and T annealing of the PCR
fragments targeted under this study.Table S2. Number of independent
PCR amplifications and clones sequenced per fragment and per sam-
ple.Table S3. p-values of AU and KH tests for the clustering of Archae-
olemur (and Hadropithecus) within different taxa (indriids, lemurids,
cheirogaleids, lepilemurids, lorisiformes or aye-aye, respectively) or out-
side indriids (no indriids).Table S4. Phylogenetic supports for three alter-
native relationships among Indrioidea. Click here for file g
17. Yoder AD, Rakotosamimanana B, Parsons TJ: Ancient DNA in sub-
fossil lemurs: methodological challenges and their solutions. In New Directions in Lemur Studies Edited by: Rasaminanana H, Rako-
tosamimanana B, Goodman S, Ganzhorn J. New-York: Plenum Press;
1999:1-17. 18. Karanth KP, Delefosse T, Rakotosamimanana B, Parsons TJ, Yoder
AD: Ancient DNA from giant extinct lemurs confirms single
origin of Malagasy primates. Proc Natl Acad Sci USA 2005,
102:5090-5095. [http://www.biomedcentral.com/content/supplementary/1471-
2148-8-121-S1.doc] [http://www.biomedcentral.com/content/supplementary/1471-
2148-8-121-S1.doc] 19. Godfrey LR, Jungers WL, Wunderlich RE, Richmond BG: Reap-
praisal of the postcranium of Hadropithecus (Primates, Indri-
oidea). Am J Phys Anthropol 1997, 103:529-556. )
J
y
p
20. Shapiro LJ, Seiffert CV, Godfrey LR, Jungers WL, Simons EL, Randria
GF: Morphometric analysis of lumbar vertebrae in extinct
Malagasy strepsirrhines. Am J Phys Anthropol 2005, 128:823-839. 21. Godfrey LR, Semprebon GM, Schwartz GT, Burney DA, Jungers WL,
Flanagan EK, Cuozzo FP, King SJ: New insights into old lemurs:
the trophic adaptations of the Archaeolemuridae. Int J Prima-
tol 2005, 26:825-854. Authors' contributions 12. Jungers WL, Demes B, Godfrey LR: How big were the "giant"
extinct lemurs of Madagascar? In Elwyn Simons: A search for origins
Edited by: Fleagle JG, Gilbert CC. New-York: Springer; 2008:343-360. LO, SC and CS extracted, amplified and sequenced
ancient DNA. LG provided palaeontological information. CD performed the phylogenetic analyses. CH initiated
and coordinated the study. LO and LG wrote the paper. 13. Jungers WL: Adaptative diversity in subfossil Malagasy prosim-
ians. Z für Morphol Anthropol 1980, 71:177-186. 14. Godfrey LR: Adaptive diversification of Malagasy strepsir-
rhines. J Hum Evol 1988, 17:93-134. 15. Jungers WL, Godfrey LR, Simons EL, Chatrath PS, Rakotosamimanana
B: Phylogenetic and functional affinities of Babakotia (Pri-
mates), a fossil lemur from northern Madagascar. Proc Natl
Acad Sci USA 1991, 88:9082-9086. test (AU, [35]) and unilateral KH test [36] using Consel
[58]. test (AU, [35]) and unilateral KH test [36] using Consel
[58]. 10. Godfrey LR, Jungers WL: Quaternary fossil lemurs. In The Primate
fossil record Edited by: Hartwig W. New-York: Cambridge University
Press; 2002:97-122. 11. Godfrey LR, Jungers WL: The extinct sloth lemurs of Madagas-
car. Evol Anthropol 2003, 12:252-263. Additional material Additional file 1
Table S1. Fragment length, primer sequences and T annealing of the PCR
fragments targeted under this study.Table S2. Number of independent
PCR amplifications and clones sequenced per fragment and per sam-
ple.Table S3. p-values of AU and KH tests for the clustering of Archae-
olemur (and Hadropithecus) within different taxa (indriids, lemurids,
cheirogaleids, lepilemurids, lorisiformes or aye-aye, respectively) or out-
side indriids (no indriids).Table S4. Phylogenetic supports for three alter-
native relationships among Indrioidea. Click here for file
[http://www.biomedcentral.com/content/supplementary/1471-
2148-8-121-S1.doc] Acknowledgements We thank four anonymous reviewers for fruitful comments, Marilyne Duf-
fraisse for technical help and the following organizations for supporting this
work: CNRS (APN), MENRT (ACI), ENS Lyon and UCB-Lyon1. We are
especially indebted with Sandrine Hughes, Vincent Laudet, Marie Pagès and
Michael Schubert for critical reading of the manuscript. We would also like
to thank Drs. Christine Lefebvre, Marc Godinot and Pascal Tassy at the
MNHN, and Dominique Gommery (CNRS UPR 2147) who kindly provided
us the samples included in this study. 22. Jungers WL, Lemelin P, Godfrey LR, Wunderlich RE, Burney DA,
Simons EL, Chatrath PS, James HF, Randrai GF: The hands and feet
of Archaeolemur : metrical affinities and their functional sig-
nificance. J Hum Evol 2005, 49:36-55. J
23. Tattersall I: Cranial anatomy of the Archaeolemurinae
(Lemuroidea, Primates). Anthropol Pap Am Mus Nat Hist 1973,
52:1-110. 24. Tattersall I: The Primates of Madagascar New-York: Columbia Univer-
sity Press; 1982. Phylogenetic analyses Bayesian Markov Chain Monte Carlo phylogenies were
generated using MrBayes 3.12 [52] under a GTR model of
evolution assuming a fraction of invariant sites and rate
heterogeneity across sites. Two sets of four chains sampled
every 100 generations were run until the average standard
deviation of split frequencies between the two sets fell
below the default critical value of 0.01 using a burn-in
fraction of 25%. Bayesian posterior probabilities were
finally recorded even if their significance, in term of
robustness, remains an open question (e.g. [53]). For each
dataset, the best-fitting model of substitution was then
determined using Modeltest [54] following AIC criterion
[55]. Maximum Likelihood (ML) trees were then built
with Phyml [56]. The strength of the phylogenetic signal
was assessed via non-parametric bootstrapping [57]
among 200 pseudo replicates. For datasets #10–12, we
analyzed either both genes under the same (Likelihood
and Bayesian, respectively) or independent (Bayesian par-
titioned) model parameters (Tables 2 & S4, Additional file
1). Statistical supports for different a priori selected
hypotheses were assessed via the Approximately Unbiased Page 7 of 9
(page number not for citation purposes) Page 7 of 9
(page number not for citation purposes) http://www.biomedcentral.com/1471-2148/8/121 BMC Evolutionary Biology 2008, 8:121 BMC Evolutionary Biology 2008, 8:121 http://www.biomedcentral.com/1471-2148/8/121 32. Yoder AD, Cartmill M, Ruvolo M, Smith K, Vilgalys R: Ancient single
origin for Malagasy primates. Proc Natl Acad Sci USA 1996,
93:5122-5126. 58. 33. Yoder A, Nowak M: Has vicariance or dispersal been the pre-
dominant biogeographic force in Madagascar? Only time will
tell. Ann Rev Ecol Evol Syst 2006, 37:405-431. y
,
34. Shapiro B, Rambaut A, Gilbert TM: No proof that typhoid caused
the Plague of Athens (a reply to Papagrigorakis et al )
Int J y
34. Shapiro B, Rambaut A, Gilbert TM: No proof that typhoid caused
the Plague of Athens (a reply to Papagrigorakis et al.). Int J
Infect Dis 2006, 10:334-335. f
35. Shimodaira H: An approximately unbiased test of phylogenetic
tree selection. Syst Biol 2002, 51:492-508. y
36. Kishino H, Hasegawa M: Evaluation of the maximum likelihood
estimate of the evolutionary tree topologies from DNA
sequence data, and the branching order in hominoidea. J Mol
Evol 1989, 29:170-179. 37. DelPero M, Pozzi L, Masters JC: A composite molecular phylog-
eny of living lemuroid primates. Folia Primatol 2006, 77:434-445. y
g
p
38. Horvath JE, Weisrock DW, Embry SL, Fiorentino I, Balhoff JP, Kappe-
ler P, Wray GA, Willard HF, Yoder AD: Development and appli-
cation of a phylogenomic toolkit: Resolving the evolutionary
history of Madagascar's lemurs. Genome Res 2008 in press. 39. Lorenz von Liburnau L: über einige Reste ausgestorbener Pri-
maten von Madagascar. Denkschriften der Kaiserlichen Akademie
der Wissenschaften zu Wien 1901, 70:1-11. 40. Standing HF: On recently discovered subfossil Primates from
Madagascar. Trans Zool Soc 1908, 18:69-162. g
41. Smith GE: On the form of the brain in the extinct lemurs of
Madagascar, with some remarks on the affinities of the
Indrisinae. Trans Zool Soc Lond 1908, 18:163-177. 42. Hamrick MW, Simons EL, Jungers WL: New wrist bones of the
Malagasy giant subfossil lemurs. J Hum Evol 2000, 38:635-650. g
y g
J
43. Bunce M, Szulkin M, Lerner HR, Barnes I, Shapiro B, Cooper A, Hold-
away RN: Ancient DNA provides new insights into the evolu-
tionary history of New Zealand's extinct giant eagle. PLOS Biol
2005, 3:e9. 44. Lalueza-Fox C, Castersana J, Sampietro L, Marquès-Bonet T, Alcover
JS, Bertranpetit J: Molecular dating of caprines using ancient
DNA sequences of Myotragus balearicus, an extinct endemic
Balearic mammal. BMC Evol Biol 2005, 5:70. 45. 57.
Felsenstein J: Confidence limits on phylogenies: an approach
using the bootstrap. Evolution 1985, 39:783-791.
58.
Shimodaira H, Hasegawa M: CONSEL: for assessing the confi-
dence of phylogenetic tree selection. Bioinformatics 2001,
17:1246-1247. g
p
58.
Shimodaira H, Hasegawa M: CONSEL: for assessing the confi-
dence of phylogenetic tree selection. Bioinformatics 2001,
17:1246-1247. BMC Evolutionary Biology 2008, 8:121 Bunce M, Worthy TH, Ford T, Hoppitt W, Willerslev E, Drummond
A, Cooper A: Extreme reversed sexual size dimorphism in the
extinct New Zealand moa Dinornis. Nature 2003, 425:172-175. 46
H
L Mill
CD S
fi ld RP L
b
t DM Nuclear DNA 45. Bunce M, Worthy TH, Ford T, Hoppitt W, Willerslev E, Drummond
A, Cooper A: Extreme reversed sexual size dimorphism in the
extinct New Zealand moa Dinornis. Nature 2003, 425:172-175. 46. Huynen L, Millar CD, Scofield RP, Lambert DM: Nuclear DNA
sequences detect species limits in ancient moa. Nature 2003,
425:175 178 ,
46. Huynen L, Millar CD, Scofield RP, Lambert DM: Nuclear DNA
sequences detect species limits in ancient moa. Nature 2003,
425:175-178. 47. Hughes S, Hayden TJ, Douady CJ, Tougard C, Germonpré M, Stuart
A, Lbova L, Carden RF, Hänni C, Say L: Molecular phylogeny of
the extinct giant deer, Megaloceros giganteus. Mol Phylogenet
Evol 2006, 40:285-291. 48. Orlando L, Mashkour M, Burke A, Douady CJ, Eisenmann V, Hänni C:
Geographic distribution of an extinct equid (Equus hydrunti-
nus : Mammalia, Equidae) revealed by morphological and
genetical analyses of fossils. Mol Ecol 2006, 15:2083-2093. g
y
49. Cooper A, Poinar HN: Ancient DNA: do it right or not at all. Science 2000, 289:1139. 50. Loreille O, Orlando L, Patou-Mathis M, Philippe M, Taberlet P, Hänni
C: Ancient DNA analysis reveals divergence of the cave bear,
Ursus spelaeus, and brown bear, Ursus arctos, lineages. Curr
Biol 2001, 11:200-203. 51. Hofreiter M, Jaenicke V, Serre D, Haeseler Av A, Pääbo S: DNA
sequences from multiple amplifications reveal artifacts
induced by cytosine deamination in ancient DNA. Nuc Acids
Res 2001, 29:4793-4799. 57.
Felsenstein J: Confidence limits on phylogenies: an approach
using the bootstrap. Evolution 1985, 39:783-791. http://www.biomedcentral.com/1471-2148/8/121 BMC Evolutionary Biology 2008, 8:121 Publish with BioMed Central and every
scientist can read your work free of charge
"BioMed Central will be the most significant development for
disseminating the results of biomedical research in our lifetime."
Sir Paul Nurse, Cancer Research UK
Your research papers will be:
available free of charge to the entire biomedical community
peer reviewed and published immediately upon acceptance
cited in PubMed and archived on PubMed Central
yours — you keep the copyright
Submit your manuscript here:
http://www.biomedcentral.com/info/publishing_adv.asp
BioMedcentral
Page 9 of 9
(page number not for citation purposes) Publish with BioMed Central and every
scientist can read your work free of charge
"BioMed Central will be the most significant development for
disseminating the results of biomedical research in our lifetime."
Sir Paul Nurse, Cancer Research UK
Your research papers will be:
available free of charge to the entire biomedical community
peer reviewed and published immediately upon acceptance
cited in PubMed and archived on PubMed Central
yours — you keep the copyright
Submit your manuscript here:
http://www.biomedcentral.com/info/publishing_adv.asp
BioMedcentral Publish with BioMed Central and every
scientist can read your work free of charge 52. Huelsenbeck JP, Ronquist F: MRBAYES: Bayesian inference of
phylogenetic trees. Bioinformatics 2001, 17:754-755. p y
g
53. Douady CJ, Delsuc F, Boucher Y, Doolittle WF, Douzery EJ: Com-
parison of Bayesian and maximum likelihood bootstrap
measures of phylogenetic reliability. Mol Biol Evol 2003,
20:248-254. 54. Posada D, Crandall KA: MODELTEST: testing the model of
DNA substitution. Bioinformatics 1998, 14:817-818. 55. Akaike H: A new look at the statistical model identification. IEEE Transactions on Automatic Control 1974, 19:716-723. 56. Guindon S, Gascuel O: A simple, fast, and accurate algorithm
to estimate large phylogenies by maximum likelihood. Syst
Biol 2003, 52:696-704. References In Natural change and human impact
in Madagascar Edited by: Goodman SM, Patterson BD. Washington,
DC: Smithsonian Institution Press; 1997:218-256. p
31. Montagnon D, Ravaoarimanana B, Rakotosamimanana B, Rumpler Y:
Ancient DNA from Megaladapis edwardsi (Malagasy subfos-
sil): preliminary results using partial cytochrome b
sequence. Folia Primatol 2001, 72:30-32. 8. Yoder AD, Yang Z: Divergence dates for Malagasy lemurs esti-
mated from multiple gene loci: geological and evolutionary
context. Mol Ecol 2004, 13:757-773. 9. Simons EL: Lemurs: Old and New. In Natural change and human
impact in Madagascar Edited by: Goodman SM, Patterson BD. Wash-
ington, DC: Smithsonian Institution Press; 1997:218-256. Page 8 of 9
(page number not for citation purposes) Page 8 of 9
(page number not for citation purposes) BMC Evolutionary Biology 2008, 8:121
|
https://openalex.org/W2930698829
|
https://europepmc.org/articles/pmc6447123?pdf=render
|
English
| null |
Isolated, Unilateral Inguinal Tuberculous Lymphadenitis
|
The American journal of tropical medicine and hygiene
| 2,019
|
cc-by
| 1,053
|
Isabel Ram´ırez1,2*
1Internal Medicine, Infectious Diseases, Hospital Pablo Tob ´on Uribe, Medell´ın, Colombia; 2Universidad de Antioquia, Medell´ın, Colombia Isabel Ram´ırez1,2*
1Internal Medicine, Infectious Diseases, Hospital Pablo Tob ´on Uribe, Medell´ın, Colombia; 2Universidad de Antio Isabel Ram´ırez1,2*
1Internal Medicine, Infectious Diseases, Hospital Pablo Tob ´on Uribe, Medell´ın, Colombia; 2Universidad de Antioquia, Medell´ın, Colombia Isabel Ram´ırez1,2*
ctious Diseases, Hospital Pablo Tob ´on Uribe, Medell´ın, Colombia; 2Universidad de Antioquia, Medell´ın, Colombia A 17-year-old heterosexual man presented with a 3-month
history of a painless, enlarging inguinal lymph node and mul-
tiple discharging sinuses. There had been no clinical im-
provement despite multiple empirical antibiotic treatments for
other infections which share similar clinical presentations,
such as lymphogranuloma venereum. Specific details in ref-
erence to diagnosis and treatment could not be obtained
(Figure 1). There was no history of recent unprotected sexual
intercourse, previous tuberculosis (TB) exposure, symptoms
suggestive of other systemic illnesses, fever, weight loss,
cough, sore throat, urethral discharge, genital ulcer, or trauma
to the lower extremities. On physical examination, an enlarged,
4 × 3-cm inguinal lymph node was noted; the remainder of the
examination was unremarkable. The chest X-ray showed no
abnormalitiesandatestfor humanimmunodeficiencyvirus was negative. The patient was evaluated for syphilis, but not for
other sexually transmitted diseases, given that he had no his-
tory of recent unprotected sexual exposure, no urethral dis-
charge, or genital ulcer. Histologic examination of tissue
obtained by an excisional biopsy showed granulomas with
multinucleated giant cells (Figure 2) and acid-fast bacilli
(Figure 3); culture grew Mycobacterium tuberculosis. Standard
antituberculous treatment for 6 months was initiated. Clinical
response was observed after 2 months of treatment. In the initial diagnosis of inguinal lymphadenitis, it is important to
considerthepotentialetiologies,bothinfectiousandnoninfectious
diseases. Painless lymphadenitis is usually due to toxoplasmosis,
cat-scratch disease, syphilis, and TB; however, it can be painful at
the beginning, and it can occur bilaterally. Painful unilateral
lymphadenopathy can be caused by Chlamydia trachomatis and
Haemophilus ducreyi; however, these are usually associated with
urethral discharge or a genital ulcer. Other potential etiologies in-
clude secondary bacterial infection of genital scabies or pedicu-
losis pubis, plague, pyogenic infection of the leg, atypical
mycobacterial infections, and persistent generalized lymphade-
nopathy of AIDS. Noninfectious causes must also be considered,
such as metastatic lymph node lesions and lymphoma. FIGURE 1. Isolated unilateral tuberculous lymphadenitis. This figure
appears in color at www.ajtmh.org. The initial evaluation should include a history of recent
sexual contact and testing for syphilis, Cytomegalovirus,
Epstein–Barr virus, Toxoplasma gondii, hepatitis B and C vi-
rus, herpes simplex virus, and HIV. * Address correspondence to Isabel Ram´ırez, Internal Medicine,
Infectious Diseases. Hospital Pablo Tob ´on Uribe, calle 78B#69-240,
Medell´ın, Colombia. E-mail iramirez@hptu.org.co Copyright © 2019 by The American Society of Tropical Medicine and Hygie Copyright © 2019 by The American Society of Tropical Medicine and Hygie Isabel Ram´ırez1,2*
1Internal Medicine, Infectious Diseases, Hospital Pablo Tob ´on Uribe, Medell´ın, Colombia; 2Universidad de Antioquia, Medell´ın, Colombia Cervical cultures for
Neisseria gonorrhoeae and Ureaplasma urealyticum, poly-
merase chain reaction (PCR) for Mycoplasma hominis, and
nucleic acid amplification test for C. trachomatis should
be obtained if the patient is sexually active. Empirical treat-
ment is not recommended given that the causes can be FIGURE 2. Histologic examination of lymph node tissue. Hema-
toxylin and eosine stain showing multiple granulomas with multinu-
cleated giant cell (×100). This figure appears in color at www.ajtmh. org. FIGURE 1. Isolated unilateral tuberculous lymphadenitis. This figure
appears in color at www.ajtmh.org. FIGURE 2. Histologic examination of lymph node tissue. Hema-
toxylin and eosine stain showing multiple granulomas with multinu-
cleated giant cell (×100). This figure appears in color at www.ajtmh. org. 770 INGUINAL LYMPHADENITIS 771 FIGURE 3. Ziehl-Neelsen stain showing asid-fast bacilli of Myco-
bacterium tuberculosis (×100). This figure appears in color at www. ajtmh.org. of initial evaluation, and additional tests must be carried out
based on clinical symptoms and findings. A fine needle aspi-
ration is essential to make the diagnosis in tuberculous
lymphadenopathy, as it can reveal granulomas in 61% of
cases and a positive culture in 62%; for surgical specimens,
the diagnostic yield is 88% and 71%, respectively.3,4 A 6-
month TB treatment regimen is recommended as standard
therapy. In countries with a high prevalence of mycobacterial
resistance, a four-drug treatment regimen (isoniazid, rifampi-
cin, pyrazinamide, and ethambutol) should be preferred within
the first 2 months. Received March 10, 2018. Accepted for publication December 13,
2018. Received March 10, 2018. Accepted for publication December 13,
2018. Author’s addresses: Isabel Ram´ırez, Internal Medicine, Infectious
Diseases, Hospital Pablo Tob ´on Uribe, Medell´ın, Colombia, and Uni-
versidad de Antioquia, Medell´ın, Colombia, E-mail: iramirez@hptu. org.co. FIGURE 3. Ziehl-Neelsen stain showing asid-fast bacilli of Myco-
bacterium tuberculosis (×100). This figure appears in color at www. ajtmh.org. This is an open-access article distributed under the terms of the
Creative Commons Attribution License, which permits unrestricted
use, distribution, and reproduction in any medium, provided the
original author and source are credited. multiple; therefore, it is always important to make the etio-
logical diagnosis. REFERENCES Tuberculous lymphadenitis is the most common extrap-
ulmonary manifestation of TB; it comprises 30–50% of these
cases.1 Cervical lymph nodes are involved in 57% of cases,
supraclavicular lymph nodes in 26%, submandibular lymph
nodes in 3%, and axillary lymph nodes in 12%.2,3 Up to 17% of
cases are bilateral and 78% of cases involve between one and
three nodes. Isolated inguinal tuberculous lymphadenitis is
infrequent, representing up to 8% of cases in all reported
series.2,4 Active pulmonary TB occurs infrequently in immu-
nocompetent patients with TB lymphadenitis; however, up to
15% of tuberculous lymphadenitis is associated with pulmo-
nary TB.5 Therefore, a chest X-ray must be performed as part 1. Peto HM, Pratt RH, Harrington TA, LoBue PA, Armstrong LR, 2009. Epidemiology of extrapulmonary tuberculosis in the United
States, 1993–2006. Clin Infect Dis 49: 1350–1357. 2. Thompson MM, Underwood MJ, Sayers RD, Dookeran KA, Bell
PRF, 1992. Peripheral tuberculous lymphadenopathy: a review
of 67 cases. Br J Surg 79: 763–764. g
3. Polesky A, Grove W, Bhatia G, 2005. Peripheral tuberculous
lymphadenitis. Medicine 84: 350–362. 4. Dandapat MC, Mishra BM, Dash SP, Kar PK, 1990. Peripheral lymph
node tuberculosis: a review of 80 cases. Br J Surg 77: 911–912. 5. Geldmacher H, Taube C, Kroeger C, Magnussen H, Kirsten DK,
2002. Assessment of lymph node tuberculosis in northern
Germany a clinical review. Chest 121: 1177–1182.
|
https://openalex.org/W2037542906
|
https://projecteuclid.org/journals/electronic-communications-in-probability/volume-6/issue-none/Kendalls-identity-for-the-first-crossing-time-revisited/10.1214/ECP.v6-1038.pdf
|
English
| null |
Kendall's identity for the first crossing time revisited
|
Electronic communications in probability
| 2,001
|
cc-by
| 2,188
|
1Research supported by the Melbourne Research Development Scheme DOI: 10.1214/ECP.v6-1038 DOI: 10.1214/ECP.v6-1038 DOI: 10.1214/ECP.v6-1038 Elect. Comm. in Probab. 6 (2001) 91–94 ELECTRONIC
COMMUNICATIONS
in PROBABILITY 1Research supported by the Melbourne Research Development Scheme AMS 2000 Subject classification: 60G51 AMS 2000 Subject classification: 60G51 skip-free L´evy process, first crossing time, change of measure Abstract K. BOROVKOV1 Department of Mathematics and Statistics, University of Melbourne,
Parkville 3010, Australia Department of Mathematics and Statistics, University of Melbourne,
Parkville 3010, Australia
email: K.Borovkov@ms.unimelb.edu.au email: K.Borovkov@ms.unimelb.edu.au Z. BURQ1 Department of Mathematics and Statistics, University of Melbourne,
Parkville 3010, Australia Department of Mathematics and Statistics, University of Melbourne,
Parkville 3010, Australia email: Z.Burq@ms.unimelb.edu.au submitted August 2, 2001 Final version accepted August 3, 2001 Abstract [1] and Section 21 in
[10]. Some interesting extensions to the multidimensional case were given in [4]. Known proofs of the identities are either analytical (exploiting Laplace transforms in time
and their multiplicative structure) or are based on a limiting procedure and a combinatorial
argument (given, in particular in [5] and [10]) or factorization identities [3]. We present a new,
rather short and elegant (from our point of view) proof of the above result which uses (a)
martingale techniques to find the Laplace transform of the crossing time and then (b) change
of measure to find the desired representation for the distribution of the time in terms of the
distribution of Xt. To avoid a trivial situation, we assume that P (Xt > 0) > 0 for t > 0. Proof. (i) Since there are no positive jumps in the process {Xt}, the m.g.f. ϕ(λ) := E eλX1 <
∞for any λ ≥0 and is analytic on the positive half-line, and by independence of increments, Mt := eλXt/ϕt(λ),
t ≥0, is a martingale. Denote by Pλ the probability corresponding to the respective Cram´er trans-
form of the distribution of {Xt}, so that is a martingale. Denote by Pλ the probability corresponding to the respective Cram´er trans-
form of the distribution of {Xt}, so that Pλ(Xt ∈dy) =
eλy
ϕt(λ)P (Xt ∈dy)
(3) (3) and the process {Xt} still remains a L´evy process under Pλ. Next set λ0 := sup{λ ≥0 : ϕ(λ) = 1}. Clearly, 0 ≤λ0 < ∞always, and under Pλ the drift
in {Xt} is linear with the coefficient Next set λ0 := sup{λ ≥0 : ϕ(λ) = 1}. Clearly, 0 ≤λ0 < ∞always, and under Pλ the drift
in {Xt} is linear with the coefficient mλ := E λX1 = ϕ′(λ)
ϕ(λ) = (ln ϕ(λ))′ > 0
for λ > λ0
(4) (4) (just recall the elementary fact that ln ϕ(λ) is convex and, when λ0 > 0, equal to 0 for both
λ = 0 and λ = λ0). Note also that, for λ > λ0, one has ϕ(λ) > 1. (just recall the elementary fact that ln ϕ(λ) is convex and, when λ0 > 0, equal to 0 for both
λ = 0 and λ = λ0). Note also that, for λ > λ0, one has ϕ(λ) > 1. Abstract We give a new relatively compact proof of the famous identity for the distribution of the first
hitting time of a linear boundary by a skip-free process with stationary independent increments. The proof uses martingale identities and change of measure. Let {Xt}t≥0, X0 = 0, be a L´evy process which is skip-free in the positive direction. That is,
Xt has no positive jumps and its increments are stationary independent. For an x > 0 set τ(x) := inf{t > 0 : Xt ≥x} τ(x) := inf{t > 0 : Xt ≥x} with τ(x) = ∞on the event {supt≥0 Xt < x}. The following result is well known. with τ(x) = ∞on the event {supt≥0 Xt < x}. The following result is well known. with τ(x) = ∞on the event {supt≥0 Xt < x}. The following result is well known. For any y, s > 0, Z ∞
y
P (τ(x) ≤s)dx
x =
Z s
0
P (Xt > y)dt
t . (1) (1) If Xt has a density pX(t, x) at x, then τ(x) also has a density pτ(t, x) at t and 1
xpτ(t, x) = 1
t pX(t, x). (2) (2) Relation (2) was first observed in a special case in [7]. Later the theorem was proved in [6], [9],
[11] (under additional conditions) and [2]. Moreover, it was shown in [8] that (1) is a necessary
condition for the process {Xt} to be skip-free. Relation (2) was first observed in a special case in [7]. Later the theorem was proved in [6], [9],
[11] (under additional conditions) and [2]. Moreover, it was shown in [8] that (1) is a necessary
condition for the process {Xt} to be skip-free. 91 92 Electronic Communications in Probability A discrete time (and, of course, space) analog of (2) is closely related to the classical ballot
problem and was first given (in a special case) as early as in 1711 by A. de Moivre. For
historical references and comments (and some generalizations) see e.g. [1] and Section 21 in
[10]. Some interesting extensions to the multidimensional case were given in [4]. A discrete time (and, of course, space) analog of (2) is closely related to the classical ballot
problem and was first given (in a special case) as early as in 1711 by A. de Moivre. For
historical references and comments (and some generalizations) see e.g. KENDALL’S IDENTITY FOR THE FIRST CROSSING TIME REVISITED KENDALL’S IDENTITY FOR THE FIRST CROSSING TIME REVISITED 93 (iii) Next denote by TA =
R ∞
0
1A(Xt) dt the time spent by our process in the set A (i.e. the
sojourn time of A). We will make use of the following fact: for any 0 < a < ∞and λ > λ0, E λT(0,a] =
a
mλ
. (8) (8) To prove it, note that due to (4) and Wald’s identity one has for any a > 0 To prove it, note that due to (4) and Wald’s identity one has for any a > 0 a = E λXτ(a) = mλE λτ(a). (9) (9) Further, one can easily see that τ(a) −T(−∞,0] ≤T(0,a] ≤τ(a) + T (a)
(−∞,0],
(10) (10) where T (a)
A
denotes the time spent in A by the process {Xt+τ(a) −a}t≥0, which clearly has the
same distribution as {Xt}t≥0, and hence T(−∞,0] and T (a)
(−∞,0] are identically distributed, too. Moreover, for λ > λ0, they have a finite expectation under Pλ: where T (a)
A
denotes the time spent in A by the process {Xt+τ(a) −a}t≥0, which clearly has the
same distribution as {Xt}t≥0, and hence T(−∞,0] and T (a)
(−∞,0] are identically distributed, too. Moreover, for λ > λ0, they have a finite expectation under Pλ: Iλ
:=
E λT(−∞,0] = E λ
Z ∞
0
1(−∞,0](Xt) dt ≤E λ
Z ∞
0
e−λXtdt
=
Z ∞
0
E λe−λXtdt =
Z ∞
0
dt
Z
e−λy eλy
ϕt(λ)P (Xt ∈dy) =
Z ∞
0
dt
ϕt(λ) < ∞ since ϕ(λ) > 1. since ϕ(λ) > 1. Now this and the RHS of (10) imply that E λT(a,b] < ∞for any finite interval (a, b] [the last
fact actually following from the well-known known recurrence-transience dichotomy for L´evy
processes as well]. Together with the obvious observation that, for any 0 < a < b < c < ∞, Now this and the RHS of (10) imply that E λT(a,b] < ∞for any finite interval (a, b] [the last
fact actually following from the well-known known recurrence-transience dichotomy for L´evy
processes as well]. Abstract (ii) The last inequality, together with the obvious fact that Mt < eλx/ϕt(λ) on the event
{τ(x) > t}, implies that, as t →∞, Mt →0 on {τ(x) = ∞} (so that we can formally set
Mτ(x) = 0 on this event) and also E (Mt; τ(x) > t) →0. These relations ensure that the
optional stopping theorem holds: 1 = M0 = E Mτ(x) = eλxE e−µτ(x)
with µ := ln ϕ(λ)
(5) (5) (this can be shown e.g. by applying the theorem to the bounded stopping time τ(x) ∧t and
then letting t →∞). It is also clear that µ = µ(λ) is an increasing function mapping (λ0, ∞)
onto (0, ∞) and hence has an inverse function λ = λ(µ), µ ∈(0, ∞), with (this can be shown e.g. by applying the theorem to the bounded stopping time τ(x) ∧t and
then letting t →∞). It is also clear that µ = µ(λ) is an increasing function mapping (λ0, ∞)
onto (0, ∞) and hence has an inverse function λ = λ(µ), µ ∈(0, ∞), with dλ
dµ =
1
dµ/dλ = ϕ(λ)
ϕ′(λ) =
1
mλ
(6) (6) from (4). Now (5) is equivalent to E e−µτ(x) = e−λx, and differentiating this relation w.r.t. µ yields from (4). Now (5) is equivalent to E e−µτ(x) = e−λx, and differentiating this relation w.r.t. µ yields ( )
Now (5) is equivalent to E e−µτ(x) = e−λx, and differentiating this relation w.r.t. µ yiel Z ∞
0
e−µtt P (τ(x) ∈dt) = xe−λx dλ
dµ =
x
mλeλx . (7) (7) KENDALL’S IDENTITY FOR THE FIRST CROSSING TIME REVISITED And
this completes the proof since the desired identity (1) just represents that fact in terms of the
respective distribution functions. KENDALL’S IDENTITY FOR THE FIRST CROSSING TIME REVISITED Together with the obvious observation that, for any 0 < a < b < c < ∞, T(a,b] + T(b,c] = T(a,c] this means that a corresponding equality holds for the (finite) E λ-expectations of these vari-
ables, and hence we have E λT(a,b] = γ(b −a) for some constant γ < ∞. But from (9) and (10) one gets |E λT(0,a] −a/mλ| ≤Iλ, and letting here a →∞we immediately see that this constant γ must be equal to 1/mλ which
completes the proof of (8). (iv) Note that equality (8) can be re-written as Note that equality (8) can be re-written as a
mλ
=
E λ
Z ∞
0
1(0,a](Xt) dt =
Z ∞
0
Pλ(Xt ∈(0, a]) dt
=
Z ∞
0
dt
Z
(0,a]
eλx
ϕt(λ)P (Xt ∈dx) =
Z
(0,a]
eλx
Z ∞
0
e−µtP (Xt ∈dx) dt
. Since the above holds for any a > 0, the expression in the brackets is (for any λ > λ0) nothing
else but a multiple of the Lebesgue measure: [· · ·] = m−1
λ dx for x ∈(0, ∞), so that Since the above holds for any a > 0, the expression in the brackets is (for any λ > λ0) nothing
else but a multiple of the Lebesgue measure: [· · ·] = m−1
λ dx for x ∈(0, ∞), so that dx
mλeλx =
Z ∞
0
e−µtP (Xt ∈dx) dt. 94 Electronic Communications in Probability Now dividing the LHS and RHS of (7) by x and integrating them w.r.t. dx over (y, ∞) we
get, using the above formula, that Now dividing the LHS and RHS of (7) by x and integrating them w.r.t. dx over (y, ∞) we
get, using the above formula, that Z ∞
y
dx
x
Z ∞
0
e−µtt P (τ(x) ∈dt)
=
Z ∞
0
e−µtt
Z ∞
y
dx
x P (τ(x) ∈dt)
=
Z ∞
y
dx
mλeλx
=
Z ∞
0
e−µtP (Xt > y)dt. for any µ > 0. The equality of the Laplace transforms (in µ) implies that the measure tL(dt) := t
Z ∞
y
dx
x P (τ(x) ∈dt) tL(dt) := t
Z ∞
y
dx
x P (τ(x) ∈dt) has the density P (Xt > y), or, equivalently, that L(dt) has the density P (Xt > y)/t. References [1] Barton, D. E., and Mallows, C. L. (1965) Some aspects of the random sequence. Ann. Math. Statist. 36, 236–260. [2] Borovkov, A. A. (1965) On the first passage time for a class of processes with independent
increments. Theor. Probab. Appl. 10, 360–364. [In Russian.] [3] Borovkov, A. A. (1976) Stochastic processes in queueing theory. Springer: New York. [4] Borovkov, K. A. (1995) On crossing times for multidimensional walks with skip-free com-
ponents. J. Appl. Prob. 32, 991–1006. [5] Feller, W. (1971) An introduction to probability theory and its applications. Vol. 2. 2nd edn. Wiley: New York. [6] Keilson, J. (1963) The first passage time density for homogeneous skip-free walks on the
continuum. Ann. Math. Statist. 34, 1003–1011. [7] Kendall, D. G. (1957) Some problems in the theory of dams. J. Royal Stat. Soc. B, 19,
207–212. [8] Rogozin, B. A. (1966) Distribution of certain functionals related to boundary value prob-
lems for processes with independent increments. Theor. Probab. Appl. 11, 161–169. [In
Russian.] [9] Skorohod, A. V. (1964) Random processes with independent increments. Nauka: Moscow [In
Russian. English translation of the second Russian edition was published in 1991 (Kluwer:
Dordrecht).] [10] Tak´acs, L. (1967) Combinatorial methods in the theory of stochastic processes. Wiley:
New York. [11] Zolotarev, V. M. (1964) The first passage time of a level and the behaviour at infinity
of a class of processes with independent increments. Theor. Probab. Appl. 9, 724–733. [In
Russian.]
|
https://openalex.org/W3003882490
|
https://www.nature.com/articles/s41388-020-01567-7.pdf
|
English
| null |
RAS activation via CRLF2 signaling is a widespread mechanism in Down syndrome acute lymphoblastic leukemia regardless of RAS mutations
|
bioRxiv (Cold Spring Harbor Laboratory)
| 2,020
|
cc-by
| 12,819
|
5
Department of Anatomy, Histology and Embryology, Faculty of
Veterinary Medicine, University of Zagreb, Zagreb, Croatia
6
National University Cancer Institute, Singapore, Singapore
7
University of Malaya Medical Centre, University of Malaya,
Kuala Lumpur, Malaysia
8
Department of Medical Oncology, Dana-Farber Cancer Institute,
Harvard Medical School, Boston, MA, USA
9
Italian Institute for Genomic Medicine, Turin, Italy Abstract Leukemias are routinely sub-typed for risk/outcome prediction and therapy choice using acquired mutations and
chromosomal rearrangements. Down syndrome acute lymphoblastic leukemia (DS‐ALL) is characterized by high frequency
of CRLF2‐rearrangements, JAK2‐mutations, or RAS‐pathway mutations. Intriguingly, JAK2 and RAS-mutations are
mutually exclusive in leukemic sub‐clones, causing dichotomy in therapeutic target choices. We prove in a cell model that
elevated CRLF2 in combination with constitutionally active JAK2 is sufficient to activate wtRAS. On primary clinical DS‐
ALL samples, we show that wtRAS-activation is an obligatory consequence of mutated/hyperphosphorylated JAK2. We
further prove that CRLF2-ligand TSLP boosts the direct binding of active PTPN11 to wtRAS, providing the molecular
mechanism for the wtRAS activation. Pre‐inhibition of RAS or PTPN11, but not of PI3K or JAK‐signaling, prevented
TSLP‐induced RAS‐GTP boost. Cytotoxicity assays on primary clinical DS‐ALL samples demonstrated that, regardless of
mutation status, high-risk leukemic cells could only be killed using RAS‐inhibitor or PTPN11-inhibitor, but not PI3K/JAK‐
inhibitors, suggesting a unified treatment target for up to 80% of DS‐ALL. Importantly, protein activities-based principal-
component-analysis multivariate clusters analyzed for independent outcome prediction using Cox proportional-hazards
model showed that protein‐activity (but not mutation-status) was independently predictive of outcome, demanding a
paradigm-shift in patient‐stratification strategy for precision therapy in high-risk ALL. David Koschut
1
●Debleena Ray
1
●Zhenhua Li2
●Emanuela Giarin3
●Jürgen Groet4
●Ivan Alić
1,5
●
Shirley Kow-Yin Kham2
●Wee Joo Chng6
●Hany Ariffin
7
●David M. Weinstock8
●Allen Eng-Juh Yeoh2,6
●
Giuseppe Basso3,9
●Dean Nižetić
1,4 Received: 9 June 2020 / Revised: 30 October 2020 / Accepted: 11 November 2020 / Published online: 27 November 202
© The Author(s) 2020. This article is published with open access * Dean Nižetić
d.nizetic@qmul.ac.uk Oncogene (2021) 40:746–762
https://doi.org/10.1038/s41388-020-01567-7 Oncogene (2021) 40:746–762
https://doi.org/10.1038/s41388-020-01567-7 ARTICLE ARTICLE ARTICLE 1
Lee Kong Chian School of Medicine, Nanyang Technological
University, Singapore, Singapore RAS-protein activation but not mutation status is an outcome
predictor and unifying therapeutic target for high-risk acute
lymphoblastic leukemia David Koschut
1
●Debleena Ray
1
●Zhenhua Li2
●Emanuela Giarin3
●Jürgen Groet4
●Ivan Alić
1,5
●
Shirley Kow-Yin Kham2
●Wee Joo Chng6
●Hany Ariffin
7
●David M. Weinstock8
●Allen Eng-Juh Yeoh2,6
●
Giuseppe Basso3,9
●Dean Nižetić
1,4 David Koschut
1
●Debleena Ray
1
●Zhenhua Li2
●Emanuela Giarin3
●Jürgen Groet4
●Ivan Alić
1,5
●
Shirley Kow-Yin Kham2
●Wee Joo Chng6
●Hany Ariffin
7
●David M. Weinstock8
●Allen Eng-Juh Yeoh2,6
●
Giuseppe Basso3,9
●Dean Nižetić
1,4 5
Department of Anatomy, Histology and Embryology, Faculty of
Veterinary Medicine, University of Zagreb, Zagreb, Croatia Patient samples Surplus clinical or archived clinical material for per-
ipheral blood/bone marrow samples of DS-ALL and
non-DS ALL patients was collected by the tissue bank of
the Italian Association for Paediatric Haematology-
Oncology (AIEOP). In accordance with the Declaration
of Helsinki, informed written consent was obtained by
the tissue bank for all subjects. Samples were processed
and stored in the tissue bank at The Blizard Institute,
which is licensed for tissue storage and monitored by
UK-Human Tissue Authority. Detailed clinical descrip-
tion of studied DS-ALLs and Non-DS B-ALLs is avail-
able in Supplementary Table S1. Detailed cytogenetics
was available in 12 cases. The acquired mutations landscape does not find a uni-
fying profile that distinguishes HR childhood ALL from
non-HR childhood ALL, suggesting the need for indivi-
dualized therapy approach [16] preceded by individual
patient sub-type assignment based on the mutational profile
analysis. While Ph-like ALL has a high incidence (60%) of
genomic rearrangements leading to an increased expression
of the receptor to the cytokine TSLP, CRLF2 [17], and
more than half of these have mutations in JAK and IL7R
pathway
-
including
constitutionally
activating
JAK2
mutations [11, 18, 19], less than 10% of Ph-like ALL also
acquire RAS/MAPK pathway mutations. DS-ALL is dis-
tinguished by the similarly high presence of both CRLF2-
rearrangements (60%) (with JAK2 mutations at 32%), with
a higher proportion of RAS-MAPK pathway mutations
(36%) [20, 21]. Intriguingly, a near complete mutual
exclusion between JAK2 and RAS mutations in diagnosis
samples, or individual sub-clones of relapse samples of DS-
ALL is repeatedly observable [20, 21]. MS2003/2010 cohort [22, 23] RNA-seq data was sub-
mitted
to
the
European
Genome-phenome
Archive
(Accession# EGAS00001001858). RAS activity assays Cells were left uninduced or induced with human TSLP at
37 °C. Whenever indicated, DMSO or inhibitors were
added for 3 h before TSLP-induction. Cells were lysed on
ice at 1000 cells/µL lysis buffer according to the manu-
facturer’s protocol of the active RAS detection kit (Cat. #8821; Cell Signaling Technology, Danvers, US). Total
protein concentrations of samples were measured using a
BCA protein-assay kit (Cat.#23225; ThermoFisher Scien-
tific, Waltham, US). 50 µg total protein was loaded per
column of the active RAS detection kit for Western blot
(WB). In the RAS activation assay kit for ELISA (Cat.#17-
497; EMD Millipore, Burlington, US), 12 µg total protein
was used at 100 ng/µL and the RAS-GTP pull-down was
measured using a Synergy H1 plate reader (BioTek,
Winooski, US) in luminescent mode. We hypothesized that the reason for this mutual exclu-
sion is that increased CRLF2-levels in combination with
JAK2 activation could be sufficient to activate wild-type
(wt) RAS protein in the absence of RAS mutations. Introduction Acute lymphoblastic leukemia (ALL) is the most com-
mon malignancy and cancer-related cause of death at
pediatric age [1, 2]. Despite a considerable success rate
of
standard
chemotherapy
treatments,
as
many
as Supplementary information The online version of this article (https://
doi.org/10.1038/s41388-020-01567-7) contains supplementary
material, which is available to authorized users. 1
Lee Kong Chian School of Medicine, Nanyang Technological
University, Singapore, Singapore 2
Department of Paediatrics, Yong Loo Lin School of Medicine,
National University of Singapore, Singapore, Singapore 3
Department of Women’s and Children’s Health (SDB),
Hematology-Oncology Laboratory, University of Padua,
Padua, Italy 9
Italian Institute for Genomic Medicine, Turin, Italy 4
The Blizard Institute, Barts and The London School of Medicine
and Dentistry, Queen Mary University of London, London, United
Kingdom RAS-protein activation but not mutation status is an outcome predictor and unifying therapeutic target. . . 747 10–15% of children with ALL have recurrent disease
(relapses) [3, 4]. Patients with high-risk (HR) forms of
ALL show increased incidence of relapses, poorer
prognosis and lower overall 5-year survival rates fol-
lowing relapse [5]. Recently, significant progress has
been achieved in understanding the mechanistic con-
sequences of individual pathways affected in HR-ALL,
and the resulting selection of therapeutic targets leading
to clinical trials using pathway-specific drugs, such as
JAK/STAT inhibitors [6]. Recent detailed studies of the
evolution of acquired genomic changes in ALL identified
certain sub-types as being particularly HR forms [7, 8]. Among these are hypodiploid ALL [9], Philadelphia
chromosome-like (Ph-like) type (defined as a type of
ALL with the genomic profile similar to that of the
Ph+ ALL) [8, 10, 11], ALL with an intrachromosomal
amplification of chromosome 21 (iAMP21) [12, 13],
and ALL in children with Down syndrome (DS-ALL)
[14, 15]. DE); authenticated via multiplex PCR of minisatellite
markers. Mycoplasma-free cells were routinely passaged
(passage range for shown experiments: 15–35) according to
the respective cell bank recommendations. Handling of
primary patient samples is described in detail in Supple-
mentary Material. Cell count and cell viability (percentage of acridine
orange-positive cells not stained by 4′,6-diamidino-2-phe-
nylindole (DAPI) were determined in an NC-250 automated
cell-analyzer (ChemoMetec, Allerod, DK). CRLF2 and JAK2mut co-expression is sufficient to
activate RAS in Ba/F3 cells We hypothesized that increased CRLF2-level in combi-
nation with a mutation in JAK2 pathway genes could be
sufficient to activate wtRAS protein in the absence of RAS
mutations, as a mechanism to explain the mutual exclusion
of JAK2 and RAS/MAPK mutations in DS-ALL. The level
of RAS activity is generally assessed using a pull-down
assay whereby the (activated) RAS-GTP is captured by
virtue of its high affinity to RAS-binding-domain (RBD)
of RAF proteins. In order to observe the effects of elevated
CRLF2 signaling on the activation of RAS, we stably
integrated a human CRLF2 overexpression construct [24]
into the mouse pre-B-cell line Ba/F3. This alteration did
not increase the level of pulled-down RAS-GTP (Fig. 1a)
and neither did the stable overexpression of hJAK2R683G
[24], the most prevalent specific activating JAK2 mutation
in DS-ALL and Ph-like-ALL. However, when both of
these alterations were combined, eight fold higher RAS-
GTP level was measured, in the absence of cytokines (Fig. 1b, post-hoc Bonferroni p values are listed in Supple-
mentary Table S2). An independent set of Ba/F3 lines, in
which CRLF2 was transduced first, confirms that this
increased RAS-activity is not due to variations in CRLF2
overexpression levels within the lines (Supplementary Fig. S1F). Growth of Ba/F3 cells depends on IL-3 (Supple-
mentary Fig. S1A), which induces wtJAK2 phosphoryla-
tion [25], and interestingly we found that it also activates
RAS (Supplementary Fig. S1B). The cells with combined
CRLF2 and JAK2R683G overexpression were the only ones
in this series that grew in a cytokine-independent manner
(Supplementary Fig. S1E), as also previously observed
[24]. This proves that increased CRLF2-expression toge-
ther with activated JAK2 is sufficient to activate wtRAS,
and
this
coincides
with
the
transition
to
cytokine-
independent growth. Fig. 1 Combination of CRLF2 overexpression and constitutively
active JAK2 is sufficient for wt RAS activation. WB analysis of the
murine pro B cell line Ba/F3. Cells were stably transfected with human
JAK2R683G and/or human CRLF2 (see Supplementary Figs. S1C and
S1D) and cultured in IL-3-containing medium. All cells were then
starved from IL-3 and cells were lysed. Each cell lysate was split up
for analysis in RAS-GTP pull-down assay and for total proteins. An
SDS-PAGE followed by WB was performed. a Left-hand side blot
shows the RAS-GTP (activated RAS) pull-down while the right-hand
side blots show whole cell lysates of the same samples. CRLF2 and JAK2mut co-expression is sufficient to
activate RAS in Ba/F3 cells Antibody-
targets are labeled on the right side of each image with black arrows
marking the respective protein band; the antibody against HA-tag
shows the expression of the human JAK2 construct. The experiment
was repeated four times independently. b Quantification of a for active
RAS (RAS-GTP) normalized to its level in untransfected cells. Error
bars are SD and P values were determined in one-way ANOVA and
post-hoc Bonferroni multiple comparison. Cell culture and cell viability For methods on proximity ligation assay (PLA),
principal-component-analysis (PCA), statistical analysis,
as well as lists of antibodies/chemicals, and standard
protocols for the sequencing, SDS-PAGE/WB, phospho-
protein antibody-microarray, and transduction please see
“Supplementary Methods”. Ba/F3 (Cat.#RCB0805), a murine IL-3 dependent pro-B
cell line, was obtained from RIKEN BioResource Center
(Tsukuba, JP) and MUTZ-5 (Cat.#ACC490), a human B
cell precursor leukemia cell line established at relapse, was
obtained from the Leibniz Institute DSMZ (Braunschweig, D. Koschut et al. 748 Fig. 1 Combination of CRLF2 overexpression and constitutively
active JAK2 is sufficient for wt RAS activation. WB analysis of the
murine pro B cell line Ba/F3. Cells were stably transfected with human
JAK2R683G and/or human CRLF2 (see Supplementary Figs. S1C and
S1D) and cultured in IL-3-containing medium. All cells were then
starved from IL-3 and cells were lysed. Each cell lysate was split up
for analysis in RAS-GTP pull-down assay and for total proteins. An
SDS-PAGE followed by WB was performed. a Left-hand side blot
shows the RAS-GTP (activated RAS) pull-down while the right-hand
side blots show whole cell lysates of the same samples. Antibody-
targets are labeled on the right side of each image with black arrows
marking the respective protein band; the antibody against HA-tag
shows the expression of the human JAK2 construct. The experiment
was repeated four times independently. b Quantification of a for active
RAS (RAS-GTP) normalized to its level in untransfected cells. Error
bars are SD and P values were determined in one-way ANOVA and TSLP-inducible RAS activity in absence of RAS
mutations is a feature of human CRLF2 rearranged
B-ALL However, neither the JAK
inhibitor, nor the PI3K/mTOR inhibitor could block the
wtRAS activation by TSLP as shown in WB (Fig. 3c, left-
hand side blots) and ELISA (Fig. 3d). For the JAK2
inhibitor this might be explained by its failure to reduce
the direct interaction between RAS and PTPN11 in PLA
(Supplementary Fig. S2E). In contrast, the pan-wtRAS-
inhibitor significantly blocked the TSLP-induced RAS-
activity (Fig. 3c, left-hand side blot) and ELISA (Fig. 3d). Moreover, the pre-inhibition of RAS-direct interacting
proteins (RAF and PTPN11) also reduced TSLP-induced
wtRAS boost in human Ph-ALL cells (Fig. 3c). Combined,
our data suggest that TSLP-activation of RAS in the
absence of RAS mutations drives B-ALL cell growth, and
represents an independent drug target, in addition to the
PI3K/mTOR and JAK/STAT pathway targets. Fig. 2 Human Ph-like B-ALL (spontaneous CRLF2-rearrangment
and
JAK2R683G-mutation)
cells
activate
wtRAS
and
RAS-
interacting proteins upon TSLP-induction. MUTZ-5 cells were
stimulated with 20 ng/mL hTSLP (maximal effective TSLP-con-
centration, Supplementary Fig. S4B) for 10 min before lysis. Each
lysate was split up for analysis in RAS-GTP pull-down assay and for
WB. a An SDS-PAGE followed by WB was performed. To assess the
total protein and phosphorylated protein amounts on the same PVDF-
membrane, each membrane part was stripped and reprobed with new
antibodies. RAS-GTP pull-down blots are on the left side while the
right-hand side blots show whole cell lysates of the same samples. The
gray arrow shows the unspecific signal of the GST-RAS binding
domain (RBD) used in the active RAS pull-down assay acting as a
loading control. The experiment was repeated five times independently
and the graphs show the quantification for active RAS (RAS-GTP),
phospho-MEK1/2, phospho-JAK2, and phospho-PTPN11. Beta-actin
and total protein signals were used as a loading control to normalize
samples. b A blot separate from a demonstrates the TSLP-inducibility
of RAS-effector bRAF. c Quantification of five independent ELISA
experiments in which RAS-GTP in MUTZ-5 cells was measured using
a different, ELISA-specific active-RAS pull-down assay. d MUTZ-5
cells were probed for the activation of KRAS-GTP, HRAS-GTP, or
NRAS-GTP isoforms (left side). The blots on the right show the total
expression of the respective RAS proteins and the graphs show the
average signal fold-change for KRAS-GTP, HRAS-GTP and NRAS-
GTP (N = 4, means ± SD). P values were calculated using Student’s
T test and adjusted with a Bonferroni-correction for sequential
multiple-comparison. TSLP-inducible RAS activity in absence of RAS
mutations is a feature of human CRLF2 rearranged
B-ALL e Whole, non-denatured lysate from uninduced
or TSLP-induced MUTZ-5 cells was subjected to an antibody-
microarray. The graph shows relevant, most statistically significant
changes in protein-phosphorylations, a heatmap-overview for all
analyzed protein-phosphorylations can be found in Supplementary Fig. S4C. (N = 6, means ± SD). P values were calculated using Student’s T
test (Bonferroni-correction for sequential multiple comparison can be
found in Supplementary Table S2). induction (Fig. 2c). Interestingly, the genes for the same two
isoforms (KRAS and NRAS), but not HRAS, acquire muta-
tions in B-ALL [12, 20]. Therefore, we conclude that the
RAS isoform activity pattern of TSLP-inducibility in wtRAS
leukemia cells matches the isoforms that acquire mutations
in RAS-mutated leukemia cases. Furthermore, we traced
TSLP-signaling throughout cellular pathways in 68 indivi-
dual protein-phosphorylation sites via an antibody-based
phospho-array (Supplementary Fig. S4C). The phospho-
array confirmed the increased phosphorylation observed for
denatured proteins in WB for STAT5A, ERK1/2, MEK1,
and JAK2 on their respective native epitopes (Supplemen-
tary Fig. S4C) while the most statistically significant results
demonstrate additional TSLP-effects by increasing activat-
ing phosphorylations (AKT2, CDKN1A, ELK1) but also by
downregulating pathway-inhibiting phosphorylations (cRAF
(Ser296), GAB2, MYC, PTPN6) (Fig. 2e). TSLP-inducible RAS activity in absence of RAS
mutations is a feature of human CRLF2 rearranged
B-ALL 3a). Both of these
compounds, at the concentrations used (tested to achieve
high efficacy on the respective main pathway target in
WB, Fig. 3c), showed a much stronger inhibitory effect on
cell growth than the JAK inhibitor (Fig. 3a), despite the
observation that this concentration of JAK-inhibitor,
which blocks almost all STAT5-signaling (Fig. 3c, e),
showed the strongest inhibition of TSLP-induced phos-
phorylation of MEK1/2, PTPN11, ERK1/2 and rpS6
(Fig. 3c, right-hand side blots). However, neither the JAK
inhibitor, nor the PI3K/mTOR inhibitor could block the
wtRAS activation by TSLP as shown in WB (Fig. 3c, left-
hand side blots) and ELISA (Fig. 3d). For the JAK2
inhibitor this might be explained by its failure to reduce
the direct interaction between RAS and PTPN11 in PLA
(Supplementary Fig. S2E). In contrast, the pan-wtRAS-
inhibitor significantly blocked the TSLP-induced RAS-
activity (Fig. 3c, left-hand side blot) and ELISA (Fig. 3d). Moreover, the pre-inhibition of RAS-direct interacting
proteins (RAF and PTPN11) also reduced TSLP-induced
wtRAS boost in human Ph-ALL cells (Fig. 3c). Combined,
our data suggest that TSLP-activation of RAS in the
absence of RAS mutations drives B-ALL cell growth, and
represents an independent drug target, in addition to the
PI3K/mTOR and JAK/STAT pathway targets. viability. We tracked the cell count and cell viability of
MUTZ-5 cells after treatment with pan-wtRAS-inhibitor
and in comparison to treatments with other compounds
that have been previously reported to induce dose-
dependent cytotoxicity in MUTZ-5 [27], some of which
are currently in clinical trials for Ph-like ALL [6]. After
4 days treatment with pan-wtRAS inhibitor the growth and
viability of MUTZ-5 cells were significantly reduced
(Fig. 3a, b), and this was not affected by the presence of
TSLP. In comparison, the dual PI3K/mTOR inhibitor also
significantly reduced the growth and viability of MUTZ-5
cells, but this inhibitory effect could be partially counter-
acted by the TSLP-induction (Fig. 3a). Both of these
compounds, at the concentrations used (tested to achieve
high efficacy on the respective main pathway target in
WB, Fig. 3c), showed a much stronger inhibitory effect on
cell growth than the JAK inhibitor (Fig. 3a), despite the
observation that this concentration of JAK-inhibitor,
which blocks almost all STAT5-signaling (Fig. 3c, e),
showed the strongest inhibition of TSLP-induced phos-
phorylation of MEK1/2, PTPN11, ERK1/2 and rpS6
(Fig. 3c, right-hand side blots). DS-ALL patients differ in the level of activity and
inducibility of RAS, independently of RAS mutations The MUTZ-5 ALL cells used in the analysis so far share the
increased CRLF2 expression and mutated JAK2 with
approximately a third of DS-ALL patients [20], which also
have no mutations in RAS genes. We therefore analyzed
primary cells from presentation samples (at primary diag-
nosis) of DS-ALL in RAS pull-down WB and ELISA assay
measurements (+/- TSLP stimulation). The analyses were
performed blinded to the mutation profile of the patient
material and distinct DS-ALL patient profiles for RAS-
activity and TSLP-inducibility of RAS were observed in
WB (Fig. 4a) and confirmed by ELISA (Fig. 4b). As we see
examples of RAS-mutated, wtRAS, or JAK2-mutated TSLP-inducible RAS activity in absence of RAS
mutations is a feature of human CRLF2 rearranged
B-ALL cultures was confirmed by performing standard Sanger
DNA-sequencing of PCR-amplicons from genomic DNA,
encompassing all exons of KRAS, NRAS and HRAS genes
(Supplementary Table S3). We detected the presence of
activated RAS in these cells by RAF-RBD pull-down of
RAS-GTP (Fig. 2a), which was tripled upon a 10 min
induction with the CRLF2-ligand TSLP. Similar results were
reproduced using an ELISA-based RAS-pull-down (Fig. 2c). Both immediate upstream (PTPN11) and immediate down-
stream (MEK1/2, bRAF) components of the RAS/MAPK
pathway were also induced by TSLP induction (Fig. 2a, b). In order to prove the observations from Fig. 1 in human
ALL cells, we selected a B-ALL cell line that harbors
identical changes as our double-transfected model line in
Fig. 1. The B cell precursor leukemia cell line MUTZ-5 from
a relapsed Philadelphia-like B-ALL patient features a
CRLF2-translocation leading to wt CRLF2 overexpression,
as well as the JAK2R683G mutation, and the absence of
mutations in any RAS-MAPK pathway genes [26]. The
absence of RAS mutations in the MUTZ-5 cells grown in our RAS-protein activation but not mutation status is an outcome predictor and unifying therapeutic target. . . 749 The direct binding of activated RAS and bRAF proteins
expressed in these cells (Supplementary Fig. S2A) was
further validated via PLA (Supplementary Fig. S2B), as was
RAS and phospho-PTPN11 interaction in the Ba/F3 model
(Supplementary Fig. S3B). Both KRAS and NRAS, but not
HRAS, isoforms showed increased activity after TSLP- The direct binding of activated RAS and bRAF proteins
expressed in these cells (Supplementary Fig. S2A) was
further validated via PLA (Supplementary Fig. S2B), as was RAS and phospho-PTPN11 interaction in the Ba/F3 model
(Supplementary Fig. S3B). Both KRAS and NRAS, but not
HRAS, isoforms showed increased activity after TSLP- 750 D. Koschut et al. viability. We tracked the cell count and cell viability of
MUTZ-5 cells after treatment with pan-wtRAS-inhibitor
and in comparison to treatments with other compounds
that have been previously reported to induce dose-
dependent cytotoxicity in MUTZ-5 [27], some of which
are currently in clinical trials for Ph-like ALL [6]. After
4 days treatment with pan-wtRAS inhibitor the growth and
viability of MUTZ-5 cells were significantly reduced
(Fig. 3a, b), and this was not affected by the presence of
TSLP. In comparison, the dual PI3K/mTOR inhibitor also
significantly reduced the growth and viability of MUTZ-5
cells, but this inhibitory effect could be partially counter-
acted by the TSLP-induction (Fig. RAS inhibitor can significantly block the growth of
human B-ALL Ph-like wtRAS cells We next examined to what extent the direct RAS activa-
tion in wtRAS leukemic cells affects the cell growth and RAS-protein activation but not mutation status is an outcome predictor and unifying therapeutic target. . . 751 p
p
y g
p
g DS-ALL in each of the profile types (Fig. 4c), with
exception of low-RAS and non-inducible type, we can
conclude that activity levels and TSLP-inducibility of RAS
cannot be predicted on the basis of DNA-sequencing
(acquired mutations) patterns. The most important conclusion of this analysis is th
RAS is active/inducible in 14/20 (70%) of primary DS-AL
samples analyzed, 8 of which had no RAS mutations, b
75% of those had either mutated or hyperphosphorylat
JAK2 (Fig. 4c). This means that either the RAS mutation, DS-ALL in each of the profile types (Fig. 4c), with
exception of low-RAS and non-inducible type, we can
conclude that activity levels and TSLP-inducibility of RAS
cannot be predicted on the basis of DNA-sequencing
(acquired mutations) patterns. The most important conclusion of this analysis is that
RAS is active/inducible in 14/20 (70%) of primary DS-ALL
samples analyzed, 8 of which had no RAS mutations, but
75% of those had either mutated or hyperphosphorylated
JAK2 (Fig. 4c). This means that either the RAS mutation, or The most important conclusion of this analysis is that
RAS is active/inducible in 14/20 (70%) of primary DS-ALL
samples analyzed, 8 of which had no RAS mutations, but
75% of those had either mutated or hyperphosphorylated
JAK2 (Fig. 4c). This means that either the RAS mutation, or D. Koschut et al. 752 parallel to the same readouts from the MUTZ-5 Ph-like
ALL reference cell line, and the PCA result was mapped
onto a coordinate system (Fig. 5a) using the three principal
components (PC1-3, Supplementary Fig. S6A). Unsu-
pervised k-means clustering grouped ALL samples into
Clusters 1–4 (Fig. 5a). This analysis grouped almost all
presentation and remission samples of 9-year event-free
survival patients (good outcome) together into Cluster 1
(green symbols). In contrast, out of 15 samples grouped into
Cluster 2 (red symbols), 13 samples (87%) were from
patients with death or subsequent relapse as outcome. Clusters 3 and 4, further along the PC1-axis, consisted of a
small number of exclusively relapse samples. Using an
independent mathematical approach, unsupervised hier-
archical clustering of the 20 DS-ALL presentation samples
(Supplementary Fig. RAS inhibitor can significantly block the growth of
human B-ALL Ph-like wtRAS cells S6E) grouped 90% of the samples into
the same groups as the PCA-mapping. The clustering
revealed that presentation samples from Cluster 1 correlated
with good outcome for DS-ALL patients while DS-ALL
patients grouped into Cluster 2 showed a significantly
increased risk of relapse (Fig. 5b, c). The PCA-derived
protein activity score was independently predictive of
outcome (P = 0.041) (Fig. 5c) when analyzed by a multi-
variate Cox regression model together with CRLF2 protein-
expression, NCI-risk and JAK2-mutation status (or RAS-
mutation status, not shown). Cluster 2 contains a subgroup
of DS-ALL presentation samples that clustered closer to the
MUTZ-5 sample (Cluster 3). Like MUTZ-5, these patient
samples had high CRLF2-expression, high JAK2-phoshor-
ylation, and all featured the pattern of high basal RAS-
activity that is TSLP-inducible. An event-free survival
analysis that treats these MUTZ-5-like DS-ALL samples as
a separate subcluster indicated a lower median survival
(Supplementary Fig. S6D) but a higher number of samples
is
required
to
reach
statistical
significance
for
such
subgrouping. Fig. 3 Inhibition of RAS stops wt-RAS Philadelphia-like ALL cell
growth in the presence of TSLP. a MUTZ-5 cells were seeded at
6.5 × 105/mL density and cultured over 4 days with either 0.5% DMSO
(vehicle control), 50 µM Salirasib (indirect Pan-RAS inh.), 10 µM PI-
103 (PI3K/mTOR dual inh.), or 5 µM Ruxolitinib (JAK inh.), each in
absence or presence of 20 ng/mL human TSLP. Cell count and via-
bility was determined in an NC-250 automated cell counter daily. The
stacked-bar graph on the left side shows the growth rate after the 90 h
timepoint, averaged from two independent experiments, each with
triplicate wells. Red error bars are SD from the dead cell fraction while
the black error bars show the SD of the viable cells. P values were
calculated in one-way ANOVA from the total cell growth rate and
adjusted in a post-hoc Bonferroni multiple comparison. Only relevant
P values are shown in the graph, for a complete list see Supplementary
Table S2. b The graph shows the cell viability of the experiment in a
over time. c MUTZ-5 cells were pre-treated for 2 h with either 0.5%
DMSO (vehicle control), 10 µM PI-103 (PI3K/mTOR dual inh.),
50 µM Salirasib (indirect pan-RAS inh.), 5 µM Ruxolitinib (JAK inh.),
50 µM Vemurafenib (Pan-Raf inh.), or 25 µM II-B08 (PTPN11 inh.),
and then stimulated with 20 ng/mL human TSLP for 10 min followed
by cell lysis. RAS inhibitor can significantly block the growth of
human B-ALL Ph-like wtRAS cells Each lysate sample was split up for analysis in RAS-GTP
pull-down assay and for total protein signal. RAS-GTP pull-down
(left) and lysate samples (right) were loaded on separate gels. An SDS-
PAGE followed by WB was performed. To assess the total protein and
phosphorylated protein amounts on the same PVDF-membrane,
membranes
were
stripped
and
reprobed
with
new
antibodies. Antibody-targets are labeled on the right side of each image with black
arrows
indicating
the
respective
protein
band. d MUTZ-5 cells were treated with 50 µM Salirasib (pan-RAS-inhi-
bitor), 10 µM PI-103 (PI3K/mTOR dual inhibitor), or 5 µM Rux-
olitinib (JAK-inhibitor) like in c after which the RAS-GTP levels were
measured in ELISA. N = 3 independent experiments, bar graph shows
means ± SD. e MUTZ-5 cells were treated as in d and STAT5 activity
was determined via Western blot. N = 3 independent experiments, bar
graph shows means ± SD. P values for d and e were calculated in one-
way ANOVA and post-hoc Bonferroni multiple comparison. the combination of high CRLF2 and hyperphosphorylated
JAK2 (including mutated JAK2) can explain the mechan-
ism for high RAS activity in 12/14 (86%) of DS-ALL with
high RAS activity. Importantly, not a single wtRAS case
with either mutated or hyperphosphorylated JAK2 was seen
that lacked activated RAS protein (Fig. 4c), suggesting that
RAS activation is an obligatory consequence in wtRAS DS-
ALL cases with mutated or hyperphosphorylated JAK2. We restricted the further analysis only to DS-ALL pri-
mary presentation samples, and quantitatively compared
those that PCA grouped into Cluster 1 (PCA-predicted
standard-risk (SR)) to those in Cluster 2 (PCA-predicted
high-risk (HR)), for the basal activities (Fig. 5d top row)
and TSLP-induced activities (Fig. 5d bottom row) of pan-
RAS, JAK2, STAT5, MEK1/2, ERK1/2 and rpS6. We
observed that basal and TSLP-induced activities of JAK2,
ERK1/2 and rpS6 were significantly increased in HR-DS-
ALL presentation samples compared to the SR group
(within PCA-Cluster 1). For these proteins, correlation
between risk and protein-activity/inducibility profile for our
DS-ALL cohort, resembles previously reported findings for
a different group of HR-ALL, the non-DS Ph-like ALL,
grouped by the presence or absence of CRLF2 rearrange-
ments [27]. Additionally, (and this has, to our knowledge,
never been demonstrated for any ALL before), we also RAS activity and its TSLP inducibility correlate with
outcome in DS-ALL patients Data from primary cells analysis from n = 20 presentation
samples of DS-ALL for the RAS/MAPK, PI3K/mTOR, and
JAK/STAT pathway activity profiles using WB (Supple-
mentary Figs. S5A and S5B), as well as ELISA for acti-
vated RAS-pull-down (Fig. 4c) were integrated with the
similar data we obtained using n = 7 DS-ALL relapse and
n = 4 DS-ALL remission samples, as well as n = 4 non-DS
ALL presentation samples and n = 2 non-DS relapse sam-
ples. We performed a PCA using all of these integrated data
on N = 37 samples from n = 31 individual patients, in 753 753 4 70%
f
i
DS ALL
t ti
l
h
ti
i i
hil
i
b
l
10% RAS GTP i
TSLP Fig. 4 70% of primary DS-ALL presentation samples show acti-
vated and/or TSLP-inducible RAS, regardless of mutation-status. activity while an increase by at least 10% RAS-GTP in TSLP-
stimulated samples over uninduced samples in ELISA was classed as
TSLP-inducible RAS. For visualization, JAK2-phosphorylation levels
measured in WB were categorized as –(negative) = 0.00–0.05; + =
0.05–0.50; ++ = 0.50–1.00; +++ = 1.00–2.00, and CRLF2 protein-
levels were categorized as –(negative) = 0.00–0.05; + = 0.05–0.20;
++ = 0.20–0.50;
+++ = 0.50–1.50. None
of
these
arbitrary
threshold-groupings were used in the clustering analysis (Fig. 5). Known CRLF2-rearrangements are marked (R). All values are nor-
malized to those measured for uninduced MUTZ-5 cells processed in
parallel to patient cells. Table boxes: Outcome of leukemia (white =
good outcome, black = poor outcome), RAS mutations (=blue) or
JAK2 mutations (=red) (gray = unsequenced). For patient/sample
groups other than DS-ALL-diagnosis (Non-DS (NDS) at presentation,
DS complete remission (CR), and DS/NDS at relapse) only averages
are shown. For an overview of the WB data and analyzed protein
expression/phosphorylation of all individual samples, see Supple-
mentary Fig. S5. Fig. 4 70% of primary DS-ALL presentation samples show acti-
vated and/or TSLP-inducible RAS, regardless of mutation-status. Primary presentation samples of DS-ALL patients were cultured for
2 days (detailed in Supplementary Fig. S5A-legend) and then induced
for 10 min with 20 ng/mL TSLP (or uninduced) in serum-reduced
medium. a Each lysate was split up for RAS-GTP pull-down assay
(left blot) and for standard WB (right blot). Gray arrow shows the
loading of the GST-RBD in the pull-down assay. b The RAS activity
pattern in the patient samples from a was confirmed via ELISA
measurement of RAS-activity in aliquots that were independently
thawed and processed. c Overview of the ELISA-measured RAS
activity for the DS-ALL cohort at diagnosis (not enough cell material
was available for DS26, DS29, and DS30). The RAS-GTP pull-down
ELISA was performed on lysates (100 ng/μL total-protein) from cells
at minimum 75% viability. Brackets on top indicate the four RAS
activity patterns presented in a and b. RAS-protein activation but not mutation status is an outcome predictor and unifying therapeutic target. . . Fig. 4 70% of primary DS-ALL presentation samples show acti-
vated and/or TSLP-inducible RAS, regardless of mutation-status. Primary presentation samples of DS-ALL patients were cultured for
2 days (detailed in Supplementary Fig. S5A-legend) and then induced
for 10 min with 20 ng/mL TSLP (or uninduced) in serum-reduced
medium. a Each lysate was split up for RAS-GTP pull-down assay
(left blot) and for standard WB (right blot). Gray arrow shows the
loading of the GST-RBD in the pull-down assay. b The RAS activity
pattern in the patient samples from a was confirmed via ELISA
measurement of RAS-activity in aliquots that were independently
thawed and processed. c Overview of the ELISA-measured RAS
activity for the DS-ALL cohort at diagnosis (not enough cell material
was available for DS26, DS29, and DS30). The RAS-GTP pull-down
ELISA was performed on lysates (100 ng/μL total-protein) from cells
at minimum 75% viability. Brackets on top indicate the four RAS
activity patterns presented in a and b. For visualization purposes only
in this graph, basal RAS-activity over 0.5 (median of all patient
samples) MUTZ-5 basal RAS activity was grouped as high RAS
activity while an increase by at least 10% RAS-GTP in TSLP-
stimulated samples over uninduced samples in ELISA was classed as
TSLP-inducible RAS. For visualization, JAK2-phosphorylation levels
measured in WB were categorized as –(negative) = 0.00–0.05; + =
0.05–0.50; ++ = 0.50–1.00; +++ = 1.00–2.00, and CRLF2 protein-
levels were categorized as –(negative) = 0.00–0.05; + = 0.05–0.20;
++ = 0.20–0.50;
+++ = 0.50–1.50. None
of
these
arbitrary
threshold-groupings were used in the clustering analysis (Fig. 5). Known CRLF2-rearrangements are marked (R). All values are nor-
malized to those measured for uninduced MUTZ-5 cells processed in
parallel to patient cells. Table boxes: Outcome of leukemia (white =
good outcome, black = poor outcome), RAS mutations (=blue) or
JAK2 mutations (=red) (gray = unsequenced). For patient/sample
groups other than DS-ALL-diagnosis (Non-DS (NDS) at presentation,
DS complete remission (CR), and DS/NDS at relapse) only averages
are shown. For an overview of the WB data and analyzed protein
expression/phosphorylation of all individual samples, see Supple-
mentary Fig. S5. RAS-protein activation but not mutation status is an outcome predictor and unifying therapeutic target. . . For visualization purposes only
in this graph, basal RAS-activity over 0.5 (median of all patient
samples) MUTZ-5 basal RAS activity was grouped as high RAS activity while an increase by at least 10% RAS-GTP in TSLP-
stimulated samples over uninduced samples in ELISA was classed as
TSLP-inducible RAS. For visualization, JAK2-phosphorylation levels
measured in WB were categorized as –(negative) = 0.00–0.05; + =
0.05–0.50; ++ = 0.50–1.00; +++ = 1.00–2.00, and CRLF2 protein-
levels were categorized as –(negative) = 0.00–0.05; + = 0.05–0.20;
++ = 0.20–0.50;
+++ = 0.50–1.50. None
of
these
arbitrary
threshold-groupings were used in the clustering analysis (Fig. 5). Known CRLF2-rearrangements are marked (R). All values are nor-
malized to those measured for uninduced MUTZ-5 cells processed in
parallel to patient cells. Table boxes: Outcome of leukemia (white =
good outcome, black = poor outcome), RAS mutations (=blue) or
JAK2 mutations (=red) (gray = unsequenced). For patient/sample
groups other than DS-ALL-diagnosis (Non-DS (NDS) at presentation,
DS complete remission (CR), and DS/NDS at relapse) only averages
are shown. For an overview of the WB data and analyzed protein
expression/phosphorylation of all individual samples, see Supple-
mentary Fig. S5. activity while an increase by at least 10% RAS-GTP in TSLP-
stimulated samples over uninduced samples in ELISA was classed as
TSLP-inducible RAS. For visualization, JAK2-phosphorylation levels
measured in WB were categorized as –(negative) = 0.00–0.05; + =
0.05–0.50; ++ = 0.50–1.00; +++ = 1.00–2.00, and CRLF2 protein-
levels were categorized as –(negative) = 0.00–0.05; + = 0.05–0.20;
++ = 0.20–0.50;
+++ = 0.50–1.50. None
of
these
arbitrary
th
h ld
i
d i
th
l
t i
l
i
(Fi
5) observed a significant increase in basal and TSLP-induced
activity of both MEK1/2 and RAS in the HR-DS-ALL
group, compared to the SR group. We also looked at protein
expression levels and found RAS and rpS6 levels to correlate with the high-risk DS-ALL group (Supplementary
Fig. S7A). This provided the rationale to look for differ-
ences in a larger non-DS ALL cohort (see Supplementary
Results, Supplementary Figs. S7B, S8A, S8B). observed a significant increase in basal and TSLP-induced
activity of both MEK1/2 and RAS in the HR-DS-ALL
group, compared to the SR group. We also looked at protein
expression levels and found RAS and rpS6 levels to D. Koschut et al. 754 Fig 5 Sub stratification of DS ALL patients based on primary
the two clusters (bar graph) c Kaplan Meier curves of cluster 1 (SR Fig. 5 Sub-stratification of DS-ALL patients based on primary
cells: RAS-activation and downstream signaling in relation to
standard-therapy outcomes. a A PCA was performed on the quan-
tified data of Fig. 4 (data was given as continuous variables; no cutoffs
nor pre-groupings were used) for the DS-ALL cohort at diagnosis, and
(where available) at remission, and relapse, as well as presentation and
relapse samples from Non-DS ALL patients. Top view of the PCA-
mapping for all six analyzed protein-activities (basal and TSLP-
induced) as well as CRLF2-protein expression of all samples along the
calculated principal components (see also Supplementary Fig. S6A). K-means unsupervised clustering (with k set to 4 to achieve minimal
class-class deviation, Supplementary Fig. S6B) grouped samples into
clusters 1–4 (listed in Supplementary Fig. S6C). b PCA Clusters 1 and
2 contain all samples of the DS-ALL diagnosis cohort and were
analyzed according to their outcome: A Fisher’s exact test determined
the P value between the number of good and poor outcomes between
the two clusters (bar graph). c Kaplan–Meier curves of cluster 1 (SR
standard risk) and cluster 2 (HR high risk) DS-ALL patients. Table
shows a Cox proportional-hazards model for protein activity score
(PCA-derived principal component from all quantified protein activ-
ities at basal and TSLP-induced level) together with CRLF2-protein
expression level (for CRLF2+ samples), NCI risk groups (SR: age at
diagnosis 1–10 years and WBC < 50.000/µL; HR = children age >10
years and/or WBC > 50.000/µL; or unknown), and presence of acti-
vating JAK2-mutations. Reverse Kaplan–Meier median follow-up for
N = 20 DS-ALL was 18.4 years. Patient numbers at risk for each year
are given in the table. d The means of all analyzed basal or TSLP-
induced protein activities are compared between the SR group (DS-
ALL patients in PCA cluster 1) and the HR group (DS-ALL patients in
PCA cluster 2). All error bars are SD; P values were calculated using
Student’s T test and are adjusted with a Bonferroni-correction for
sequential multiple comparison. Fig. 5 Sub-stratification of DS-ALL patients based on primary
ll
RAS
i
i
d d
i
li
i
l
i
the two clusters (bar graph). c Kaplan–Meier curves of cluster 1 (SR
d d i k)
d
l
2 (
hi h i k)
S A
i
bl Fig. 5 Sub-stratification of DS-ALL patients based on primary
cells: RAS-activation and downstream signaling in relation to
standard-therapy outcomes. a A PCA was performed on the quan-
tified data of Fig. 4 (data was given as continuous variables; no cutoffs
nor pre-groupings were used) for the DS-ALL cohort at diagnosis, and
(where available) at remission, and relapse, as well as presentation and
relapse samples from Non-DS ALL patients. Top view of the PCA-
mapping for all six analyzed protein-activities (basal and TSLP-
induced) as well as CRLF2-protein expression of all samples along the
calculated principal components (see also Supplementary Fig. S6A). K-means unsupervised clustering (with k set to 4 to achieve minimal
class-class deviation, Supplementary Fig. S6B) grouped samples into
clusters 1–4 (listed in Supplementary Fig. S6C). b PCA Clusters 1 and
2 contain all samples of the DS-ALL diagnosis cohort and were
analyzed according to their outcome: A Fisher’s exact test determined
the P value between the number of good and poor outcomes between the two clusters (bar graph). c Kaplan–Meier curves of cluster 1 (SR the two clusters (bar graph). c Kaplan–Meier curves of cluster 1 (SR
standard risk) and cluster 2 (HR high risk) DS-ALL patients. Table
shows a Cox proportional-hazards model for protein activity score
(PCA-derived principal component from all quantified protein activ-
ities at basal and TSLP-induced level) together with CRLF2-protein
expression level (for CRLF2+ samples), NCI risk groups (SR: age at
diagnosis 1–10 years and WBC < 50.000/µL; HR = children age >10
years and/or WBC > 50.000/µL; or unknown), and presence of acti-
vating JAK2-mutations. Reverse Kaplan–Meier median follow-up for
N = 20 DS-ALL was 18.4 years. Patient numbers at risk for each year
are given in the table. d The means of all analyzed basal or TSLP-
induced protein activities are compared between the SR group (DS-
ALL patients in PCA cluster 1) and the HR group (DS-ALL patients in
PCA cluster 2). All error bars are SD; P values were calculated using
Student’s T test and are adjusted with a Bonferroni-correction for
sequential multiple comparison. RAS-protein activation but not mutation status is an outcome predictor and unifying therapeutic target. . . 755 PI3K/mTOR pathway activation in TSLP-induced human
ALL cells. PI3K/mTOR pathway activation in TSLP-induced human
ALL cells. TSLP activates RAS directly and independently of
PI3K/mTOR pathway activation 6b, c), at a concentration lower than
required to block EIF4EBP1 activity via mTOR-complex
destabilization [31]. PLA also detected a strong interaction
between RAS and the RBD-containing PI3K-subunit p110α
in these cells, which could be reduced using Rigosertib, a
RAS-GTP mimetic that inhibits RAS by binding to the
RBD of RAS-effectors (Supplementary Fig. S2D). O
d t
th
f
t
l
t th t di
t
tRAS Downstream effectors of the activated PI3K/mTOR
pathway have been shown in some situations to cross-
activate the downstream effectors of RAS-MAPK cascade,
and vice versa [28, 29]. However, we observed that
immediately upon addition of TSLP (0 min timepoint, Fig. 6a) the relative levels of activated pan-RAS, KRAS, NRAS,
PTPN11, MEK1/2, and ERK1/2 were all higher than at any
later timepoint, while in comparison, the activity onset of
the PI3K/mTOR downstream target rpS6 was delayed (Fig. 6a). This makes it less likely, at least as the initial effect of
TSLP, that the activation of MEK1/2 and ERK1/2 in such
leukemic cells is caused by the cross-talk from the activated
PI3K pathway. As PI3K can also be an effector of RAS
[30], we used an alternative biochemical approach (PLA) by
which we demonstrated the ability of a chemical inhibitor of
RAS (Salisarib) to block the TSLP-induced rpS6-activating
phosphorylation (Fig. 6b, c), at a concentration lower than
required to block EIF4EBP1 activity via mTOR-complex
destabilization [31]. PLA also detected a strong interaction
between RAS and the RBD-containing PI3K-subunit p110α
in these cells, which could be reduced using Rigosertib, a
RAS-GTP mimetic that inhibits RAS by binding to the
RBD of RAS-effectors (Supplementary Fig. S2D). Our data on primary patient material suggest the com-
pulsory activation of RAS whenever elevated CRLF2 is
present in combination with either mutated or otherwise
activated JAK2. This would eliminate the selective advan-
tage gained by a RAS mutation, explaining the mutual
exclusion, however the underlying molecular mechanism
remains to be explained. We therefore sought to further
characterize the molecular mechanism behind the wtRAS
activation in these leukemic cells. CRLF2-signaling increases direct interaction
between active PTPN11 and RAS While the PTPN11-inhibitor reduced wtRAS activity in
MUTZ5- cells (Fig. 3c), the connection between PTPN11
and RAS in ALL as well as in CRLF2-signaling is
unknown. Active PTPN11 is thought to dephosphorylate
RAS to prime it for activation [32], and we found PTPN11
phosphorylation to be increased by induced CRLF2-
signaling (Fig. 2a). Furthermore, PTPN11 is published to
be in complex with JAK2 upon cytokine-induction in tumor
cells [33]. In order to confirm that the mechanism of acti-
vating RAS in JAK2-mutated B-ALL cells is regulated via
PTPN11, we designed a PLA assay that specifically detects
the direct interaction between RAS and phosphorylated
PTPN11 (Fig. 7a, c). Indeed, compared to the signal for two
cytosolic proteins not expected to interact (PLA negative
control (NC)), a strong PLA signal between RAS and
p-PTPN11 was observed and this interaction almost dou-
bled upon TSLP-induction (Fig. 7a). Of note, Ba/F3 cells
cultured with IL-3, which activated RAS (Supplementary
Fig. S1B) and JAK2-phosohorylation, also featured a higher
level of RAS and p-PTPN11 interaction in PLA compared
to unstimulated cells (Supplementary Fig. S3B). PLA
assays also detected interactions between SOS1 and GRB2
in these leukemic cells, as well as other direct interactions
involved in RAS activation, which also showed response to
CRLF2-activation (RAS and SOS1; GRB2 and p-PTPN11)
(Supplementary Fig. S2C). Remarkably, blocking PTPN11-
activity via the PTPN11-inhibitor II-B08 reduced both
endogenous, and TSLP-induced RAS activity in these cells
(Fig. 7b). The PTPN11-inhibitor did not reduce the phos-
phorylation marker on PTPN11 itself (Fig. 7b) but disrupted
the direct interaction between RAS and p-PTPN11, low-
ering it to levels below those in uninduced cells (Fig. 7c). Furthermore, a cytotoxic assay showed leukemic cell via-
bility to be reduced by the PTPN11-inhibitor, similarly as
with the RAS-inhibitor (Fig. 7d). Taken together, these
results show that the mechanism of wtRAS activation by
CRLF2 signaling depends on its direct interaction with
catalytically active PTPN11. TSLP activates RAS directly and independently of
PI3K/mTOR pathway activation The use of inhibitors on MUTZ-5 cells (Fig. 3a) suggested
RAS activation to be independent from blocking of PI3K
or JAK pathways. TSLP induction in high CRLF2-
expressing and JAK2-mutated B-ALL is known to acti-
vate STAT5 and PI3K/mTOR pathways [27], and this
insight
is
exploited
in
innovative
new
therapeutic
approaches that are currently clinically trialed [6]. We
therefore first confirmed that our experimental system can
reproduce these same results in WB (Supplementary Fig. S4A). In addition, we designed a quantitative method
(PLA) to measure rpS6-phoshporylation in individual cells
(Fig. 6b). Similar to the TSLP-induction in MUTZ-5 cells,
the Ba/F3 CRLF2 + JAK2R683G cells also display an
increased rpS6-phosphorylation in PLA compared to cells
overexpressing only JAK2R683G (Supplementary Fig. S3A). The use of inhibitors on MUTZ-5 cells (Fig. 3a) suggested
RAS activation to be independent from blocking of PI3K
or JAK pathways. TSLP induction in high CRLF2-
expressing and JAK2-mutated B-ALL is known to acti-
vate STAT5 and PI3K/mTOR pathways [27], and this
insight
is
exploited
in
innovative
new
therapeutic
approaches that are currently clinically trialed [6]. We
therefore first confirmed that our experimental system can
reproduce these same results in WB (Supplementary Fig. S4A). In addition, we designed a quantitative method
(PLA) to measure rpS6-phoshporylation in individual cells
(Fig. 6b). Similar to the TSLP-induction in MUTZ-5 cells,
the Ba/F3 CRLF2 + JAK2R683G cells also display an
increased rpS6-phosphorylation in PLA compared to cells
overexpressing only JAK2R683G (Supplementary Fig. S3A). Downstream effectors of the activated PI3K/mTOR
pathway have been shown in some situations to cross-
activate the downstream effectors of RAS-MAPK cascade,
and vice versa [28, 29]. However, we observed that
immediately upon addition of TSLP (0 min timepoint, Fig. 6a) the relative levels of activated pan-RAS, KRAS, NRAS,
PTPN11, MEK1/2, and ERK1/2 were all higher than at any
later timepoint, while in comparison, the activity onset of
the PI3K/mTOR downstream target rpS6 was delayed (Fig. 6a). This makes it less likely, at least as the initial effect of
TSLP, that the activation of MEK1/2 and ERK1/2 in such
leukemic cells is caused by the cross-talk from the activated
PI3K pathway. As PI3K can also be an effector of RAS
[30], we used an alternative biochemical approach (PLA) by
which we demonstrated the ability of a chemical inhibitor of
RAS (Salisarib) to block the TSLP-induced rpS6-activating
phosphorylation (Fig. Primary DS-ALL patient biopsies from high-risk sub-
cohorts have a potent response to RAS-inhibition
in vitro as a distinguishing feature We used primary surplus clinical material in Fig. 5 from
n = 31 patients. Out of these, we had enough primary
diagnosis material for 13 patients (before any therapy) to
measure the effects of RAS, PI3K, or JAK inhibitors on Our data therefore strongly suggest that direct, wtRAS
activation can precede, and to a certain extent promote, the D. Koschut et al. 756 6 Direct wtRAS-activation can precede PI3K/mTOR-pathway
vation and resulting PI3K-downstream signaling activity was
ked by RAS inhibitor. a Effect of TSLP induction over time. TZ-5 cells were incubated with 20 ng/mL human TSLP at 37 °C
he indicated time points (0 min to 18 h) before cell lysis. Due to
centrifugation step the TSLP can act for 5 min before lysis at
point 0. Each cell lysate was split up for RAS-GTP pull-down
y and WB. RAS-GTP pull-down elutions are on the left side while
right-hand side blots show whole cell lysates of the same samples. body-targets are labeled on the right side of each image with black
or JAK inhibitor. Cells were fixed and permeabilized in a 9
plate. After blocking, antibodies against phosphorylated rpS6 a
rpS6 were used in conjunction with PLA rabbit and mouse pr
allow specific readout of rpS6 activation in single cells in
throughput manner. Histograms show the distribution for a
experiment of the number of PLA spots in cells with at least
spot (assay control is only shown in the bar graph). A minim
600 cells were analyzed per sample. Non-linear Gaussian fitting
were plotted. Fluorescent microscope images show examples
spots in MUTZ-5 cells for the respective treatment; white sca Fig. 6 Direct wtRAS-activation can precede PI3K/mTOR-pathway
activation and resulting PI3K-downstream signaling activity was
blocked by RAS inhibitor. a Effect of TSLP induction over time. MUTZ-5 cells were incubated with 20 ng/mL human TSLP at 37 °C
for the indicated time points (0 min to 18 h) before cell lysis. Due to
the centrifugation step the TSLP can act for 5 min before lysis at
timepoint 0. Each cell lysate was split up for RAS-GTP pull-down
assay and WB. RAS-GTP pull-down elutions are on the left side while
the right-hand side blots show whole cell lysates of the same samples. Antibody-targets are labeled on the right side of each image with black
arrows indicating the respective protein band. Primary DS-ALL patient biopsies from high-risk sub-
cohorts have a potent response to RAS-inhibition
in vitro as a distinguishing feature b Activation of PI3K/
mTOR downstream target rpS6 protein was monitored via PLA in
high-throughput microscopy. MUTZ-5 cells were either not induced or
induced with 20 ng/mL TSLP for 10 min. Where indicated, cells were
pre-treated for 3 h with either DMSO (vehicle control), RAS inhibitor, or JAK inhibitor. Cells were fixed and permeabilized in a 96 well
plate. After blocking, antibodies against phosphorylated rpS6 and total
rpS6 were used in conjunction with PLA rabbit and mouse probes to
allow specific readout of rpS6 activation in single cells in a high-
throughput manner. Histograms show the distribution for a single
experiment of the number of PLA spots in cells with at least 1 PLA
spot (assay control is only shown in the bar graph). A minimum of
600 cells were analyzed per sample. Non-linear Gaussian fitting curves
were plotted. Fluorescent microscope images show examples of PLA
spots in MUTZ-5 cells for the respective treatment; white scale bars
are 20 µm long. c The bar graph summarizes the average PLA spot
counts of three independent experiments. Error bars are SD and
P values were determined in one-way ANOVA and post-hoc Bon-
ferroni multiple comparison. RAS-protein activation but not mutation status is an outcome predictor and unifying therapeutic target. . . 757 Fig. 7 CRLF2-signaling induces direct interaction between acti-
vated PTPN11 and RAS, and PTPN11-activity is required for
ALL cell growth. a Direct interaction between RAS and phos-
phorylated PTPN11 was monitored via PLA using high-content
microscopy. Serum-starved MUTZ-5 cells were induced (or not) with
20 ng/mL TSLP for 10 min. Cells were fixed and permeabilized in a
96 well plate. Antibodies against phosphorylated PTPN11 and
pan-RAS were used in conjunction with PLA-probes to allow the
amplification and staining of interaction-specific PLA-spots. The
negative control (NC) are two cytosolic proteins not expected to
interact. Fluorescent-microscopy images show examples of PLA-spots
(scale bars = 20 µm). At least 250 cells per well were analyzed using
Operetta-CLS automated high-content microscopy platform. The bar-
graph shows the averages of three independent experiments (each
performed in triplicates). Error bars are SD and P values were
mined in one-way ANOVA and post-hoc Bonferroni multiple
parison. b MUTZ-5 cells were pre-incubated with DMSO or 25 µ
B08 (PTPN11 inhibitor) for 2 h and then stimulated or not with 2
mL TSLP for 10 min before cell lysis. Primary DS-ALL patient biopsies from high-risk sub-
cohorts have a potent response to RAS-inhibition
in vitro as a distinguishing feature Each cell lysate was split u
RAS-GTP pull-down assay and for WB (whole-cell lysates). c M
5 cells were treated as in b before fixation. A PLA described in
performed. d MUTZ-5 cells were seeded at 1.6 × 105/mL densit
cultured for 7 days with either 0.5% DMSO (vehicle control), 5
Salirasib (indirect pan-RAS inhibitor), 25 µM II-B08, 50 μM V
afenib (pan‐Raf inhibitor), 1 μM PD0325901 (MEK1/2-inhibito
5 µM Ruxolitinib (JAK-inhibitor), in presence of 20 ng/mL T
Percentage of viable cells was determined in an NC-250 autom
cell counter. Fig. 7 CRLF2-signaling induces direct interaction between acti-
vated PTPN11 and RAS, and PTPN11-activity is required for
ALL cell growth. a Direct interaction between RAS and phos-
phorylated PTPN11 was monitored via PLA using high-content
microscopy. Serum-starved MUTZ-5 cells were induced (or not) with
20 ng/mL TSLP for 10 min. Cells were fixed and permeabilized in a
96 well plate. Antibodies against phosphorylated PTPN11 and
pan-RAS were used in conjunction with PLA-probes to allow the
amplification and staining of interaction-specific PLA-spots. The
negative control (NC) are two cytosolic proteins not expected to
interact. Fluorescent-microscopy images show examples of PLA-spots
(scale bars = 20 µm). At least 250 cells per well were analyzed using
Operetta-CLS automated high-content microscopy platform. The bar-
graph shows the averages of three independent experiments (each performed in triplicates). Error bars are SD and P values were deter-
mined in one-way ANOVA and post-hoc Bonferroni multiple com-
parison. b MUTZ-5 cells were pre-incubated with DMSO or 25 µM II-
B08 (PTPN11 inhibitor) for 2 h and then stimulated or not with 20 ng/
mL TSLP for 10 min before cell lysis. Each cell lysate was split up for
RAS-GTP pull-down assay and for WB (whole-cell lysates). c MUTZ-
5 cells were treated as in b before fixation. A PLA described in a was
performed. d MUTZ-5 cells were seeded at 1.6 × 105/mL density and
cultured for 7 days with either 0.5% DMSO (vehicle control), 50 µM
Salirasib (indirect pan-RAS inhibitor), 25 µM II-B08, 50 μM Vemur-
afenib (pan‐Raf inhibitor), 1 μM PD0325901 (MEK1/2-inhibitor), or
5 µM Ruxolitinib (JAK-inhibitor), in presence of 20 ng/mL TSLP. Percentage of viable cells was determined in an NC-250 automated
cell counter. D. Koschut et al. 758 individual pathway activation status in the presence of
TSLP. Primary DS-ALL patient biopsies from high-risk sub-
cohorts have a potent response to RAS-inhibition
in vitro as a distinguishing feature b Waterfall-plot shows the
mean efficacies of 50 µM Salirasib, 10 µM PI-103 (PI3K/mTOR dual-
inhibitor), or 5 µM Ruxolitinib (JAK-inhibitor) on pathway compo-
nents (0% = no effect, 100% = full block of TSLP-induced protein-
activation); tested on primary presentation samples from poor outcome
DS-ALL patients in a. Error bars are SD; black P values were deter-
mined in one-way ANOVA with post-hoc Bonferroni multiple-
comparison. The red P values (Bonferroni-corrected for sequential
multiple-comparison) indicate if each inhibitor on average significantly
reduced the respective protein-activity in these samples (only P <
0.05 shown; Supplementary Table S2 lists all P values). c Cell-toxicity
effect of inhibitors in DS-ALL. Samples from six patients were cul-
tured for 2 days like in a before seeding 8 × 105 viable cells/mL in
IMDM-complete medium (without IL-3/IL-7 but containing 20 ng/mL
TSLP) together with 0.5% DMSO, 30 µM Rigosertib (non-ATP
competitive RAS-GTP inhibitor), 10 µM PI-103, 5 µM Ruxolitinib, or
Rigosertib&Ruxolitinib (DS23 cell count was insufficient). After
7 days, cell count and viability were measured (N = 3, means ± SD);
vehicle-control cell numbers reduced to 1–4 × 105/mL, 70–90% via-
bility. P values were determined in one-way ANOVA with post-hoc
Dunnett’s multiple-comparison (all treatments compared to DMSO-
control). e 8 × 105 viable cells/mL of patient-DS17 were handled like
in c and treated with 0.5% DMSO, or 25 µM II-B08. After 7 days, cell
count and viability were measured (N = 3, means ± SD); average
vehicle-control viability: 74% (II-B08: 66%). on cell viability in six DS-ALL primary presentation sam-
ples (Fig. 8c). The competitive RAS-inhibitor Rigosertib
was chosen over Salisarib as Rigosertib shows more
potential in current clinical trials and still can disrupt both
wtRAS and mutant-RAS signaling activity. Remarkably,
after 7 days the RAS-inhibitor treatment had significantly
reduced the viable cell count (almost halved compared to
vehicle-control) in almost all six samples, independent of
RAS-mutation status (Fig. 8c). Only in one patient sample
(DS17) the RAS inhibitor needed a combinatorial-treatment
(adding JAK-inhibitor) to achieve a similar reduction of
viable cells. Cells of this patient treated separately with
PTPN11-inhibitor resulted in a significantly reduced viable
cell count (Fig. 8d). The JAK-inhibitor alone showed no statistically sig-
nificant effect in any of the DS-ALL samples, similar to
what was observed for MUTZ-5 (Fig. 3a). Discussion Both
DS-ALL
and
Ph-like
ALL
share
CRLF2-
rearrangements and various kinase-activating alterations as
potential targets for individualized therapy using specific
kinase-inhibitors [8, 34]. This lead to the use of phosphor-
ylation patterns of individual kinase signaling cascades as
informative biomarkers for combinatorial therapy design
[6, 16, 35]. (Fig. 8b). As indicated by red P values, PI3K inhibitor
significantly inhibited rpS6 phosphorylation, whereas JAK
inhibitor significantly inhibited ERK, rpS6, and STAT5
phosphorylation. Notably, these inhibitors did not have any
significant effect on RAS activity, reproducing the result
obtained for the MUTZ-5 Ph-like ALL cell line (Fig. 3a). Only the RAS inhibitor was able to significantly block RAS
activation in poor outcome DS-ALLs (Fig. 8b), in addition
to blocking rpS6 phosphorylation, as likewise shown for the
MUTZ-5 cells (Figs. 6b and 3b). This suggests that only
RAS-inhibitor action is capable of efficiently blocking RAS
activation in cells from both Ph-like/non-DS and DS-ALL
poor outcome patient samples at the point of first clinical
presentation, irrespective of the presence of RAS mutation. In contrast, JAK and PI3K inhibitor treatments alone did not
significantly impact RAS activity in these samples (Fig. 8b). In order to better understand the physiological/ther-
ti
l
d th
ff
t f RAS i hibiti (Fig. 8b). As indicated by red P values, PI3K inhibitor
significantly inhibited rpS6 phosphorylation, whereas JAK
inhibitor significantly inhibited ERK, rpS6, and STAT5
phosphorylation. Notably, these inhibitors did not have any
significant effect on RAS activity, reproducing the result
obtained for the MUTZ-5 Ph-like ALL cell line (Fig. 3a). Only the RAS inhibitor was able to significantly block RAS
activation in poor outcome DS-ALLs (Fig. 8b), in addition
to blocking rpS6 phosphorylation, as likewise shown for the
MUTZ-5 cells (Figs. 6b and 3b). This suggests that only
RAS-inhibitor action is capable of efficiently blocking RAS
activation in cells from both Ph-like/non-DS and DS-ALL
poor outcome patient samples at the point of first clinical
presentation, irrespective of the presence of RAS mutation. In contrast, JAK and PI3K inhibitor treatments alone did not
significantly impact RAS activity in these samples (Fig. 8b). In order to better understand the physiological/ther- In DS-ALL, recent studies of sub-clonal and single-cell
evolution of changes in leukemic ALL blasts have iden-
tified signaling activators (CRFL2-rearrangements, JAK2
mutations, RAS-MAPK mutations and iAMP21) as fre-
quent events in primary and relapsed leukemic blasts
[20, 21, 36]. Primary DS-ALL patient biopsies from high-risk sub-
cohorts have a potent response to RAS-inhibition
in vitro as a distinguishing feature The efficacy of RAS inhibition on intracellular
protein
activity
(expressed
as
panRAS
activity
ratio
between inhibitor and vehicle treated samples) for primary
presentation
samples
showed
a
significant
difference
(P = .021 by Fisher’s exact test) between the good outcome
(n = 7) and poor outcome DS-ALL groups (n = 6) (Fig. 8a). Also, samples in which RAS can be further activated by
TSLP were more sensitive to RAS inhibitor treatment
(Supplementary Fig. S9). For all poor outcome DS-ALL
primary presentation samples, inhibitions of individual
pathway effector activities via the RAS, PI3K, or JAK
inhibitors were visualized as inverted bar graphs ranging
from 0% (no inhibition) to 100% (complete inhibition) individual pathway activation status in the presence of
TSLP. The efficacy of RAS inhibition on intracellular
protein
activity
(expressed
as
panRAS
activity
ratio
between inhibitor and vehicle treated samples) for primary
presentation
samples
showed
a
significant
difference
(P = .021 by Fisher’s exact test) between the good outcome
(n = 7) and poor outcome DS-ALL groups (n = 6) (Fig. 8a). Also, samples in which RAS can be further activated by
TSLP were more sensitive to RAS inhibitor treatment
(Supplementary Fig. S9). For all poor outcome DS-ALL
primary presentation samples, inhibitions of individual
pathway effector activities via the RAS, PI3K, or JAK
inhibitors were visualized as inverted bar graphs ranging
from 0% (no inhibition) to 100% (complete inhibition) RAS-protein activation but not mutation status is an outcome predictor and unifying therapeutic target. . . 759 Fig. 8 RAS-inhibitor blocks RAS-activity with greater efficiency in
primary, poor outcome DS-ALL patient samples, prior to relapse. a Efficacy of RAS-inhibitor on ELISA-measured RAS-activity in DS-
ALL, compared by outcome. Primary presentation DS-ALL samples
were cultured for 2 days (detailed in Supplementary Fig. S5A-legend). Samples with sufficient cell count were treated with 0.5% DMSO
(vehicle-control), or 50 µM Salirasib (indirect pan-RAS-inhibitor) for
3 h, and then induced for 10 min with 20 ng/mL TSLP in serum-
reduced medium. Cells were lysed for RAS-GTP pull-down assay and
whole-lysate WB (Supplementary Fig. S5A). Protein-activities of
inhibitor-treated TSLP-induced samples were normalized to the
activity-level of the respective vehicle-treated TSLP-induced samples. If inhibitor-treatment reduced the RAS-activity by over 10% compared
to vehicle-control (dashed-line), the sample was tallied as successful
RAS-blocking. A Fisher’s exact test was performed between the
groups. Good outcome: N = 7 (3 RAS-mutations, 1 JAK2-mutation);
poor outcome: N = 6 (1 JAK2-mutation). Primary DS-ALL patient biopsies from high-risk sub-
cohorts have a potent response to RAS-inhibition
in vitro as a distinguishing feature Interestingly,
while the PI3K/mTOR-inhibitor and the RAS-inhibitor both
showed effective reduction of viable cells in all three
samples (DS16, DS20, DS27) that were clustered by PCA
as SR (Fig. 5), only RAS-inhibition was able to reduce
the viable cell count in the samples grouped by the PCA
(Fig. 5) as HR (DS09, DS17, DS23) (Fig. 8c). These results suggest a paradigm shift in precision-
therapy approach, by identifying HR sub-groups that are
unlikely to respond to PI3K- or JAK-inhibitors alone and
require direct RAS-inhibition. Importantly, the data confirm
the notion that wtRAS-inhibitors could provide a uniform
treatment for both mutated RAS and activated wtRAS cases
(encompassing up to 80% of DS-ALL). Discussion It will be important to unravel the
mechanisms behind the actions of these chromosome
21 genes, as their specific inhibition may be an additional
component to consider in combinatorial therapy approaches
[37, 49]. This is highlighted by very frequent observations
of extra copies of chromosome 21 as acquired changes in
DS and non-DS ALL, both at diagnosis, and at relapse
[20, 50]. Taking RAS activity and inducibility, integrated with
other protein activation patterns, we performed a multi-
variate analysis clustering that identified SR and HR groups
for DS-ALL and showed that protein activation pattern is
independently predictive of outcome using multivariate Cox
regression. In conclusion, our data show that activation of RAS
protein is a common feature of up to 80% of DS-ALL,
suggesting inhibition of overstimulated RAS pathway
activity should be a unifying therapeutic strategy, even in
the absence of RAS mutations. Importantly, our data indi-
cate that patient pre-stratification for therapy optimization
should assess RAS/MAPK protein activation status. Ultimately,
patient-specific
inhibitor
combinations
based on analyzed pathway activities should be part of
future precision medicine approaches for HR-ALL groups. Ph-like ALL patients are already being studied for the
combined effects of PI3K/mTOR and JAK/STAT inhibitor
treatment [6]. “Supplementary Discussion” contains an
expanded discussion on RAS-inhibitor strategies. Acknowledgements Singapore
Ministry
of
Education
Academic
Research Funds Tier 2 grants (2015-T2-2-119 and 2015-T2-1-023) to
DN; AIRC IG 19186 and Fondazione Cariparo 17/07 to GB. Acknowledgements Singapore
Ministry
of
Education
Academic
Research Funds Tier 2 grants (2015-T2-2-119 and 2015-T2-1-023) to
DN; AIRC IG 19186 and Fondazione Cariparo 17/07 to GB. p
g
Compared to RAS, mutations in PTPN11 are less pre-
valent in DS-ALL but mutations in JAK2, RAS, and
PTPN11 also appear to be mutually exclusive throughout
different types of childhood ALL [20, 22, 38, 39]. Our data
reveal that reducing RAS activity via inhibition of
PTPN11 catalytical action may provide a functional
alternative for ALL cells, while blocking the phosphor-
ylation of PTPN11 via JAK inhibitors was not sufficient to
prevent
RAS
activity,
and
concordantly
with
our
mechanistic insight was also unable to block the direct
interaction between PTPN11 and RAS. Our findings sug-
gest that, depending on the patient’s protein activity pro-
file, RAS inhibition (upstream, direct, or downstream)
should be considered in combination with PI3K/mTOR
and/or JAK/STAT inhibitors to further augment clinical
treatment. Discussion In particular, JAK2 and RAS mutations were
found to be both acquired and lost in relapse samples in a
mutually exclusive manner [20, 21]. This emphasizes the
need for individualized combined-therapy approaches that
have a better chance of preventing the selection of sub-
clones driven by a different signaling. Our data show that
elevation in CRLF2 levels combined with JAK2 activation In order to better understand the physiological/ther-
apeutic relevance, we measured the effect of RAS-inhibition D. Koschut et al. 760 are sufficient to activate wtRAS, and that TSLP has the
potential to induce the wtRAS activity, independently of
the PI3K/mTOR activity. This has implications on the
choice of the combinatorial therapy design. Remarkably,
our combined data from exome sequencing [20], and pri-
mary ALL cell protein signaling (presented in this study),
suggest that up to 65–82% of DS-ALL cases have highly
activated RAS, either constitutively, or upon TSLP
induction, regardless of their mutation profiles. 12 of 14
cases with high RAS-activity featured either RAS muta-
tions or high CRLF2/JAK2 signaling (including JAK2-
mutations). The only two samples featuring high wtRAS
activity in absence of high JAK2 phosphorylation levels
might activate RAS via a different pathway yet to be
uncovered for DS-ALL. A very recent novel patient-
derived xenograft models for DS-ALL found CBL-mutant
(wtRAS) cells to have as high ERK1/2-phosphorylation as
KRAS-mutant cells [37]. Interestingly in the same study,
the leukemia burden in both wtRAS(JAK2-mutant) and
mutant-RAS xenograft models was reduced via MEK-
inhibitor, representing a strongly corroborating evidence to
some of the conclusions of our study. seemed resistant to treatment with PI3K/mTOR or JAK
inhibitors alone while only RAS-inhibition slashed the
viable cell count in half. However, based on our data, the
focus should not lie on targeting mutant-RAS alone but
also the inhibition of overstimulated wtRAS pathway
activity in absence of RAS mutations. Childhood leukemia in DS is distinguished by a rela-
tively specific pattern of acquired mutation changes, for
both AML [40–45] and ALL [20, 21, 46], and the reasons
for this are not fully explained. More generally, people with
DS have an unusual epidemiological pattern of malignancy:
increased incidence and mortality for childhood leukemias
of all types, but much decreased childhood and adult solid
tumors [47, 48]. Functional consequences of an increased
dose of some chromosome 21 genes may play important
roles [48], and this is discussed in greater detail in “Sup-
plementary Discussion”. Discussion In particular in DS-ALL, RAS/MAPK-inhibi-
tion might be applicable to most HR patients, as we show
that specifically samples stratified by our PCA as HR References 21. Schwartzman O, Savino AM, Gombert M, Palmi C, Cario G,
Schrappe M, et al. Suppressors and activators of JAK-STAT
signaling at diagnosis and relapse of acute lymphoblastic leukemia
in Down syndrome. Proc Natl Acad Sci USA. 2017;114:
E4030–E9. 1. Inaba H, Greaves M, Mullighan CG. Acute lymphoblastic leu-
kaemia. Lancet. 2013;381:1943–55. 2. Pui CH, Robison LL, Look AT. Acute lymphoblastic leukaemia. Lancet. 2008;371:1030–43. 22. Yeoh AE, Ariffin H, Chai EL, Kwok CS, Chan YH, Ponnudurai
K, et al. Minimal residual disease-guided treatment deintensifi-
cation for children with acute lymphoblastic leukemia: results
from the Malaysia-Singapore
acute lymphoblastic leukemia
2003 study. J Clin Oncol. 2012;30:2384–92. 3. Nguyen K, Devidas M, Cheng SC, La M, Raetz EA, Carroll WL,
et al. Factors influencing survival after relapse from acute lym-
phoblastic leukemia: a Children’s Oncology Group study. Leu-
kemia. 2008;22:2142–50. 23. Yeoh AEJ, Lu Y, Chin WHN, Chiew EKH, Lim EH, Li Z, et al. Intensifying treatment of childhood B-lymphoblastic leukemia
with IKZF1 deletion reduces relapse and improves overall survi-
val: results of Malaysia-Singapore ALL 2010 study. J Clin Oncol. 2018;36:2726–35. 4. Pui CH, Yang JJ, Hunger SP, Pieters R, Schrappe M, Biondi A,
et al. Childhood acute lymphoblastic leukemia: progress through
collaboration. J Clin Oncol. 2015;33:2938–48. 5. Bhojwani D, Pui CH. Relapsed childhood acute lymphoblastic
leukaemia. Lancet Oncol. 2013;14:e205–17. 24. Yoda A, Yoda Y, Chiaretti S, Bar-Natan M, Mani K, Rodig SJ,
et al. Functional screening identifies CRLF2 in precursor B-cell
acute
lymphoblastic
leukemia. Proc
Natl
Acad
Sci
USA. 2010;107:252–7. 6. Tasian SK, Teachey DT, Li Y, Shen F, Harvey RC, Chen IM,
et al. Potent efficacy of combined PI3K/mTOR and JAK or ABL
inhibition in murine xenograft models of Ph-like acute lympho-
blastic leukemia. Blood. 2017;129:177–87. 25. Mohi MG, Arai K, Watanabe S. Activation and functional ana-
lysis of Janus kinase 2 in BA/F3 cells using the coumermycin/
gyrase B system. Mol Biol Cell. 1998;9:3299–308. 7. Hunger SP, Mullighan CG. Redefining ALL classification: toward
detecting high-risk ALL and implementing precision medicine. Blood. 2015;125:3977. 26. Barretina J, Caponigro G, Stransky N, Venkatesan K, Margolin
AA, Kim S, et al. The Cancer Cell Line Encyclopedia enables
predictive modelling of anticancer drug sensitivity. Nature. 2012;483:603–7. 8. Tasian SK, Loh ML, Hunger SP. Philadelphia chromosome–like
acute lymphoblastic leukemia. Blood. 2017;130:2064–72. 9. Holmfeldt L, Wei L, Diaz-Flores E, Walsh M, Zhang J, Ding L,
et al. The genomic landscape of hypodiploid acute lymphoblastic
leukemia. Nat Genet. References 2013;45:242–52. 27. Tasian SK, Doral MY, Borowitz MJ, Wood BL, Chen IM, Harvey
RC, et al. Aberrant STAT5 and PI3K/mTOR pathway signaling
occurs in human CRLF2-rearranged B-precursor acute lympho-
blastic leukemia. Blood. 2012;120:833–42. 10. Den Boer ML, van Slegtenhorst M, De Menezes RX, Cheok MH,
Buijs-Gladdines JG, Peters ST, et al. A subtype of childhood acute
lymphoblastic leukaemia with poor treatment outcome: a genome-
wide classification study. Lancet Oncol. 2009;10:125–34. 28. Castellano E, Downward J. RAS interaction with PI3K: more than
just another effector pathway. Genes Cancer. 2011;2:261–74. 11. Mullighan CG, Su X, Zhang J, Radtke I, Phillips LA, Miller CB,
et al. Deletion of IKZF1 and prognosis in acute lymphoblastic
leukemia. N. Engl J Med. 2009;360:470–80. 29. Mendoza MC, Er EE, Blenis J. The Ras-ERK and PI3K-mTOR
pathways: cross-talk and compensation. Trends Biochemical Sci. 2011;36:320. 12. Knight T, Irving JAE. Ras/Raf/MEK/ERK pathway activation in
childhood acute lymphoblastic leukemia and its therapeutic tar-
geting. Front Oncol. 2014;4:160. 30. Hobbs GA, Der CJ, Rossman KL. RAS isoforms and mutations in
cancer at a glance. J Cell Sci. 2016;129:1287–92. 31. McMahon LP, Yue W, Santen RJ, Lawrence JC Jr. Farne-
sylthiosalicylic acid inhibits mammalian target of rapamycin
(mTOR) activity both in cells and in vitro by promoting dis-
sociation
of
the
mTOR-raptor
complex. Mol
Endocrinol. 2005;19:175–83. 13. Ryan SL, Matheson E, Grossmann V, Sinclair P, Bashton M,
Schwab C, et al. The role of the RAS pathway in iAMP21-ALL. Leukemia. 2016;30:1824–31. 14. Buitenkamp TD, Izraeli S, Zimmermann M, Forestier E, Heerema
NA, van den Heuvel-Eibrink MM, et al. Acute lymphoblastic
leukemia in children with Down syndrome: a retrospective ana-
lysis from the Ponte di Legno study group. Blood. 2014;123:70–7. 32. Bunda S, Burrell K, Heir P, Zeng L, Alamsahebpour A, Kano Y,
et al. Inhibition of SHP2-mediated dephosphorylation of Ras
suppresses oncogenesis. Nat Commun. 2015;6:8859. 15. Lee P, Bhansali R, Izraeli S, Hijiya N, Crispino JD. The biology,
pathogenesis and clinical aspects of acute lymphoblastic leukemia
in children with Down syndrome. Leukemia. 2016;30:1816–23. 33. Schaper F, Gendo C, Eck M, Schmitz J, Grimm C, Anhuf D, et al. Activation of the protein tyrosine phosphatase SHP2 via the
interleukin-6 signal transducing receptor protein gp130 requires
tyrosine kinase Jak1 and limits acute-phase protein expression. Biochemical J. 1998;335:557–65. 16. Harrison CJ. Targeting signaling pathways in acute lymphoblastic
leukemia: new insights. Hematol Am Soc Hematol Educ Program. 2013;2013:118–25. 34. Roberts KG. Compliance with ethical standards Conflict of interest The authors declare that they have no conflict of
interest. Publisher’s note Springer Nature remains neutral with regard to
jurisdictional claims in published maps and institutional affiliations. Open Access This article is licensed under a Creative Commons
Attribution 4.0 International License, which permits use, sharing,
adaptation, distribution and reproduction in any medium or format, as
long as you give appropriate credit to the original author(s) and the
source, provide a link to the Creative Commons license, and indicate if
changes were made. The images or other third party material in this
article are included in the article’s Creative Commons license, unless
indicated otherwise in a credit line to the material. If material is not
included in the article’s Creative Commons license and your intended
use is not permitted by statutory regulation or exceeds the permitted
use, you will need to obtain permission directly from the copyright
holder. To view a copy of this license, visit http://creativecommons. org/licenses/by/4.0/. RAS-protein activation but not mutation status is an outcome predictor and unifying therapeutic target. . . 761 References Why and how to treat Ph-like ALL? Best Pr Res Clin
Haematol. 2018;31:351–6. 17. Russell LJ, Capasso M, Vater I, Akasaka T, Bernard OA, Cala-
sanz MJ, et al. Deregulated expression of cytokine receptor gene,
CRLF2, is involved in lymphoid transformation in B-cell pre-
cursor acute lymphoblastic leukemia. Blood. 2009;114:2688–98. 35. Roberts KG, Yang YL, Payne-Turner D, Lin W, Files JK, Dick-
erson K, et al. Oncogenic role and therapeutic targeting of ABL-
class and JAK-STAT activating kinase alterations in Ph-like ALL. Blood Adv. 2017;1:1657–71. 18. Roberts KG, Morin RD, Zhang J, Hirst M, Zhao Y, Su X, et al. Genetic alterations activating kinase and cytokine receptor sig-
naling in high-risk acute lymphoblastic leukemia. Cancer Cell. 2012;22:153–66. 36. Potter N, Jones L, Blair H, Strehl S, Harrison CJ, Greaves M, et al. Single-cell analysis identifies CRLF2 rearrangements as both early
and late events in Down syndrome and non-Down syndrome acute
lymphoblastic leukaemia. Leukemia. 2018;33:893–904. 19. Roberts KG, Mullighan CG. Genomics in acute lymphoblastic
leukaemia: insights and treatment implications. Nat Rev Clin
Oncol. 2015;12:344–57. 37. Laurent AP, Siret A, Ignacimouttou C, Panchal K, Diop M, Jenni
S, et al. Constitutive activation of RAS/MAPK pathway coop-
erates with Trisomy 21 and is therapeutically exploitable in down
syndrome B-cell leukemia. Clin Cancer Res. 2020;26:3307–18. 20. Nikolaev SI, Garieri M, Santoni F, Falconnet E, Ribaux P,
Guipponi M, et al. Frequent cases of RAS-mutated Down syn-
drome acute lymphoblastic leukaemia lack JAK2 mutations. Nat
Commun. 2014;5:4654. 38. Paulsson K, Horvat A, Strombeck B, Nilsson F, Heldrup J,
Behrendtz M, et al. Mutations of FLT3, NRAS, KRAS, and 762 D. Koschut et al. PTPN11 are frequent and possibly mutually exclusive in high
hyperdiploid childhood acute lymphoblastic leukemia. Genes
Chromosomes Cancer. 2008;47:26–33. 44. Vyas P, Roberts I. Down myeloid disorders: a paradigm for
childhood preleukaemia and leukaemia and insights into normal
megakaryopoiesis. Early Hum Dev. 2006;82:767–73. 45. Wechsler J, Greene M, McDevitt MA, Anastasi J, Karp JE, Le Beau
MM, et al. Acquired mutations in GATA1 in the megakaryoblastic
leukemia of Down syndrome. Nat Genet. 2002;32:148–52. 39. Yamamoto T, Isomura M, Xu Y, Liang J, Yagasaki H, Kamachi
Y, et al. PTPN11, RAS and FLT3 mutations in childhood acute
lymphoblastic leukemia. Leuk Res. 2006;30:1085–9. 40. De Vita S, Mulligan C, McElwaine S, Dagna-Bricarelli F, Spinelli
M, Basso G, et al. Loss-of-function JAK3 mutations in TMD and
AMKL of Down syndrome. Br J Haematol. 2007;137:337–41. 46. References Bercovich D, Ganmore I, Scott LM, Wainreb G, Birger Y,
Elimelech A, et al. Mutations of JAK2 in acute lymphoblastic
leukaemias associated with Down’s syndrome. Lancet. 2008;372:
1484–92. 41. Groet J, McElwaine S, Spinelli M, Rinaldi A, Burtscher I, Mulligan C,
et al. Acquired mutations in GATA1 in neonates with Down’s syn-
drome with transient myeloid disorder. Lancet. 2003;361:1617–20. 47. Hasle H, Friedman JM, Olsen JH, Rasmussen SA. Low risk of
solid tumors in persons with Down syndrome. Genet Med. 2016;18:1151–7. 42. Nikolaev SI, Santoni F, Vannier A, Falconnet E, Giarin E, Basso
G, et al. Exome sequencing identifies putative drivers of pro-
gression of transient myeloproliferative disorder to AMKL in
infants with Down syndrome. Blood. 2013;122:554–61. 48. Nizetic D, Groet J. Tumorigenesis in Down’s syndrome: big les-
sons from a small chromosome. Nat Rev Cancer. 2012;12:721–32. 49. Thompson BJ, Bhansali R, Diebold L, Cook DE, Stolzenburg L,
Casagrande AS, et al. DYRK1A controls the transition from
proliferation to quiescence during lymphoid development by
destabilizing Cyclin D3. J Exp Med. 2015;212:953–70. 43. Norton A, Fisher C, Liu H, Wen Q, Mundschau G, Fuster JL,
et al. Analysis of JAK3, JAK2, and C-MPL mutations in transient
myeloproliferative disorder and myeloid leukemia of Down syn-
drome
blasts
in
children
with
Down
syndrome. Blood. 2007;110:1077–9. 50. Berger R. Acute lymphoblastic leukemia and chromosome 21. Cancer Genet Cytogenet. 1997;94:8–12.
|
W2734538356.txt
|
http://www.nomos-elibrary.de/10.5771/0506-7286-1989-1-77.pdf
|
de
|
Dignidad. Menschenrechte und Menschenrechtsschutz in Zentralamerika
|
Verfassung und Recht in Übersee
| 1,989
|
cc-by
| 1,488
|
ȿF ȿžG ȿ ȿ ȿȿ *B __ *ȿ _ȿ lȿȡ%Ǥ% ȿ
ȿL %ȿFǢ%Ǎȿȿ %ȿ ȿ:Zȿ
$oȿB ( %ȿC %ȿæȿ ȿ ; {JJ˄ G(ȿ ȿ ȿ ; {J9˄ȿ/_ȿcȿ_ȿ
ȿ ȿ ȿ ȿ ȿ ȿȿX ȿȿȿ ȿ %ȿ ȿ Ç
%ȿ %ȿ Fȿ Uȿ Fȿ ¶ ȿ č ȿ oȿ %ȿ
%ȿ%ȿȶȿ %ȿ ȿȿ VBÉy ȿ B ȿ Wȿ æ{Zȿ ©% ȿ ;{J{˄ ȿ
ȿ / Ö ȿ B ȿ ȿ / ȿ (l Zȿ gȿ :% ȿ ȿ Sȿ ȿ Lȿ
J%3_ ȿ Pȿ ȿoȿ ( %ȿ E%ȿ ȿ ÖGȿ ȿ Sȿ %ȿ ; {J9˄ ȿ
%ȿ Cȿ Zȿ . %ȿ ȿ a
Sȿ B ȿ ȿ oȿ C %ȿ Gȿ ȿ
< ȿ 6ŵ Xĕȿ ;{?5˄ yȿ /_ȿ 3ȿ ȿ ȿ >ȿ Eȿ ȿ W3ȿ ȿ ȿ ȿ
Cȍƣ ȿ]ȿ(G G%ȿEȿ ƫJȿZȿ
$ȿxD!_% ȿȿBc3 ȿ ȿ=Ť0˄ C ȿB ȿȿ%ȿ ȿ ȿ
%ȿǿȿ 3ȿȿȿ.ȿȣȿ xDƬ%ȿ ȿ E% ¢%ȿ ȿ ȿ č
mȿ ȿ !ȿ ȿ Ö%ȿL- %ȿ 6 ȿ ȿ ȿ Gȿ
Ewĭ;ȿGZȿ
2?
I[Iñý
$[\ý1!ý
I* Lŗ' ŗ ŗ' Y
8ŗ*ŗ R"Iŗ
` G%} ȿāȿWLȿB ȿ ;`˄
©PȎ%ȿ ` GȿW ŧȿ= ȿG%ȿ6 ȿ ; -{{} =5 ;˄ ©°ȿ$<ȿ 5`}Š
Tcȿyȿ }ȿ <%Ǽȿ ¶ ȿ B __ȿ ȿ ȿ :ň ȿ (_ȿ
Dȿȿ %ȿà ȿ . Zȿ © ȿ D%ȿ Sȿ ȿ %ȿ ȿ F _ S ȿ $
Ȅ%ȿ
ȿ ȿ ȿ _ %ȿ 63;ȿ Gȿ ȿ Gȿ B __ň ȿ Ú Zȿ
$ȿ æPÃ-ȿ -ȿ / ȿ(Jȿȿ%%ȿ<%į% zȿT
LGoȿȿ]oȿ5 %#ȿȿ]Ǻ %ȿ%ȿG ȿ %#ȿȿ]Gȿ. GȿȿȽ%ȿ
(Gȿȿ G%%ȿ Pȿ ȿ <Å%%% ȿ ȿ (ȿȿ( ǩ%ȿ
x-ÓȿGȿ ;ȿ Å ȿ ȿ ȿ © ȿ ȿ ȿ __ȿ WĂlȿ GS Ȱ
ȿ Ìȿ ¿ȿȿ g_ ȿ ¥ȿ ȿ %G%ȿ ;ȿ ȿ .Jȿ ȿ <
%;%w Ę ȿS qȿP Zȿ
T¤ȿ 5 ǟǠȿ ǭ ȿ yȿEǦȿ !ȿT;cȿ ȿ q%ȿ ȿIJ %ȿ (ȿ
ČJGJ ȅ!!ȿàȿ Ï> G]ȥ ȿ ȿ C ȿ ÏŰȿ ©1] Gȿ ů ] G\ȿ [%
ȿ ȿŬ ȿ
E%ȿ]Gȿ%ȿ ȿ ñ%ȿ C 2ȿ%ȿGȿ 3UZȿ Xƭ %ȿ %ȿ
Ȇ%ȿ"PȿTĽLGȿȿȿ Ï>Ëȿ ȿ]ȿ ȿ ȿ Uȿ %Zȿ $ȿ %ȿȿ ȿ
| ȿ xG!q ȿ ȿ [%P
ȿ ê ;-{9}˄ C ȿ ê ; -{J ˄ ȿ ç ȿ ê; -{=˄
% Gȿ TmLyÃS%ȿ [ ȿ Cqēȿ Zȿ R ȿ ȿ ¤%ȿ ȿ ȿ
99˄
https://doi.org/10.5771/0506-7286-1989-1-77, am 29.06.2024, 10:49:18
Open Access –
- https://www.nomos-elibrary.de/agb
Ȝ qϨ Ȝ3Ȝ)ȜȜ ȜªȜ ;Jd˄ Ȝ6
Ȝ]gª Ȝà Ȝ
,VȜc ; *=5˄~ ; -5*Ǔ-iNJ˄ 5Ȝ, xȜ ¿ eȜ ȜȜȜ[ N Ȝ Ȝ!}$ Ȝ7Ȝ
$ȜeȜ ȜĊ ¯
hȜ 5 $ǡȜ ȜM Ȝ Ȝ@Ȝ
&D ȜȜ $6ȜȜ $ $ Ȝ* Ȝ6Ȝ Ȝ ȜȜ ÍȜ &N?
ȜȜ ,Ȝ 6Ȝ ! x Ȝ ãǞ / }ȜȜ O8Ȝ C Ȝ Ȝ ƾ Ȝ ĹȜ
*Ï$Ȝ Ȝ c 5wȜ Ȝ ! °
ȐȜ Ȝ ]8g ȜU6àJȜ 'Ȝ ?
Ǭ Ȝ Ȝ 'í Ȝ Ȝ & Ȝ Ȝ Ȝ (¯ Ȝ Ȝ!x Ȝ
´Ȝ $¿Ȝ !hƒ LȜ 6ŵ
LȜ ( L Ȝ 8Ȝ Ȝ Ȝ " VȜ Ȝ
,
Ȝ Ȝ $Ȝ$Ȝ Oď $Ȝ Ȝ5$Ȝ" L Ȝ%ȜeȜ5ȜZ5 Ȝ
Ȝ JȜ 'I Ȝ Ȝ
Ȝ Ȝ P}ƤȜ 6Ȝ ,¤ Ȝ Ȝ Ȝ \>÷! Ê
Ȝ Ȝ ; -??˄0 Ȝ Ȝ Ȝ"ȜȜ%ȜȜ
2Ȝ )ȜȜ
3 0Ȝ $Ȝ , Ȝ QȜ bȜ > 5 ǞȜ Ȝ Ȝ Ȝ PȜ Ȝ
ĩ ȜȜ, Ȝ ȜȜ"ff$Ȝ! ŀȜ Ȝ ; -Ī*˄%ȜȜŰ?
}$ȜȜ ! 5
Ȝ Ȝ UȜ S$Ȝ Ȝ$ßȜ Ŵ ȜV 0Ȝ
·Ȝ ±Ə Ȝ ãǞ , Ȝ ĩ ¯Ȝ (
Ȝ Ȝ , ÞȜ Ȝ «Ȝ ' ?
ȜV Ȝ$ Ȝp Ȝ¨$ w ȜȜ 9 Ȝ3 ǐȜ JȜ ( Ȝ
Ȝ %Ȝ Ȝ /Ȝ ' Ȝ )Ȝ Ȝ « Ȝ 'p JȜ > Ȝ 'IfȜ yȜ
* Ȝ Ȝ N9 Ȝ &Ȝ 5Ȝ Ȝ "ǵ Ȝ Ȝ Ȝ &Ȝ Ȝ
Ȝ Ȝ ,$ Ȝ " 2Ȝ = 2Ȝ JȜ Ȝ Ȝ &Ȝ ǽ Ȝ
1Ɖ JȜ 3 Ȝ Ȝ Ȝ Ȝ Ȝ S|ŏȜ ƏȜ 5Ȝ Ȝ {y-Ȝ
å y-$ Ȝ ¨ f9ƍȜ W Ȝ ÿȇ òȜ 7Ȝ ôǠ7Ȝ _űJȜ Ò ¹ qÑȜ y Ȝ |lȜ 7Ȝ
l7-ȜC7 fȜ {yȜ Ȝ Ȝ Į9 Ȝ ŢǓWyȜ ĜȜl9 FȜ WȜ Ȝl7Ȝ
&``XȜ {N9 f ÖȜ -Ȝ Ȝ Č Ȝ ğȜ -yf Ȝ ĈLjXȜ
D7 Ȝ f0JȜ &yȜ U{ľl9 ȜȜ ğȜĄ%Ȝ Ȝ Ȝþ-ÑȜ Ȝ Ȝ Ȝl7Ȝ
! 7Ī åſȜ Ȝ ĸXFȜ Ȝ ȅl0 Ȝ Ŧåľl7Ȝ 7Ȝ
&efȜ 9Э lȜ ĈžȜ Ȝ ! Ȝ M Ȝ Ȝ Ȝ Ȝ Ȝ
Ȝ DȜ ȜȜ '
Ȝ5Ȝ cx ȜȜ> Ĩ{ Ȝ f Ȝ%Ȝ
D Ȝ Ȝ!xë Ī { 8Ȝ dȜ_iȜ5d˄ JqJȜ]ȜȜ 0Ȝ Ȝ
"ˑ / Ȝ 7Ȝ ¾ ć0 Ȝ 5ǭ Ȝ Ȝ 00Ȝ Ȝ Ȝ Ȝ
Q5 Ȝ 'p $`N9 Ȝ eR Ȝ 1Ȝ ÑȜ UNf Ȝ Ȝ
ī Ȝ 5Ȝ Ȝ , Ȝ ĿȜ Ȝ Ȝ Ȝ '8Ȝ CfJȜ Ċ UȜ Ȝ Ȝ Ȝ
3 Ȝ Ȝ *77Ȝ > Ȝ Ȝ S Ȝ Ȝ ' Ȝ .Ȝ Ȝ 7Ȝ
/ Ý Ȝ Ȝ Pô Ȝ { Ȝ V5 Ȝ Ȝ dȜ ! -Ê
×Ȝ )Ȝ 5R Ƶ02Ȝ Ȝ )ȜȜ , Ȝ ȜȜ ź ƥȜ 0 Ȝ]?
ȜȜ 7Ȝ{7ưJȜ
ĉ LȜ Ȝ 7ȜȜ S|ȜȜ " ȜȜȜ&Ě hȜ eȜ*ô ȜȜ7Ȝ
KƳ Ȝ xȜ7ȜĆȍ·Ȝ ȜȜóȜ! Ö fȜ ȜȜ Ȝ]gd?
$ljȜ eD ƕ7Ȝ Ȝ Ȝ 0hȜ ǿ Ȝ ȜĄǏ ȜLȜ {R 7Ȝ
lJȜ
'ȜĸXȜȜ! ǣ ȜȜȜǒÖȜZĿl7éȜ$-Ȝ'7 Ȝ Ê
XȜáȜ "|ȜlÇȜþ ĜȜ XȜ DZW 9ȜX Ȝ1ëŊ
Ŧ*˄
https://doi.org/10.5771/0506-7286-1989-1-77, am 29.06.2024, 10:49:18
Open Access –
- https://www.nomos-elibrary.de/agb
Ȝ _āº1ńȜ FȜ Ȝ "-Ȝ C Ȝ _"CFȜ ƅðȜ $R Ȝ HPŸ
C a¢ Ȝ 1`ƪȜ Ȝ ZmȜ "-Ȝ _C1Z"FȜ Ȝ Ȝ Ȝ C $LơFȜ ȜÉ?
a) Ȝ / -- Ȝ `%Ȝ ! ǔ Ȝ xȜ Ȝ =R dȜ n$x --?
Ȝ ]Ȝ ǯȜ Ȝ Ȝ Ȝ '¬IJ Ȝ 6Ȝ 3% Ȝ `Ȝ Ȝ & Ȝ Ȝ ȏÉȜ
W FȜ ±Ə*D XȜȜȜUȜ ȜĠ8Ȝ, )Ȝ)Ȝ UȜ
`Ļí Ȝ0JȜ " Ư Ȝ Ȝ Ȝ Ȝ " Ȝ Ȝ ȜȜ ³ Ȝ mȜ >ƓI Ȝ
ƿFȜ Ȝ Ȝ -Ȝ FȜ Ȝ Ȝ* %nȜ ¢Ȝ ŬǍ XȜƈ)ȜȜ
!dȜ Ȝ NFȜ ßȜ `ȜȜ Ȝ`òȜ Ȝ" mVȜ mȑ
L¸Ȝ Ȝ Ȝ Ȝ Ȝ )Ȝ 6Ȝ 'I Ȝ Ȝ ³ Ȝ mȜ K Ȝ 3Ȝ Ȝ
CȜȜ S ȜaȜ FȜ66ȜL Ȝ*a m$ȜP%Ȝ
ġƔ Ȝ)"5 ǗĖ5Z ò"Ȝġ"Z )X6DH.)"?"5Z9?",6)M6)"6Z 9BEZ .Z Z"=Z5,*EZM5"=T
LȜ ! Á VȜ -Ȝ ¬ŐȜ \) UȜ ƭȜ Ȝ »6Ȝ $ĴȜ
WȜDȜaȜ Ȝ* Ż ȜĽ W ×Ȝ1)$ ȜȜ"%n8ȜđȜ Ȝ
* Ȝ ȿ }Ȝ Ȝ Î4ȜőȜ * U ȜȜȜÏȜ] % ÎIJȜ -Ȝ
"% Ȝ ` FȜ aȜ! FȜ ȜǦ Ȝ Ȝ6Ȝ »%Ȝ Ȝ = ?
ȜȜ&DždžȆȜȜ
> Ȝ Ȝ Ȝ ñ D Ȝ % Ȝ Ȝ ¢Ȝ Ȝ 3` Ȝ $¢R Ȝ !?
Á ÎȜ p Ȝ Ȝ ƟȜ ŸgdȜ VȜ -`) ¢Ȝ "Ǖǎ8Ȝ
Ȝ Ȝ ȜXWW Ȝ\- Ȝ ` ȜȜ Ȝ '¬ Ȝ Ȝ ?
Ȝ! Á ċW ȜaȜȜX ȜZÏRȜ 'Ȝ- Ȝ º Ë
Ȝ Ȝ ²`Ȝ ¨ Ȝ _"Ȝ =é Ȝ *Ȝ 1 -Ȝ Ȝ
ÿ Ȝť FȜŝ D Ȝ Ȝº Ȝ& ÎȜȜZȜ ȿ ZȜ
WȜȜ Ȝ ñ Ȝ %Ȝ Ȝ Ė -ȜVȜ Ȝ Ȝ Ȝ ] Ȝ Ȝ
|Ȝŧǜ ǰW ǫ9 ŒȜ
"-Ȝ ©WȜ Ȝ - âFȜ ċȜ Ȝ º9ƚXȜ Ȝ , Ȝ Ȝ Ȝ 6Ȝ Ȝ N ?
ȜȜ4șƐ 9 Ȝ¨Ȏ Ȝ ǀȜ/ Ȝ Ȝ" Ȝ ¸Ȝ =Ȝ
Ȝ' Ȝ -Ȝ-Ȝ ¨ ȜLJ ȜȜ Ȝ ñ Ȝ%Ȝ Ȝ W ȜȜ!8?
Á ȜȜ Ȝ Ȝ aȜ] -Ȝ FȜȜ 6-WÍȜ9Ȝ&Ȝ
ȃȜ ȜS Ȝ²Ȝ-Ȝ]gW9 Ȝ*gȜ% ȜȜ
<$]05_
ʪ
https://doi.org/10.5771/0506-7286-1989-1-77, am 29.06.2024, 10:49:18
Open Access –
- https://www.nomos-elibrary.de/agb
|
|
https://openalex.org/W3131066598
|
https://ejournal.unisayogya.ac.id/index.php/jkk/article/download/1901/pdf
|
Indonesian
| null |
Pengaruh Pola Asuh Orang Tua Terhadap Pernikahan Dini
|
Deleted Journal
| 2,021
|
cc-by-sa
| 3,815
|
Abstrak Perkawinan remaja di Indonesia mengalami penurunan sejak tahun 2008-2018,
namun sekarang terjadi peningkatan kembali. Termasuk di Desa Mergolangu dari
tahun 2016 sampai 2019 tercatat sebanyak 50 pasangan suami istri dengan
persentase 64% untuk pasangan wanita rentang usia <20. Pernikahan dini
berpengaruh terhadap aspek kesehatan dan sosial, diantaranya adalah stunting,
stress, dan perceraian. Tujuan penelitian ini untuk melihat pengaruh pola asuh
terhadap pernikahan dini. Jenis penelitian ini adalah penelitian retrospektif desain
case control dengan jumlah sampel 46 orang. Hasil penelitian menunjukan pola
asuh permisif berpengaruh positif (T statistic 4,7540) terhadap pernikahan dini. Kejadian pernikahan dini 63,3% dan 36,7% disebabkan oleh karena faktor lain. Kata kunci: pola asuh; pernikahan dini; remaja Available online at https://ejournal.unisayogya.ac.id/ejournal/index.php/jkk Available online at https://ejournal.unisayogya.ac.id/ejournal/index.php/jkk 177 Available online at https://ejournal.unisayogya.ac.id/ejournal/index.php/jkk
1
Jurnal Kebidanan dan Keperawatan 'Aisyiyah, 16 (2), 2020, 177-185 Available online at https://ejournal.unisayogya.ac.id/ejournal/index.php/jkk
Jurnal Kebidanan dan Keperawatan 'Aisyiyah, 16 (2), 2020, 177-185 Pengaruh Pola Asuh Orang Tua Terhadap Pernikahan Dini Mariah Ulfah1,*, Linda Yanti2, Prasanti Adriani3, Soliyah4
2,3,4Universitas Harapan Bangsa, Jalan Raden Patah No.100, Kedunglongsir, Ledug, Kec. Kembaran, Kab
Banyumas, Jawa Tengah 53182
1mariahulfah@uhb.ac.id*; 2lindayanti@uhb.ac.id; 3Prasantiadriani@uhb.ac.id
* corresponding author
Tanggal Submisi: 2 Februari 2020, Tanggal Penerimaan: 6 Februari 2020 Mariah Ulfah1,*, Linda Yanti2, Prasanti Adriani3, Soliyah4
1,2,3,4Universitas Harapan Bangsa, Jalan Raden Patah No.100, Kedunglongsir, Ledug, Kec. Kemb
Banyumas, Jawa Tengah 53182
1mariahulfah@uhb.ac.id*; 2lindayanti@uhb.ac.id; 3Prasantiadriani@uhb.ac.id
* corresponding author
Tanggal Submisi: 2 Februari 2020, Tanggal Penerimaan: 6 Februari 2020 Abstract Adolescent marriage in Indonesia has decreased from 2008-2018, but recently
there has been an increase again. Including in Mergolangu Village from 2016 to
2019 recorded 50 married couples with a percentage of 64% for female partners
aged <20 (32 people) and 36% (18 people) for female partners aged> 20 years. Early marriage affects health and social aspects, including stunting, stress, and
divorce. This type of research is a retrospective case control design, with a total
sample of 46 people using a retrospective. The purpose of this study was to see the
effect of parenting on early marriage. The results showed that permissive
parenting had a positive effect (T statistic 4.7540) on early marriage. The
incidence of early marriage was 63.3% and 36.7% due to other factors. Key words: parenting, early marriage, adolescence PENDAHULUAN Pernikahan anak masih menjadi masalah kesehatan dan pemenuhan hak
anak yang signifikan di negara dengan penghasilan rendah dan menengah
(Rumble, 2018). Secara global, satu dari enam gadis remaja berusia antara 15 dan
19 tahun sudah menikah (Anjarwati, 2017) Tingkat pernikahan anak di dunia
tertinggi adalah di sub Sahara Afrika yaitu 35% wanita muda menikah sebelum
usia 18 tahun. Di Asia Selatan hampir 30% menikah sebelum usia 18 tahun. This is an open access article under the CC–BY-SA license. This is an open access article under the CC–BY-SA license. 10.31101/jkk.1901 10.31101/jkk.1901 10.31101/jkk.1901 This is an open access article under the CC–BY-SA license. Jurnal Kebidanan dan Keperawatan Aisyiyah, 16 (2), 2020
Mariah Ulfah, Linda Yanti, Prasanti Adriani, Soliyah 178 Tingkat pernikahan anak terendah ditemukan di Amerika Latin dan Karibia yaitu
24%, Timur Tengah dan Afrika Utara 17%, dan Eropa Timur dan Asia Tengah
sekitar 12%. Diperkirakan anak perempuan yang menikah mencapai 12 juta per
tahun, sedangkan 115 juta anak laki-laki menikah sebelum usia 18 tahun (Cossens
& Jackson, 2020). Tingkat pernikahan anak terendah ditemukan di Amerika Latin dan Karibia yaitu
24%, Timur Tengah dan Afrika Utara 17%, dan Eropa Timur dan Asia Tengah
sekitar 12%. Diperkirakan anak perempuan yang menikah mencapai 12 juta per
tahun, sedangkan 115 juta anak laki-laki menikah sebelum usia 18 tahun (Cossens
& Jackson, 2020). Di Indonesia sekitar 17% anak perempuan menikah sebelum usia 18 tahun
(Badan Pusat Statistika, 2018). Tren perkawinan anak perempuan di Indonesia,
menunjukkan penurunan di tahun 2008-2018. Prevalensi perkawinan anak adalah
sebesar 14,67 persen, namun pada satu dekade kemudian (tahun 2018) hanya
menurun sebesar 3,5 poin persen menjadi 11,21 persen (Badan Pusat Statistik,
2020) pernikahan anak dikaitkan dengan tempat tinggal pedesaan, perumahan
yang lebih miskin kondisi dan rumah tangga dengan tingkat pengeluaran yang
lebih rendah (Bidang Statistik Sosial, 2018). Faktor yang mempengaruhi pernikahan dini salah satunya adalah pola
asuh orang tua. Pola asuh yang baik akan meningkatkan keterbukaan dengan anak
(Kurniati, 2016), serta kegiatan pengasuhan orang tua diantaranya membimbing,
mengarahkan termasuk terhadap pemilihan pernikahan dini. Wonosobo
merupakan Kabupaten yang terdiri dari 15 Kecamatan dan 279 Desa. Pada tahun
2018 di Kabupaten Wonosobo persentase wanita menikah di umur <17 tahun
sebanyak 29,99%, 17-18 tahun sebanyak 23,79%, umur 19-24 tahun sebanyak
37,24% dan umur lebih dari 25 tahun sebanyak 10,97%. PENDAHULUAN Dapat diketahui bahwa
umur pertama pernikahan pada wanita di Wonosobo umur di bawah 19 tahun
sebanyak 51,78% dan yang diatas 19 tahun sebanyak 48,21% (Badan Pusat
Statistika, 2018). Dengan demikian angka pernikahan dibawah 20 tahun di
Kabupaten Wonosobo Tinggi dibandingkan dengan yang menikah umur 20 tahun
keatas, sebagaimana peraturan BKKBN bahawa usia ideal menikah adalah 20
tahun untuk wanita dan 25 tahun untuk pria. Berdasarkan data yang peneliti
peroleh dari Kantor Urusan Agama Kecamatan Kalibawang di Desa Mergolangu
dari tahun 2016 sampai 2019 tercatat sebanyak 50 pasangan suami istri dengan
persentase 64 % untuk pasangan wanita rentang usia <20 (32 orang) dan 36 % (18
orang) untuk pasangan wanita rentang usia >20 tahun (Kalibawang, 2019). Pernikahan dini berisiko lebih tinggi mengakibatkan kematian pada ibu. Komplikasi kehamilan dan melahirkan merupakan salah satu penyebab utama
kematian di antara gadis remaja (Gibbs, 2014). Pernikahan dini berdampak secara
fisiologis, psikologis maupun sosial ekonomi (Indanah, Faridah, Sa’adah, &2020),
termasuk berdampak terhadap Kesehatan reproduksi. ( Yohana, Beby, et al 2020). Dampak pernikahan dini memberikan kontribusi terhadap peningkatan kehamilan
remaja yang diperkirakan mencapai lebih dari 500 kehamilan setiap tahunnya. Sedangkan Menurut Survei Demografi Kesehatan Indonesia tahun 2017,
penyebabnya adalah penurunan penggunaan kontrasepsi modern pada segmen
usia muda (15-29 tahun) secara segnifikan sekira 4 persen dari total populasi
Indonesia. Sedangkan menurut data Susenas tahun 2017, hasil survei pada
perempuan berumur 15-49 tahun diketahui bahwa 54,01% hamil pertama kali
pada usia di atas 20 tahun (usia ideal kehamilan). Sisanya sebesar 23,79% hamil
pertama kali pada usia 19-20 tahun, 15,99% pada usia 17-18 tahun, dan 6,21%
pada usia 16 tahun ke bawah. Data terkait pernikahan usia dini masih sangat Copyright © 2020, Jurnal Kebidanan dan Keperawatan Aisyiyah
ISSN 1858-0610 (print) | ISSN 2477-8184 Jurnal Kebidanan dan Keperawatan Aisyiyah, 16 (2), 2020
Mariah Ulfah, Linda Yanti, Prasanti Adriani, Soliyah 179 terbatas sehingga perlu dilakukan studi lebih lanjut untuk mendapatkan spesifikasi
data terkait dengan pernikahan usia dini. Hal ini menunjukkan bahwa setengah
dari perempuan yang pernah hamil di Indonesia mengalami kehamilan pertama
pada usia muda atau remaja. Usia muda dibawah 20 tahun berisiko melahirkan
bayi dengan BBLR dimana BBLR berisiko 20% terhadap stunting (Pramita &
Kurniawati, 2011). Penelitian sebelumnya belum banyak yang membahas tentang pengaruh
model pola asuh orang tua, akan tetapi sebagian besar penelitian terkait dengan
pengakhiran pernikahan usia dini (Svanemyr, Chandra-Mouli, Raj, Travers, &
Sundaram, 2015). Tujuan penelitian ini adalah untuk mengetahui pola asuh orang
tua terhadap pernikahan dini. PENDAHULUAN Berdasarkan bahasan di atas, peneliti merasa penting
untuk mengetahui pengaruh pola asuh terhadap keputusan remaja memilih
menikah dini di Desa mergolangu kabupaten wonosobo? Mariah Ulfah et.al (Pengaruh Pola Asuh Orang Tua Terhadap Pernikahan Dini)
Copyright © 2020, Jurnal Kebidanan dan Keperawatan Aisyiyah
ISSN 1858-0610 (print) | ISSN 2477-8184 METODE Jenis penelitian ini adalah penelitian retrospektif desain case control. Populasi yang akan diambil dalam penelitian ini adalah seluruh remaja yang
sudah menikah dari tahun 2016 sampai 2019 yang berjumlah 52 remaja yang di
dapat dari Kantor Urusan Agama Kec. Kalibawang rentang umur 10 sampai 24
tahun di Desa Mergolangu Kecamatan Kalibawang Kabupaten Wonosobo yang
terdiri dari 3 Dukuh yang terbagi menjadi sample remaja yang melakukan
pernikahan dini dan tidak. Setelah dilakukan perhitungan dengan rumus lamessow
Untuk menentukan besarnya sampel peneliti menggunakan rumus minimal sampel
size menurut rumus Lameshow (Lamesh show, 1997), yaitu : n = Z21-α2P(1-P)N
d2 (N-1) + Z21-α/2 P (1-P)
Keterangan:
n
= besar minimal
N
= Jumlah populasi
Z 1-α/2 =tingkat kepercayaan (95%=1,96)
d
= presisi(0,05)ketepatan 95%
P
= proporsi target populsi adalah 50% atau 0,5
1-P
= 0,5
P hi
l
j
d h
ik h Perhitungan sampel remaja yang sudah menikah : Perhitungan sampel remaja yang sudah menikah : Perhitungan sampel remaja yang sudah menikah : p
j y
g
1,96² x 0,5 x 0,5 x 52 n = 1,96² x 0,5 x 0,5 x 52
0,05² x (52-1) + 1,96² x 0,5 x (1-0,5) 0,1275
= 49,9404
1, 0879
= 45,9
= dibulatkan menjadi 46 = dibulatkan menjadi 46 Teknik Pengumpulan data dalam penelitian ini adalah menggunakan
angket yang berisi karakteristik responden, persepsi responden tentang pola asuh
orang tua. Teknik analisis data menggunakan Partial Least Square (PLS) versi I
(Ulum, Ghozali, & Chariri, 2008) dengan menggunakan analisis jalur untuk
melihat pola asuh yang berpengaruh terhadap pemilihan menikah dini pada Copyright © 2020, Jurnal Kebidanan dan Keperawatan Aisyiyah
ISSN 1858-0610 (print) | ISSN 2477-8184 Jurnal Kebidanan dan Keperawatan Aisyiyah, 16 (2), 2020
Mariah Ulfah, Linda Yanti, Prasanti Adriani, Soliyah 180 remaja. Analisis data yang digunakan dengan melihat uji T, uji T statistic
diterima jika >1,96. (Garson, 2016). Etik penelitian dinyatakan laik etik melalui
Komisi etik penelitian Kesehatan Universitas Harapan Bangsa Nomor: B.LPPM-
UHB/115a/10/2019. Tabel 1. Jumlah Sampel dari Masing-Masing Dukuh
Nama Dukuh
Perhitungan
Jumlah Sampel
Yang menikah dini
Dukuh Mergolangu
20/52 x 46
18
Dukuh Prigi
4/52 x 46
4
Dukuh Wonosari
8/52 x 46
8
Jumlah
30
Yang tidak menikah dini
Dukuh Mergolangu
Dukuh Prigi
Dukuh Wonosari
11/52x46
5/52x46
2/52x46
10
4
2
Jumlah
16
Jumlah Total
46 Tabel 1. Jumlah Sampel dari Masing-Masing Dukuh Tabel 1. Jumlah Sampel dari Masing-Masing Dukuh HASIL DAN PEMBAHASAN Gambaran Umum Responden: p
Responden dalam penelitian ini adalah remaja yang melakukan pernikahan
dini dan tidak, dapat digambarkan sebagai berikut: Responden dalam penelitian ini adalah remaja yang melakukan pernikahan
dini dan tidak, dapat digambarkan sebagai berikut: Tabel 2. Distribusi Frekuensi Karakteristik Responden yang Melakukan Pernikahan Dini dan
Tidak
Karakteristik
Pernikahan Dini
Ya
Tidak
Menikah dini
30 (65,2%)
16 (34,8%)
Pendidikan ibu
Dasar
29 (96,7%)
14 (87,5%)
Menengah
1 (3,3%)
2 (12,5%)
Pendidikan ayah
Dasar
30 (100%
14 (87,5%
Menengah
0 (0%)
2 (12,5%)
Pendapatan
Rendah
29 (96,7%)
1 (6,3%)
Sedang
1 (3,3%)
14 (87,5%
Tinggi
0 (0%)
1 (6,3%)
Total
30
16 Tabel 2. Distribusi Frekuensi Karakteristik Responden yang Melakukan Pernikahan Dini dan
Tidak Berdasarkan tabel 2 terlihat bahwa 65,2 % melakukan pernikahan dini,
dengan latar belakang pendidikan ayah 100% dan ibu 96,7% pada kategori
sekolah dasar , pendapatan orang tua 96,7% di kategorikan rendah pada remaja
yang menikah dini. Analisis Bivariat: Sebelum melihat faktor pengaruh eksogen ke endogen, dilakukan uji nilai
outer loading, uji validitas konvergen juga dievaluasi dengan melihat nilai
Average Variance Extracted (AVE). Nilai AVE harus lebih besar dari 0,4. Mariah Ulfah et.al (Pengaruh Pola Asuh Orang Tua Terhadap Pernikahan Dini) Copyright © 2020, Jurnal Kebidanan dan Keperawatan Aisyiyah
ISSN 1858-0610 (print) | ISSN 2477-8184 Jurnal Kebidanan dan Keperawatan Aisyiyah, 16 (2), 2020
Mariah Ulfah, Linda Yanti, Prasanti Adriani, Soliyah 181 Berdasarkan hasil uji statistik dengan menggunakan VPLS versi 1 ditunjukkan
dalam gambar sebagai berikut: Berdasarkan hasil uji statistik dengan menggunakan VPLS versi 1 ditunjukkan
dalam gambar sebagai berikut: Gambar 1. Analisis Jalur Peran Orang Tua dengan Pemilihan Menikah Dini pada Remaja
Analisis tersebut dapat digambarkan dengan tabel sebagai berikut: Gambar 1. Analisis Jalur Peran Orang Tua dengan Pemilihan Menikah Dini pada Remaj Analisis tersebut dapat digambarkan dengan tabel sebagai berikut: Tabel 3. T Statistik Pengaruh Langsung Pola Asuh dengan Pernikahan Dini
Structural Model-BootStrap
Entire Sample
Estimate
Mean of
Subsamples
Standard
Error
T-Statistic
Permisif->Nikah
0.695
0.6832
0.1462
4.754
Otoriter->Nikah
-0.137
-0.1801
0.102
-1.3435
Demokratif->Nikah
-0.076
-0.1134
0.0765
-0.9933 Tabel 3. T Statistik Pengaruh Langsung Pola Asuh dengan Pernikahan Dini Tabel 3. T Statistik Pengaruh Langsung Pola Asuh dengan Pernikahan Dini
Structural Model-BootStrap Dari hasil uji T statistic terlihat bahwa: a. Pola asuh permisif berpengaruh secara signifikan terhadap pernikahan dini
pada remaja dengan T statistic 4,7540>1,96. b. Pola asuh otoriter tidak berpengaruh secara signifikan terhadap pernikahan dini
pada remaja dengan T statistic 1,3435<1,96. b. Pola asuh otoriter tidak berpengaruh secara signifikan terhadap pernikahan dini
pada remaja dengan T statistic 1,3435<1,96. b. Pola asuh otoriter tidak berpengaruh secara signifikan terhadap pernikahan dini
pada remaja dengan T statistic 1,3435<1,96. p
j
g
c. Pola asuh sekuler tidak berpengaruh secara signifikan terhadap pernikahan dini
pada remaja dengan T statistic 0.9933<1,96. p
j
g
c. Pola asuh sekuler tidak berpengaruh secara signifikan terhadap pernikahan dini
pada remaja dengan T statistic 0.9933<1,96. Pola asuh orang tua sangat berpengaruh terhadap karakter remaja (Hayyu, g
g
p
g
p
j (
yy ,
2018). Pola asuh orang tua terdiri dari permisif, demokratif dan otoriter. g
g
p
g
p
j (
yy ,
2018). Pola asuh orang tua terdiri dari permisif, demokratif dan otoriter. 2018). Pola asuh orang tua terdiri dari permisif, demokratif dan otoriter. 1. Pengaruh pola asuh permisif terhadap pernikahan dini. Dari hasil penelitian menyebutkan bahwa pola asuh permisif berpengaruh
secara signifikan terhadap pernikahan dini pada remaja dengan T statistic
4,7540>1,96. Pola asuh permisif terbagi menjadi dua: neglectful parenting dan
indulgent parenting. Model neglectful menghasilkan anak-anak yang kurang
memiliki kompetensi social terutama karena adanya kecenderungan kontrol diri
yang kurang. Berdasarkan hasil uji statistik dengan menggunakan VPLS versi 1 ditunjukkan
dalam gambar sebagai berikut: Sedangkan pola asuh yang indulgent yaitu bila orang tua sangat
terlibat dalam kehidupan anak, namun hanya memberikan kontrol dan tuntutan
yang sangat sehingga mengakibatkan kompetensi sosial yang tidak adekuat dan
kurang mampu untuk melakukan kontrol diri dan menggunakan kebebasannya Mariah Ulfah et.al (Pengaruh Pola Asuh Orang Tua Terhadap Pernikahan Dini)
Copyright © 2020, Jurnal Kebidanan dan Keperawatan Aisyiyah
ISSN 1858-0610 (print) | ISSN 2477-8184 Jurnal Kebidanan dan Keperawatan Aisyiyah, 16 (2), 2020
Mariah Ulfah, Linda Yanti, Prasanti Adriani, Soliyah 182 tanpa rasa tanggung jawab (Ambarwati, 2019). Hal ini sejalan dengan penelitian
penelitian yang dilakukan Purwaningsih bahwa pernikahan usia dini lebih banyak
terjadi pada anak dengan pola asuh permisif (Purwaningsih, 2015). Menurut penelitian rohayati responden dengan pola asuh permisif
mengalami kejadian pernikahan dini, hal ini dikarenakan orang tua yang
menerapkan kebebasan yang berlebihan pada anak tanpa kontrol dari orang tua
(Rohayati, 2017), sehingga anak cenderung terjerumus pada hal – hal negatif
seperti perilaku seksual pranikah, termasuk memilih untuk melakukan pernikahan
dini (Sari, Winarni, & Dharminto, 2018) diperkuat juga dengan pendapat Nursal
dalam (Hidayah dan Maryatun, 2013) remaja dengan pola asuh permisif dimana
kedua orang tuanya tidak memberikan perhatian yang baik kepada mereka seperti
membiarkan anak – anak tersebut berisiko melakukan perilaku menyimpang. Orang tua yang kurang memberikan rasa nyaman dan aman kepada anak ketika di
rumah, menyebabkan anak memilih menghabiskan waktu lebih lama atau bahkan
tinggal dengan sebayanya sehingga berisiko meniru perilaku dari orang-orang
sekitar, budaya yang ada dimasyarakat, termasuk memilih melakukan pernikahan
dini (Shabri & Raihana, 2019). 2. Pengaruh pola asuh demokratif terhadap pernikahan dini Hasil penelitian menunjukkan tidak ada pengaruh pola asuh demokratif
terhadap pernikahan dini pada remaja dengan T statistic 0.9933<1,96. Tipe pola
asuh demokratis memberikan kebebasan terhadap anaknya, namun tetap
memberikan masukan dan bimibingan terhadap anak-anaknya. Termasuk setiap
dalam mengambil keputusan musyawarah, mendukung anak dengan kesadaran,
dan berkomunikasi dengan anak. Pola asuh ini mendorong anak untuk mandiri
tetapi tetap di kontrol oleh orang tua, kehangatan yang diberikan orang
menyebabkan membawa anak pada hal positif., termasuk Ketika memutuskan
untuk menikah dini atau tidak (Sari et al., 2018). Hasil penelitian menyebutkan
bahwa pola asuh demokratif tidak berpengaruh secara signifikan terhadap
pernikahan dini pada remaja dengan T statistic 0.9933<1,96. Hal ini sejalan
dengan penelitian Octiva sari 2016, dimana pola asuh demokratif tidak ada
hubungan yang bermakna dengan pernikahan dini dengan p value 0,63 (Sari et al.,
2018). Mariah Ulfah et.al (Pengaruh Pola Asuh Orang Tua Terhadap Pernikahan Dini)
Copyright © 2020, Jurnal Kebidanan dan Keperawatan Aisyiyah
ISSN 1858-0610 (print) | ISSN 2477-8184 Berdasarkan hasil uji statistik dengan menggunakan VPLS versi 1 ditunjukkan
dalam gambar sebagai berikut: Menurut penelitian ini, pola asuh orang tua yang demokratis tidak
berpengaruh terhadap pernikahan dini kemungkinan disebabkan karena budaya
dan nilai-nilai yang dianut oleh masyarakat Desa mergolangu yang umumnya
melakukan menikahkan secara dini anak-nak remajanya, hal ini sesuai dengan
teori sosial cognitive (Manjarres-Posada, Onofre-Rodríguez, & Benavides-Torres,
2020), bahwa norma budaya, nilai atau keyakinan berpengaruh terhadap perilaku
sehingga kemungkinan dari budaya dan nilai yang ada dimasyarakat tersebut
berpengaruh terhadap perilaku remaja untuk memilih menikah secara dini. Pengaruh Pola asuh orang tua yang otoriter terhadap pernikahan dini. Pola asuh otoriter adalah pola asuh yang menuntut agar anak patuh dan
tunduk terhadap semua perintah dan aturan yang dibuat oleh orangtua tanpa ada
kebebasan untuk bertanya atau mengemukakan pendapat sendiri, sehingga
dimungkinkan pola asuh ini memberikan kesempatan anak untuk memutuskan
melakukan pernikahan dini ataupun tidak. Dalam penelitian ini pola asuh otoriter
tidak berpengaruh secara signifikan terhadap pernikahan dini pada remaja dengan Jurnal Kebidanan dan Keperawatan Aisyiyah, 16 (2), 2020
Mariah Ulfah, Linda Yanti, Prasanti Adriani, Soliyah 183 T statistic 1,3435<1,96. Hal ini sejalan dengan Sari, 2018 yang mengatakan
bahwa tidak ada hubungan antara pola asuh otoriter dengan usia menikah dini
(Sari et al., 2018). Penelitian Hayu, 2018 menyebutkan bahwa orang tua dengan
pola asuh gaya otoriter serta permissive, ternyata anaknya lebih banyak yang
mengalami KTD dibandingkan pola asuh gaya demokratis hal ini dikarenakan
anak tidak diberikan pengawasan sehingga merasa bebas melakukan perbuatan
apapun sekalipun itu tidak baik. Pada remaja yang mempunyai orang tua dengan
pola asuh permisif, mereka mempunyai orang tua yang terlalu sibuk
bekerja,sehingga perhatian kepada anak kurang. Orang tua yang bisa mendidik
anak dengan baik akan menghasilkan anak dengan perilaku baik pula, begitu juga
sebaliknya..(Hayyu, 2018). Pola asuh ini banyak mengandung penerimaan orang
tua responsive dan sangat memperhatikan kebutuhan anak dengan kontrol yang
tepat sehingga anak tidak terlalu leluasa. Dalam penelitian ini tidak ada pengaruh
kemungkinan disebabkan bahwa remaja yang menikah dini karena faktor budaya
dimana di Desa Mergolangu yang umumnya melakukan pernikahan dini. Selain
itu di dapatkan data dari observasi dan wawancara langsung oleh peneliti kepada
pengurus pernikahan di Desa Mergolangu bahwa memang sudah menjadi tradisi
di Desa Mergolangu melakukan pernikahan dini yaitu di umur <20 tahun yang di
lakukan sudah sejak dari jaman dahulu dan sampai sekarang masih banyak yang
melakukan pernikahan di usia <20 tahun SIMPULAN Simpulan dalam penelitian ini adalah pola asuh yang berpengaruh
terhadap pemilihan pernikahan dini pada remaja yaitu pola asuh yang permisif. Disamping itu kejadian pernikahan dini dipengaruhi oleh pola asuh sebesar
63,3% dan 36,7% disebabkan oleh karena faktor lain. DAFTAR PUSTAKA Ambarwati, N. A. (2019). Determinan Pernikahan Dini Di Kecamatan Pakis
Kabupaten Magelang. Retrieved from http://eprintslib.ummgl.ac.id/1200/ Ambarwati, N. A. (2019). Determinan Pernikahan Dini Di Kecamatan Pakis
Kabupaten Magelang. Retrieved from http://eprintslib.ummgl.ac.id/1200/ Anjarwati. (2017). Increasing the minimum age of marriage program to improve
maternal and child health in Indonesia. AIP Conference Proceedings, Vol. 1868. https://doi.org/10.1063/1.4995195 Badan Pusat Statistik. (2020). Pencegahan Perkawinan Anak percepatan yang
tidak bisa ditunda. Badan Pusat Statistik, 0–44. Badan
Pusat
Statistika. (2018). Jumlah
Penduduk
di
Indonesia. Https://Www.Bps.Go.Id/, (November), 30–31. Bidang Statistik Sosial. (2018). Statistik Sosial dan Kependudukan Provinsi Jawa
Tengah. Retrieved
from
https://jateng.bps.go.id/publication/2019/05/08/c07e2688ac5b3b09c6e7c303/
statistik-sosial-dan-kependudukan-provinsi-jawa-tengah-hasil-susenas-
2018.html Cossens, S., & Jackson, S. (2020). White, classed and gendered: pre-teen girls
negotiate successful young womanhood. Gender and Education. Retrieved
from https://www.tandfonline.com/doi/abs/10.1080/09540253.2018.1482411 p
Garson, G. D. (2016). Partial Least Squares: Regression & Structural Equation Garson, G. D. (2016). Partial Least Squares: Regression & Structural Equation Mariah Ulfah et.al (Pengaruh Pola Asuh Orang Tua Terhadap Pernikahan Dini) Copyright © 2020, Jurnal Kebidanan dan Keperawatan Aisyiyah
ISSN 1858-0610 (print) | ISSN 2477-8184 Copyright © 2020, Jurnal Kebidanan dan Keperawatan Aisyiyah
ISSN 1858-0610 (print) | ISSN 2477-8184 Jurnal Kebidanan dan Keperawatan Aisyiyah, 16 (2), 2020
Mariah Ulfah, Linda Yanti, Prasanti Adriani, Soliyah 184 Models. In G. David Garson and Statistical Associates Publishing. Models. In G. David Garson and Statistical Associates Publishing. Gibbs, S. (2014). Peer and community influences on the acceptance of premarital Gibbs, S. (2014). Peer and community influences on the acceptance of premarital
sex among Vietnamese adolescents. Journal of Paediatrics and Child
Health, 50(6), 438–443. https://doi.org/10.1111/jpc.12512 Hayyu, A. (2018). Gam mbaran fa ktor-fakt tor yang berhubun b ngan deng gan
kejadi ian keham milan ti idak diing ginkan pa ada remaj ja Des cription of
factors s related to the ev vent of un ndoired pregnanc p cy in youth. Journal
of Health Science, 14(2), 124–132. Indanah, I., Faridah, U., Sa’adah, M., & ... (2020). Faktor Yang Berhubungan
Dengan
Pernikahan
Dini. Jurnal
Ilmu
…. Retrieved
from
https://www.ejr.stikesmuhkudus.ac.id/index.php/jikk/article/view/796 Kalibawang, K. urusan agama K. (2019). Berita. 2019. Kurniati, A. (2016). Kontribusi Pola Asuh Orang Tua Dalam Pendidikan Karakter
Anak (Studi Kasus di Dusun Tempurau Desa Batu Buil Kecamatan
Belimbing). Jurnal
Pendidikan
Dasar
Perkhasa. Retrieved
from
http://jurnal.stkippersada.ac.id/jurnal/index.php/JPDP/article/view/113 Lamesh show. (1997). Pemilihan Rumus dan Perhitungan Besar Sampel. Simple
Size Determination for Health, 1–15. Manjarres-Posada, N. I., Onofre-Rodríguez, D. J., & Benavides-Torres, R. A. (2020). Social Cognitive Theory and Health Care: Analysis and Evaluation. Mariah Ulfah et.al (Pengaruh Pola Asuh Orang Tua Terhadap Pernikahan Dini) Copyright © 2020, Jurnal Kebidanan dan Keperawatan Aisyiyah
ISSN 1858-0610 (print) | ISSN 2477-8184 Ulum, I., Ghozali, I., & Chariri, A. (2008). Intellectual Capital Dan Kinerja
Keuangan Perusahaan ; Suatu Analisis Dengan Pendekatan Partial Least
Squares. Simposium Nasional Akuntansi XI, 19(19), 23–24. Research priorities on ending child marriage and supporting married girls.
Reproductive Health, 12(1), 10–13. https://doi.org/10.1186/s12978-015-
0060-5 DAFTAR PUSTAKA International
Journal
of
Social
Science
Studies,
8(4),
132. https://doi.org/10.11114/ijsss.v8i4.4870 Pramita, D., & Kurniawati, T. (2011). Hubungan Antara Komunikasi Orang Tua
Dan Anak Tentang Seks Dengan Perilaku Seks Remaja Di SMA N 1 Seyegan
Sleman
Yogyakarta. Retrieved
from
http://digilib.unisayogya.ac.id/id/eprint/1026 Purwaningsih, E., & ... (2015). Hubungan Pola Asuh Orang Tua Dengan Kejadian
Pernikahan Usia Dini Di Desa Jambu Kidul, Ceper, Klaten. INVOLUSI
Jurnal
Ilmu. Retrieved
from
http://jurnal.stikesmukla.ac.id/index.php/involusi/article/view/43/0 Rohayati, D. A. (2017). Hubungan Pola Asuh Orangtua Dengan Perilaku Moral
Tidak Baik Siswa Smp Negeri 14 Muaro Jambi. Retrieved from
https://repository.unja.ac.id/1728/ Rumble, L. (2018). An empirical exploration of female child marriage
determinants
in
Indonesia. BMC
Public
Health,
18(1). https://doi.org/10.1186/s12889-018-5313-0 Sari, O., Winarni, S., & Dharminto, D. (2018). Hubungan Adat Setempat, Pola
Asuh, dan Persepsi Orang Tua dengan Umur Menikah Wanita PUS pada
Pernikahan Dini di Kecamatan Karangrayung, Kesehatan Masyarakat
(eRetrieved
from
https://ejournal3.undip.ac.id/index.php/jkm/article/view/19852 Shabri, M. R., & Raihana, P. A. (2019). Hubungan Pola Asuh Permisif Dan
Kontrol Diri Dengan Perilaku Seksual Pranikah Remaja Di Lembaga
Pembinaan
Khusus
Anak
Kelas
1
Kutoarjo. Retrieved
from
http://eprints.ums.ac.id/id/eprint/75122 Svanemyr, J., Chandra-Mouli, V., Raj, A., Travers, E., & Sundaram, L. (2015). Copyright © 2020, Jurnal Kebidanan dan Keperawatan Aisyiyah
ISSN 1858-0610 (print) | ISSN 2477-8184 Jurnal Kebidanan dan Keperawatan Aisyiyah, 16 (2), 2020
Mariah Ulfah, Linda Yanti, Prasanti Adriani, Soliyah Jurnal Kebidanan dan Keperawatan Aisyiyah, 16 (2), 2020
Mariah Ulfah, Linda Yanti, Prasanti Adriani, Soliyah 185 Research priorities on ending child marriage and supporting married girls. Reproductive Health, 12(1), 10–13. https://doi.org/10.1186/s12978-015-
0060-5 Ulum, I., Ghozali, I., & Chariri, A. (2008). Intellectual Capital Dan Kinerja
Keuangan Perusahaan ; Suatu Analisis Dengan Pendekatan Partial Least
Squares. Simposium Nasional Akuntansi XI, 19(19), 23–24. q
Yohana, B., Sunarsih, T., & Rokhanawati, D. (2020). Parenting Styles and
Resilience towards Reproductive Health in Married Female Adolescents in
Gunungkidul, Yogyakarta, Indonesia. Journal of Health Promotion and
Behavior, 5(2), 96–103. https://doi.org/10.26911/thejhpb.2020.05.02.04 Mariah Ulfah et.al (Pengaruh Pola Asuh Orang Tua Terhadap Pernikahan Dini)
Copyright © 2020, Jurnal Kebidanan dan Keperawatan Aisyiyah
ISSN 1858-0610 (print) | ISSN 2477-8184
|
https://openalex.org/W4361844611
|
https://figshare.com/articles/journal_contribution/Supplementary_Table_5_from_Biomarkers_of_HPV_in_Head_and_Neck_Squamous_Cell_Carcinoma/22392222/1/files/39837798.pdf
|
English
| null |
Supplementary Table 1 from Biomarkers of HPV in Head and Neck Squamous Cell Carcinoma
| null | 2,023
|
cc-by
| 110
|
Death/Cases
Not Adjusted for Tumor Stage
(n=62)
Adjusted for Tumor Stage
(n=62)
without adjustment for tumor stages, Eastern Massachusetts, 1999-2003,. Death/Cases
(n=62)
(n=62)
HR(95% CI)
HR(95% CI)
5/22
ref. ref. 16/40
2 0 (0 7-5 9)
2 0 (0 7-5 7)
16/40
2.0 (0.7 5.9)
2.0 (0.7 5.7)
16/42
ref. ref. 5/20
0.7 (0.2-2.1)
0.6 (0.2-1.8)
16/44
ref. ref. 5/18
1.2 (0.4-4.1)
0.9 (0.3-3.2)
14/39
ref
ref
14/39
ref. ref. 7/23
0.6 (0.2-1.6)
0.4 (0.1-1.3)
17/40
ref. ref. 4/22
0 2 (0 1 0 8)
0 1 (0 01 0 3)
4/22
0.2 (0.1-0.8)
0.1 (0.01-0.3)
17/43
ref. ref. 4/19
0.3 (0.1-1.0)
0.1 (0.03-0.6)
12/36
9/26
0.9 (0.3-2.5)
0.6 (0.2-2.4)
|
https://openalex.org/W2952547656
|
https://europepmc.org/articles/pmc6630642?pdf=render
|
English
| null |
Study on ASJ Cutting of TC18, Based upon Multivariate Nonlinear Regression and SA-BP-AGA
|
Materials
| 2,019
|
cc-by
| 10,249
|
Received: 19 May 2019; Accepted: 12 June 2019; Published: 13 June 2019 Received: 19 May 2019; Accepted: 12 June 2019; Published: 13 June 2019 Abstract: TC18 titanium alloy has been widely applied, but is considered as a difficult machining
material. Taking the kerf angle as the quality criterion, this paper studied the cutting performance of
TC18 by the use of an abrasive slurry jet (ASJ), based upon multivariate nonlinear regression and
SA-BP-AGA. Cutting experiments were carried out according to the Taguchi orthogonal method. The experimental factors included traverse speed, standoffdistance, pressure and slurry concentration,
with five levels set, respectively. Meanwhile, a characterization method of the major influencing
factors was proposed. A multiple nonlinear regression model and a back propagation artificial
neural network (BP) prediction model, based on adaptive genetic algorithm (AGA), were established. The reliability was verified by statistics equations for the 22 groups of the fitting or training model
and the three groups of experimental results. The BP-AGA and Simulated annealing algorithm
(SA) were used to form a set of prediction optimization systems, called integrated SA-BP-AGA. Finally, the results showed that the main factor influencing the kerf angle is the slurry concentration. BP-AGA is easier to model, offers better robustness and is more accurate than a multivariate nonlinear
regression model. The best kerf angle can be predicted by the integration system. The study results
can improve the performance for the machining of TC18 by ASJ. Keywords: ASJ cutting; retardation coefficient; SA-BP-AGA; TC18 materials materials materials Keywords: ASJ cutting; retardation coefficient; SA-BP-AGA; TC18 Study on ASJ Cutting of TC18, Based upon
Multivariate Nonlinear Regression and SA-BP-AGA 1
School of Electrical and Power Engineering, China University of Mining and Technology, Xuzhou 221116,
China; TS17130003A3@cumt.edu.cn (J.L.); jianniang_zhouxin@163.com (X.Z.); cumthui@126.com (H.Z.);
wfc0317@163.com (F.W.); xqw0703@163.com (Q.X.) 2
Xuhai College, China University of Mining and Technology, Xuzhou 221116, China 2
Xuhai College, China University of Mining and Technology, Xuzhou 221116, China
*
C
d
@
d 2
Xuhai College, China University of Mining and Technology, Xuzhou 221116, China
*
Correspondence: cwguo@cumt.edu.cn *
Correspondence: cwguo@cumt.edu.cn 1. Introduction Titanium alloy TC18 (Ti-5Al-5Mo-5V-1Cr-1Fe) possesses the common excellent performance of
both alpha phase and beta phase titanium alloy, such as high strength to weight ratio, high toughness,
high hardness, high corrosion resistance, being non-magnetic and so on, with a new style alloy (alpha
+ beta). It has been widely used in aviation, biomedical, automotive fields, etc. [1,2]. However, there
exist enormous challenges for traditional machining approaches due to its properties, including poor
heat transfer performance, work-hardening and unstable chemical reaction, and deformation under
high temperature conditions, which tends to cause serious tool wear, even much lower durability
and shorter life than expectancy [3–5]. Moreover, some researches showed that the quality of the
machined surface of the work piece has significant influence on its mechanical properties, especially
upon fatigue properties [6–8]. To address these issues, some researchers used an improved genetic
algorithm to optimize the milling parameters of TC18, and studied the forging process parameters
of TC18 based upon the BP neural network, but it did not overcome the negative effect of the poor
property of TC18 on the quality of the traditional processing technology, such as the heat affected zone,
etc. [9,10]. Therefore, there is an urgent need for an advanced processing method to solve various
problems that arise in the processing of TC18. www.mdpi.com/journal/materials www.mdpi.com/journal/materials Materials 2019, 12, 1902; doi:10.3390/ma12121902 2 of 14 Materials 2019, 12, 1902 ASJ technology is one of the fastest growing and most advanced non-traditional processing
technologies. It has the advantages of no thermal effects, no residual stress, good incision quality,
high applicability of materials, being environment friendly and highly competitive in material
processing [11]. Wang studied the mechanism of kerf width and kerf angle formation during abrasive
water jet machining [12]. Azmir used the Taguchi experimental method and variance analysis to study
the influence of processing parameters on the kerf angle upon the cutting of glass/epoxy composite
laminate, and concluded that the type of abrasive is the most important controlling factor [13]. Alberdi
established a mathematical model based on pressure, the mass flow of the abrasive, target distance
and transverse velocity processing parameters, which is used to predict the profile produced by AWJ
cutting 1075-T651 [14]. Feng used numerical simulations and experiments, concluding that the jet
with the added polymer has better stability in air [15]. 1. Introduction Wang found that adding high polymer to the
abrasive slurry to cut stainless steel would have better processing performance [16]. Just as traditional
machining relies on computer optimization control and an optimization of processing efficiency [17–19],
advanced computer algorithms can also be used to optimize the processing parameters of an abrasive
water jet in order to obtain high-quality products. Azlan used an integrated system of SA and GA
algorithms to optimize the parameters of the abrasive processing process [20]. However, it depends
on a great multivariate nonlinear regression model which is difficult to obtain. By considering the
diameter of the focused nozzle and controllable process parameters such as work pressure, traverse
speed and abrasive flow rate, Srinivasu modeled the artificial neural network to predict the depth
of cut in the AWJ process, and also used a genetic algorithm to find out the optimal parameters
combination [21]. However, the accurate ANN (artificial neural networks) prediction modeling was
constructed directly with enormous work and difficulty. y
y
In order to study the effect of processing parameters on TC18, we used Taguchi’s orthogonal
method to carry out the experiments. To optimize the machining process by ASJ for TC18, and at the
same time taking into account the stability of the jet pressure in the experiment, we provided some
new measures to analyze the experimental data. Firstly, a multivariate nonlinear regression model
was established, and the reliability of the prediction model was verified by using a mathematical
statistics formulae (MAPE, MSE and R2) and some specific experimental data. Based on the verification
results, the model was only used to determine the main influencing factors of the experiment, which
indicated that Azlan’s method [20] was not applicable here. We comprehensively utilized the good
methods proposed by Azlan [20] and Srinivasu [21], meanwhile avoiding the restrictive conditions
in [20] that it must rely on a great nonlinear prediction model, and solved the difficult problem of
directly establishing the neural network prediction model in [21]. A back propagation artificial neural
network (BP) prediction model, based on adaptive genetic algorithm (AGA) was established, and of
which (BP-AGA) the validation was checked by using the same method as above. Then this study
compared the multiple nonlinear regression method with the neural network method optimized by the
adaptive genetic algorithm. It is found that BP-AGA is easier to model, offers better robustness and is
more accurate. 1. Introduction Finally, the BP-AGA and simulated annealing algorithm (SA) optimization technology
were used to form a set of prediction systems, called integrated SA-BP-AGA. Through this integrated
system, the best kerf angle and the parameters affecting the kerf angle were obtained. The study results
can improve the performance for TC18 machining by ASJ. 2.1. Experimental System The experiment was carried out on the DWJ1313-FC abrasive jet cutting system (DARDI, Nanjing,
China) at the Water Jet Research Center of the China University of Mining and Technology, and the set
of equipment is shown in Figure 1. 3 of 14
3
f 14 Materials 2019, 12, 1902
M t i l 2019 12
FOR Figure 1. DWJ1313-FC Abrasive Jet Machining system. Figure 1. DWJ1313-FC Abrasive Jet Machining system. Figure 1. DWJ1313-FC Abrasive Jet Machining system. ure 1, the experimental equipment consists of a
ical control) cutting table, booster pump, the wate Figure 1. DWJ1313-FC Abrasive Jet Machining system. Figure 1. DWJ1313-FC Abrasive Jet Machining system. re 1, the experimental equipment consists of
cal control) cutting table booster pump the wate As shown in Figure 1, the experimental equipment consists of a control cabinet, CNC
(computerized numerical control) cutting table, booster pump, the water tank, an abrasive tank,
etc. Firstly, the working pressure is set by the control cabinet, and then the booster pump is started to
force the polyacrylamide (PAM) slurry in the water tank flow into the abrasive tank at high speed,
and then mix with the abrasive particles to form the abrasive slurry high-speed fluid. Then the
steady jet is polymerized by the jet nozzle on the numerical control cutting platform. Finally, the
cutting platform can be activated, and the nozzle will carry out the cutting experiment according to
As shown in Figure 1, the experimental equipment consists of a control cabinet, CNC (computerized
numerical control) cutting table, booster pump, the water tank, an abrasive tank, etc. Firstly, the working
pressure is set by the control cabinet, and then the booster pump is started to force the polyacrylamide
(PAM) slurry in the water tank flow into the abrasive tank at high speed, and then mix with the abrasive
particles to form the abrasive slurry high-speed fluid. Then the steady jet is polymerized by the jet
nozzle on the numerical control cutting platform. Finally, the cutting platform can be activated, and
the nozzle will carry out the cutting experiment according to the planning road path. etc. Firstly, the working pressure is set by the control cabinet, and then the booster pump is started to
force the polyacrylamide (PAM) slurry in the water tank flow into the abrasive tank at high speed,
and then mix with the abrasive particles to form the abrasive slurry high-speed fluid. 2.1. Experimental System Then the
steady jet is polymerized by the jet nozzle on the numerical control cutting platform. Finally, the
cutting platform can be activated, and the nozzle will carry out the cutting experiment according to
the planning road path. 2 2 Experimental Scheme the planning road path.
2.2. Experimental Scheme
As shown in Figur 2.2. Experimental Scheme
As shown in Figure 2, there are many processing parameters to be set in the ASJ cutting
experiment. In this experiment, the effects of traverse speed, standoff distance, system pressure and
slurry concentration on the cutting quality characteristics (the kerf angle), are studied. The kerf angle
indicates the inclination of the cutting wall. To solve the problems of expensive costs and
inefficiency caused by the full-factor experimental method, we adopted the Taguchi orthogonal
theory to carry out experiments [22]. Five levels were set for each variable, as shown in Table 1, and
other processing parameters were kept constant for all cuts, as shown in Table 2. Based on the same
As shown in Figure 2, there are many processing parameters to be set in the ASJ cutting
experiment. In this experiment, the effects of traverse speed, standoffdistance, system pressure and
slurry concentration on the cutting quality characteristics (the kerf angle), are studied. The kerf angle
indicates the inclination of the cutting wall. To solve the problems of expensive costs and inefficiency
caused by the full-factor experimental method, we adopted the Taguchi orthogonal theory to carry out
experiments [22]. Five levels were set for each variable, as shown in Table 1, and other processing
parameters were kept constant for all cuts, as shown in Table 2. Based on the same experimental
system, Wang [12] provided a reference for the experimental processing parameter design of this paper. experiment. In this experiment, the effects of traverse speed, standoff distance, system pressure and
slurry concentration on the cutting quality characteristics (the kerf angle), are studied. The kerf angle
indicates the inclination of the cutting wall. To solve the problems of expensive costs and
inefficiency caused by the full-factor experimental method, we adopted the Taguchi orthogonal
theory to carry out experiments [22]. Five levels were set for each variable, as shown in Table 1, and
other processing parameters were kept constant for all cuts, as shown in Table 2. Based on the same
experimental system, Wang [12] provided a reference for the experimental processing parameter
design of this paper. xperimental system, Wang [12] provided a reference for the experimental processing paramet
design of this paper. Figure 2. Processing principle schematic. Figure 2. Processing principle schematic. Figure 2. Processing principle schematic. Figure 2. Processing principle schematic. Table 1 Variable parameters and their levels
Table 1. Variable parameters and their levels. 2.3. Experimental Results
2.3. Experimental Results This experiment followed the L25 (54) orthogonal experiment table designed by MINITAB 17
software. The actual processed data and the measured characterization data were shown in Table 3. The kerf width was measured with an OLYMPUS DSX510 Microscope (Olympus, Tokyo, Japan). For high-quality image acquisition, we used an external 10× objective lens and an internal default
50× eyepiece combination. Then, through the DSX software system, we set the focal length to 1×,
then set the acquisition mode to a 3D bright field, and set the image stitching overlap ratio to 20%,
and finally set the acquisition area to 10 mm × 3 mm. After the automatic acquisition and splicing
were completed, the geometric measurement mode in the DSX510 software measurement module
was selected to measure the kerf width in the high quality image. In order to reduce the error caused
by the measurement, the top kerf width and the bottom kerf width corresponding areas of the same
cut sample, were respectively measured 25 times, and the average values were taken as their final
measurement results. Image measurement is shown in Figure 3. This experiment followed the L25 (54) orthogonal experiment table designed by MINITAB 17
software. The actual processed data and the measured characterization data were shown in Table 3. The kerf width was measured with an OLYMPUS DSX510 Microscope (Olympus, Tokyo, Japan). For
high-quality image acquisition, we used an external 10× objective lens and an internal default 50×
eyepiece combination. Then, through the DSX software system, we set the focal length to 1×, then set
the acquisition mode to a 3D bright field, and set the image stitching overlap ratio to 20%, and finally
set the acquisition area to 10 mm × 3 mm. After the automatic acquisition and splicing were
completed, the geometric measurement mode in the DSX510 software measurement module was
selected to measure the kerf width in the high quality image. In order to reduce the error caused by
the measurement, the top kerf width and the bottom kerf width corresponding areas of the same cut
sample, were respectively measured 25 times, and the average values were taken as their final
measurement results. Image measurement is shown in Figure 3. (a)
(b)
Figure 3. Measure mode diagram. (a) Top kerf width; (b) bottom kerf width. Figure 3. Measure mode diagram. (a) Top kerf width; (b) bottom kerf width. (b) (a) (b) (a) Figure 3. the planning road path.
2.2. Experimental Scheme
As shown in Figur Table 1 Variable parameters and their levels
Table 1. Variable parameters and their levels. Figure 2. Processing principle schematic. Table 1. Variable parameters and their levels. Number
Variables
L1
L2
L3
L4
L5
1
Traverse speed V (mm/min)
30
40
50
60
70
2
Standoff distance H (mm)
0.5
1
1.5
2
2.5
3
Slurry concentration C (%)
0
0.05
0.1
0.15
0.2
Table 1. Variable parameters and their levels. Number
Variables
L1
L2
L3
L4
L5
1
Traverse speed V (mm/min)
30
40
50
60
70
2
Standoff distance H (mm)
0.5
1
1.5
2
2.5
3
Slurry concentration C (%)
0
0.05
0.1
0.15
0.2
4
System pressure P (MPa)
18
22
26
30
34
Table 1. Variable parameters and their levels. Number
Variables
L1
L2
L3
L4
L5
1
Traverse speed V
(mm/min)
30
40
50
60
70
2
Standoffdistance H (mm)
0.5
1
1.5
2
2.5
3
Slurry concentration C
(%)
0
0.05
0.1
0.15
0.2
4
System pressure P (MPa)
18
22
26
30
34 4 of 14
4 of 14 Materials 2019, 12, 1902
Materials 2019, 12, x FOR Table 2. Constant Parameters. Table 2. Constant Parameters. Table 2. Constant Parameters. Table 2. Constant Parameters. Invariables
Values
Material size
200 × 30 × 5 (mm3)
Nozzle diameter
1.0 (mm)
Volume fraction of abrasive
20%
High Polymer
PAM
Average diameter of abrasive
0.27 (mm) or 80 (mesh)
Abrasive material type
garnet
Angle of influence
0 (degree)
Invariables
Values
Material size
200 × 30 × 5 (mm3)
Nozzle diameter
1.0 (mm)
Volume fraction of abrasive
20%
High Polymer
PAM
Average diameter of abrasive
0.27 (mm) or 80 (mesh)
Abrasive material type
garnet
Angle of influence
0 (degree) Material size
Nozzle diameter
Volume fraction of abrasive
High Polymer
Average diameter of abrasive
Abrasive material type
Angle of influence
Material size
Nozzle diameter
Volume fraction of abrasive
High Polymer
Average diameter of abrasive
Abrasive material type
Angle of influence 3. Predictive Model of Kerf Angle based on Multivariate Nonlinear Regression Modeling 3.1. Methodology 2.3. Experimental Results
2.3. Experimental Results Measure mode diagram. (a) Top kerf width; (b) bottom kerf width. Figure 3. Measure mode diagram. (a) Top kerf width; (b) bottom kerf width. 5 of 14 Materials 2019, 12, 1902 Table 3. The experimental data for model constructions. NO. Operating Variables
Result
V
H
C
P
Actual P
Top Kerf
Width (mm)
Bottom Kerf
Width (mm)
Kerf
Angle (◦)
1
1
1
1
1
18.1
0.880234
0.51703
4.1547
2
2
2
4
18.4
0.901138
0.752207
1.7061
3
3
3
2
18.3
0.940592
0.820456
1.3764
4
4
4
5
17.8
0.896659
0.708886
2.1507
5
5
5
3
17.9
1.013852
0.867836
1.6727
6
1
4
3
2
22.1
1.027128
0.852151
2.0043
7
2
5
1
22.2
1.003986
0.516018
5.574
8
3
1
4
21.7
0.913358
0.732508
2.0715
9
4
2
2
22.8
0.909006
0.77915
1.4877
10
5
3
5
22.4
0.908018
0.767484
1.61
11
1
2
5
3
25.9
0.901708
0.785861
1.3273
12
2
3
3
25.9
0.940733
0.59944
3.9049
13
3
4
1
26.1
0.958826
0.514941
5.0732
14
4
5
4
26.7
0.999784
0.786822
2.4389
15
5
1
2
26.8
0.925032
0.767567
1.8038
16
1
5
2
4
30.5
1.048323
0.919693
1.4737
17
2
1
5
30
0.923354
0.768629
1.7725
18
3
2
3
30.6
0.979514
0.822616
1.7973
19
4
3
1
30.4
0.946768
0.532342
4.7381
20
5
4
4
31.6
0.996658
0.798935
2.2646
21
1
3
4
5
34.8
1.027287
0.864021
1.8702
22
2
4
2
33.5
0.965137
0.852903
1.2859
23
3
5
5
34.1
0.991862
0.782701
2.3954
24
4
1
3
35.4
0.927152
0.855971
0.8156
25
5
2
1
33.9
0.960782
0.54892
4.709 The inclination of the kerf is defined as: q = tan−1
Wtop −Wbottom
2h
! (1) (1) where, θ, Wtop, Wbottom, and h are the kerf angle, the thickness of the cutting specimen, the top kerf
width, and the bottom kerf width, respectively, as shown in Figure 2. where, θ, Wtop, Wbottom, and h are the kerf angle, the thickness of the cutting specimen, the top kerf
width, and the bottom kerf width, respectively, as shown in Figure 2. where, θ, Wtop, Wbottom, and h are the kerf angle, the thickness of the cutting specimen, the top kerf
width, and the bottom kerf width, respectively, as shown in Figure 2. 3. Predictive Model of Kerf Angle based on Multivariate Nonlinear Regression Modeling 3.1. Methodology Due to the slight fluctuation of the instability of the jet pressure during the real processing,
the fluctuation error can be quantized by the mean relative level error function (MRLE). MRLE = 1
d
X
i
(|ti −oi|
n
) × 100%
(2) (2) where, d is the tolerance among the adjacent levels, ti is the actual experiment value of the group i, oi is
the designed value or the predictive value, n is the number of designs at the same level. 6 of 14 Materials 2019, 12, 1902 The Mean relative pressure level error calculated by the above Equation (2) is shown in Figure 4. In Figure 4, the corresponding value of Y is the decimal form of MRLE. It can be seen from the
diagram that the maximum average relative error is 15.5%. Therefore, the commonly used analysis
method-single factor multivariate variance based upon the Taguchi orthogonal method cannot be
applied in this article. Materials 2019, 12, x FOR PEER REVIEW
6 of 14
method-single factor multivariate variance based upon the Taguchi orthogonal method cannot be
applied in this article. Figure 4. Mean relative pressure level error. Figure 4. Mean relative pressure level error. Figure 4. Mean relative pressure level error. Figure 4. Mean relative pressure level error. Figure 4. Mean relative pressure level error
Figure 4. Mean relative pressure level error. Therefore, we proposed a new idea to deal with this kind of situation. First of all, through
multivariate nonlinear regression methods, the fitting was performed on the actual jet pressure
values in all the odd groups and all the even numbers except (18, 22, 24) in Table 3. Then, the fitting
degree of the regression equation was determined based on the multivariate correlation coefficient
R, after which the reliability of the prediction model was verified by mathematical statistics formulas
with the 22 groups’ modeling data and the remaining three groups’ data of experiments. These
formulae included the determination coefficient (R2), mean squared error (MSE) and the mean
absolution percentage error (MAPE). Therefore, we proposed a new idea to deal with this kind of situation. First of all, through
multivariate nonlinear regression methods, the fitting was performed on the actual jet pressure values
in all the odd groups and all the even numbers except (18, 22, 24) in Table 3. 3.1. Methodology Materials 2019, 12, 1902 7 of 14 These comprehensive values of the slope of each variable can be figured out to characterize the
sensitivity of the kerf angle to each processing variable, which are shown as the Equations (8)–(11). These comprehensive values of the slope of each variable can be figured out to characterize the
sensitivity of the kerf angle to each processing variable, which are shown as the Equations (8)–(11). Mean(Sk) = 1
n
n
X
i
Slope(k)i
(8) (8) Ct = ∆θ/
∆k
kmax −kmin
! = ∆θ
∆k × (kmax −kmin)
(9) (9) In which, In which, ∆θ
∆k = Mean(Sk)
(10) (10) where, Mean (Sk) is the mean of each variable’s slope; Ct means that when the other variables are
unchanged, the change of k relative to its own interval will theoretically cause the maximum change of
θ; and k represents one of the variables selected in the experiments. where, Mean (Sk) is the mean of each variable’s slope; Ct means that when the other variables are
unchanged, the change of k relative to its own interval will theoretically cause the maximum change of
θ; and k represents one of the variables selected in the experiments. Cr =
θmax −θmin
Ct
(11) (11) where, Cr is the interval length of the actual kerf angle change divided by the Ct (in theory, the maximum
change length of the k variable can cause the maximum change in the kerf angle). This also means that
this k factor hinders the change of inclination caused by the change of the other factors through its
own changes, which is called the retardation coefficient of k. where, Cr is the interval length of the actual kerf angle change divided by the Ct (in theory, the maximum
change length of the k variable can cause the maximum change in the kerf angle). This also means that
this k factor hinders the change of inclination caused by the change of the other factors through its
own changes, which is called the retardation coefficient of k. The smaller the retardation coefficient is, the more powerful the influence of k is. The method was
compared with the results of multiple variances, and it was found that when the Cr corresponding to
the factor was less than 10, the factor had an important influence. 3.1. Methodology Through this method, the influence of factors can be sorted, and the main influencing factors
are identified. The Regression Model of Kerf Angle 3.1. Methodology Then, the fitting degree of
the regression equation was determined based on the multivariate correlation coefficient R, after which
the reliability of the prediction model was verified by mathematical statistics formulas with the 22
groups’ modeling data and the remaining three groups’ data of experiments. These formulae included
the determination coefficient (R2), mean squared error (MSE) and the mean absolution percentage
error (MAPE). APE). i
i
2
2
i
i
(t
t)
(o
t)
R=
(t
t)
(o
t)
−
−
−
−
(3)
(
)
2
i
i
2
i
2
i
i
t
o
R =1
(o )
−
−
(4)
1
R =
P (ti −t)P (oi −t)
qP (ti −t)2P (oi −t)2
(3)
R2 = 1 −
P
i(ti −oi)2
P
i (oi)2
(4)
MSE = ( 1
N
X
i|ti −oi|
2)
(5)
MAPE = ( 1
N
X
i
ti −oi
ti
× 100)
(6) (3) (4) (4)
(5) (6) 2
i
i
i
1
MSE = (
t
o
)
N
−
(5)
where t is the average of the actual experiment value; N is the total amount of participating in the
calculation of runs. i
i
i
i
t
o
1
MAPE = (
100)
N
t
−
×
(6)
Finally, partial derivatives of each processing variable of the established regression equation were
calculated. Substituting the values of the processing variables in each group into the partial derivative
equation, the slope of the aimed partial variable of the regression equation in each group coordinates
was obtained, as described in Equation (7). actual experiment value; N is the total amount of participating in the
f
h
i
i bl
f h
bli h d
i
i
Slope(k) = f′
k(V, H, C, P)
(Vi,Hi,Ci,Pi)
(7) n the
(7) Finally, partial derivatives of each processing variable of the established regression equation
were calculated. Substituting the values of the processing variables in each group into the partial
derivative equation, the slope of the aimed partial variable of the regression equation in each group
where, Slope(k) is the slope of the equation about the k variable, k can be V, H, C or P. In addition, Vi,
Hi, Ci and Pi are the values of group i in Table 3, respectively. 3.2. The Regression Model of Kerf Angle What is given here mainly showed the transformation of the original data by us to complete the
regression fitting. The mathematical model established in this paper is expressed as Equation (12),
which is one of the commonly used fitting basic equations in the field of waterjet machining [20,23,24]. (12) θ = aVqHs(C + C0)zPue′
(12) re, ε’ is the experimental error, and a, q, s, C0, z and u are pending parameters to be estimated by
experimental data. Equation (12) can be linearized by performing a logarithmic transformation as follows: ln θ = lnc + qlnV + slnH + tln(C + C0) + ulnP + lne′
(13) (13) The final Equation (13) can be written as: The final Equation (13) can be written as: The final Equation (13) can be written as: ˆθ = aVqHs(C + C0)tPu
(14) (14) The regression model for the kerf angle that has been determined, is as follows: ˆθ = 2.038V0.0094H−0.0088(C + 1 × 10−5)
−0.0971P−0.0896
(15) (15) Materials 2019, 12, 1902
Materials 2019, 12, x FOR 8 of 14
8 of 14 The multivariate correlation coefficient R is calculated as the linearized regression Equation (13),
and R = 0.8316, greater than 0.8, which can be accepted. The rest of the mathematical statistics test is
calculated according to Equation (15). Using the remaining 3 groups of experimental parameters to
check the prediction accuracy of the equation, and quantified by statistical formulae R2, MSE, and
MAPE. The results listed into the table 5 are 0.8383, 0.6415, and 69.4384%, respectively. Although the
mean absolute error percentage exceeds 20%, indicating that the regression model prediction accuracy
is not high, the coefficient of determination and the average error are both within acceptable limits,
and the statistical result of training groups are 0.9558, 0.3647, and 19.5027, which are listed into the
Table 4. So the training groups can be used to assess the influence of the four factors. g
q
(13), and R = 0.8316, greater than 0.8, which can be accepted. The rest of the mathematical statistics
test is calculated according to Equation (15). Using the remaining 3 groups of experimental
parameters to check the prediction accuracy of the equation, and quantified by statistical formulae
R2, MSE, and MAPE. The results listed into the table 5 are 0.8383, 0.6415, and 69.4384%, respectively. 3.3. Analysis of Main Influencing Factors
3.3. Analysis of Main Influencing Factors By Equations (7) and (8), the slope of each variable is calculated and expressed in Figure 5. By Equations (7) and (8), the slope of each variable is calculated and expressed in Figure 5. By Equations (7) and (8), the slope of each variable is calculated and expressed in Figure 5. By Equations (7) and (8), the slope of each variable is calculated and expressed in Figure 5. By Equations (7) and (8), the slope of each variable is calculated and expressed in Figure 5. By Equations (7) and (8), the slope of each variable is calculated and expressed in Figure 5. Figure 5. Slope (V, H, C, P). As shown in Figure 5, it can be obviously observed that the slope fluctuation of the slurry
concentration is particularly intense, and its absolute mean value is also large, which is several
orders of magnitude larger than the other three variables. So a simple estimate can be obtained that
the main influencing factor is C. By Equation (11), the Cr values of V, H, C and P are 228.77, 116.5388,
0.0025, and 32.61, respectively. It can be clearly known that C has a significant influence, followed by
P, H, and V, which has little influence. Figure 5. Slope (V, H, C, P). As shown in Figure 5, it can be obviously observed that the slope fluctuation of the slurry
concentration is particularly intense, and its absolute mean value is also large, which is several orders
of magnitude larger than the other three variables. So a simple estimate can be obtained that the main
influencing factor is C. By Equation (11), the Cr values of V, H, C and P are 228.77, 116.5388, 0.0025,
and 32.61, respectively. It can be clearly known that C has a significant influence, followed by P, H, and
V, which has little influence. y
quat o s ( ) a d (8), t e s ope o eac
va ab e s ca cu ated a d e p essed
gu e 5
By Equations (7) and (8), the slope of each variable is calculated and expressed in Figure 5. Figure 5. Slope (V, H, C, P). Figure 5. Slope (V, H, C, P). Figure 5. Slope (V, H, C, P). Figure 5. Slope (V, H, C, P). 3.3. Analysis of Main Influencing Factors
3.3. Analysis of Main Influencing Factors As shown in Figure 5, it can be obviously observed that the slope fluctuation of the slurry
concentration is particularly intense, and its absolute mean value is also large, which is several
orders of magnitude larger than the other three variables. So a simple estimate can be obtained that
the main influencing factor is C. By Equation (11), the Cr values of V, H, C and P are 228.77, 116.5388,
0.0025, and 32.61, respectively. It can be clearly known that C has a significant influence, followed by
P H and V which has little influence
As shown in Figure 5, it can be obviously observed that the slope fluctuation of the slurry
concentration is particularly intense, and its absolute mean value is also large, which is several orders
of magnitude larger than the other three variables. So a simple estimate can be obtained that the main
influencing factor is C. By Equation (11), the Cr values of V, H, C and P are 228.77, 116.5388, 0.0025,
and 32.61, respectively. It can be clearly known that C has a significant influence, followed by P, H, and
V, which has little influence. 4 Predictive Model of Kerf Angle Based on ANN AGA
4. Predictive Model of Kerf Angle Based on ANN-AGA 4. Predictive Model of Kerf Angle Based on ANN-AGA
It can be seen from the above calculation results that the multivariate nonlinear regression is not
good at prediction Therefore a new prediction model is established
It can be seen from the above calculation results that the multivariate nonlinear regression is not
good at prediction. Therefore, a new prediction model is established. 3.2. The Regression Model of Kerf Angle Although the mean absolute error percentage exceeds 20%, indicating that the regression model
prediction accuracy is not high, the coefficient of determination and the average error are both
within acceptable limits, and the statistical result of training groups are 0.9558, 0.3647, and 19.5027,
which are listed into the Table 4. So the training groups can be used to assess the influence of the
four factors. 3.3. Analysis of Main Influencing Factors
3.3. Analysis of Main Influencing Factors 4 1 M th d l
4.1. Methodology 4.1. Methodology
During neural network training, network structure parameters and initial thresholds and
weights determine the training duration and network quality of the network to a large extent. Due to
During neural network training, network structure parameters and initial thresholds and weights
determine the training duration and network quality of the network to a large extent. Due to the nature
of the “black box” of neural networks, it leads to blindness in debugging and low training efficiency. the nature of the “black box” of neural networks, it leads to blindness in debugging and low training
efficiency. However, by using the AGA method to find the optimal initial training thresholds and weights
of the neural network, the blindness of debugging is reduced to a certain extent, the efficiency of
However, by using the AGA method to find the optimal initial training thresholds and weights of
the neural network, the blindness of debugging is reduced to a certain extent, the efficiency of network
training is greatly improved, and the quality of the network is indirectly improved. Finally, the test
results are analyzed by the same statistical formulae (R2, MSE and MAPE). network training is greatly improved, and the quality of the network is indirectly improved. Finally
the test results are analyzed by the same statistical formulae (R2 MSE and MAPE)
An adaptive genetic algorithm optimizes the BP neural network flow as shown in Figure 6. 9 of 14
9 of 14 Materials 2019, 12, 1902
Materials 2019 12 x FOR Figure 6. Back propagation-adaptive genetic algorithm (BP-AGA) structure schematic diagram. Figure 6. Back propagation-adaptive genetic algorithm (BP-AGA) structure schematic diagram. Figure 6. Back propagation-adaptive genetic algorithm (BP-AGA) structure schematic diagram. Figure 6. Back propagation-adaptive genetic algorithm (BP-AGA) structure schematic diagram. After debugging the structure of neural network and random initial weights and thresholds, it
is supplemented by the adaptive genetic algorithm to improve efficiency and quality. This genetic
algorithm mainly includes chromosome coding, selection operation, mutation operation, crossover
operation and fitness operation. Among them, the crossover ratio (pc) and the mutation ratio (pm) in
the parameters of the genetic algorithm play very important roles in the performance of the
algorithm. If the fixed pc and pm values are adopted, it is difficult to adapt to the change of
population, and sometimes leads to the evolution of the past. In this paper, an adaptive algorithm
based on Srinvivas is proposed. 4 1 M th d l
4.1. Methodology The pc and pm in the algorithm can change automatically with
fitness values, which can maintain group diversity and ensure convergence, as shown in Equation
After debugging the structure of neural network and random initial weights and thresholds, it
is supplemented by the adaptive genetic algorithm to improve efficiency and quality. This genetic
algorithm mainly includes chromosome coding, selection operation, mutation operation, crossover
operation and fitness operation. Among them, the crossover ratio (pc) and the mutation ratio (pm) in
the parameters of the genetic algorithm play very important roles in the performance of the algorithm. If the fixed pc and pm values are adopted, it is difficult to adapt to the change of population, and
sometimes leads to the evolution of the past. In this paper, an adaptive algorithm based on Srinvivas is
proposed. The pc and pm in the algorithm can change automatically with fitness values, which can
maintain group diversity and ensure convergence, as shown in Equation (16) below. max
min
max
max
max
max
(pc
pc
)(f
f ')
pc
,f '
f
f
f
pc
pc
,f '
f
−
−
−
≥
−
=
<
avg
avg
avg
(16)
pc =
pcmax −(pcmax−pcmin)(fmax−f′)
fmax−favg
,
f′ ≥favg
pcmax,
f′ < favg
pm =
pmmax −(pmmax−pmmin)(fmax−f)
fmax−favg
,
f ≥favg
pmmax,
f < favg
(16) (16) max
min
max
max
avg
max
avg
max
avg
(pm
pm
)(f
f)
pm
,f
f
f
f
pm
pm
,f
f
−
−
−
≥
−
=
<
(16)
where, pcmax, pcmin, pmmax and pmmin are the maximum, minimum crossover rate and mutation rate,
respectively. fmax, favg are the maximum fitness value and the average fitness for each generation of
population. f’ is the larger fitness value of the two individuals to cross, and f is the fitness value of the
variant individuals. where, pcmax, pcmin, pmmax and pmmin are the maximum, minimum crossover rate and mutation rate,
respectively. fmax, favg are the maximum fitness value and the average fitness for each generation of
population. 4 1 M th d l
4.1. Methodology f’ is the larger fitness value of the two individuals to cross, and f is the fitness value of
the variant individuals
Firstly, the chromosome was constructed by a binary encoding of the initial threshold and weight
of the neural network, and the prediction error of the neural network was used as our fitness value. Then the individual difference was produced by chromosomal variation and cross, and the selection of
the wheel was executed by the principle of survival of the fittest. the variant individuals. Firstly, the chromosome was constructed by a binary encoding of the initial threshold and
weight of the neural network, and the prediction error of the neural network was used as our fitness
The optimal threshold and weight of the neural network were found. Finally, based on these
parameters, the neural network was trained to get the best network model. value. Then the individual difference was produced by chromosomal variatio
selection of the wheel was executed by the principle of survival of the fittest
4.2. Neural Network Optimized by Adaptive Genetic Algorithm Based on Kerf Angle selection of the wheel was executed by the principle of survival of the fittest. The optimal threshold and weight of the neural network were found. Finally, based on these
parameters, the neural network was trained to get the best network model. 4.2. Neural Network Optimized by Adaptive Genetic Algorithm Based on Kerf Angle
It was finally determined that the structure of ANN is 4-11-1 that is with 4 input nodes 11
It was finally determined that the structure of ANN is 4-11-1, that is, with 4 input nodes, 11 hidden
nodes and 1 output nodes. The adaptive genetic algorithm parameters included, the population size is
24, the maximum cross rate is 0.7, the minimum cross rate is 0.1, the maximum mutation rate is 0.05,
and the minimum mutation rate is 0.01. Similarly, the 22 sets of data selected above were used for
training. A neural network prediction model with high accuracy was established by MATLAB 2016. 10 of 14
l
t d
elected 10 of 14
l
t d
elected Materials 2019, 12, 1902
mutation rate is 0.0 The structure of the neural network is shown in Figure 7. The regression performance of the neural
network is shown in Figure 8. above were used for training. A neural network prediction model with high accuracy was
established by MATLAB 2016. The structure of the neural network is shown in Figure 7. The
regression performance of the neural network is shown in Figure 8. established by MATLAB 2016. The structure of the neural network is shown in Figure 7. The
regression performance of the neural network is shown in Figure 8. Figure 7. ANN’s (BP-AGA) structure diagram. Figure 7. ANN’s (BP-AGA) structure diagram. Figure 7. ANN’s (BP-AGA) structure diagram. Figure 7. ANN’s (BP-AGA) structure diagram. Figure 8 ANN’S (BP AGA) regression performance diagram
Figure 7. ANN’s (BP-AGA) structure diagram. Figure 7. ANN’s (BP-AGA) structure diagram. Figure 8. ANN’S (BP-AGA) regression performance diagram. Figure 8. ANN’S (BP-AGA) regression performance diagram. Figure 7. ANN’s (BP-AGA) structure diagram. Figure 7. ANN’s (BP-AGA) structure diagram. Figure 7. ANN’s (BP-AGA) structure diagram. Figure 8 ANN’S (BP-AGA) regression performance diagram
Figure 8. ANN’S (BP-AGA) regression performance diagram. Figure 8. ANN’S (BP-AGA) regression performance diagram. Figure 8 ANN’S (BP AGA) eg essio
pe fo
a ce diag a
Figure 8. ANN’S (BP-AGA) regression performance diagram. Figure 8. ANN’S (BP-AGA) regression performance diagram. o
u ae
,
E a
A E
e e u
a e i
5 C
i
f th T
A
l
i M th d
5. Comparison of the Two Analysis Methods
5. Comparison of the Two Analysis Methods 5. Comparison of the Two Analysis Methods
Currently, the main common methods for multivariate regression analysis are Forward,
Forward, Backward and Stepwise. But in most cases, they are difficult to fit and are prone to
multiple collinear troubles [24]. Therefore, a large amount of time has to be used to perform various
p
y
Currently, the main common methods for multivariate regression analysis are Forward,
Forward, Backward and Stepwise. But in most cases, they are difficult to fit and are prone to
multiple collinear troubles [24]. Therefore, a large amount of time has to be used to perform various
transformations on the data to obtain a higher coefficient of multiple correlation and determination. Currently, the main common methods for multivariate regression analysis are Forward, Forward,
Backward and Stepwise. But in most cases, they are difficult to fit and are prone to multiple collinear
troubles [24]. Therefore, a large amount of time has to be used to perform various transformations on
the data to obtain a higher coefficient of multiple correlation and determination. transformations on the data to obtain a higher coefficient of multiple correlation and determination. However, using the artificial neural network to learn experimental data, and then predicting,
only the optimization algorithm is needed to optimize the initial threshold and weight of the
transformations on the data to obtain a higher coefficient of multiple correlation and determination. However, using the artificial neural network to learn experimental data, and then predicting,
only the optimization algorithm is needed to optimize the initial threshold and weight of the
network, and then the simple network structure parameter adjustment can achieve the purpose. However, using the artificial neural network to learn experimental data, and then predicting, only
the optimization algorithm is needed to optimize the initial threshold and weight of the network, and
then the simple network structure parameter adjustment can achieve the purpose. network, and then the simple network structure parameter adjustment can achieve the purpose. From Tables 4 and 5, the fitting quality and prediction performance of the regression model are
not as good as the training quality and prediction performance of neural network model. Moreover,
compared with the statistical analysis results of training quality and prediction performance, it can
b
h
h
l
k h
b
b
d f
l
l
h
h fi i
i
network, and then the simple network structure parameter adjustment can achieve the purpose. value. Then the individual difference was produced by chromosomal variatio
selection of the wheel was executed by the principle of survival of the fittest
4.2. Neural Network Optimized by Adaptive Genetic Algorithm Based on Kerf Angle g
(
)
g
p
g
From Figure 8, it can be found that the multivariate correlation coefficient R of training and
testing is 0.97172 and 0.99783, respectively, with a high goodness of fit, listed in the Table 4. Then,
the remaining three groups are still used as checking groups, which are calculated by the statistical
formulae R2 MSE and MAPE The results are listed into the Table 5
From Figure 8, it can be found that the multivariate correlation coefficient R of training and
testing is 0.97172 and 0.99783, respectively, with a high goodness of fit, listed in the Table 4. Then,
the remaining three groups are still used as checking groups, which are calculated by the statistical
formulae R2, MSE and MAPE. The results are listed into the Table 5. From Figure 8, it can be found that the multivariate correlation coefficient R of training and
testing is 0.97172 and 0.99783, respectively, with a high goodness of fit, listed in the Table 4. Then,
the remaining three groups are still used as checking groups, which are calculated by the statistical
formulae R2, MSE and MAPE. The results are listed into the Table 5. 6. The Integrated SA-BP-AGA Optimization
6. The Integrated SA-BP-AGA Optimization Based on the trained neural network prediction model, a simulated annealing algorithm was used
to find the optimal parameter combination of the minimum processing kerf angle. The integrated
SA-BP-AGA of the above description is shown in Figure 9. Based on the trained neural network prediction model, a simulated annealing algorithm was
used to find the optimal parameter combination of the minimum processing kerf angle. The
integrated SA-BP-AGA of the above description is shown in Figure 9. Figure 9. SA-BP-AGA structure schematic diagram. Figure 9. SA-BP-AGA structure schematic diagram. Figure 9. SA-BP-AGA structure schematic diagram. Figure 9. SA-BP-AGA structure schematic diagram. Figure 9. SA-BP-AGA structure schematic diagram
Figure 9. SA-BP-AGA structure schematic diagram. The simulated annealing algorithm is a random search technique that is able to escape local
optima using a probability function [25]. SA is a relatively mature algorithm, widely used in VLSI
(Very Large Scale Integration) design, image recognition and neural network computer research. It
can be decomposed into three parts: Solution space, objective function and initial solution. Here, the
solution space is composed of the ranges of various processing variables. The objective function is
the AGA-optimized neural network, and the initial solution is set as the best parameter group that
appears in the experiment, which is the 24th in the Table 3. The optimal solutions of the MATLAB
Optimization Toolbox is given in Figure 10 on the base of these criteria as listed in Table 6
The simulated annealing algorithm is a random search technique that is able to escape local
optima using a probability function [25]. SA is a relatively mature algorithm, widely used in VLSI
(Very Large Scale Integration) design, image recognition and neural network computer research. It can be decomposed into three parts: Solution space, objective function and initial solution. Here,
the solution space is composed of the ranges of various processing variables. The objective function is
the AGA-optimized neural network, and the initial solution is set as the best parameter group that
appears in the experiment, which is the 24th in the Table 3. The optimal solutions of the MATLAB
Optimization Toolbox is given in Figure 10 on the base of these criteria as listed in Table 6. Table 6. Combination of simulated annealing (SA) parameter rates. o
u ae
,
E a
A E
e e u
a e i
5 C
i
f th T
A
l
i M th d
5. Comparison of the Two Analysis Methods
5. Comparison of the Two Analysis Methods From Tables 4 and 5, the fitting quality and prediction performance of the regression model are
not as good as the training quality and prediction performance of neural network model. Moreover,
compared with the statistical analysis results of training quality and prediction performance, it can
be seen that the neural network has better robustness and fault tolerance than the fitting regression
From Tables 4 and 5, the fitting quality and prediction performance of the regression model are
not as good as the training quality and prediction performance of neural network model. Moreover,
compared with the statistical analysis results of training quality and prediction performance, it can be
seen that the neural network has better robustness and fault tolerance than the fitting regression method. 11 of 14
11 of 14 Materials 2019, 12, 1902
Materials 2019, 12, x FOR Table 4. Fitting or Training quality performance. Table 4. Fitting or Training quality performance. Table 4. Fitting or Training quality performance. Table 4. Fitting or Training quality performance. Table 4. Fitting or Training quality performance. Model
Fitting or Training Quality
MSE
MAPE (%)
R2
Regression
0.3647
19.5027
0.9558
network
0.0987
6.0343
0.9881
Table 5. Prediction quality. Model
Number
Prediction Quality
18
22
24
MSE
MAPE (%)
R2
Regression
1.9460
2.0897
1.9359
0.6415
69.4384
0.8383
network
1.8161
1.2147
0.8946
0.0039
5.4244
0.9979
experiment
1.7973
1.2859
0.8156
Table 4. Fitting or Training quality performance. Model
Fitting or Training Quality
MSE
MAPE (%)
R2
Regression
0.3647
19.5027
0.9558
network
0.0987
6.0343
0.9881
Table 5. Prediction quality. Model
Number
Prediction Quality
18
22
24
MSE
MAPE (%)
R2
Regression
1.9460
2.0897
1.9359
0.6415
69.4384
0.8383
network
1.8161
1.2147
0.8946
0.0039
5.4244
0.9979
experiment
1.7973
1.2859
0.8156
6 Th I t
t d SA BP AGA O ti
i
ti 7. Conclusions
7. Conclusions The paper carried out experiments according to Taguchi's orthogonal method, and established
two predictive models for kerf taper based on a multivariate nonlinear model and the BP-AGA
model. Meanwhile, statistical formulae (MAPE, MSE and R2) were used to verify and compare the
reliability of the two prediction models. The BP-AGA prediction model is more reliable than the
multivariate nonlinear regression prediction model. Moreover, neural network prediction shows
better robustness and fault tolerance. The main influencing factors can be determined by the
retardation coefficient proposed in this paper. This coefficient proposes to broaden the
application of the Taguchi orthogonal test method in the field of the non-precision control
industry, and provides a solution for the study of fluctuation factors by the Taguchi orthogonal
horizontal experiment method. It was found that the main factor affecting the kerf angle is
slurry concentration, and then the system pressure and standoff distance, while the traverse
speed has barely influence. The optimal processing parameter combination under the condition
of the minimal kerf angle are obtained by SA based on the prediction model of BP-AGA. The study
The paper carried out experiments according to Taguchi’s orthogonal method, and established
two predictive models for kerf taper based on a multivariate nonlinear model and the BP-AGA model. Meanwhile, statistical formulae (MAPE, MSE and R2) were used to verify and compare the reliability
of the two prediction models. The BP-AGA prediction model is more reliable than the multivariate
nonlinear regression prediction model. Moreover, neural network prediction shows better robustness
and fault tolerance. The main influencing factors can be determined by the retardation coefficient
proposed in this paper. This coefficient proposes to broaden the application of the Taguchi orthogonal
test method in the field of the non-precision control industry, and provides a solution for the study
of fluctuation factors by the Taguchi orthogonal horizontal experiment method. It was found that
the main factor affecting the kerf angle is slurry concentration, and then the system pressure and
standoffdistance, while the traverse speed has barely influence. The optimal processing parameter
combination under the condition of the minimal kerf angle are obtained by SA based on the prediction
model of BP-AGA. The study results can improve the performance for TC18 machining by ASJ and
guide actual production. p
p
g y
J
g
p
Author Contributions: conceptualization, J.L. and C.G.; methodology, J.L.; software, J.L.; validation, J.L., X.Z. 6. The Integrated SA-BP-AGA Optimization
6. The Integrated SA-BP-AGA Optimization Parameters
Setting Value/Function Type
Objective limit
1 × 10−4
Annealing function
Boltzmann annealing
Reannealing interval
100
Temperature update function
Exponential temperature
Initial temperature
100
Acceptance probability function
Simulated annealing acceptance
Table 6. Combination of simulated annealing (SA) parameter rates. Parameters
Setting Value/Function Type
Objective limit
1 × 10−4
Annealing function
Boltzmann annealing
Reannealing interval
100
Temperature update function
Exponential temperature
Initial temperature
100
Acceptance probability function
Simulated annealing acceptance
Data type
Double Table 6 Combination of simulated annealing (SA) parameter rates
Table 6. Combination of simulated annealing (SA) parameter rates. Table 6 Combination of simulated annealing (SA) parameter rates
Table 6. Combination of simulated annealing (SA) parameter rates. g (
) p
Setting Value/Function Type
1 × 10−4
Boltzmann annealing
100
Exponential temperature
100
imulated annealing acceptance
Setting Value/Function Type
1 × 10−4
Boltzmann annealing
100
Exponential temperature
100
Simulated annealing acceptance
Double a a
ete s
Objective limit
Annealing function
Reannealing interval
Temperature update function
Initial temperature
Acceptance probability function
Objective limit
Annealing function
Reannealing interval
Temperature update function
Initial temperature
Acceptance probability function
Data type Materials 2019, 12, 1902 12 of 14 As shown in Figure 10, the theoretically optimal solution was observed that the minimum kerf
angle is 6.9425 × 10−5. The set value of process parameters that lead to the minimum θ value are
31.5 mm/min for traverse speed, 0.7806 mm for standoffdistance, 0.07841% for slurry concentration
and 33.73 MPa for jet pressure. Materials 2019, 12, x FOR PEER REVIEW
12 of 14
As shown in Figure 10, the theoretically optimal solution was observed that the minimum kerf
angle is 6.9425 × 10−5. The set value of process parameters that lead to the minimum θ value are 31.5
mm/min for traverse speed, 0.7806 mm for standoff distance, 0.07841% for slurry concentration and
33 73 MP f
j t j
p
Figure 10. Fitness function plot of SA-BP-AGA. Figure 10. Fitness function plot of SA-BP-AGA. Figure 10. Fitness function plot of SA-BP-AGA. Figure 10. Fitness function plot of SA-BP-AGA. preparation, J.L.; writing
review and editing, J.L. and C.G; visualization, J.L.; supervision, C.G.; project
administration, C.G and J.L.; funding acquisition, C.G.
Funding: This work was funded by the Fundamental Research Funds for the Central Universities
Funding: This work was funded by the Fundamental Research Funds for the Central Universities (2017XKZD02).
Conflicts of Interest: The authors declare no conflict of interest. results can improve the performance for TC18 machining by ASJ and guide actual production.
Author Contributions: conceptualization, J.L. and C.G.; methodology, J.L.; software, J.L.; validation, J.L., X.Z.
and F.W.; formal analysis, J.L.; investigation, J.L.; resources, C.G.; data curation, Q.X.; writing—original draft
e a atio
J L
iti
e ie
a d editi
J L a d C G
i uali atio
J L
u e
i io
C G
oje t
Author Contributions: Conceptualization, J.L. and C.G.; methodology, J.L.; software, J.L.; validation, J.L.,
X.Z. and F.W.; formal analysis, J.L.; investigation, J.L.; resources, C.G.; data curation, Q.X.; writing—original
draft preparation, J.L.; writing—review and editing, J.L. and C.G; visualization, J.L.; supervision, C.G.; project
administration, C.G and J.L.; funding acquisition, C.G. aration, J.L.; writing
review and editing, J.L. and C.G; visualization, J.L.; supervision, C.G.; projec
inistration, C.G and J.L.; funding acquisition, C.G.
ding: This work was funded by the Fundamental Research Funds for the Central Universities (2017XKZD02) Funding: This work was funded by the Fundamental Re
Conflicts of Interest: The authors declare no conflict of interest. 7. Conclusions
7. Conclusions and F.W.; formal analysis, J.L.; investigation, J.L.; resources, C.G.; data curation, Q.X.; writing—original draft
ti
J L
iti
i
d
diti
J L
d C G
i
li
ti
J L
i i
C G
j
t
Author Contributions: Conceptualization, J.L. and C.G.; methodology, J.L.; software, J.L.; validation, J.L.,
X.Z. and F.W.; formal analysis, J.L.; investigation, J.L.; resources, C.G.; data curation, Q.X.; writing—original
draft preparation, J.L.; writing—review and editing, J.L. and C.G; visualization, J.L.; supervision, C.G.; project
administration, C.G and J.L.; funding acquisition, C.G. preparation, J.L.; writing
review and editing, J.L. and C.G; visualization, J.L.; supervision, C.G.;
administration, C.G and J.L.; funding acquisition, C.G. Funding: This work was funded by the Fundamental Research Funds for the Central Universities (2017XK g
q
Funding: This work was funded by the Fundamental Re
Conflicts of Interest: The authors declare no conflict of interest. 13 of 14 Materials 2019, 12, 1902 References 1. Ulutan, D.; Ozel, T. Machining induced surface integrity in Titanium and Nickel Alloys: A review. Int. J. Mach. Tool Manuf. 2011, 51, 250–280. [CrossRef] 1. Ulutan, D.; Ozel, T. Machining induced surface integrity in Titanium and Nickel Alloys: A review. Int. J. Mach. Tool Manuf. 2011, 51, 250–280. [CrossRef] 2. Boyer, P.R.; Briggs, R.D. The use of β Titanium Alloys in the Aerospace Industry. J. Mater. Eng. Perform. 2005,
14, 681–685. [CrossRef] 2. Boyer, P.R.; Briggs, R.D. The use of β Titanium Alloys in the Aerospace Industry. J. Mater. Eng. Perform. 2005,
14, 681–685. [CrossRef] 3. Vargas Pérez, R.G. Wear mechanisms of WC inserts on face milling of gamma titanium aluminides. Wear
2005, 259, 1160–1167. [CrossRef] 3. Vargas Pérez, R.G. Wear mechanisms of WC inserts on face milling of gamma titanium aluminides. Wear
2005, 259, 1160–1167. [CrossRef] . Mitchell, A. Melting, Casting and forging problems in titanium alloys. Mater. Sci. Eng. 1998, 243, 257–
[CrossRef] . Lei, S.T.; Liu, W.J. High-speed machining of titanium alloys using the driven rotary tool. Int. J. M
Tool Manuf. 2002, 42, 653–661. [CrossRef] 6. Nabhani, F. Machining of aerospace titanium alloys. Robot. Comput. Integr. Manuf. 2001, 17, 99–106. [CrossRef] 7. Novovic, D.; Dewes, R.C. The effect of machined topography and integrity on fatigue life. Int. J. Mach. Tool Manuf. 2004, 44, 125–134. [CrossRef] 8. Che-Haron, C.H. Tool life and surface integrity in turning titanium alloy. J. Mater. Process. Technol. 2001, 118,
231–237. [CrossRef] 9. Wang, J.J.; Guo, H.Z.; Liang, H.Q.; Zhao, Z.L. Study of TC18 alloy forging process parameters based on BP
neural network. Hot Working Technol. 2014, 43, 1–6. 10. Liu, X.Z.; Tao, H.; Li, M.W. Optimization of parameters for milling titanium alloy TC18 with improve genetic
algorithm. Modul. Mach. Tool Autom. Manuf. Tech. 2010, 5, 41–43. 11. Qi, H.; Wen, D.H.; Yuan, Q.L. Numerical investigation on particle influence erosion in ultrasonic-assisted
abrasive slurry jet micro-machining of glasses. Powder Technol. 2017, 314, 627–634. [CrossRef] 12. Wang, J.; Kuriyagawa, T.; Huang, C. An experimental study to enhance the cutting performance in abrasive
waterjet machining. Mach. Sci. Technol. 2003, 7, 191–207. [CrossRef] 13. Aznrir, M.A.; Ahsan, A.K. A study of abrasive water jet machining process on glass/epoxy composite
laminate. J. Mater. Process. Technol. 2009, 209, 6168–6173. [CrossRef] 14. Alberdi, A.; Rivero, A.; Lacalle, L.N.L. Effect of process parameter on the kerf geometry in abrasive water jet
milling. Int. J. Adv. Manuf. Technol. References 2010, 5, 467–480. [CrossRef] 15. Feng, D.C.; Shi, L.L.; Guo, C.W.; Wang, F.C.; Chen, Y.Q. Numerical and experimental study on the flow
characteristics of abrasive slurry jet with polymer additives. Int. J. Adv. Manuf. Technol. 2018, 95, 3289–3299. [CrossRef] 16. Wang, F.C.; Xu, Q.W.; Feng, D.C.; Guo, C.W. Experiment study on performance of abrasive slurry jet with
or without high polymer in stainless steel machining. Int. J. Adv. Manuf. Technol. 2018, 95, 2449–2456. [CrossRef] 17. Wojciechowski, S.; Maruda, R.W.; Krolczyk, G.M.; Niesłony, P. Application of signal to noise ratio and grey
relational analysis to minimize forces and vibrations during precise ball end milling. Precis. Eng. 2017, 51,
582–596. [CrossRef] 18. Karabulut, S. Optimization of surface roughness and cutting force during AA7039/Al2O3 metal matrix
composites milling using neural networks and Taguchi method. Measurement 2015, 66, 139–149. [CrossRef] 19. Wojciechowski, S.; Maruda, R.W.; Barrans, S.; Nieslony, P.; Krolczyk, G.M. Optimisation of machining
parameters during ball end milling of hardened steel with various surface inclinations. Measurement 2017,
111, 18–28. [CrossRef] 20. Azlan, M.Z.; Habibollah, H.; Safian, S. Optimization of process parameters in the abrasive waterjet machining
using integrated SA-GA. Appl. Soft Comput. 2010, 11, 5350–5359. [CrossRef] 21. Srinivasu, D.S.; Ramesh, B.N. A neuro-genetic approach for selection of process parameters in abrasive
waterjet cutting considering variation in diameter of focusing nozzle. Appl. Soft Comput. 2008, 8, 809–819. [CrossRef] 22. Durakbasa, M.N.; Akdogan, A.; Vanli, A.S.; Bulutsuz, A.G. Optimization of end milling parameters and
determination of the effects of edge profile for high surface quality of AISI H13 steel by using precise and
fast measurements. Measurement 2015, 68, 92–99. [CrossRef] 14 of 14 14 of 14 Materials 2019, 12, 1902 23. Caydas, U.; Hascalik, A. A study on surface roughness in abrasive waterjet machining process using artificial
neural networks and regression analysis method. J. Mater. Process. Technol. 2008, 202, 574–582. [CrossRef] 23. Caydas, U.; Hascalik, A. A study on surface roughness in abrasive waterjet machining process using artificial
neural networks and regression analysis method. J. Mater. Process. Technol. 2008, 202, 574–582. [CrossRef] 23. Caydas, U.; Hascalik, A. A study on surface roughness in abrasive waterjet machining process using artificial
neural networks and regression analysis method. J. Mater. Process. Technol. 2008, 202, 574–582. [CrossRef] 24. Wibowo, A. Hybrid kernel principal component regression and penalty strategy of multiple adaptive genetic
algorithms for estimating optimum parameters in abrasive waterjet machining. Appl. Soft Comput. 2018, 62,
1102–1112. [CrossRef] 25. © 2019 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access
article distributed under the terms and conditions of the Creative Commons Attribution
(CC BY) license (http://creativecommons.org/licenses/by/4.0/). References Steinbrunn, M.; Moerkotte, G.; Kemper, A. Heuristic and randomized optimization for the Join Ordering
Problem. VLDB J. 1997, 6, 8–17. [CrossRef] © 2019 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access
article distributed under the terms and conditions of the Creative Commons Attribution
(CC BY) license (http://creativecommons.org/licenses/by/4.0/).
|
https://openalex.org/W4320924179
|
https://www.researchsquare.com/article/rs-2243374/latest.pdf
|
English
| null |
Preparation of novel β-CD/P(AA-<i>co</i>-AM) hydrogels by frontal polymerization
|
RSC advances
| 2,023
|
cc-by
| 6,106
|
Preparation of novel β-CD/P(AA-co-AM) hydrogels
by frontal polymerization Bin Li
(
libin_027@126.com
)
Wuhan Polytechnic University
Haibo Qin
Wuhan Polytechnic University
Ming Ma
Wuhan Polytechnic University
Xiaojia Xu
Wuhan Polytechnic University
Mengjing Zhou
Wuhan Polytechnic University
Wenrui Hao
Wuhan Polytechnic University
Zhigang Hu
Wuhan Polytechnic University Research Article Keywords: Frontal polymerization, Hydrogel, β-cyclodextrin, Drug release, Deep eutectic solvent
Posted Date: November 9th, 2022
DOI: https://doi.org/10.21203/rs.3.rs-2243374/v1
License:
This work is licensed under a Creative Commons Attribution 4.0 International
License. Read Full License License:
This work is licensed under a Creative Commons Attribution 4.0 International
License. d
ll License:
This work is licensed under a Creative Commons Attribution 4.0 International
License. Read Full License Page 1/20 Page 1/20 Page 1/20 Page 1/20 Abstract In this paper, betaine (Bet) was used as a hydrogen bond acceptor (HBA), acrylic acid (AA) and
acrylamide (AM) were used as hydrogen bond donors (HBD) and mixed to form a deep eutectic solvent
(DES). Different concentrations of β-cyclodextrin (β-CD) were dispersed in DES, and a novel β-CD/P(AA-
Co-AM) hydrogel was prepared by frontal polymerization (FP). Characteristic structure and morphology of
the hydrogels were analyzed using Fourier infrared spectroscopy (FTIR) and scanning electron
microscopy (SEM), and the properties of the hydrogels were investigated. The results show that the
mechanical properties of the hydrogel were improved by β-CD acting as a second cross-linking agent in
the polymerization process, thus increasing the cross-link density of the hydrogel. Because the carboxyl
groups contained in acrylic acid dissociate under alkaline conditions, the composite hydrogel shows
excellent pH responsiveness under alkaline conditions. Tetracycline hydrochloride was used as a drug
model to test the drug loading and drug release performance of hydrogels. With the increase of β-CD
content, the loading capacity of hydrogels to tetracycline hydrochloride gradually increased. The data of
drug release indicated that the hydrogel has good drug delivery performance and has promising
applications in drug delivery systems and other areas. 1. Preface Hydrogel is a cross-linked polymer with a three-dimensional network structure that can absorb a large
number of water molecules without being soluble in water, and can have both solid and liquid properties. It has mechanical strength and a wide range of stimulus responsiveness1–3 and has physicochemical
properties suitable for use in the human body4. Its unique network structure and properties can be used in
many applications, such as in biomedicine5, drug delivery6–8, tissue engineering9,10 and other fields. Typically, hydrogel networks are constructed from hydrophilic polymers, giving them a good ability to
bind hydrophilic drugs11–13. However, the inability of the polymer network of hydrogels to bind drugs into
the hydrogel leads to the inability of the hydrogel to control the drug release behavior, limiting the
application of hydrogels for drug delivery. β-cyclodextrin (β-CD) is a cyclic oligosaccharide with a hydrophobic cavity inside, allowing organic or
inorganic molecules can be trapped14. The non-polar hydrophobic cavity of β-CD can absorb drug
molecules into the hydrophobic cavity, forming an inclusion complex known as host-guest15.β-CD can be
grafted through polymerization of β-CD to macromolecular chains, thus allowing the unique ability to
form inclusion complexes to be transferred to the hydrogel. Moreover, the hydrophilic network of the
hydrogel enhances the biocompatibility of β-CD and improves the stability of the inclusion complex, while
β-CD enhances the mechanical of the hydrogel, and changes the release behavior of the drug, which
corresponds to an increase in the water solubility of the drug molecules and an increase in the drug
loading capacity. Thus, β-CD is suitable for overcoming the limited absorption of hydrophobic drugs and
the control of hydrophilic drug release16, 17. The introduction of β-CD into polymeric matrices as
polymeric fillers offers the possibility of preparing hydrogels with more excellent properties. Page 2/20 Page 2/20 Hydrogels have various polymerization methods, such as suspension polymerization18 and emulsion
polymerization19, However, these polymerization methods have disadvantages such as difficult process
control and impact on polymer performance. Frontal polymerization (FP) is primarily the conversion of
monomers into polymers by the formation and propagation of thermal polymerization fronts using in situ
self-propagation techniques and the ability to self-sustain and propagate in the region of the monomer
mixture20. Compared with other polymerization methods, FP has process advantages such as shorter
time, lower energy consumption, and no waste emission21. 2.1 Materials acrylamide (AM), Betaine (Bet), β-cyclodextrin (β-CD) and acrylic acid (AA) were bought from Shanghai
Aladdin Biochemical Technology Co. N,N-methylene bisacrylamide (MBA) was obtained from Tianjin
Comio Chemical Reagent Co. The potassium persulfate (KPS) was obtained from Sinopharm Chemical
Reagent Co. All the reagents were of analytical grade and did not need further purification; the water used
in this experiment was ultrapure water. 1. Preface In recent years, frontal polymerization has
synthesized numerous polymer hydrogels, such as poly (itaconic acid-acrylic acid-acrylamide)
hydrogels22 and poly (acrylic acid-acrylamide) / activated carbon23. Deep eutectic solvent (DES) is a novel ionic liquid formed by mixing hydrogen bond acceptor (HBA) and
hydrogen bond donor (HBD)24. Its preparation method is relatively simple, only quaternary ammonium
salts and HBD compounds are stirred at a certain temperature to form a eutectic mixture to obtain high
purity DES. DES has low volatility, thermal stability, high electrical conductivity and good biocompatibility,
which greatly facilitates the preparation of polymer hydrogels with excellent properties25–27. Based on previous research, we prepared a novel β-CD/P(AA-co-AM) hydrogel with good drug release
properties by using frontal polymerization in DES, and investigated the effect of β-CD content on the
properties associated with the novel hydrogel. We first prepared a ternary DES composed of acrylic acid-
betaine-acrylamide, and then prepared β-CD/P(AA-AM) novel hydrogels by dispersing β-CD in the DES,
Fourier Transform infrared spectroscopy (FTIR) and scanning electron microscopy (SEM) were used to
characterize its structure, and further analyzed the effect law of β-CD on the mechanical properties and
drug release properties of the hydrogels. 2.5 Characterization and testing of hydrogels Before characterization, the hydrogels after complete soaked were dried in a freeze dryer at -60°C for 48 h
to obtain dry gel samples. The spectral characteristics were analyzed using Fourier infrared spectroscopy
between wave number 500 and 4000 cm− 1. The cross-sections of the dried hydrogels were sprayed with
gold using a high vacuum ion sputterer, and the microstructure of the hydrogels after gold spraying was
observed by scanning electron microscopy (SEM). 2.3 Hydrogel preparation by frontal polymerization The crosslinker and initiator were included in the mixture of DES and β-CD, mixed well and moved to a
test tube (10 mm in diameter and 100 mm in length) and left for some time to remove the air bubbles
generated during the stirring process. The heated electric soldering iron was leaned against the upper
face of the solution for thermal triggering, and the upper end of the reactor was kept under atmospheric
pressure, and the soldering iron was removed when the frontal appeared and the polymerization reaction
started. After the reaction is completed, the prepared hydrogel is removed, cut into uniform discs and
soaked in deionized water for one week to dissolve the unreacted monomers. The obtained novel
hydrogels were dried in a freeze-dryer until the quality was constant and stored for the next test. 2.4 Frontal speed and temperature measurement In the FP reaction, the front end of the reaction moves toward the unreacted region at a constant rate, and
the rate of frontal movement can be derived by recording the change in front end position at different
times. To monitor the front-end temperature in relation to time, a test tube was held in a gripper at room
temperature and a K-type thermocouple with a digital thermometer was dipped into the liquid to record
the temperature of the front-end during the reaction. 2.2 Synthesis of DES Bet was used as HBA and AM and AA as HBD. the three raw materials were mixed in a molar ratio of 1:2:2
in a collector-type thermostatic heating magnetic stirrer with constant stirring until a uniform and
transparent DES was formed. the synthesized DES was allowed to stand until there were no air bubbles,
and then β-CD was added to the DES according to the ratio in Table 1 with thorough stirring. Page 3/20 Page 3/20 Table 1
Composition and proportioning of hydrogels
Samples
AA/AM/Bet
(molar ratio)
β-CD(wt%)
MBA(wt%)
KPS(wt%)
FP0
2:2:1
0
1
0.5
FP1
2:2:1
0.25
1
0.5
FP2
2:2:1
0.50
1
0.5
FP3
2:2:1
1.00
1
0.5 2.5.1 Mechanical performance testing A universal testing machine was used to test the stress-strain properties of the composite hydrogel, and
the prepared hydrogel samples were stretched at a speed of 100 mm/min until the hydrogel fractured, Page 4/20 Page 4/20 and the test was repeated several times. The hydrogel was tested for compression resistance using TA.XTC-18 texture analyzer. Before the test,
the hydrogel was cut into a cylindrical shape of 10mm in diameter and 10 mm in length, then immersed
in deionized water for a period of time and compressed at a compression rate of 0.2 mm/s until the
deformation of the hydrogel reached 80%, and the test was repeated several times. The formula for calculating the compressive strength of hydrogel to Eq. (1). he formula for calculating the compressive strength of hydrogel to Eq. (1). P = F
S P = F
S 1 F is the applied force and S is the cross-sectional area of the hydrogel. F is the applied force and S is the cross-sectional area of the hydrogel. 2.5.2 PH responsiveness performance test of hydrogel Buffer solutions with pH 2.4, 4.5 (sodium citrate/citric acid) and pH 9.4, 10.7 (sodium carbonate/sodium
bicarbonate) were prepared, and the pH of the buffer solutions was accurately tested with a digital pen
acidity meter (PH-208, accuracy 0.01). The dry hydrogel with a mass of about 30mg was put into the
buffer solution until the swelling equilibrium was reached, and the water on the surface of the hydrogel
was drained and weighed, and the equation for the swelling equilibrium (SR) was calculated to Eq. (2): SR = mt −m0
m0 m0 2 mt is the swell weight of the hydrogel at different pH, m0 is the dry weight of the hydrogel 2.5.3 Drug loading The dry gel was immersed in 40 ml (10 mg/ml) of tetracycline hydrochloride solution at 37°C until the
weight of the hydrogel did not change, the hydrogel was removed from the solution and the solution on
the surface of the hydrogel was absorbed using filter paper, and the absorbance of the drug solution
before and after the immersion of the hydrogel was measured to calculate the amount of drug absorbed. 3.1 Measurement of frontal fronts The frontal polymerization reaction creates a frontal front, which is an interface between the polymer
produced by the reaction and the unreacted monomer. As illustrated in Fig. 3(a), the frontal position
versus time curve shows that the frontal front moves toward the monomer region at a constant rate and
completes the polymerization reaction rapidly in less than 6 min. As can be observed in Fig.(b), the frontal
temperature change curve has a nearly horizontal section at the beginning, indicating that spontaneous
polymerization has not occurred in FP28. As the β-CD content in the hydrogel increases, the movement of
the frontal front decreases gradually, and Vf decreases from 2.82 to 1.41 cm/min when the β-CD content
increases from 0 to 1wt%. The FP maximum temperature decreased from 168.7°C to 142.3°C. The
increase of β-CD content decreased the Vf value because β-CD as an inert substance in the
polymerization reaction would lead to thermal dispersion, which decreased the polymerization reaction
temperature, thus slowing down the reaction rate, and the Tmax value also decreased29. Table 2
Parameters of frontal polymerization
Sample
β-CD (wt%)
Tmax (℃)
Vf (cm/min)
FP0
0
168.7
2.82
FP1
0.25
160.6
2.18
FP2
0.50
150.3
1.92
FP3
1.00
142.3
1.41 Table 2
Parameters of frontal polymerization
Sample
β-CD (wt%)
Tmax (℃)
Vf (cm/min)
FP0
0
168.7
2.82
FP1
0.25
160.6
2.18
FP2
0.50
150.3
1.92
FP3
1.00
142.3
1.41 2.5.4 Drug release performance testing The fully drug loaded hydrogels were placed into 60 ml of deionized water at 37°C. After a certain interval,
5 ml of drug release solution was taken out. The absorbance of the solution was measured at 357 nm
with a UV-5900PC UV-visible spectrophotometer, and the solution was poured back into the container
immediately after measurement. Linear regression was used to establish a pharmacokinetic model to
study the drug release performance of hydrogels, and to calculate the cumulative release of drugs loaded
on hydrogels. Page 5/20 The drug release is calculated by the following equation is Eq. (3). The drug release is calculated by the following equation is Eq. (3). The drug release is calculated by the following equation is Eq. (3). Cumulative Release(%) =
× 100%
Wdrug
Wgel 3 In Eq. (3), Wdrug is the drug release at different times; Wgel is the total drug loading of the hydrogel. In Eq. (3), Wdrug is the drug release at different times; Wgel is the total drug loading of the hydrogel. 3.3 Microscopic morphological of composite hydrogels
(SEM) To study the effect of β-CD on the internal structure of P(AA-AM) hydrogels, SEM observations were
performed on the hydrolyzed composite hydrogels. Before performing SEM on the hydrogels, the
hydrogels were pre-frozen after one week of immersion and subsequently freeze-dried at -60°C for 48 h. After the freeze-drying treatment, the SEM scans of the four sets of hydrogels, the morphology is shown
in Fig. 5. The cross section of FP0 appears to have folds, which may be caused by the collapse of the
polymer network and the contraction of the structure during freezing. When the ice sublimates from the
hydrogel, the flexible polymer chains in the hydrogel come into contact with each other, resulting in a
collapsed hydrogel network35, 36. The addition of β-CD makes the cross section of the hydrogel dense and
smooth, which is due to the increased cross-link density of β-CD during polymerization, which contributes
to the formation of a denser polymer network in the hydrogel, resulting in the contact between polymer
chains becoming more frequent and the structure of the hydrogel becoming more dense. 3.2 Fourier Infrared Spectroscopy (FTIR) To further analyze the hydrogel condition, the hydrogel was analyzed by infrared spectroscopy, and the
results are shown in Fig. 4. Figure 4(a) shows the FTIR spectral profile of AM, the absorption peak at 3338
cm− 1 is the stretching vibration peak of -NH2 on the amide group (-CONH2), and the absorption peak at
1664 cm− 1 is the stretching vibration peak of C = O and the C = C vibration peak30, 31. From Fig. 4(b), it Page 6/20 Page 6/20 can be seen that there is a strong absorption peak of P(AA-AM) at 3438 cm− 1, which corresponds to the
stretching vibration peak of -NH2 stretching vibration peak, and the absorption peak at 1647 cm− 1
corresponds to the stretching vibration peak of C = O and C = C vibration peak. And the absorption peak at
2927 cm− 1 is an asymmetric vibration of the C-H band, which is caused by the cleavage of C = = C in
acrylamide32. The absorption peak present at 1449 cm− 1 is a symmetric stretching peak formed by the
dissociation of the hydroxyl group of AM into COO− during the polymerization process33. The IR spectral
curve of β-CD shows that the absorption peak at 3388 cm− 1 is the O-H stretching vibration peak, and the
absorption peak at 1368 cm− 1 is the bending vibration peak of O-H34. From the FTIR spectral profile of
P(AA-AM)/β-CD, it can be seen that there are a large number of absorption peaks identical to those of
P(AA-AM), but a stronger absorption peak appears at 1374 cm− 1, which corresponds to the bending
vibration peak generated by O-H in β-CD. The above results indicate that β-CD enters in the polymer
network of P(AA-AM) hydrogel. 3.4 PH responsive The effect of pH buffer solution on the dissolution equilibrium behavior of hydrogels is presented in
Fig. 7. As can be observed in Fig. 7, the trend of hydrogel changes remained basically the same in
solutions with different pH values. At pH 2.4, the carboxylic acid groups exist in the form of -COOH, which
reduces the electrostatic repulsive force of the polymer chains and causes the polymer chains of the
whole hydrogel network to be intertwined and contracted, so the swelling capacity of the hydrogel is low
at low this environment40. When the pH is at 4.8 environment, the functional groups start to dissociate,
the hydrogen bonding between -COOH groups is weakened, and the osmotic pressure inside the hydrogel
gradually increases, leading to an increase in ESR33. The reason for the reduced swelling behavior of the
hydrogel near pH = 7 may be due to the hydrogen bonding present within the molecules of -CONH2
groups, which interacts with the hydrogen bonding between the molecules of carboxylic acid groups
leading to an increase in cross-link density, resulting in the contraction of the polymer network31. When
the pH is greater than 7, the carboxylic acid groups ionize, -COOH dissociates into -COO−, and the ions
between generates strong electrostatic repulsion, which expands the polymer network and thus leads to
an increase in osmotic pressure inside the hydrogel, resulting in an increase in the swelling rate of the
hydrogel. As can be show in Fig. 7, the swelling rate of the hydrogel gradually decreases with the increase
of β-CD content, which is because the increase of β-CD content increases the cross-link density of the
hydrogel, while the hydrophobic cavity of β-CD can prevent water molecules from penetrating into the
hydrogel, thus limiting the swelling performance of the hydrogel41. 3.4 Mechanical properties In order to test the mechanical properties of the hydrogels, tensile and compression experiments were
performed on the hydrogels, and the experimental results are shown in Fig. 6. From Fig. 6(a), we can see
that the tensile strength of the hydrogel gradually increases with the increase of β-CD in the hydrogel, and
the highest tensile strength of FP3 hydrogel can reach 2.0 MPa, which is about two times of that of FP0
hydrogel. Figure 6(b) shows the compression curve of the hydrogel, and the compressive strength of the
hydrogel increases with the increase of β-CD. The above results show that the introduction of β-CD
enhances the mechanical properties of the composite hydrogels, which is due to the role of β-CD as a
chemical cross-linker in the polymerization process. The increase of β-CD content in the hydrogel network
increases the cross-link density of the hydrogel. The higher the crosslinking density of the hydrogel, the Page 7/20 Page 7/20 denser the gel network formed, the more hydrogen bonds formed within and between molecules, and the
stresses were dispersed at the fractures, resulting in the enhancement of the mechanical strength of the
hydrogel37, 38. The mechanical properties of hydrogels can usually be enhanced by increasing the
concentration of hydroxyl groups of the constituent groups of polymeric materials, so the mechanical
properties of hydrogels were also improved with the addition of β-CD39. 3.5 Drug loading of hydrogels We chose tetracycline hydrochloride as the model drug and loaded it into the hydrogel. Figure 8 shows
the drug loading data of the hydrogel, the drug loadings of FP0, FP1, FP2 and FP3 were 63.51, 75.61,
115.63 and 154.67 mg/g, with the increase of β-CD content, the loading of the hydrogel to the drug
increased. Figure 9 shows a schematic diagram of the uptake of drug molecules by the hydrogel. β-
CD/P(AA-co-AM) composite hydrogel is loaded with drug mainly by two ways. One is, the hydrogel
swelling leads to the drug-containing solution into the hydrogel network; the other is, the hydrophobic
cavity of β-CD can bind to the hydrophobic end of tetracycline hydrochloride, so that β-CD can form host-
guest inclusion complexes with drug molecules, increasing the affinity of the polymer network for drug
molecules and increasing the number of drug molecules captured by the hydrogel, thereby enhancing the
drug adsorption capacity of the hydrogel42, 43. The increase in β-CD content in the hydrogels allowed
more drugs to be loaded into the polymer network, improving the drug loading of the hydrogels. Page 8/20 Page 8/20 3.6 Drug release of hydrogels The cumulative drug release rate of the hydrogel is shown in Fig. 10 by performing drug release tests on
the hydrogel, thereby investigating the effect produced by β-CD on drug release. In drug release studies,
when deionized water penetrates into the polymer matrix, the trapped drug molecules are released from
the hydrogel due to diffusion that occurs due to osmotic pressure. As can be shown in Fig. 10, the drug
release efficiency of the hydrogels showed a significant difference with the increase of β-CD content in
the hydrogels, and the drug release rate gradually decreased. At the beginning, the greater osmotic
pressure between the drug molecules in the hydrogel network and the external environment resulted in a
greater drug release velocity from the hydrogel within 600 min, while after 600 min, the drug release
velocity from the hydrogel started to decrease. β-CD content increases the cross-link density of the
hydrogel and makes the polymeric network of the polymer more compact, resulting in a restricted rate of
water entry into the hydrogel, thus making the drug molecule's slow release time becomes longer44–46. 4. Conclusion In this paper, β-CD was mixed with Bet-AA-AM ternary DES to prepare new β-CD/P(AA-co-AM) hydrogels
by front-end polymerization, and the structure and properties of the hydrogels were investigated, and the
results showed that: (1) Compared with the conventional polymerization method, FP prepared composite hydrogels with faster
polymerization rate and greener raw materials. A new hydrogel of β-CD/P(AA-AM) was prepared by
frontal polymerization, and after the addition of β-CD, the polymerization rate of the hydrogel gradually
decreased due to the thermal diffusion of β-CD. (1) Compared with the conventional polymerization method, FP prepared composite hydrogels with faster
polymerization rate and greener raw materials. A new hydrogel of β-CD/P(AA-AM) was prepared by
frontal polymerization, and after the addition of β-CD, the polymerization rate of the hydrogel gradually
decreased due to the thermal diffusion of β-CD. (2) The mechanical properties of the hydrogels were gradually improved with the addition of β-CD. The
addition of β-CD increased the cross-link density of the hydrogels and increased the number of hydrogen
bonds in the hydrogels, which led to the improvement of the mechanical properties of the hydrogels. (2) The mechanical properties of the hydrogels were gradually improved with the addition of β-CD. The
addition of β-CD increased the cross-link density of the hydrogels and increased the number of hydrogen
bonds in the hydrogels, which led to the improvement of the mechanical properties of the hydrogels. (3) β-CD controls the release behavior of drug molecules by forming host-guest inclusion complexes. When β-CD is added to the hydrogel it can make the hydrogel have drug retardation, and after loading the
composite hydrogel with drug, it can achieve prolonged release in deionized water, making the hydrogel
potentially useful for applications such as drug delivery systems. Acknowledgements The work is supported by 2022 Knowledge Innovation Dawn Special Plan Project (2022010801020393),
Marine Defense Technology Innovation Center Innovation Fund (JJ-2020-719-01), Natural Science
Foundation of Hubei Province (2021CFB292) and Research and Innovation Initiatives of WHPU
(2022J04). We are grateful for the technical support from the Wuhan Polytechnic University Conflict of interest The authors declare that they have no relevant financial or non-financial interests to
disclose. Author Contributions All authors contributed to the study conception and design. Material preparation, data collection and
analysis were performed by BL, HQ, MM, XX, MZ, WH and ZH. The first draft of the manuscript was
written by HQ and all authors commented on previous versions of the manuscript. All authors read and
approved the final manuscript. Page 9/20 References 1. Huang Y, Yu H, Xiao C (2007) pH-sensitive cationic guar gum/poly (acrylic acid) polyelectrolyte
hydrogels: Swelling and in vitro drug release. Carbohydr Polym 69:774–783 1. Huang Y, Yu H, Xiao C (2007) pH-sensitive cationic guar gum/poly (acrylic acid) polyelectrolyte
hydrogels: Swelling and in vitro drug release. Carbohydr Polym 69:774–783 2. Koetting MC, Peters JT, Steichen SD, Peppas NA (2015) Stimulus-responsive hydrogels: Theory,
modern advances, and applications. Mater Sci Eng R Rep 93:1–49 2. Koetting MC, Peters JT, Steichen SD, Peppas NA (2015) Stimulus-responsive hydrogels: Theory,
modern advances, and applications. Mater Sci Eng R Rep 93:1–49 3. Xiong X, Wu C, Zhou C, Zhu G, Chen Z, Tan W (2013) Responsive DNA-based hydrogels and their
applications. Macromol Rapid Commun 34:1271–1283 3. Xiong X, Wu C, Zhou C, Zhu G, Chen Z, Tan W (2013) Responsive DNA-based hydrogels and their
applications. Macromol Rapid Commun 34:1271–1283 4. Kopecek J (2009) Hydrogels from Soft Contact Lenses and Implants to Self-Assembled
Nanomaterials. J Polym Sci A Polym Chem 47:5929–5946 4. Kopecek J (2009) Hydrogels from Soft Contact Lenses and Implants to Self-Assembled
Nanomaterials. J Polym Sci A Polym Chem 47:5929–5946 5. Gaharwar AK, Peppas NA, Khademhosseini A (2014) Nanocomposite hydrogels for biomedical
applications. Biotechnol Bioeng 111:441–453 5. Gaharwar AK, Peppas NA, Khademhosseini A (2014) Nanocomposite hydrogels for biomedical
applications. Biotechnol Bioeng 111:441–453 6. Don T, Huang M, Chiu A, Kuo K, Chiu WY, Chiu LH (2008) Preparation of thermo-responsive acrylic
hydrogels useful for the application in transdermal drug delivery systems. Mater Chem Phys
107:266–273 6. Don T, Huang M, Chiu A, Kuo K, Chiu WY, Chiu LH (2008) Preparation of thermo-responsive acrylic
hydrogels useful for the application in transdermal drug delivery systems. Mater Chem Phys
107:266–273 7. Machín R, Isasi JR, Vélaz I (2012) β-Cyclodextrin hydrogels as potential drug delivery systems. Carbohydr Polym 87:2024–2030 7. Machín R, Isasi JR, Vélaz I (2012) β-Cyclodextrin hydrogels as potential drug delivery systems. Carbohydr Polym 87:2024–2030 8. Thatiparti TR, von Recum HA (2010) Cyclodextrin complexation for affinity-based antibiotic delivery. Macromol Biosci 10:82–90 8. Thatiparti TR, von Recum HA (2010) Cyclodextrin complexation for affinity-based antibiotic delivery. Macromol Biosci 10:82–90 9. Li X, Weng Y, Kong X, Zhang B, Li M, Diao K, Zhang Z, Wang X, Chen H (2012) A covalently
crosslinked polysaccharide hydrogel for potential applications in drug delivery and tissue
engineering. J Mater Sci Mater Med 23:2857–2865 9. References Li X, Weng Y, Kong X, Zhang B, Li M, Diao K, Zhang Z, Wang X, Chen H (2012) A covalently
crosslinked polysaccharide hydrogel for potential applications in drug delivery and tissue
engineering. J Mater Sci Mater Med 23:2857–2865 10. Nicodemus GD, Bryant SJ (2008) Cell encapsulation in biodegradable hydrogels for tissue
engineering applications. Tissue Eng Part B Rev 14:149–165 10. Nicodemus GD, Bryant SJ (2008) Cell encapsulation in biodegradable hydrogels for tissue
engineering applications. Tissue Eng Part B Rev 14:149–165 11. Zhang Y, Tao L, Li S, Wei Y (2011) Synthesis of multiresponsive and dynamic chitosan-based
hydrogels for controlled release of bioactive molecules. Biomacromolecules 12:2894–2901 11. Zhang Y, Tao L, Li S, Wei Y (2011) Synthesis of multiresponsive and dynamic chitosan-based
hydrogels for controlled release of bioactive molecules. Biomacromolecules 12:2894–2901 12. Alvarez-Lorenzo C, Concheiro A, Dubovik AS, Grinberg NV, Burova TV, Grinberg VY (2005)
Temperature-sensitive chitosan-poly(N-isopropylacrylamide) interpenetrated networks with enhanced
loading capacity and controlled release properties. J Control Release 102:629–641 Page 10/20 Page 10/20 13. Soppimath KS, Aminabhavi TM, Dave AM, Kumbar SG, Rudzinski WE (2002) Stimulus-responsive
"smart" hydrogels as novel drug delivery systems. Drug Dev Ind Pharm 28:957–974 14. Liu YY, Fan XD, Hu H, Tang ZH (2004) Release of chlorambucil from poly(N-isopropylacrylamide)
hydrogels with β-cyclodextrin moieties. Macromol Biosci 4:729–736 15. Salmaso S, Semenzato A, Bersani S, Matricardi P, Rossi F, Caliceti P (2007) Cyclodextrin/PEG based
hydrogels for multi-drug delivery. Int J Pharm 345:42–50 16. Concheiro A, Alvarez-Lorenzo C (2013) Chemically cross-linked and grafted cyclodextrin hydrogels:
from nanostructures to drug-eluting medical devices. Adv Drug Deliv Rev 65:1188–1203 17. Zhao H, Gao J, Liu R, Zhao S (2016) Stimulus-responsiveness and methyl violet release behaviors of
poly(NIPAAm-co-AA) hydrogels chemically crosslinked with β-cyclodextrin polymer bearing
methacrylates. Carbohydr Res 428:79–86 18. Liu H, Wang C, Gao Q, Liu X, Tong Z (2010) Magnetic hydrogels with supracolloidal structures
prepared by suspension polymerization stabilized by Fe2O3 nanoparticles. Acta Biomater 6:275–281 18. Liu H, Wang C, Gao Q, Liu X, Tong Z (2010) Magnetic hydrogels with supracolloidal structures
prepared by suspension polymerization stabilized by Fe2O3 nanoparticles. Acta Biomater 6:275–281 19. Nalawade AC, Ghorpade RV, Shadbar S, Qureshi MS, Chavan NN, Khan AA, Ponrathnam S (2016)
Inverse high internal phase emulsion polymerization (i-HIPE) of GMMA, HEMA and GDMA for the
preparation of superporous hydrogels as a tissue engineering scaffold. J Mater Chem B 4:450–460 20. References Pojman JA, Ilyashenko VM, Khan AM (1996) Free-radical frontal polymerization: self-propagating
thermal reaction waves. J Chem Soc Faraday Trans 92:2825–2837 20. Pojman JA, Ilyashenko VM, Khan AM (1996) Free-radical frontal polymerization: self-propagating
thermal reaction waves. J Chem Soc Faraday Trans 92:2825–2837 21. Li Q, Shen HX, Liu C, Wang CF, Zhu L, Chen S (2022) Advances in frontal polymerization strategy:
From fundamentals to applications. Prog Polym Sci 127:101514 21. Li Q, Shen HX, Liu C, Wang CF, Zhu L, Chen S (2022) Advances in frontal polymerization strategy:
From fundamentals to applications. Prog Polym Sci 127:101514 22. Irfan M, Du XY, Xu XR, Shen RQ, Chen S, Xiao JJ (2019) Synthesis and Characterization of pH-
sensitive Poly(IA‐co‐AAc‐co‐AAm) Hydrogels via Frontal Polymerization. J Polym Sci Part A: Polym
Chem 57:2214–2221 23. Li S, Huang H, Tao M, Liu X, Cheng T (2013) Frontal polymerization preparation of poly(acrylamide-
co-acrylic acid)/activated carbon composite hydrogels for dye removal. J Appl Polym Sci 129:3737–
3745 24. Zhang Q, De Oliveira Vigier K, Royer S, Jerome F (2012) Deep eutectic solvents: syntheses, properties
and applications. Chem Soc Rev 41:7108–7146 25. del Monte F, Carriazo D, Serrano MC, Gutierrez MC, Ferrer ML (2014) Deep eutectic solvents in
polymerizations: a greener alternative to conventional syntheses. Chemsuschem 7:999–1009 26. Paiva A, Craveiro R, Aroso I, Martins M, Reis RL, Duarte ARC (2014) Natural Deep Eutectic Solvents –
Solvents for the 21st Century. ACS Sustain Chem Eng 2:1063–1071 27. Smith EL, Abbott AP, Ryder KS (2014) Deep eutectic solvents (DESs) and their applications. Chem
Rev 114:11060–11082 27. Smith EL, Abbott AP, Ryder KS (2014) Deep eutectic solvents (DESs) and their applications. Chem
Rev 114:11060–11082 28. Li S, Zhang H, Feng J, Xu R, Liu X (2011) Facile preparation of poly(acrylic acid–acrylamide)
hydrogels by frontal polymerization and their use in removal of cationic dyes from aqueous solution. Desalination 280:95–102 Page 11/20 Page 11/20 29. Nuvoli D, Alzari V, Nuvoli L, Rassu M, Sanna D, Mariani A (2016) Synthesis and characterization of
poly(2-hydroxyethylacrylate)/β-cyclodextrin hydrogels obtained by frontal polymerization. Carbohydr
Polym 150:166–171 30. Yu M, Liu M (2019) Adsorption of Dyes Using Multi-walled Carbon Nanotube Hydrogel. Chem Res
Chin Univ 35:311–318 31. Li B, Xu X, Hu Z, Li Y, Zhou M, Liu J, Jiang Y, Wang P (2022) Rapid preparation of N-CNTs/P(AA-co-
AM) composite hydrogel via frontal polymerization and its mechanical and conductive properties. RSC Adv 12:19022–19028 32. References Abou-Okeil A, Rehan M, El-Sawy SM, El-bisi MK, Ahmed-Farid OA, Abdel-Mohdy FA (2018) Lidocaine/
β-cyclodextrin inclusion complex as drug delivery system. Eur Polymer J 108:304–310 44. Abou-Okeil A, Rehan M, El-Sawy SM, El-bisi MK, Ahmed-Farid OA, Abdel-Mohdy FA (2018) Lidocaine/
β-cyclodextrin inclusion complex as drug delivery system. Eur Polymer J 108:304–310 Page 13/20
45. Kiran, Tiwari R, Singh VK, Singh MK, Krishnamoorthi S, Kumar K (2020) Synthesis, characterization
of β-CD based novel hydrogels with dual objectives of drug release and dye removal. Iran Polym J
29:615–623
46. Malik NS, Ahmad M, Minhas MU (2017) Cross-linked β-cyclodextrin and carboxymethyl cellulose
hydrogels for controlled drug delivery of acyclovir. PLoS ONE 12:e0172727
Figures
Figure 1
Molecular formula for the formation of DES 45. Kiran, Tiwari R, Singh VK, Singh MK, Krishnamoorthi S, Kumar K (2020) Synthesis, characterization
of β-CD based novel hydrogels with dual objectives of drug release and dye removal. Iran Polym J
29:615–623 45. Kiran, Tiwari R, Singh VK, Singh MK, Krishnamoorthi S, Kumar K (2020) Synthesis, characterization
of β-CD based novel hydrogels with dual objectives of drug release and dye removal. Iran Polym J
29:615–623 46. Malik NS, Ahmad M, Minhas MU (2017) Cross-linked β-cyclodextrin and carboxymethyl cellulose
hydrogels for controlled drug delivery of acyclovir. PLoS ONE 12:e0172727 46. Malik NS, Ahmad M, Minhas MU (2017) Cross-linked β-cyclodextrin and carboxymethyl cellulose
hydrogels for controlled drug delivery of acyclovir. PLoS ONE 12:e0172727 Figures
Figure 1
Molecular formula for the formation of DES Figures g References Yi JZ, Zhang LM (2007) Studies of sodium humate/polyacrylamide/clay hybrid hydrogels. I. Swelling and rheological properties of hydrogels. Eur Polymer J 43:3215–3221 33. Nesrinne S, Djamel A (2017) Synthesis, characterization and rheological behavior of pH sensitive
poly(acrylamide-co-acrylic acid) hydrogels. Arab J Chem 10:539–547 34. Medeleanu MA, Hadaruga DI, Muntean CV, Popescu G, Rada M, Heghes A, Zippenfening SE, Lucan
Banciu CA, Velciov AB, Bandur GN, Hadaruga NG, Rivis M (2021) Structure-property relationships on
recrystallized β-cyclodextrin solvates: A focus on X-ray diffractometry, FTIR and thermal analyses. Carbohydr Polym 265:118079 35. Huang S, Zhao Z, Feng C, Mayes E, Yang J (2018) Nanocellulose reinforced P(AAm-co-AAc)
hydrogels with improved mechanical properties and biocompatibility. Compos Part A: Appl Sci
Manufac 112:395–404 36. Zhang Y, Ye L, Cui M, Yang B, Li J, Sun H, Yao F (2015) Physically crosslinked poly(vinyl alcohol)–
carrageenan composite hydrogels: pore structure stability and cell adhesive ability. RSC Adv
5:78180–78191 37. Gao Q, Hu J, Shi J, Wu W, Debeli DK, Pan P, Shan G (2020) Fast photothermal poly(NIPAM-co-β-
cyclodextrin) supramolecular hydrogel with self-healing through host-guest interaction for intelligent
light-controlled switches. Soft Matter 16:10558–10566 38. van de Manakker F, Kroon-Batenburg LMJ, Vermonden T, van Nostrum CF, Hennink WE (2010)
Supramolecular hydrogels formed by β-cyclodextrin self-association and host–guest inclusion
complexes. Soft Matter 6:187–194 39. Jeong D, Joo SW, Hu Y, Shinde VV, Cho E, Jung S (2018) Carboxymethyl cellulose-based
superabsorbent hydrogels containing carboxymehtyl β-cyclodextrin for enhanced mechanical
strength and effective drug delivery. Eur Polymer J 105:17–25 40. Roy A, Maity PP, Bose A, Dhara S, Pal S (2019) β-Cyclodextrin based pH and thermo-responsive
biopolymeric hydrogel as a dual drug carrier. Mater Chem Front 3:385–393 41. Yang X, Kim JC (2010) β-Cyclodextrin hydrogels containing naphthaleneacetic acid for pH-sensitive
release. Biotechnol Bioeng 106:295–302 42. Wang Y, Yang N, Wang D, He Y, Chen L, Zhao Y (2018) Poly (MAH-β-cyclodextrin-co-NIPAAm)
hydrogels with drug hosting and thermo/pH-sensitive for controlled drug release. Polym Degrad Stab
147:123–131 Page 12/20 Page 12/20 43. Xu J, Li X, Sun F, Cao P (2010) PVA hydrogels containing β-cyclodextrin for enhanced loading and
sustained release of ocular therapeutics. J Biomater Sci Polym Ed 21:1023–1038 43. Xu J, Li X, Sun F, Cao P (2010) PVA hydrogels containing β-cyclodextrin for enhanced loading and
sustained release of ocular therapeutics. J Biomater Sci Polym Ed 21:1023–1038 44. Figure 1 Molecular formula for the formation of DES Molecular formula for the formation of DES Page 13/20 Figure 2
Schematic diagram of the synthesis of novel hydrogels
Figure 3
(a) Speed of hydrogel polymerization frontal; (b) temperature of hydrogel polymerization frontal Figure 2
Schematic diagram of the synthesis of novel hydrogels Figure 2 Figure 2 Schematic diagram of the synthesis of novel hydrogels Figure 3
(a) Speed of hydrogel polymerization frontal; (b) temperature of hydrogel polymerization frontal Figure 3 (a) Speed of hydrogel polymerization frontal; (b) temperature of hydrogel polymerization frontal (a) Speed of hydrogel polymerization frontal; (b) temperature of hydrogel polymerization frontal Page 14/20 Page 14/20 Figure 4
(a) FTIR plots of acrylamide (AM); (b) FTIR plots of β-CD, P(AA-AM) and P(AA-AM)/β-CD Figure 4 Figure 4 (a) FTIR plots of acrylamide (AM); (b) FTIR plots of β-CD, P(AA-AM) and P(AA-AM)/β-CD (a) FTIR plots of acrylamide (AM); (b) FTIR plots of β-CD, P(AA-AM) and P(AA-AM)/β-CD (a) Page 15/20 Figure 5 Figure 5 SEM images of FP0 (a), FP1 (b), FP2 (c) and FP3 (d) for the freeze-dried hydrogels SEM images of FP0 (a), FP1 (b), FP2 (c) and FP3 (d) for the freeze-dried hydrogels Page 16/20 Figure 6
(a) Hydrogel tensile property test curve; (b) Hydrogel compression property test curve (a) Hydrogel tensile property test curve; (b) Hydrogel compression property test curve (a) Hydrogel tensile property test curve; (b) Hydrogel compression property test curve (a) Page 17/20 Figure 7
pH responsiveness curve of hydrogels Figure 7 Figure 7 pH responsiveness curve of hydrogels pH responsiveness curve of hydrogels Page 18/20 Page 18/20 Page 19/20
Figure 8
Drug loading of hydrogels
Figure 9 Figure 8 Figure 8 Page 19/20
Drug loading of hydrogels
Figure 9 Page 19/20
Drug loading of hydrogels
Figure 9 Drug loading of hydrogels Figure 9 Schematic diagram of the absorption of drug molecules by hydrogels Schematic diagram of the absorption of drug molecules by hydrogels Schematic diagram of the absorption of drug molecules by hydrogels
Figure 10
Drug release profile of hydrogels Figure 10 Drug release profile of hydrogels Page 20/20
|
https://openalex.org/W4389918865
|
https://hal.science/hal-04372428/document
|
English
| null |
Facies distribution and depositional cycles in lacustrine and palustrine carbonates: The Lutetian–Aquitanian record in the Paris Basin
|
The depositional record
| 2,023
|
cc-by
| 22,286
|
To cite this version: Kévin Moreau, Simon Andrieu, Justine Briais, Benjamin Brigaud, Magali Ader. Facies distribution
and depositional cycles in lacustrine and palustrine carbonates: The Lutetian–Aquitanian record in
the Paris Basin. Depositional Record, 2024, 10 (1), pp.124-158. 10.1002/dep2.264. hal-04372428 Distributed under a Creative Commons Attribution 4.0 International License O R I G I N A L R E S E A R C H A R T I C L E O R I G I N A L R E S E A R C H A R T I C L E Correspondence Kévin Moreau, CNRS, GEOPS, Université Paris-Saclay, Orsay Cedex,
France. Email: kevin.moreau.arnage@gmail. com Kévin Moreau1
| Simon Andrieu2,3,4 | Justine Briais2 | Benjamin Brigaud1,5 |
Magali Ader6 1Université Paris-Saclay, CNRS, GEOPS,
Orsay Cedex, France
2BRGM, Orléans, France
3Department of Geoscience, Aarhus
University, Aarhus C, Denmark
4Laboratoire de Géologie de Lyon:
Terre, Planètes et Environnement,
CNRS, Ecole Normale Supérieure
de Lyon, Université de Lyon 1,
Villeurbanne, France
5Institut universitaire de France (IUF),
Paris, France
6Institut de physique du globe de Paris,
CNRS, Université Paris Cité, Paris,
France 1Université Paris-Saclay, CNRS, GEOPS,
Orsay Cedex, France
2BRGM, Orléans, France
3Department of Geoscience, Aarhus
University, Aarhus C, Denmark
4Laboratoire de Géologie de Lyon:
Terre, Planètes et Environnement,
CNRS, Ecole Normale Supérieure
de Lyon, Université de Lyon 1,
Villeurbanne, France
5Institut universitaire de France (IUF),
Paris, France
6Institut de physique du globe de Paris,
CNRS, Université Paris Cité, Paris,
France
Correspondence
Kévin Moreau, CNRS, GEOPS,
Université Paris-Saclay, Orsay Cedex,
France. Email: kevin.moreau.arnage@gmail. com
Funding information 1Université Paris-Saclay, CNRS, GEOPS,
Orsay Cedex, France
2BRGM, Orléans, France
3Department of Geoscience, Aarhus
University, Aarhus C, Denmark
4Laboratoire de Géologie de Lyon:
Terre, Planètes et Environnement,
CNRS, Ecole Normale Supérieure
de Lyon, Université de Lyon 1,
Villeurbanne, France This is an open access article under the terms of the Creative Commons Attribution License, which permits use, distribution and reproduction in any medium, provided
the original work is properly cited.
© 2023 The Authors. The Depositional Record published by John Wiley & Sons Ltd on behalf of International Association of Sedimentologists. | 1
wileyonlinelibrary.com/journal/dep2 Abstract Abstract
The difficulty of correlating continental deposits hinders predicting lacustrine
and palustrine carbonate facies variations in time and space. This study aims to
understand better the factors governing these facies heterogeneities by measur-
ing carbonate isotopes and conducting facies, petrographic and sequence strati-
graphic analyses of the Lutetian–Aquitanian deposits of the Paris Basin, that
record the transition from marine to lacustrine environments. Large-scale cor-
relations enabled the definition of two lacustrine–palustrine carbonate facies
models. (1) The coastal lacustrine system (Bartonian to Rupelian), consists of
fine-grained brackish carbonate exhibiting episodic marine inputs during short-
term relative sea-level maxima and evaporite sedimentation during relative sea-
level minima. Lacustrine sediments differ notably from marine ones with more
negative δ13C and δ18O compositions that co-vary and a biota adapted to low
salinity conditions. In the associated palustrine environment, depositional se-
quences evolve upwards from micritic lacustrine deposits to nodular and then
laminar calcretes. Microbial-coated grains and rhizoliths indicate biological pro-
cesses during repeated subaerial exposure phases in sub-tropical to arid climates. (2) The inland lacustrine system (Rupelian and Aquitanian) was disconnected
from the marine domain and showed evidence of microbial activity with micro-
bial crusts and oncoidal rudstones. Facies rich in micritic intraclasts composed of
palustrine and lacustrine facies indicate the reworking of already lithified sedi-
ments along the margins. In the palustrine domain, the calcrete facies are less
abundant than breccias formed in-situ by desiccation, limestones with root traces,
or organic-rich wackestones and marls. This system reflects a more temperate cli-
mate with more developed microbial structures and less exposed carbonates than
the coastal lacustrine system. The southward migration of the depocentre and
the transition from marine environments to (1) coastal and then (2) inland sys-
tems are controlled by uplift phases induced by Pyrenean and Alpine orogenesis. Depositional Rec. 2023;00:1–35. HAL Id: hal-04372428
https://hal.science/hal-04372428v1
Submitted on 4 Jan 2024 L’archive ouverte pluridisciplinaire HAL, est
destinée au dépôt et à la diffusion de documents
scientifiques de niveau recherche, publiés ou non,
émanant des établissements d’enseignement et de
recherche français ou étrangers, des laboratoires
publics ou privés. HAL is a multi-disciplinary open access
archive for the deposit and dissemination of sci-
entific research documents, whether they are pub-
lished or not. The documents may come from
teaching and research institutions in France or
abroad, or from public or private research centers. Distributed under a Creative Commons Attribution 4.0 International License Received: 10 July 2023 | Revised: 15 November 2023 | Accepted: 18 November 2023
DOI: 10.1002/dep2.264 Received: 10 July 2023 | Revised: 15 November 2023 | Accepted: 18 November 2023
DOI: 10.1002/dep2.264 Received: 10 July 2023 | Revised: 15 November 2023 | Accepted: 18 November 2023 Facies distribution and depositional cycles in lacustrine and
palustrine carbonates: The Lutetian–Aquitanian record in
the Paris Basin u1
| Simon Andrieu2,3,4 | Justine Briais2 | Benjamin Brigaud1,5 | Kévin Moreau1
| Simon Andrieu2,3,4 | Justine Briais2 | Benjamin Brigaud1,5 |
Magali Ader6 K E Y W O R D S
Cenozoic, facies model, lacustrine, non-marine carbonate, palustrine, Paris Basin, stratigraphy K E Y W O R D S
Cenozoic, facies model, lacustrine, non-marine carbonate, palustrine, Paris Basin, stratigraphy Funding information Funding information
Bureau de Recherches Géologiques
et Minières, Grant/Award Number:
2019-157; French Ministry of Research
and Higher Education, Grant/Award
Number: 2019-105 g
Bureau de Recherches Géologiques
et Minières, Grant/Award Number:
2019-157; French Ministry of Research
and Higher Education, Grant/Award
Number: 2019-105 2 | 2 MOREAU et al. 1 | INTRODUCTION Kendall (1985) suggest that the sulphate supply leading
to gypsum precipitation in coastal salinas/playas comes
from marine groundwater. The impact of the marine do-
main on coastal lacustrine and palustrine sedimentation
can therefore play a significant role in sedimentation pro-
cesses and requires further investigation. In continental systems, facies vary significantly, both spa-
tially and temporally, making it difficult to predict and
model them. This heterogeneity is partly explained by
the fact that continental environments are more sensitive
than marine environments to changes in accommoda-
tion space (Allen & Collinson, 1986; Bohacs et al., 2000). Variation in accommodation space is directly controlled
by (1) vertical tectonic movements induced by subsidence
and uplifts and (2) climate, which alters lake levels and
sedimentation rates by varying inflow/evaporation ratios
(Allen & Collinson, 1986; Bohacs et al., 2000; Alonso-
Zarza, 2003). The respective influences of climate and
tectonics on accommodation space and sedimentary fa-
cies variations are still difficult to disentangle, not least
because of the incomparably more significant carbonate
facies heterogeneity than that found on marine platforms
(Della Porta, 2015; De Boever et al., 2017; Capezzuoli
et al., 2022). Despite their significant variability, it is dif-
ficult to discriminate among deposits from nearby envi-
ronments, such as palustrine and pedogenic facies due to
similar sedimentary features (roots, desiccation cracks,
etc.; Freytet & Plaziat, 1982; Wright & Tucker, 1991;
Tandon & Andrews, 2001; Alonso-Zarza, 2003; MacNeil &
Jones, 2006; Brasier, 2011). Another question related to the impact of the marine
domain on continental environments concerns the abil-
ity or otherwise to correlate marine and non-marine sed-
imentary series. Indeed, the sedimentation processes on
continental systems are largely controlled by autocycli-
cal parameters (river inflow and discharge, local climate,
aquifer-level evolution, glacial storage, tides for very large
lakes…) all depending on the evolution of continental
systems controlled by allocyclical parameters (tectonics
and climate; Allen & Collinson, 1986). Eustatic variations
should not affect lakes or marshes. Nonetheless, MacNeil
and Jones (2006) show that palustrine carbonates devel-
oped during sea-level fall in ancient coastal areas. In the
same way, Platt and Wright (2023) suggest that palustrine
deposits occurring in inland basins may have been influ-
enced by sea level due to ephemeral connections with the
marine domain. The coastal realm, even if predominantly
non-marine, could therefore exhibit cyclicity similar to
that of the marine realm. 2 The Paris Basin is an intracratonic sedimentary basin filled
by Triassic to Quaternary deposits above a Cadomian to
Variscan basement (Guillocheau et al., 2000). During the
Cenozoic, a low subsidence phase occurred along E–W
axes of subsidence until the late Eocene while NE–SW
subsidence continued until the Miocene (Guillocheau
et al., 2000; Briais, 2015). A number of compressive struc-
tures such as NW–SE-orientated folds and faults were
active during these periods related to the Pyrenean col-
lision, while NE–SW flexure is interpreted as a response
to the Alpine collision (Robin et al., 1998; Guillocheau
et al., 2000; Bourgeois et al., 2007; Briais, 2015). The Cenozoic carbonate deposits of the Paris Basin
formed in marine and non-marine settings from the Lutetian
to the Aquitanian (Eocene, Oligocene, Miocene). Their bio-
stratigraphic fauna and flora have been closely studied, pro-
viding an excellent stratigraphic framework for answering
some of the questions raised above (Abrard, 1925; Blondeau
et al., 1965; Cavelier, 1969; Turland, 1974; Pomerol &
Riveline, 1975; Gitton et al., 1986). However, most previous
facies and stratigraphic works on the Cenozoic sedimen-
tary rocks of the Paris Basin have focussed on the coastal
and marine domains (Gély & Lorenz, 1991; Briais, 2015;
Briais et al., 2016). Only a few (albeit detailed) studies have
concentrated on interpreting non-marine carbonate facies
(Ménillet, 1974; Guillemin, 1976; Freytet & Plaziat, 1982),
where no magnetostratigraphy or chemostratigraphy is
available. This study has the objective to determine fa-
cies and the depositional environments of both marine
and non-marine Lutetian-Aquitanian carbonates of the
Paris Basin. The relative controls of climate, tectonics
and proximity of the coastline to the variety and distribu-
tion of non-marine carbonate facies are then discussed. For this purpose, a field and petrographic study was con-
ducted to define facies and depositional environments. Based on pre-existing biostratigraphic data and by extend-
ing the pre-existing sequence stratigraphic framework to
new outcrops and boreholes (Delhaye-Prat et al., 2005;
Briais, 2015), large-scale cross-sections are proposed to
reconstruct the geometries from the marine to lacustrine
or palustrine domains. To constrain the hydrology and the
type of water (marine vs. meteoric) where carbonate facies
formed, oxygen and carbon stable isotopic data on carbon-
ates were acquired. The main contribution of this study
is to propose two facies models for lacustrine–palustrine
environments corresponding to the newly defined coastal
lake and inland lake systems. 1 | INTRODUCTION ey.com/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are governed by the applicable Creative Commons License Furthermore, there is difficulty in dating non-marine
deposits due to (1) the poor preservation of fossils, (2) the
scarcity of good stratigraphic fossils, and (3) the abun-
dance of sedimentary hiatuses. This creates difficulty in
establishing correlations in non-marine carbonates that
prevent the precise characterisation of sedimentary archi-
tectures, further reinforcing the difficulty in understand-
ing and predicting their facies continuity in the continental
domain. Numerous studies have focussed on spatially
constraining non-marine facies in extensional contexts,
such as in lacustrine rift basins, where the difference in
subsidence rates leads to profiles with steep slopes (Platt
& Wright, 1991; Thompson et al., 2015). In these contexts,
shallow high-energy platforms can develop on topographic
highs, displaying shell or oncoid accumulations, ooid
shoals, mudflats, or wave-dominated sedimentary fea-
tures (Platt & Wright, 1991; Mercedes-Martín et al., 2014;
Thompson et al., 2015; Deschamps et al., 2020; Lettéron
et al., 2022). There is less literature on basins in more
stable tectonic contexts, such as intracratonic basins. In Non-marine carbonates represent, by definition, “car-
bonate sediments that form and may be syn-deposition-
ally transformed (“diagenetically altered”) under the
strong influence of meteoric waters, including situations
with various degrees of mixing with seawater, evaporative
or basinal fluids” (De Boever et al., 2017). This definition,
although generic, has limitations in ancient coastal envi-
ronments since it lacks criteria for determining in which
environments carbonates were deposited: non-marine
(lacustrine, palustrine) or marine (lagoons). The coasts
of the Yucatán, Florida and Bahamas platforms are a
perfect example of the close spatial relationship that can
exist between non-marine (mainly palustrine, brackish to
freshwater environments) and marine (lagoon, beach bar-
riers, reefs …) carbonates (Platt & Wright, 2023). Moreover,
foraminifera have even been found in Cenozoic and
Quaternary lake deposits, attesting a marine water influ-
ence (Dye & Barros, 2005; Strotz, 2015; Lettéron et al., 2017;
Pint et al., 2017; Fritz et al., 2018), while Warren and | 3 MOREAU et al. 3 these cases, depositional profiles are flatter and smoother,
and the lake margins are more subject to variation in the
lake water level that strongly depends on climate (Platt &
Wright, 1991; Bohacs et al., 2000; Alonso-Zarza, 2003). depocentre to the palustrine setting. Moreover, evidence is
produced that both climate and geographic location con-
trol facies type and heterogeneity. 1 | INTRODUCTION While depositional models have already been pro-
posed for lacustrine systems, mostly on extensive contexts
(Mercedes-Martín et al., 2014; Thompson et al., 2015;
Deschamps et al., 2020; Lettéron et al., 2022), several
questions remain. How do climate and tectonics influence
lacustrine and palustrine carbonate facies in intracratonic
basins? How does the relative position of the basin in rela-
tion to the coastline influence non-marine carbonate sedi-
mentation and facies? What are the criteria for identifying
lacustrine carbonates from lagoon carbonates? Do eustatic
variations affect coastal lake systems? If so, do they allow
us to correlate stratigraphic surfaces from the marine to
the continental domain? 2 For each of these models,
the study assesses the evolution of facies from the lake From the Lutetian to the Aquitanian, the Paris Basin
was dominated by carbonate and clastic sedimentation
fluctuating from shallow marine to lacustrine and pa-
lustrine environments (Ménillet, 1974; Mégnien, 1980;
Ziegler, 1990; Meulenkamp et al., 2000; Copestake
et al., 2003; Londeix et al., 2014). Coastal environ-
ments, including estuaries, restricted marine domains,
intertidal zones, supratidal zones, or lakes, were im-
portant depositional environments during this inter-
val (Blondeau et al., 1965; Delhaye-Prat et al., 2005;
Figure 1). This variety of depositional environments
depends on the connection of the northern part of the
basin with the marine domain via a NW–SE oriented
channel (Figure 1A,B). This channel is recorded by
littoral shelly sands between the Bray and Vigny anti-
clines (Morellet & Morellet, 1948; Pomerol et al., 1965;
Mathelin & Bignot, 1989; Gély & Lorenz, 1991). The con-
nection became less and less active from the Lutetian
(Figure 1A,B) and was severed by the late Rupelian with
the transition from estuarine and marine environments
to lacustrine systems from the Bartonian (Figure 1C;
Mégnien, 1980). The sedimentary material consists of
carbonates, sands, marls, clays and gypsum evaporites
deposited in shallow marine to lacustrine environments. Today, these deposits outcrop in the vicinity of Paris
(Figure 1D). Brackish foraminifera, charophytes and
palynomorphs were attributed to calcareous nannofos-
sil assemblages (Calcareous Nannofossil Palaeogene NP
and Neogene NN zones) in an effort to correlate non-ma-
rine and marine deposits by comparing palaeontologi-
cal records with the neighbouring basins of Hampshire
in the United Kingdom and Belgium (Blondeau
et al., 1965; Le Calvez, 1970; Pomerol & Riveline, 1975;
Aubry, 1985; Riveline et al., 1996). Five major episodes ley.com/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are governed by the applicable Creative Commons License 20554877, 0, Downloaded from https://onlinelibrary.wiley.com/doi/10.1002/dep2.264 by Cochrane France, Wiley Online Library on [04/01 4 4 MOREAU et al. IGURE 1 (A–C) Location of the study area on a palaeogeographical map of Western Europe during (A) the Lutetian, (B) the Rupelian,
C) the Aquitanian (Londeix et al., 2014; Copestake et al., 2003; Meulenkamp et al., 2000). The study area is highlighted by the red rectangle. D) Location of the study outcrops and boreholes, outcrop and borehole data from the literature and databases, cross-sections in this study,
nd major faults intersecting the Cenozoic deposits in the Paris Basin. 2 wiley.com/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are governed by the applicable Creative Commons License FIGURE 1 (A–C) Location of the study area on a palaeogeographical map of Western Europe during (A) the Lutetian, (B) the Rupelian,
(C) the Aquitanian (Londeix et al., 2014; Copestake et al., 2003; Meulenkamp et al., 2000). The study area is highlighted by the red rectangle. (D) Location of the study outcrops and boreholes, outcrop and borehole data from the literature and databases, cross-sections in this study,
and major faults intersecting the Cenozoic deposits in the Paris Basin. 5 MOREAU et al. of carbonate production are identified for the Lutetian–
Aquitanian period, with N–S migration of the deposi-
tional environment (Figure 2): first, from the Lutetian to
early Bartonian, marine bioclastic grainstones (Calcaire
grossier Formation; equivalent to NP14b to NP15b zones)
gave way to muddy marine facies (top of the Calcaire
grossier and Marnes et Caillasses formations; equivalent
to NP14b-NP16 zones; Figure 2) in the northern part of
the basin (Abrard, 1925; Blondeau et al., 1965; Pomerol
& Riveline, 1975; Toulemont, 1982). In the southern and
eastern parts, planorbid limestones formed in freshwater
environments (Planorbis pseudoammonius; Blondeau
et al., 1965; Calcaire de Morancez, Calcaire de Darvault
and Calcaire de Provins formations). Second, during the
late Bartonian (equivalent to NP17 zone), deposition of
a charophyte-rich lagoon–lacustrine limestone domi-
nated (Chara friteli, Gyrogona tuberosa and Raskyella
vadaszi zones; Calcaire de Saint-Ouen Formation)
between short marine sandy episodes (Sables de Mortefontaine and Sables de Cresnes-Monceau mem-
bers). Third and fourth during the Priabonian to early
Rupelian (equivalent to NP18, 19, 20, and 21 zones),
lacustrine limestones poor in fossils were deposited in
the southern and eastern parts of the basin (Calcaire de
Champigny and Calcaire de Brie formations; Figure 2). Gypsum evaporites or marls accumulated in the central
part of the Paris Basin during the Priabonian (Marnes
et Masses de gypses Formation and Marnes blanches de
Pantin Member; Mégnien, 1974; Turland, 1974), giving
way to limestones or marls with marine species during
the early Rupelian (Caillasses d'Orgemont Formation). 2 Fifth, during the late Rupelian and Aquitanian, la-
custrine carbonates were deposited in the southern
part of the basin, between Chartres, Etampes and
Montargis (Figure 1) with the Calcaire d'Etampes (late
Rupelian, Chara microcera, equivalent to NP24 zone,
Riveline, 1983) and the Calcaire de Beauce formations
(Aquitanian, Stephanochara bertotensis zone; Figure 2) .1002/dep2.264 by Cochrane France, Wiley Online Library on [04/01/2024]. See the Terms and Conditions (https://onlinelibrary.wiley.com/terms-and-conditions) on Wiley On FIGURE 2 Schematic lithostratigraphic illustration following a NE–SW cross-section across the study area (modified after Gély, 2016). Members are written in italics. Palaeoenvironmental interpretations are from Mégnien (1980), Briais (2015), and this study. The names
of the localities are given in Figure 1D. NP-NN: Calcareous Nannofossil zones for the Palaeogene (NP) and Neogene (NN) epochs. The
following abbreviations are used for short-term sequence stratigraphic surfaces and systems tracts: CC: Correlative conformity; HST:
Highstand Systems Tract; MFS: Maximum Flooding Surface; TST: Transgressive Systems Tract; SU: Subaerial Unconformity; U: Unit. wiley.com/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are governed by the applicable Creative Commons License FIGURE 2 Schematic lithostratigraphic illustration following a NE–SW cross-section across the study area (modified after Gély, 2016). Members are written in italics. Palaeoenvironmental interpretations are from Mégnien (1980), Briais (2015), and this study. The names
of the localities are given in Figure 1D. NP-NN: Calcareous Nannofossil zones for the Palaeogene (NP) and Neogene (NN) epochs. The
following abbreviations are used for short-term sequence stratigraphic surfaces and systems tracts: CC: Correlative conformity; HST:
Highstand Systems Tract; MFS: Maximum Flooding Surface; TST: Transgressive Systems Tract; SU: Subaerial Unconformity; U: Unit. 6 MOREAU et al. due to the separation of the basin from the marine
domain to the north (Denizot, 1927; Cavelier, 1969;
Ménillet, 1974; Guillemin, 1976; Lozouet, 2012). A sed-
imentary hiatus is recognised during the Chattian, be-
tween these two units (Pomerol, 1989). et al., 2011; Roche, 2020). Classification of microbial-rich
build-ups after Vennin et al. (2021) is used for the descrip-
tion of microbial features in sedimentary facies. Facies
and microfacies have been characterised based on their
lithology, texture, sedimentary structures and compo-
nent grains observed on macro samples and on 205 thin
sections. 2 These five major episodes of carbonate production
are separated by four siliciclastic episodes (Figure 2):
coastal sands of the Auvers-Beauchamp group (early
Bartonian; Mégnien, 1980; Briais, 2015) and the Sables
de Cresnes-Monceau Member (late Bartonian); marl
deposits with brackish to marine fauna of the Marnes
à Pholadomya ludensis Member (early Priabonian;
Pomerol et al., 1965); the Marnes bleues d'Argenteuil
Member (late Priabonian) and the Argiles vertes de
Romainville (early Rupelian) Member; and finally a
sandy siliciclastic marine episode topped by aeolian
dunes with the Sables de Fontainebleau Formation
(Rupelian; Alimen, 1936; Gitton et al., 1986; Delhaye-
Prat et al., 2005). 3.2 | Sequence stratigraphy and
cross-sections To understand the depositional geometries and to es-
tablish stratigraphic cross-sections, outcrops and bore-
holes were interpreted in terms of sequence stratigraphy. Three types of stratigraphic surfaces used in marine
areas can be applied to continental deposits (Hanneman
& Wideman, 2010): subaerial unconformities, correla-
tive conformities and maximum flooding surfaces. Units
are bounded by sequence boundaries (subaerial uncon-
formities and their correlative conformities), which rep-
resent the shallowest environment recorded within a
sequence and coincide with shifts in stacking patterns be-
tween shallowing-upward and deepening-upward trends
(Strecker et al., 1999; Changsong et al., 2001; Keighley
et al., 2003; Hanneman & Wideman, 2010; Pérez-Rivaréz
et al., 2018; Deschamps et al., 2020; Guan et al., 2021; Melo
et al., 2021; Lettéron et al., 2022). Subaerial unconformi-
ties were identified by surfaces characterised by features
such as erosion karstification or palaeosoils occurrence—
whereas correlative conformities are surfaces that were
not (Hanneman & Wideman, 2010). Maximum flooding
surfaces (MFS) represent the deepest deposits encoun-
tered within a sequence and mark the shift between deep-
ening-upward and shallowing-upward trends (Hamilton
& Tadros, 1994; Keighley et al., 2003). In the succession
of palustrine deposits encountered in this study, the beds
with the least evidence of pedogenic modifications were
interpreted as MFS, recording the periods when the water
level was highest. Subaerial unconformities, correlative
conformities and maximum flooding surfaces separate
transgressive systems tracts, characterised by deepening-
upward facies, and highstand systems tracts, character-
ised by shallowing-upwards facies (Strecker et al., 1999;
Bohacs et al., 2000; Changsong et al., 2001; Keighley
et al., 2003; Bohacs et al., 2007; Deschamps et al., 2020;
Guan et al., 2021). The nomenclature of the short-term
and long-term surfaces used in this work for the Cenozoic
of the Paris Basin was initially defined by Briais (2015). h
d Four long-term cycles and 22 short-term depositional
cycles were established by previous work in the Lutetian–
Aquitanian interval of the Paris Basin (Delhaye-Prat
et al., 2005; Briais, 2015). The major stratigraphic sur-
faces that can be recognised throughout the basin and
define these cycles are detailed in the supplementary
material. 4.1 The Cenozoic carbonates of the Paris Basin were only
slightly buried (a hundred metres at most) implying lim-
ited burial diagenesis of the micrite. Carbon and oxygen
isotope analyses were conducted on 43 micritic carbon-
ate samples collected in the Maisse well [location 8 on
Figure 1D] in deposits dated from the Lutetian (top of the
Calcaire grossier Formation) to the end of the Rupelian
(Calcaire d'Etampes Formation; Supplementary data). The micrites all have a low-magnesium calcite mineral-
ogy (>1% MgO). They are autochthonous micrites ex-
cept for the palustrine facies where pseudomicrites are
present (Flügel & Munnecke, 2010). Carbonates (2.5 mg)
were sampled by micro-drilling on newly sawn faces in
homogeneous micritic areas, with the powder placed in
sealed tubes and dissolved using H3PO4 to produce CO2. Carbon and oxygen isotopic compositions of the evolved
CO2 were measured using a gas chromatograph coupled
to a GVInstruments Analytical Precision 2003 mass spec-
trometer at the Université Paris Cité (Institut de Physique
du Globe de Paris, Paris, France) (for method details see
Assayag et al., 2006). Three internal standards (Rennes
1; Merck and Accros) were used to convert raw isotope
values into δ18O/PDB and δ13C/PDB values and evaluate the
reproducibility of the analyses. The isotopic values repre-
sent the mean of four analyses made for each sample. The This facies association contains granular bioclastic lime-
stones with two distinctive facies: a siliciclastic and
foraminifera rudstone (facies F1a) and a bioclastic grain-
stone or rudstone (facies F1b) (Figure 3A through F). The biota is composed of gastropods, bivalves, annelids
(serpulids and ditrupes), echinoderms, and a wide vari-
ety of benthic foraminifera (nummulitids, orbitolinids,
miliolids, etc.). Based on previous studies, bryozoans,
sponges, brachiopods, fishes or turtles have also been
found in these facies in the Paris Basin (Merle, 2008). Siliciclastic and foraminifera rudstones (facies F1a) pre-
sent Thalassinoides burrows while bioclastic grainstones
display Ophiomorpha bioturbations (facies F1b). Facies
F1a, which is coarser than facies F1b, presents nummu-
lites (often oriented), erosion gullies and erosive surfaces. Facies F1b shows cross bedding in dunes ranging from
10 cm to 1 m in height (types II to IV of Allen, 1980), pla-
nar bedding (Figure 3A) or wave ripples. The smallest
dunes more frequently have reactivation surfaces. 3.1 | Core description, facies and
petrography For
that, the east–west cross-section provided here inter-
sects those of Briais (2015) between locations 71 to 78
(Figure 1D). 3.3 | Stable isotope analyses (δ13C and
δ18O) 3.3 |
δ18O) 3.1 | Core description, facies and
petrography iley.com/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are governed by the applicable Creative Commons License This study is based on the detailed examination of 17 out-
crops in the eastern and southern part of the basin and
18 boreholes located in Paris [locations 3–9, 12, 25 and 28
in Figure 1D]. The data set is completed with gamma-ray
well-logs (http://infoterre.brgm.fr/ and http://www.miner
gies.fr/fr) from 51 boreholes available online from the
French Geological Survey databases, supplemented by 11
outcrop or borehole sedimentary logs from 1:50000 scale
geological maps (Marchand, 1968; Labourguigne, 1971;
Labourguigne & Turland, 1974; Gigot, 1973, 1980, 1984)
and other studies (Cavelier, 1968; Aubry et al., 1977;
Delhaye-Prat et al., 2005; Le Callonnec et al., 2018). Outcrops and boreholes have been described in detail
using the classifications of Dunham (1962) and Embry
and Klovan (1971) for texture, and the commonly used
terminology for non-marine facies based on the structure
of specific facies such as calcretes or microbial carbon-
ates (Platt, 1989; Platt & Wright, 1991; Alonso-Zarza &
Wright, 2010a; Gierlowski-Kordesch, 2010; Alonso-Zarza Two stratigraphic cross-sections were constructed
using the outcrops and boreholes listed in Figure 1D. The two cross-sections intersect at the Maisse borehole
[location 8] for which detailed sedimentary description | 7 | 7 MOREAU et al. external reproducibilities (1σ) for δ13C and δ18O values are
0.1% and 0.2% respectively. external reproducibilities (1σ) for δ13C and δ18O values are
0.1% and 0.2% respectively. and gamma-ray well-log interpretation were under-
taken. This allows sedimentary facies and stratigraphic
sequences to be matched with gamma-ray logs. This
matching is used as a reference for interpreting other
gamma-ray logs in terms of sedimentary facies/facies
associations and then to establish correlations between
sedimentary logs and well logs. The first cross-section
is oriented north–south from the Mont-Pagnotte bore-
hole [location 29 in Figure 1D] to Orléans [12] by way
of Paris. The second one is oriented east–west, extend-
ing from Baronnie quarry [18] to Villermain quarry [13]. The age model of the depositional sequences relies on (1)
the biostratigraphic fauna (foraminifera, charophytes,
palynomorphs, dinocysts, malacofauna and mammals)
identified in previous studies in sections from Creil to
Etampes (N–S cross-section, Cavelier, 1968; Pomerol &
Riveline, 1975; Aubry et al., 1977) and (2) correlation
of these sequences with the ones defined in the Briais
cross-sections (2015), which relate to biostratigraphi-
cally well-anchored zones in the north of the basin. 4 | RESULTS: DEPOSITIONAL
ENVIRONMENTS AND
SEDIMENTARY FACIES Thirty-two sedimentary facies were grouped into six depo-
sitional environments: (1) the open marine inner platform
for facies deposited in a high hydraulic energy marine set-
ting above the fair-weather wave base; (2) the restricted
marine domain for facies deposited in calm and shallow
marine environments with varying salinity; (3) the coastal
lake for facies deposited under fresh to brackish waters in
the coastal environment with rare sporadic connections
with the marine domain; (4) the floodplain; (5) the palus-
trine environment, recording the deposition of carbonates
under fresh or brackish water which were then subjected
to subaerial exposure and modification of the sediment;
and (6) the inland lake, never connected to a marine set-
ting. Observations, descriptions and isotopic data are pre-
sented in detail below. A summary table is given in the
supplementary material. 4.1 (B) Sandy rudstone with coarse quartz and shell fragments; Facies F1a; Calcaire grossier Formation, Lutetian [5]. (C and D) Rudstone and grainstone with marine bivalves, gastropods, echinoderms and foraminifera, see the bioturbation (Ophiomorpha)
in picture D; Facies F1b; Calcaire grossier Formation, Lutetian [3 and 6]. (E) Bioclastic grainstone in thin sections with quartz (Qz), benthic
foraminifera (B.F.), miliolids (Mil.) and echinoderms (Ech.); Facies F1b; Calcaire grossier Formation, Lutetian [6]. (F) Same facies as picture
D with bivalves (Bi.); base of the Sables de Fontainebleau Formation, Rupelian [8]. alternating periods of flooding and then exposure during
dry episodes (Kendall & Warren, 1987). This facies association is abundant in the Calcaire grossier
Formation (Lutetian) and at the base of the Sables de
Fontainebleau Formation (Rupelian). Oxygen and carbon isotopes—Isotopic values range
from −4.6 to 1.1‰ for δ13C and from −4.3 to 1.9‰ for
the δ18O (mean value of −2.2 and −1.2‰, respectively),
i.e., close to the range of non-recrystallised marine fos-
sils obtained from marine molluscs from the Paris Basin
(Huyghe, 2010) and from ostracods from the Hampshire
Basin (Marchegiano & John, 2022), which, for a similar
age, range from −2.5 to 1.5‰ for the δ13C and from −5
to −0.5‰ for the δ18O (Figure 5). This is consistent with
the marine origin mentioned before. Some micrites (es-
pecially in facies F2e and g) exhibit variable oxygen iso-
topic compositions with some positive values, showing
fluctuations in water chemistry during phases of evapora-
tion. This association is exclusive to the upper part of the
Calcaire grossier and the Marnes et Caillasses formations
(Lutetian to early Bartonian). 4.2 | Facies association FA2 Restricted
marine inner platform Petrography and sedimentary structures—Seven facies
compose this association: (1) grainstone/packstone with
miliolids (facies F2a) (Figure 4A,B,C), (2) alternations
of foraminifera-rich wackestone and grainstones (fa-
cies F2b) (Figure 4A,D), (3) bioturbated floastone with a
wackestone matrix (facies F2c) (Figure 4E,F), (4) alterna-
tions of dolomite and wackestone with foraminifera and
storm wash-over (facies F2d) (Figure 4G,H), (5) alterna-
tions of miliolid grainstone and green marls (facies F2e)
(Figure 4I), (6) alternations of gypsum and mudstone/
wackestone levels (facies F2f) (Figure 4J), and (7) biotur-
bated mudstone (facies F2g) (Figure 4K). They correspond
to centimetre-sized to decimetre-sized muddy limestone
alternations with low faunal diversity (benthic foraminif-
era, dasyclads, echinoderms, gastropods, bivalves) and
less detrital input than facies association FA1. Beds are
planar or present metre-scale undulations (Figure 4L). Marine foraminifera families identified in these facies
are, among others, Calcarinidae, Miliolidae, Fabulariidae,
Polymorphinidae or Valvulinidae. Marine-brackish fami-
lies are also present, such as Bolivinidae, Buliminidae,
Discorbidae, Elphidiidae or Rosalinidae. 4.1 iley.com/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are governed by the applicable Creative Commons License The marine biota, the sedimentary structures, the com-
mon bioturbations (Figure 3D) and the large quantity of
detrital quartz, all suggest a well-oxygenated open marine
domain with a high energy wave-dominated or tide-domi-
nated environment located above the fair-weather wave base 20554877, 0, Downloaded from https://onlinelibrary.wiley.com/doi/10.1002/dep2.264 by Cochrane France, Wiley Online Library on [04/01/ 20554877, 0, Downloaded from https://onlinelibrary.wiley.com/doi/10.1002/dep2.264 by Cochrane France, Wiley Online Library on [04/01/2024]. See the Terms and Conditions (https://onlinelibrary.wiley.com/terms-and-conditions) on Wiley Online Library for rules o 8 MOREAU et al. 8 (Briais, 2015). Dunes in facies F1b indicate an open marine
environment between the subtidal and the intertidal do-
mains while cross-bedding alternating with planar bedding
marks high energy tidal flat environments. Facies F1a in-
dicates a shoreface environment further to the shoreline
where storm events are recorded (Pemberton et al., 1992). //onlinelibrary.wiley.com/doi/10.1002/dep2.264 by Cochrane France, Wiley Online Library on [04/01/2024]. See the Terms and Conditions (https://onlinelibrary.wiley.com/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are governed by the applicable Creative Commons License (Briais, 2015). Dunes in facies F1b indicate an open marine
environment between the subtidal and the intertidal do-
mains while cross-bedding alternating with planar bedding
marks high energy tidal flat environments. Facies F1a in-
dicates a shoreface environment further to the shoreline
where storm events are recorded (Pemberton et al., 1992). ce, Wiley Online Library on [04/01/2024]. See the Terms and Conditions (https://onlinelibrary.wiley.com/terms and conditions) on Wiley Online Library for rules of use; OA articles are governed by the applicable Creative Commons Lic wiley.com/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are governed by the applicable Creative Commons License marks high energy tidal flat environments. Facies F1a in-
dicates a shoreface environment further to the shoreline
where storm events are recorded (Pemberton et al., 1992). (Briais, 2015). Dunes in facies F1b indicate an open marine
environment between the subtidal and the intertidal do-
mains while cross-bedding alternating with planar bedding | 9 9 MOREAU et al. FIGURE 3 Open marine inner platform facies association FA1. The numbers indicated [#] correspond to the location of the boreholes
and sedimentary sections in Figure 1. (A) Quarry face revealing cross-bedding in dunes and planar bedding; Facies F1b; Calcaire grossier
Formation, Lutetian [27]. 4.3 Petrography and sedimentary structures—This facies as-
sociation consists of five facies showing rare sporadic
connections of the basin with the marine domain: (1)
alternating gypsum limestones and marls (facies F3a)
(Figure 6A,B,C), (2) euryhaline foraminifera wackestone
to mudstone (facies F3b) (Figure 6D,E), (3) shell rich
packstone (facies F3c) (Figure 6F), (4) varves (facies F3d),
and (5) gypsiferous marls (facies F3e). Facies F3a is locally
composed of alternating gypsum, millimetre-scale planar
microbial laminae, or calcite dendrites in a micritic matrix
(Figure 6A,B,C). The gypsum crystallised as saccharoidal,
lenticular or dendritic forms and is sometimes recrystal-
lised in calcite or in silica. Facies F3b, F3c and F3d present
a biota of ostracods, euryhaline foraminifera (families:
Bolivinidae, Buliminidae, Discorbidae, Nonionidae, and
Rosalinidae; genus: Elphidiella and Caucasina), gastro-
pods, bivalves and charophytes (Figure 6D,E,F). The varve
facies F3d corresponds to alternating limestone beds sev-
eral tens of centimetres thick and thin clayey interbeds. The fossil assemblage in the gypsiferous marls F3e consists
of brackish to marine species (Corbulidae, Turritellidae,
Potamididae families) associated with charophytes in the
northern part of the basin. However, they show an affinity ley.com/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are governed by the applicable Creative Commons License All these facies show few detrital grains, sometimes
abundant bioturbations, laminations and alternation be-
tween muddy and granular lamina and/or beds, indicating
fluctuating hydrodynamic energy from low to moderate
energy environments, typical of restricted marine envi-
ronments (Wilson, 1974; Arribas et al., 2004). The fora-
minifera assemblage characterises a marine environment
with salinity fluctuations. The low biota diversity is dom-
inated by miliolids and dasyclad algae, which suggests a
protected marine environment such as an inner lagoon
(Wilson, 1974; Langer & Lipps, 2003; Amao et al., 2016). Alternating muddy and shelly beds suggests deposition
during storm wash-overs. In facies F2f, alternating gypsum
and mudstone/wackestone with tepee structures indicates
a supratidal environment along the margin, subjected to 20554877, 0, Downloaded from https://onlinelibrary.wiley.com/doi/10.1002/dep2.264 by Cochrane France, Wiley Online Library on [04/01/2024]. See the Terms and Conditions (https://onlinelibrary.wiley.com/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are governed by the applicable Cr 20554877, 0, Downloaded from https://onlinelibrary.wiley.com/doi/10.1002/dep2.264 by Cochrane France, Wiley Online Library on [04/01/ 20554877, 0, Downloaded from https://onlinelibrary.wiley.com/doi/10.1002/dep2.264 by Cochrane France, Wiley Online Library on [04/01/2024]. See the Terms and Conditions (https://onlinelibrary.wiley.com/terms-and-conditions) on Wiley Online Library for rules of 10 10 MOREAU et al. 4.3 (I) Alternating cross-bedded and bioturbated green marls and grainstone with foraminifera; Facies F2e;
Calcaire grossier Formation, Lutetian [26]. (J) Alternating mudstone to wackestone layers with fluid escape and tepees; Facies F2f; sparite
has precipitated between the laminae; Marnes et Caillasses Formation, Lutetian–Bartonian [1]. (K) Bioturbared mudstone; Facies F2g; green
clay fragments are present; Calcaire grossier Formation, Lutetian [8]. (L) Alternating marls and mudstones with undulating bedding; Facies
F2g; Marnes et Caillasses Formation, Lutetian–Bartonian [27]. tps://onlinelibrary.wiley.com/doi/10.1002/dep2.264 by Cochrane France, Wiley Online Library on [04/01/2024]. See the Terms and Conditions (https://onlinelibrary.wiley.com .1002/dep2.264 by Cochrane France, Wiley Online Library on [04/01/2024]. See the Terms and Conditions (https://onlinelibrary.wiley.com/terms-and-conditions) on Wiley On FIGURE 5 Cross-plot of stable carbonate isotopic composition
(δ13C and δ18O values vs PDB) of micrite for marine, lacustrine
and palustrine facies of the Cenozoic of the Paris Basin. Although
some of the facies analysed show patches of sparitic cements or
grains, the analyses were systematically carried out on micrite to
reduce the impact of diagenesis on isotopic signals. The marine
isotopic domain is given by the two blue rectangles based on the
isotopic composition of ostracods from the Hampshire Basin
(Marchegiano & John, 2022) and marine molluscs from the Paris
Basin (Huyghe, 2010). et al., 2017; Fritz et al., 2018; Lettéron et al., 2018). These
salinity variations are supported by the presence of gyp-
sum levels in the depositional record. Oxygen and carbon isotopes—Isotopic values range
from −7.0 to −2.3‰ for the δ13C and from −6.2 to 1.7‰
for the δ18O (means of −5.6 and −3.5‰, respectively;
Figure 5). The isotopic composition of the micrite clearly
distinguishes this environment from a restricted marine
setting since its δ13C and δ18O values are more negative
and within the range of open lakes (Talbot, 1990). This is
best interpreted here as reflecting a higher contribution of
meteoric waters (Allan & Matthews, 1982; Talbot, 1990). Synthesis—Facies association 3 therefore presents
mud-dominated carbonate with a low detrital content,
a dominance of brackish species, and records meteoric
isotope values. These observations are interpreted as in-
dicating a coastal lake environment. The varve facies F3d
represents the deeper and/or calmer part of the coastal lake
whereas the shell packstone of facies F3c indicates moder-
ate hydrodynamic energy with local accumulation of shells
along the lake margin (Gierlowski-Kordesch, 2010). 4.3 Facies
F3a with gypsum levels and microbial mats indicates saline
water deposits in a playa-like environment (Schreiber, 1988;
Rouchy et al., 2001; Flügel & Munnecke, 2010). These
gypseferous marls (F3e) are most influenced by marine in-
cursions, as shown by the common occurrence of marine
species. Some levels composed by this facies even show a
marine environment like lagoons. This facies association
made up the limestone and marl formations in the centre
and the northern part of the basin during the Bartonian,
Priabonian and early Rupelian. FIGURE 5 Cross-plot of stable carbonate isotopic composition
(δ13C and δ18O values vs PDB) of micrite for marine, lacustrine
and palustrine facies of the Cenozoic of the Paris Basin. Although
some of the facies analysed show patches of sparitic cements or
grains, the analyses were systematically carried out on micrite to
reduce the impact of diagenesis on isotopic signals. The marine
isotopic domain is given by the two blue rectangles based on the
isotopic composition of ostracods from the Hampshire Basin
(Marchegiano & John, 2022) and marine molluscs from the Paris
Basin (Huyghe, 2010). of bioturbated, brownish sandy clays to marls with ter-
restrial gastropods and sinuous vertical millimetre-wide
bioturbations with a fine, organic-rich centre interpreted
as ancient roots. This facies is present above erosional
surfaces. 4.3 for brackish to freshwater environments (Lymnaeidae,
Planorbidae, Truncatellidae families with genus Nystia)
in the southern part. These mud-rich facies with few detrital grains (>10%)
i di
t
t i t d d
iti
l
i
t
ith l
terrestrial input. The fossil assemblage is characteristic
of a brackish to freshwater environment with fluctuating
salinity (mostly mesohaline to oligohaline conditions) in
coastal environments like estuaries, lagoons and coastal
l k
(Pl
i t 1993 D
& B
2005 St
t
2015 Pi t
, 0, Downloaded from https://onlinelibrary.wiley.com/doi/10.1002/dep2.264 by Cochrane France, Wiley Online Library on [04/01/2024]. See the Terms and Conditions (https://onlinelibrary.wiley.com/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are governed by the applicable Creative C wiley.com/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are governed by the applicable Creative Commons License for brackish to freshwater environments (Lymnaeidae,
Planorbidae, Truncatellidae families with genus Nystia)
in the southern part. for brackish to freshwater environments (Lymnaeidae,
Planorbidae, Truncatellidae families with genus Nystia)
in the southern part. terrestrial input. The fossil assemblage is characteristic
of a brackish to freshwater environment with fluctuating
salinity (mostly mesohaline to oligohaline conditions) in
coastal environments like estuaries, lagoons and coastal
lakes (Plaziat, 1993; Dye & Barros, 2005; Strotz, 2015; Pint These mud-rich facies with few detrital grains (>10%)
indicate a restricted depositional environment with low 11 MOREAU et al. FIGURE 4 Restricted marine facies association FA2. The numbers indicated [#] correspond to the location of the boreholes and
sedimentary sections in Figure 1. (A) Horizontal alternations of bivalve-rich grainstone (facies F2a) and wackestone with foraminifera
(facies F2b); Calcaire grossier Formation, Lutetian [6]. (B) Grainstone with miliolids; Facies F2a: miliolidae (mil.), dasycladian algae
(da.), echinoderms (ech.), glauconite and quartz; Calcaire grossier Formation, Lutetian [6]. (C) Same facies as picture B; Calcaire grossier
Formation, Lutetian [3]. (D) Wackestone with foraminifera; Facies F2b: benth. Foram: benthic foraminifera; Calcaire grossier Formation,
Lutetian [6]. (E and F) Floatstone with large gastropods (gast.) and bivalves (bi.) in a wackestone matrix; Facies F2c with foraminifera,
bivalves, ostracods and ditrupes, miliolids (Mil.) and benthic foraminifera (benth. Foram.). Bivalves are marine species (Veneridae); Calcaire
grossier Formation, Lutetian [8]. (G and H) Alternating dolomite (dol.) and wackestone with foraminifera subjected to turbation by a
tempestite with crushed gastropods (gast.). Note the desiccation cracks (DsC) at the bottom of the sample; Facies F2d; Marnes et Caillasses
Formation, Lutetian–Bartonian [1]. 4.5 | Facies association FA5 Palustrine
environment beds. Sometimes, the presence of laminated structures
lying horizontally within the intraclasts confirms that
the clasts have not been remobilised in in-situ brecci-
ated limestones (facies F5f; Figure 7J). In Figure 7J,
they also highlight that the two intraclasts were for-
merly continuous. The surface of the intraclasts ranges
from rough to smooth and may be locally covered by
micritic laminar calcretes (Figure 7K). Between in-
traclasts, the filling consists either of gastropods and
reworked polygenetic carbonate intraclasts within a
micritic matrix that is rarely desiccated or by sparite
cements (Figure 7J,K,L). The alternation of mudstone
and wackestone with root traces (facies F5h) exhibits
a palustrine carbonate in the upper part of the beds,
while the bottom is unaffected by subaerial exposure
(Figure 7N). Peloidal grainstone F5e fills desiccation
cracks, microcavities or karstic channels within previ-
ously described facies. Petrography and sedimentary structures—The palus-
trine facies association is composed of eight facies dis-
playing abundant subaerial exposure markers such as
desiccation cracks or pedogenetic processes: (1) tubular
limestones (facies F5a; Figure 7A,B), (2) nodular brec-
ciated limestones (facies F5b, Figure 7C,D,E), (3) lami-
nar brecciated limestones (facies F5c, Figure 7F), and
chalky altered limestones (facies F5d, Figure 7G), (5)
peloidal grainstones (facies F5e, Figure 7H,I), (6) in-
situ brecciated limestones (facies F5f, Figure 7J,K,L),
(7) organic-rich wackestone and marls with reworked
intraclasts (facies F5g, Figure 7M), and (8) alternating
mudstone and wackestone with root traces (facies F5h,
Figure 7M,N). Facies F5a to F5d present intense suba-
erial exposure leading to extensive transformation of
the primary sediment, which is difficult to recognise in
some cases. Fauna is either absent or limited to rare
ostracods. In facies F5b and F5c, intraclasts are mainly
desiccated, displaying a jigsaw-puzzle structure. They
are locally silicified by opal A, microcrystalline quartz
or chalcedony. In thin section, facies F5a to F5c show
alveolar-septal structures (Figure 7F), coated grains
with micritic agglutinated fabrics or concentric micro-
bial laminations (Figure 7C,D), rhizoliths and clotted
micrite. Tubular voids interpreted as rootlet moulds and
rarely preserved polygonal white or brownish prisms
(Microcodium) extend throughout the matrix and the
intraclasts (Figure 7B,C,F). Micrite laminae with desic-
cation cracks, fenestral fabrics and rootlet moulds mak-
ing up the laminar brecciated limestones without any
significant change in thickness (Figure 7F). A micritic
matrix or a sparitic calcitic cement separate the clasts,
while vadose calcitic cements develop in the porosity
(Figure 7E). 4.4 | Facies F4 Floodplain The floodplain is represented by only one facies in the
Paris Basin: coarse to fine sandy clays. This facies is
present at the base of the Lutetian deposits. It consists This facies is interpreted as floodplain associated with
fluvial systems, marking the transgression of the Lutetian
deposits above the Ypresian sedimentary formations. 12 MOREAU et al. FIGURE 6 Coastal lake facies association FA3. The numbers indicated [#] correspond to the location of the boreholes and sedimentary
sections in Figure 1. (A) Cores presenting alternating gypsum, limestone and organic matter; Facies F3a; Masses de gypses Formation,
Priabonian [28]. (B) Gypsum developing in limestone; Facies F3a; Marnes et Caillasses Formation, Lutetian–Bartonian [1]. (C) Limestone
with calcite dendrites and recrystallised gastropods (some are shown with black arrows); Facies F3a; Calcaire de Saint-Ouen Formation,
Bartonian [5]. (D) Wackestone with microfossils; Facies F3b; Calcaire de Saint-Ouen Formation, Bartonian [2]. (E) Wackestone with
pelloids (Pel.), ostracods and small foraminifera (benth. foram.); Facies F3b; Calcaire de Saint-Ouen Formation, Bartonian [7]. (F) Shell-
rich packstone with ostracods, charophytes, gastropods (gastr.) and euryhaline benthic foraminifera (benth. foram.); Facies F3c; Calcaire de
Saint-Ouen Formation, Bartonian [6]. 4.5 | Facies association FA5 Palustrine
environment Facies F5e to F5h also present markers
of subaerial exposure, although these are notably less
important than in facies F5a–d. The top of the beds
are often irregular but well recognisable in outcrops. The primary sediment is partly preserved and can be
identified and described. Gastropods and ostracods are
common, charophytes are locally present but rare, and
former roots are abundant in the upper part of some Oxygen and carbon isotopes—The isotope composi-
tions are depleted in 13C and 18O with values ranging from
−8.8 to −4.7‰ for the δ13C and from −6.2 to −2.5‰ for
the δ18O (mean values of −7.1 and −4.6‰, respectively;
Figure 5). The highly negative δ13C and δ18O values indi-
cate the influence of meteoric fluids (Talbot, 1990). Note
however that the micrite of these facies has been modified
early by biological activity. Synthesis—All facies of this facies association FA5
present characteristics of subaerial exposure suggest-
ing the ephemeral presence of water in lacustrine sys-
tems or seasonal wetlands, i.e., typical of a palustrine
environment (Freytet & Plaziat, 1982; Platt, 1989; Platt
& Wright, 1991; Freytet & Verrecchia, 2002; Alonso-
Zarza & Wright, 2010a). The muddy limestone rep-
resents the highest water level while the subaerial
exposure features (peloids, roots, desiccation, …) record
the depositional system with the lowest water level
(Freytet & Plaziat, 1982; Platt & Wright, 1991; Bohacs
et al., 2000; Freytet & Verrecchia, 2002; Alonso-Zarza
& Wright, 2010a). Facies F5a to F5d are interpreted as
calcretes composed mainly of beta microfabrics which
were formed during long or intense episodes of sub-
aerial exposure (Wright, 1994; Kosir, 2004; Kabanov
et al., 2008; Alonso-Zarza & Wright, 2010a). The pres-
ence of alveolar-septal structures, rootlet moulds and 20554877, 0, Downloaded from https://onlinelibrary.wiley.com/doi/10.1002/dep2.264 by Cochrane France, Wiley Online Library on [04/01/ | 13 13 MOREAU et al. |
Microcodium in these facies, plus fenestral fabrics in
Alonso-Zarza & Wright, 2010). These facies record
877, 0, Downloaded from https://onlinelibrary.wiley.com/doi/10.1002/dep2.264 by Cochrane France, Wiley Online Library on [04/01/2024]. See the Terms and Conditions (https://onlinelibrary.wiley.com/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are governed by the applicable Cr Microcodium in these facies, plus fenestral fabrics in
some layers in facies F5c suggest a rhizogenic origin
(Wright et al., 1988; Wright, 1989; Alonso-Zarza, 1999;
Alonso-Zarza & Wright, 2010). These facies record
the strong weathering of the primary carbonate of the
Lutetian, Priabonian, Rupelian and Aquitanian. 4.5 | Facies association FA5 Palustrine
environment They display often mic-
ritic and rarely hybrid laminated microfabrics (Vennin
et al., 2021). Finally, the mudstone-marl alternation (fa-
cies F6g) is composed of beds of mudstones or wacke-
stones several centimetres thick with reworked intraclasts
and gastropods alternating with marls (Figure 8I). No
subaerial exposure features were identified in this facies. Oxygen and carbon isotopes—The isotopic values of covariation is identified (mean values of −6.8 and −3.2‰,
respectively; Figure 5). These values correspond to the
range found in modern temperate lakes and confirm the
formation of the micrite in meteoric water (Talbot, 1990). Synthesis—The biota and isotope composition of the
micrite of this association indicates deposition in a fresh to
brackish-water lake, isolated from any marine influence. “Pure” lacustrine limestones are rare, with most showing
slight signs of subaerial exposure towards the top of the
beds (desiccation cracks, tubular voids interpreted as rootlet
moulds, fenestral porosity). The polyphasic breccia indicate
multiple reworking of the sediment (Figure 8B). Black litho-
clasts present in these breccia (facies F6a), known as “black
pebbles” (Platt, 1989), attest to a short transport distance
from the palustrine system (Platt, 1989; Miller et al., 2013). Because such breccia generally occur above subaerial expo-
sure surfaces, they are interpreted as resulting from rework-
ing of primary sediment in shallow water. The facies F6b
is interpreted as resulting from deposition of the smallest
reworked intraclasts transported over longer distances than
that seen in facies F6a formed. In the mud–wackestone and
clayey marl alternations (facies F6g) (Figure 8I), the ab-
sence of subaerial features and organic matter-rich or clayey
levels suggests a deposit far from the lake margins but still
above the hypolimnion (Platt & Wright, 1991; Gierlowski-
Kordesch, 2010). This facies association is encountered in
the last episodes of carbonate sedimentation in the Paris
Basin in the Calcaire d'Etampes (late Rupelian) and the
Calcaire de Beauce (Aquitanian) formations. 4.5 | Facies association FA5 Palustrine
environment (G) Chalky altered limestone with recrystallised micrite in microsparite and silica (Si.); Facies F5d; Calcaire de Champigny Formation,
Priabonian [8]. (H) Peloidal grainstone (large arrows) filling a karstic cavity (small arrows); Facies F5e; Calcaire d'Etampes Formation,
Rupelian [8]. (I) Peloidal grainstone (facies F5e) filling spaces between two in-situ intraclasts with gastropods (gast.); Facies F5e and F5f;
Calcaire de Beauce Formation, Aquitanian [16]. (J) In-situ brecciated limestones with stromatolitic-like structures inside the intraclasts;
Facies F5f; Calcaire de Beauce Formation, Aquitanian [14]. (K) In-situ brecciated limestones with a thin layer of laminar calcrete visible
around the in-situ intraclasts; Facies F5f; Calcaire de Beauce Formation, Aquitanian [16]. (L) In-situ brecciated limestones showing jigsaw-
puzzle like centimetre-sized intraclasts marking desiccation of the former carbonate rock. The intergranular space is cemented with vadose
and phreatic cements; Facies F5f; Calcaire de Provins Formation, Lutetian [18]. (M) Alternation of palustrine facies F5g and F5h affected by
the development of a metre-sized karstic cavity; Calcaire de Beauce Formation; Aquitanian [11]. (N) Wackestone with root traces and peloid
development; Facies F5h; Calcaire d'Etampes Formation, Rupelian [8]. F6f), and (7) alternations of mudstone and marls (facies
F6g; Figure 8). Gastropods are the main fossil found in
these facies; ostracods and charophytes are present in
lesser amounts. Fenestral porosity is present and filled
by dogtooth or drusy sparite cements. Polygenetic brec-
cia facies (F6a) display reworked carbonate intraclasts
of a few centimetres to a few tens of centimetres in size
with different morphologies (rounded to sub-angular)
and origins (black pebbles, microbial crusts, palustrine
carbonate) without preferential orientation, and locally
attesting to a polyphase process of breccia formation
(Figure 8A,B). Lithoclastic wackestones (facies F6b) ex-
hibit similar reworked intraclasts but with smaller mil-
limetre-sized fragments and lower proportions of grains. The clasts are mostly rounded and sometimes concen-
trated along horizontal levels a few millimetres thick
(Figure 8C). Within centimetre-thick to decimetre-thick
grey to bluish indurated beds, floatstones and rudstones
with gastropods (F6d) or with oncoids (F6e) are present
(Figure 8E,F,G). Desiccation is often identified at the top
of the beds. Alternation of clear and dark millimetre-
thick micritic laminae, with the dark ones occasionally
containing some fragments of organic matter can form
columnar or planar structures covering exposure surfaces
or filling the intergranular space (Figure 8H). Encrusted
shells (Lymnaeidae) are unaltered and intact when in
contact with the laminae. These laminae are interpreted
as microbial crusts (facies F6f). 4.5 | Facies association FA5 Palustrine
environment ownloaded from https://onlinelibrary.wiley.com/doi/10.1002/dep2.264 by Cochrane France, Wiley Online Library on [04/01/2024]. See the Terms and Conditions (https://onlinelibrary.wiley.com/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are governed by the applicable Creative Common m/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are governed by the applicable Creative Commons License Alonso-Zarza & Wright, 2010). These facies record
the strong weathering of the primary carbonate of the
Lutetian, Priabonian, Rupelian and Aquitanian. Microcodium in these facies, plus fenestral fabrics in
some layers in facies F5c suggest a rhizogenic origin
(Wright et al., 1988; Wright, 1989; Alonso-Zarza, 1999; 20554877, 0, Downloaded from https://onlinelibrary.wiley.com/doi/10.1002/dep2.264 by Cochrane France, Wiley Online Library on [04/01/ 14 14 MOREAU et al. 4.6 | Facies association FA6 Inland lake
Petrography and sedimentary structures—This association
is composed of seven facies: (1) polygenetic breccia (facies
F6a), (2) wackestone with lithoclasts (facies F6b), (3)
grainstone with peloids and shell fragments (facies F6c),
(4) shell-rich floatstone (facies F6d), (5) oncoidal wacke-
stone to packstone (facies F6e), (6) microbial crust (facies
, Downloaded from https://onlinelibrary.wiley.com/doi/10.1002/dep2.264 by Cochrane France, Wiley Online Library on [04/01/2024]. See the Terms and Conditions (https://onlinelibrary.wiley.com/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are governed by the applicable Creative Commons iley.com/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are governed by the applicable Creative Commons License F6a), (2) wackestone with lithoclasts (facies F6b), (3)
grainstone with peloids and shell fragments (facies F6c),
(4) shell-rich floatstone (facies F6d), (5) oncoidal wacke-
stone to packstone (facies F6e), (6) microbial crust (facies 4.6 | Facies association FA6 Inland lake 4.6 Petrography and sedimentary structures—This association
is composed of seven facies: (1) polygenetic breccia (facies 15 MOREAU et al. FIGURE 7 Palustrine carbonate facies association FA5. The numbers indicated [#] correspond to the location of the boreholes and
sedimentary sections in Figure 1. (A and B) Rhizoliths. Root cells are still identifiable (black arrows). Rootlet moulds are filled by calcedony
(in white); Facies F5a; Calcaire de Beauce Formation, Aquitanian [12]. (C and D) Peloids coated by micritic envelopes (mi.env); Facies F5b;
Calcaire de Champigny Formation, Priabonian [18 and 21]. (E) Geopetal cement in nodular brecciated limestone; Facies F5b; Calcaire de
Champigny Formation, Priabonian [8]. (F) Laminar brecciated limestone displaying a recrystallised millimetre-thick root level with alveolar
septal structures (Al. Sep. St.) around which desiccation cracks (Dess.C.) develop; Facies F5c; Calcaire de Brie Formation, Rupelian [8]. 5 | STRATIGRAPHIC SEQUENCES,
FACIES DISTRIBUTION AND PALAE
OENVIRONMENTAL EVOLUTION (H) Columnar laminated microbial crusts overlying an eroded surface; Facies F6f; Calcaire de Beauce Formation; Aquitanian [16]. (I) Alternating mudstones and gastropod marls; Facies F6g; Calcaire d'Etampes Formation, Rupelian [10]. FIGURE 8 Inland lake facies association FA6. The numbers indicated [#] correspond to the location of the boreholes and sedimentary
sections in Figure 1. (A) Polygenetic breccia with black angular limestone pebbles and reworked carbonate intraclasts; Facies F6a; Calcaire
de Beauce Formation, Aquitanian [16]. (B) Polyphase and polygenetic limestone breccia; Facies F6a; Calcaire de Beauce Formation, Aquitanian [14]. (D) Grainstone with peloids and shell fragments (red arrows); Facies F6c; Calcaire de Beauce Formation, Aquitanian
[12]. (E and F) Gastropod (gast.)-rich rudstone beds. An erosional surface separates facies F6d from facies F6e in picture F; Facies F6d;
Calcaire de Beauce Formation, Aquitanian [13]. (G) Beds of oncoidal rudstone; Facies F6e; Calcaire de Beauce Formation, Aquitanian
[13]. (H) Columnar laminated microbial crusts overlying an eroded surface; Facies F6f; Calcaire de Beauce Formation; Aquitanian [16]. (I) Alternating mudstones and gastropod marls; Facies F6g; Calcaire d'Etampes Formation, Rupelian [10]. have been identified from the Lutetian to the Rupelian
(47–28 Ma) using the facies associations described above. The average duration of a cycle is approximately 1.25 Myr,
which matches the range of duration of third-order cycles
(Vail et al., 1991; Hardenbol et al., 1999). All these cycles
are included in four lower-order cycles (longer than 4
Myrs long), considered by Briais (2015) as second-order
cycles. The first one ranges from the Lutetian to the early
Bartonian (LB cycle, duration ≈7 Myr) and is delimited
by the L1 and B2 subaerial unconformity. It is followed
by the early Bartonian to middle Priabonian (BP cycle,
≈7 Myr) and the middle Priabonian to late Rupelian (PO
cycle, ≈7–8 Myr) cycles topped, respectively, by the P3 and
A1 subaerial unconformity. The final cycle ranges from
the Aquitanian to the Burdigalian (A cycle, ≈4–5 Myr). These cycles are detailed below. Biota suggest that, during the LB1 and LB2 cycles,
the deepest bathymetries were located in the northern
part of the basin, decreasing southwards and along
the Bray and Remarde anticlines (Merle, 2008). The
upper regressive systems tract of the LB2 cycle re-
cords the shallowing of the basin with the appearance
of restricted marine limestones (FA2), which persists
throughout the LB3 cycle with several evaporitic epi-
sodes around Paris (Figures 9 and 11B). 5.1 | Lutetian– early Bartonian LB cycle:
Isolation of the marine carbonate platform 5.2 | Early Bartonian to middle
Priabonian BP cycle: from an estuarine to a
carbonate-evaporitic lacustrine system 5 | STRATIGRAPHIC SEQUENCES,
FACIES DISTRIBUTION AND PALAE
OENVIRONMENTAL EVOLUTION Restricted ma-
rine deposits pass laterally into a palustrine domain
extending westwards to Provins (Figures 10 and 11B)
with in-situ brecciated limestones (facies F5f, Calcaire
de Provins Formation) and southwards from Pithiviers
to Orléans with several facies displaying the freshwa-
ter gastropod Biomphalaria pseudoammonia (facies
F5f, F5g, F5h; Turland, 1974; Mégnien, 1980; Gély &
Lorenz, 1991; Merle, 2008). 5 | STRATIGRAPHIC SEQUENCES,
FACIES DISTRIBUTION AND PALAE
OENVIRONMENTAL EVOLUTION Oxygen and carbon isotopes—The isotopic values of
these facies are negative, ranging from −7.8 to −4.3‰
for the δ13C and from −4.8 to −2.3‰ for the δ18O, and a The two cross-sections are constructed above and below
the major subaerial unconformity R2, which is taken as 20554877, 0, Downloaded from https://onlinelibrary.wiley.com/doi/10.1002/dep2.264 by Cochrane France, Wiley Online Library on [04/01 20554877, 0, Downloaded from https://onlinelibrary.wiley.com/doi/10.1002/dep2.264 by Cochrane France, Wiley Online Library on [04/01/2024]. See the Terms and Conditions (https://onlinelibrary.wiley.com/terms-and-conditions) on Wiley Online Library for rules 16 16 MOREAU et al. |
a horizontal surface (Figures 9 and 10). This preceeds
the marine transgression of the Sables de Fontainebleau
Formation above palustrine or lacustrine formations
The stratigraphic surfaces defined by Briais (2015)
were correlated further south and east in the lacustrine
and palustrine facies and help to define cycles. Fifteen
877, 0, Downloaded from https://onlinelibrary.wiley.com/doi/10.1002/dep2.264 by Cochrane France, Wiley Online Library on [04/01/2024]. See the Terms and Conditions (https://onlinelibrary.wiley.com/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are governed by the applicable Creative C wiley.com/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are governed by the applicable Creative Commons License The stratigraphic surfaces defined by Briais (2015)
were correlated further south and east in the lacustrine
and palustrine facies and help to define cycles. Fifteen
short-term stratigraphic cycles (shorter than 4 Myrs long) a horizontal surface (Figures 9 and 10). This preceeds
the marine transgression of the Sables de Fontainebleau
Formation above palustrine or lacustrine formations
(Calcaire de Brie and Caillasses d'Orgemont formations). 17 MOREAU et al. FIGURE 8 Inland lake facies association FA6. The numbers indicated [#] correspond to the location of the boreholes and sedimentary
sections in Figure 1. (A) Polygenetic breccia with black angular limestone pebbles and reworked carbonate intraclasts; Facies F6a; Calcaire
de Beauce Formation, Aquitanian [16]. (B) Polyphase and polygenetic limestone breccia; Facies F6a; Calcaire de Beauce Formation,
Aquitanian [14]. (C) Reworked limestone intraclasts forming beds in a micritic matrix; Facies F6b; Calcaire de Beauce Formation,
Aquitanian [14]. (D) Grainstone with peloids and shell fragments (red arrows); Facies F6c; Calcaire de Beauce Formation, Aquitanian
[12]. (E and F) Gastropod (gast.)-rich rudstone beds. An erosional surface separates facies F6d from facies F6e in picture F; Facies F6d;
Calcaire de Beauce Formation, Aquitanian [13]. (G) Beds of oncoidal rudstone; Facies F6e; Calcaire de Beauce Formation, Aquitanian
[13]. 5.2 | Early Bartonian to middle
Priabonian BP cycle: from an estuarine to a
carbonate-evaporitic lacustrine system The Lutetian to early Bartonian LB cycle contains three
short-term cycles (LB1, LB2 and LB3), each one mainly
composed of marine carbonate rocks from the FA1 and
FA2 facies associations. This cycle extends from the ero-
sional subaerial unconformity L1, recording a 2 Myrs
long hiatus (Pomerol, 1989; Briais et al., 2016), to the
erosional subaerial unconformity B2 at the top of the
Marnes et Caillasses Formation. The deposits thin out
from north to south (Figure 9). Biostratigraphic data
and sequence stratigraphic correlations suggest that the
maximum flooding surfaces of each cycle, L2, L3 and
B1, are onlapping southwards and westwards (Figures 9
and 10). The Lutetian marks a long-term regression from
open marine (facies association FA1) to restricted ma-
rine environments (facies association FA2). Nonetheless,
the maximum flooding surfaces L2 and L3 seem to not
extend beyond the Remarde Anticline (Figure 9) and
Melun (Figure 10), where they merge with the L1 sur-
face, while the B1 maximum flooding surface stretches
further southwards and westwards to Pithiviers and
Etampes (Figures 9 and 10). The long-term BP cycle records six short-term cycles (BP1
to BP6), marking a marine transgression above the Marnes
et Caillasses Formation (subaerial unconformity B2) dur-
ing the early Bartonian with estuarine and tidal siliciclas-
tic sands (BP1 to BP3; Briais, 2015), and then isolation of
the basin during the late Bartonian to middle Priabonian
with lacustrine and evaporitic deposits (facies association
F3, BP4 to BP6) (Figures 9 and 10). The cycle ends with
the subaerial unconformity P3 at the top of the Marnes
et Masses de gypses and the Calcaire de Champigny
formations. The first three short-term cycles (BP1 to BP3) present
the same geometries as the Lutetian cycles LB1 and LB2,
i.e., a maximum thickness and depth in the northern part
of the basin and thinning southwards where the maximum
flooding surfaces are interpreted to onlap and facies are
shallower (Figure 9). A sedimentary hiatus is identified
in the eastern part during these cycles (Figure 10). During
the last three short-term cycles of the BP cycle (BP4 to 20554877, 0, Downloaded from https://onlinelibrary.wiley.com/doi/10.1002/dep2.264 by Cochrane France, Wiley Online Library on [04/01 20554877, 0, Downloaded from https://onlinelibrary.wiley.com/doi/10.1002/dep2.264 by Cochrane France, Wiley Online Library on [04/01/2024]. See the Terms and Conditions (https://onlinelibrary.wiley.com/terms-and-conditions) on Wiley Online Library for rules of use; OA a 18 20554877, 0, Downloaded from https://onlinelibrary.wiley.com/doi/10.1002/dep2.264 by Cochrane France, Wiley Online Library on [04/01/2024]. 5.2 | Early Bartonian to middle
Priabonian BP cycle: from an estuarine to a
carbonate-evaporitic lacustrine system See the Terms and Conditions (https://onlinelibrary.wiley.com/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are governed by the a 18 MOREAU et al. al. ;
;
y
;
;
54877, 0, Downloaded from https://onlinelibrary.wiley.com/doi/10.1002/dep2.264 by Cochrane France, Wiley Online Library on [04/01/2024]. See the Terms and Conditions (https://onlinelibrary.wiley.com/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are governed by the applicable Creative Comm FIGURE 9 Correlation diagram of Lutetian to Miocene sections along a north–south transect between the Mont-Pagnotte borehole and Orléans. This diagram incorporates 12 outcrop
sections examined in this study supplemented by two sections from the literature and 28 boreholes. Correlations are based on biostratigraphy (foraminifera, mammals, dinocysts, charophytes,
malacofauna and palynomorphs; Cavelier, 1968; Le Calvez, 1970; Pomerol & Riveline, 1975; Aubry et al., 1977; Riveline, 1983) and the definition of 16 stratigraphic cycles delimited by
subaerial unconformities and their correlative conformities. The names of the localities associated with the numbers indicated [#] are in Figure 1D. The facies architecture is not described for
the Sables de Fontainebleau Formation. 1: Sables de Mortefontaines; 2: Sables de Cresnes-Monceau; 3: Marnes à Phalodomya ludensis; 4: Marnes à lucines; 5: Marnes d'entre-deux-Masses. Downloaded from https://onlinelibrary.wiley.com/doi/10.1002/dep2.264 by Cochrane France, Wiley Online Library on [04/01/2024]. See the Terms and Conditions (https://onlinelibrary.wiley.com/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are governed by the applicable Creative Commons Lice FIGURE 9 Correlation diagram of Lutetian to Miocene sections along a north–south transect between the Mont-Pagnotte borehole and Orléans. This diagram incorporates 12 outcrop
ections examined in this study supplemented by two sections from the literature and 28 boreholes. Correlations are based on biostratigraphy (foraminifera, mammals, dinocysts, charophytes,
malacofauna and palynomorphs; Cavelier, 1968; Le Calvez, 1970; Pomerol & Riveline, 1975; Aubry et al., 1977; Riveline, 1983) and the definition of 16 stratigraphic cycles delimited by
ubaerial unconformities and their correlative conformities. The names of the localities associated with the numbers indicated [#] are in Figure 1D. The facies architecture is not described for
he Sables de Fontainebleau Formation. 1: Sables de Mortefontaines; 2: Sables de Cresnes-Monceau; 3: Marnes à Phalodomya ludensis; 4: Marnes à lucines; 5: Marnes d'entre-deux-Masses. Downloaded from https://onlinelibrary.wiley.com/doi/10.1002/dep2.264 by Cochrane France, Wiley Online Library on [04/01/2024]. 5.2 | Early Bartonian to middle
Priabonian BP cycle: from an estuarine to a
carbonate-evaporitic lacustrine system See the Terms and Conditions (https://onlinelibrary.wiley.com/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are governed by the applicable Creative Co FIGURE 9 Correlation diagram of Lutetian to Miocene sections along a north–south transect between the Mont-Pagnotte borehole and Orléans. This diagram incorporates 12 outcrop
sections examined in this study supplemented by two sections from the literature and 28 boreholes. Correlations are based on biostratigraphy (foraminifera, mammals, dinocysts, charophyte
malacofauna and palynomorphs; Cavelier, 1968; Le Calvez, 1970; Pomerol & Riveline, 1975; Aubry et al., 1977; Riveline, 1983) and the definition of 16 stratigraphic cycles delimited by
subaerial unconformities and their correlative conformities. The names of the localities associated with the numbers indicated [#] are in Figure 1D. The facies architecture is not described fo
the Sables de Fontainebleau Formation. 1: Sables de Mortefontaines; 2: Sables de Cresnes-Monceau; 3: Marnes à Phalodomya ludensis; 4: Marnes à lucines; 5: Marnes d'entre-deux-Masses. | 19
RE 10 Correlation diagram of Lutetian to Miocene sections along an east west transect between La Baronnie quarry and Les Grands Réages quarry. This diagram incorporates eight
p sections examined in this study supplemented by three sections from the literature and 29 boreholes. Correlations are based on the definition of nine stratigraphic cycles delimited by
ial unconformities and their correlative conformities at Maisse. The names of the localities associated with the numbers indicated [#] are in Figure 1D. 20554877, 0, Downloaded from https://onlinelibrary.wiley.com/doi/10.1002/dep2.264 by Cochrane France, Wiley Online Library on [04/01/2024]. See the Terms and Conditions (https://onlinelibrary.wiley.com/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are governed by the applicable C | 19
relative conformities at Maisse. The names of the localities associated with the numbers indicated [#] are in Figure 1D. 20554877, 0, Downloaded from https://onlinelibrary.wiley.com/doi/10.1002/dep2.264 by Cochrane France, Wiley Online Library on [04/01/2024]. See the Terms and Conditions (https://onlinelibrary.wiley.com/terms-and-conditions) on Wiley Online Library for rules | 19 20554877, 0, Downloaded from https://onlinelibrary.wiley.com/doi/10.1002/dep2.264 by Cochrane France, Wiley Online Library on [04/01/2024]. See the Terms and Conditions (https://onlinelibrary.wiley.com/terms-and-conditions) on Wiley Online Lib 19 MOREAU et al. |
FIGURE 10 Correlation diagram of Lutetian to Miocene sections along an east–west transect between La Baronnie quarry and Les Grands Réages quarry. This diagram incorporates eight
utcrop sections examined in this study supplemented by three sections from the literature and 29 boreholes. 5.2 | Early Bartonian to middle
Priabonian BP cycle: from an estuarine to a
carbonate-evaporitic lacustrine system Correlations are based on the definition of nine stratigraphic cycles delimited by
ubaerial unconformities and their correlative conformities at Maisse. The names of the localities associated with the numbers indicated [#] are in Figure 1D. 4877, 0, Downloaded from https://onlinelibrary.wiley.com/doi/10.1002/dep2.264 by Cochrane France, Wiley Online Library on [04/01/2024]. See the Terms and Conditions (https://onlinelibrary.wiley.com/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are governed by the applicable Creative Co Lutetian to Miocene sections along an east–west transect between La Baronnie quarry and Les Grands Réages quarry. This diagram incorporates eight
supplemented by three sections from the literature and 29 boreholes. Correlations are based on the definition of nine stratigraphic cycles delimited by
lative conformities at Maisse. The names of the localities associated with the numbers indicated [#] are in Figure 1D. 77, 0, Downloaded from https://onlinelibrary.wiley.com/doi/10.1002/dep2.264 by Cochrane France, Wiley Online Library on [04/01/2024]. See the Terms and Conditions (https://onlinelibrary.wiley.com/terms-and-conditions) on Wiley Online Library for rul FIGURE 10 Correlation diagram of Lutetian to Miocene sections along an east–west transect between La Baronnie quarry and Les Grands Réages quarry. This diagram incorporates eight
utcrop sections examined in this study supplemented by three sections from the literature and 29 boreholes. Correlations are based on the definition of nine stratigraphic cycles delimited by
ubaerial unconformities and their correlative conformities at Maisse. The names of the localities associated with the numbers indicated [#] are in Figure 1D. ownloaded from https://onlinelibrary.wiley.com/doi/10.1002/dep2.264 by Cochrane France, Wiley Online Library on [04/01/2024]. See the Terms and Conditions (https://onlinelibrary.wiley.com/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are governed by the applicable Creative Co 20554877, 0, Downloaded from https://onlinelibrary.wiley.com/doi/10.1002/dep2.264 by Cochrane France, Wiley Online Library on [04/01 20 MOREAU et al. 11 Palaeoenvironmental evolution during five periods of carbonate sedimentation. These reconstructions are based
ns of this study (Figures 9 and 10) and on pre-existing palaeoenvironmental maps (Mégnien, 1980; Merle, 2008; Briais,
nthic Zone (SBZ) and the Calcareous Nannofossils (NP) are based on the global chronostratigraphic chart (Speijer et al 0.1002/dep2.264 by Cochrane France, Wiley Online Library on [04/01/2024]. See the Terms and Conditions (https://onlinelibrary.wiley.com/terms-and-conditions) on Wiley On ibrary on [04/01/2024]. 5.4 | Miocene A cycle, a lake on a low
energy microbial asymmetrical lacustrine–
palustrine margin This last long-term cycle corresponds to the Neogene de-
posits in the Paris Basin and contains the carbonate la-
custrine Aquitanian Molasse du Gatinais and Calcaire
de Beauce formations and the siliciclastic fluvial Sables
et Marnes de l'Orléanais Formation. They occur after a
5 Myr long hiatus covering the Chattian (Pomerol, 1989)
throughout the basin (Figure 11E). The transgressive sys-
tems tract of this long-term cycle is composed of lacustrine
and palustrine limestones (commonly facies F5f, F5g, F5h, 5.2 | Early Bartonian to middle
Priabonian BP cycle: from an estuarine to a
carbonate-evaporitic lacustrine system From the BP4
to BP6 cycles, a palustrine domain dominated by calcretes
(F5a to F5d) migrates from Pithiviers, Melun and Provins
towards Paris (Figures 9, 10 and 11D). Along the margins
of the basin, palustrine sequences presenting coastal la-
custrine facies FA3, in-situ brecciated limestones F5f or
chalky altered limestones F5d overlayed by other calcretes
(facies F5a-c) develop in several locations [8, 17 and 20
in Figures 1D, 10 and 12]. Maximum flooding surfaces
of each cycle are located inside the less modified beds by
pedogenetic processes, mainly in limestone and marl beds
contaning ostracods, charophytes and foraminifera (facies
F3b, F5f or F5g; Figure 12). During the PO1 and PO2 cycles, gypsiferous marls (fa-
cies F3e, Argiles bleues d'Argenteuil, Marnes de Pantin,
Glaises à cyrènes and Argiles vertes de Romainville mem-
bers) displaying brackish to marine fauna develop in a
coastal lake environment in the northern part of the basin
from Creil to Pithiviers (Figure 9). They pass southwards
and eastwards into palustrine deposits with calcrete fa-
cies (facies association FA5, Calcaire de Brie Formation). Palustrine environments migrate strongly northwards
during the deposition of the highstand systems tracts of
the PO2 sequence (Figure 9). These cycles exhibit the
same facies and sequences as the BP5 and BP6 cycles
previously described. The maxium thickness of the PO3,
PO4 and PO5 cycles is seen around Paris and Etampes
and thins southwards and eastwards with the Sables de
Fontainebleau Formation (Figures 9 and 10). This forma-
tion marks a sandy marine transgression from the north-
west to the south-east of the basin (Figure 9). Cycle PO6,
however, displays a maximum thickness in the south and
east of the study area with alternating lacustrine and pa-
lustrine facies passing to calcrete facies from Orléans to
Etampes (facies F5b, F5c, F5e, F5g, F5h, F6b, F6d, F6f
and F6g; Calcaire d'Etampes Formation; Figure 9). It is
correlated with a sedimentary hiatus from Paris to Creil
(Figures 9 and 10). The descriptions in the west and north-west of the
basin of the same palustrine limestones as in the south
and south-east (Mégnien, 1980) and the thinning of sed-
iments in the north of the basin (Figure 9) suggest that
the lake was periodically closed to the marine domain
and surrounded by a frequently exposed palustrine area
(Figure 11D). 5.2 | Early Bartonian to middle
Priabonian BP cycle: from an estuarine to a
carbonate-evaporitic lacustrine system See the Terms and Conditions (https://onlinelibrary.wiley.com/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are governed //onlinelibrary.wiley.com/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are governed by the applicable Creative Commons License FIGURE 11 Palaeoenvironmental evolution during five periods of carbonate sedimentation. These reconstructions are based on the
cross-sections of this study (Figures 9 and 10) and on pre-existing palaeoenvironmental maps (Mégnien, 1980; Merle, 2008; Briais, 2015). The
Shallow Benthic Zone (SBZ) and the Calcareous Nannofossils (NP) are based on the global chronostratigraphic chart (Speijer et al., 2020). 21 MOREAU et al. BP6), lacustrine limestones, marls and evaporites develop
from Creil to Etampes (FA3, Calcaire de Saint-Ouen to
the top of Marnes et Masses de gypses formations), pass-
ing southwards and eastwards into palustrine limestones
(FA5, Calcaire de Champigny Formation, Figures 9 and
11C,D). The maximum thickness of deposits occurs in
Paris and decreases northwards. Deposits also thin out
around the Meudon and Remarde anticlines (Figure 9). At Paris, the transgressive systems tract of the BP4 cycle
is composed of lacustrine marl and limestone facies
mixed with thin evaporite layers while it thins out com-
pletely eastwards (facies F3a-d; Calcaire de Saint-Ouen
Formation; Figures 9 and 10). The maximum flooding
surfaces of cycles BP4 to BP6 are identified as gypsiferous
marls (facies F3e) with marine or brackish fauna (respec-
tively inside the Marnes à Pholadomya ludensis Member
for BP4, Marnes à lucines Member for BP5, and Marnes
d'entre-deux-Masses Member for BP6). Episodes of con-
nection with marine water are marked by the occurrence
of marine bivalves or foraminifera along the maximum
flooding surfaces (Pomerol et al., 1965; Mégnien, 1980),
which record salinity close to but lower than that of nor-
mal seawater. The highstand systems tracts of cycles BP4,
BP5 and BP6 correspond to gypsum deposits around Paris,
and spread as far as the Meudon Anticline as noted by
Gély & Lorenz (1991) and Mégnien (1974). From the BP4
to BP6 cycles, a palustrine domain dominated by calcretes
(F5a to F5d) migrates from Pithiviers, Melun and Provins
towards Paris (Figures 9, 10 and 11D). Along the margins
of the basin, palustrine sequences presenting coastal la-
custrine facies FA3, in-situ brecciated limestones F5f or
chalky altered limestones F5d overlayed by other calcretes
(facies F5a-c) develop in several locations [8, 17 and 20
in Figures 1D, 10 and 12]. 5.2 | Early Bartonian to middle
Priabonian BP cycle: from an estuarine to a
carbonate-evaporitic lacustrine system Maximum flooding surfaces
of each cycle are located inside the less modified beds by
pedogenetic processes, mainly in limestone and marl beds
contaning ostracods, charophytes and foraminifera (facies
F3b, F5f or F5g; Figure 12). The descriptions in the west and north-west of the
basin of the same palustrine limestones as in the south domain (facies association FA3) into a sandy marine en-
vironment. The PO cycle ends with the establishment
of lacustrine and palustrine domains (F5 and F6) in the
southern part of the basin. It ends with the subaerial un-
conformity A1, corresponding to a major sedimentary
hiatus beginning at the end of the Rupelian and extend-
ing throughout the Chattian (Figure 9). In some localities
between Etampes and Orléans, this hiatus is located be-
tween the Calcaire d'Etampes (Rupelian) and the Molasse
du Gatinais (Aquitanian) formations with sandy or silty
marl levels directly overlying lacustrine carbonates. Depocentres are located around Paris until the last short-
term cycle PO6, when the depocentre migrates southward. BP6), lacustrine limestones, marls and evaporites develop
from Creil to Etampes (FA3, Calcaire de Saint-Ouen to
the top of Marnes et Masses de gypses formations), pass-
ing southwards and eastwards into palustrine limestones
(FA5, Calcaire de Champigny Formation, Figures 9 and
11C,D). The maximum thickness of deposits occurs in
Paris and decreases northwards. Deposits also thin out
around the Meudon and Remarde anticlines (Figure 9). At Paris, the transgressive systems tract of the BP4 cycle
is composed of lacustrine marl and limestone facies
mixed with thin evaporite layers while it thins out com-
pletely eastwards (facies F3a-d; Calcaire de Saint-Ouen
Formation; Figures 9 and 10). The maximum flooding
surfaces of cycles BP4 to BP6 are identified as gypsiferous
marls (facies F3e) with marine or brackish fauna (respec-
tively inside the Marnes à Pholadomya ludensis Member
for BP4, Marnes à lucines Member for BP5, and Marnes
d'entre-deux-Masses Member for BP6). Episodes of con-
nection with marine water are marked by the occurrence
of marine bivalves or foraminifera along the maximum
flooding surfaces (Pomerol et al., 1965; Mégnien, 1980),
which record salinity close to but lower than that of nor-
mal seawater. The highstand systems tracts of cycles BP4,
BP5 and BP6 correspond to gypsum deposits around Paris,
and spread as far as the Meudon Anticline as noted by
Gély & Lorenz (1991) and Mégnien (1974). 5.3 | Middle Priabonian to early
Rupelian PO cycle: from coastal lakes to
inland lakes The long-term PO cycle is composed of six short-term cy-
cles (PO1 to PO6) showing the evolution of a lacustrine 20554877, 0, Downloaded from https://onlinelibrary.wiley.com/doi/10.1002/dep2.264 by Cochrane France, Wiley Online Library on [04/01 22 MOREAU et al. MOREAU et al. y.wiley.com/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are governed by the applicable Creative Commons License 23 MOREAU et al. FIGURE 12 Carbonate section of the Bartonian-Priabonian in the Maisse borehole (location 8 in Figure 1) with the associated gamma-
ray log, the vertical facies succession, the interpretation of sediment exposure time to subaerial processes, and the sequence stratigraphic
interpretations. Refer to Section 4 for the facies and facies association nomenclature and explanations of their interpretation. Note that the
gamma-ray log effectively distinguishes between different facies associations (FA). Abrupt facies changes and erosive surfaces characterise
subaerial unconformities. F6a, F6b, F6d, F6e and F6f) in the north of the Miocene
basin (locations 11, 13, 14, 15, 16 and 24 in Figures 1D, 9,
10 and 11E) and more clayey facies near the depocentre at
Orléans (facies F6b, F6c and F6g) (Figures 9, 10 and 11E). Multiple shorter depositional sequences are topped by
desiccation cracks and indicate successive lake-level vari-
ations. The last highstand systems tract recorded by a suc-
cession of desiccated limestones (facies F6d, F5f and F5h)
covered by cryoturbated white marls, with the A2 subae-
rial unconformity at its top, is identified at the top of the
Calcaire de Beauce Formation in several localities in the
basin (locations [11], [13], [14], [15] and [16] in Figures 10
and 13). with the marine realm, these cycles are compared to
the global sea-level curve and European marine cycles
(Figure 14; Hardenbol et al., 1999; Miller et al., 2020;
Speijer et al., 2020). The maximum flooding surfaces of
the BP4, BP6 and PO1 cycles in the central and northern
parts of the study area can be correlated to those in other
European basins (Figure 14). This could indicate that
these cycles are being controlled by large-scale sea-level
variations. However, it was not possible to identify these
cyclesin the eastern part of the basin. Only the major
regressive trend is recorded (Figure 14). This indicates
that the control of relative sea-level variations over
short-order cycles decreased or even disappeared east-
wards, where environments lay further from the marine
domain. 5.3 | Middle Priabonian to early
Rupelian PO cycle: from coastal lakes to
inland lakes However, the Bartonian-Priabonian short-term
cycles of the Paris Basin and of European basins are not
consistent with global sea-level variations, which means
that these sea-level variations are not principally a re-
sult of eustacy. For example, the major unconformity P3
coincides well with a sequence boundary in European
cycles but corresponds to a global sea-level maximum
(Figure 14). Moreover, the short-term cycles identified
in the Paris Basin during the Lutetian-Bartonian differ
somewhat from third-order cycles in other European
basins, both in number and age while the study area
was mostly occupied by estuarine, restricted or even
open marine platform environments during this period
(Figure 14; Hardenbol et al., 1999; Speijer et al., 2020). These differences may be explained by local and/or re-
gional tectonic movements (Briais, 2015). When the
tectonic constraints relaxed, the palaeotopography flat-
tened, enabling the deposition of marine sediments over
long distances, which then represent maximum flood-
ing surfaces. There is no discernible link between the
PO6 and A cycles and the eustatic cycle. Differences in facies on either side of the basin are
recognised and record differences in water inflow. Facies
F6b is associated with in-situ brecciated limestones (fa-
cies F5f) along the western margin [locations 13, 14, 15,
16 and 24 in Figure 1D], and with limestones with root
traces and wackestones or marls with lithoclasts (respec-
tively facies F5h and F5g) on the eastern margin [location
11] (Figure 13). As the asymmetrical lacustrine system
model from Arenas and Pardo (1999) suggests, poorly
drained margins are more brecciated and subject to the
erosion of pre-existing material, while heavily vegetated
fringes develop along well-drained margins. Therefore,
the Aquitanian lake shows an asymmetrical profile with a
poorly drained western margin and a well-drained eastern
margin. This scheme is consistent with the presence of a
fluvial system arriving from the south-east at the begin-
ning of the A cycle. ley.com/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are governed by the applicable Creative Commons Licens FIGURE 12 Carbonate section of the Bartonian-Priabonian in the Maisse borehole (location 8 in Figure 1) with the associated gamma-
ray log, the vertical facies succession, the interpretation of sediment exposure time to subaerial processes, and the sequence stratigraphic
interpretations. Refer to Section 4 for the facies and facies association nomenclature and explanations of their interpretation. Note that the
gamma-ray log effectively distinguishes between different facies associations (FA). Abrupt facies changes and erosive surfaces characterise
subaerial unconformities. 6.1 | Marine and tectonic influences
on palaeoenvironments and sedimentary
geometries The long-term cycles (5–10 Ma) of the Paris Basin do
not correlate with those of the European basins. It likely
indicates that long-term cycles are mainly controlled by
tectonics (Figure 14). The cross-sections highlight three
different basin configurations (Figures 9, 10 and 14): (1)
during the Lutetian and Bartonian, the depocentre was
located north of the Bray Fault and deposits progressively
onlapped southwards; (2) from the late Bartonian to early
Rupelian, the depocentre migrated to Paris and to the east-
ern part of the basin while the northern part of the basin
and the Meudon Anticline underwent uplift; (3) during Each short-term and long-term cycle was readjusted
in time thanks to the biostratigraphic framework de-
tailed in Sections 2 and 3 in three locations: in the cen-
tre and the north (locations around Paris [1 to 7] in
Figure 1D), in the south (locations around Maisse [8 to
16], and to the east (Provins [17 to 21]). Some uncertain-
ties remain, however, about the exact age of surfaces. Because coastal lacustrine facies show connections 20554877, 0, Downloaded from https://onlinelibrary.wiley.com/doi/10.1002/dep2.264 by Cochrane France, Wiley Online Library on [04/01/2024]. See the Terms and Conditions (https://onlinelibrary.wiley.com/terms-and-conditions) on Wiley Online Library for rules 20554877, 0, Downloaded from https://onlinelibrary.wiley.com/doi/10.1002/dep2.264 by Cochrane France, Wiley Online Library on [04/01/2024]. See the Terms and Conditions (https://onlinelibrary.wiley.com/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are gove 24 24 MOREAU et al. iley.com/doi/10.1002/dep2.264 by Cochrane France, Wiley Online Library on [04/01/2024]. See the Terms and Conditions (https://onlinelibrary.wiley.com/terms and conditions) on W line Library on [04/01/2024]. See the Terms and Conditions (https://onlinelibrary.wiley.com/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are gov wiley.com/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are governed by the applicable Creative Commons License FIGURE 13 Schematic logs of the Viabon (A) and Crambes (B) quarries (respectively locations [16] and [11] on Figure 1D) and their
stratigraphic sequences. FIGURE 13 Schematic logs of the Viabon (A) and Crambes (B) quarries (respectively locations [16] and [11] on Figure 1D) and their
stratigraphic sequences FIGURE 13 Schematic logs of the Viabon (A) and Crambes (B) quarries (respectively locations [16] and [11] on Figure 1D) and their
stratigraphic sequences. Pyrenean deformations whereas the last configuration is
linked to Alpine deformations (Guillocheau et al., 2000;
Bourgeois et al., 2007; Briais, 2015). 6.1 | Marine and tectonic influences
on palaeoenvironments and sedimentary
geometries The depocentre the late Rupelian, the depocentre moved further south
before the large uplift of the basin during the Chattian. The first and second configurations are associated with the late Rupelian, the depocentre moved further south
before the large uplift of the basin during the Chattian. The first and second configurations are associated with 20554877, 0, Downloaded from https://onlinelibrary.wiley.com/doi/10.1002/dep2.264 by Cochrane France, Wiley Online Library on [04/01/2024]. See the Terms and Conditions (https://onlinelibrary.wiley.com/terms-and-conditions) on Wiley Online Library for rul 20554877, 0, Downloaded from https://onlinelibrary.wiley.com/doi/10.1002/dep2.264 by Cochrane France, Wiley Online Library on [04/01 | 25 MOREAU et al. 25 FIGURE 14 Synthetic chronostratigraphic diagram from the Lutetian to the Aquitanian showing stratigraphic cycles in Europe and
in the Paris Basin (1: Speijer et al., 2020), global sea-level variations (2: Miller et al., 2020), the evolution of the Paris Basin configuration
resulting from tectonic activity and the evolution of depositional systems/environments, and climate (3: Châteauneuf, 1980; 4:
Mégnien, 1980; 5: Huyghe et al., 2015; 6: Cramer et al., 2009). The time of each cycle is based on the biostratigraphic fauna discovered in the
basin correlated to the global chronostratigraphic chart (see Section 2 for details; Gradstein et al., 2020). y Cochrane France, Wiley Online Library on [04/01/2024]. See the Terms and Conditions (https://onlinelibrary.wiley.com/terms-and-conditions) on Wiley Online Library for ru FIGURE 14 Synthetic chronostratigraphic diagram from the Lutetian to the Aquitanian showing stratigraphic cycles in Europe and
in the Paris Basin (1: Speijer et al., 2020), global sea-level variations (2: Miller et al., 2020), the evolution of the Paris Basin configuration
resulting from tectonic activity and the evolution of depositional systems/environments, and climate (3: Châteauneuf, 1980; 4:
Mégnien, 1980; 5: Huyghe et al., 2015; 6: Cramer et al., 2009). The time of each cycle is based on the biostratigraphic fauna discovered in the
basin correlated to the global chronostratigraphic chart (see Section 2 for details; Gradstein et al., 2020). migration and major palaeogeographical changes related
to these deformations resulted in different sedimentary
profiles. The first configuration favours the northward
connection of the basin to the marine domain, and then
the deposition of open and restricted marine facies (as-
sociations FA1 and FA2; Calcaire grossier and Marnes et
Caillasses formations). 6.2.1 | The coastal lacustrine system The coastal lacustrine system (facies association FA3
and FA5, Figure 15) was dominated by freshwater, re-
corded in the lacustrine sediments by the abundance of
ostracods, charophytes and gastropods, but had ephem-
eral connections with the marine domain (Figure 15A). Carbon and oxygen isotopes show a large range of val-
ues but are lower than those from the restricted marine
carbonates (Figure 15A). This indicates variation in sa-
linity due to (1) the mixing between meteoric and ma-
rine waters and (2) a decrease in the inflow-evaporation
ratio (Figures 5 and 15; Talbot, 1990). Carbonate facies
are micritic with some bioclastic levels (both marine
and lacustrine fauna). The faunal content and its diver-
sity are generally greater in marine influenced deposits
(Fürsich, 1993), which present packstone to rudstone
textures (facies F3b and F3c) or marly facies (F3e). Freshwater deposits often present mudstone to pack-
stone textures. Ephemeral connections with the marine
domain, probably during storms as attested by the pres-
ence of tempestites, favour the development of euryha-
line foraminifera and marine fauna in brackish to saline
waters (Pint et al., 2017; Fritz et al., 2018). It is a challenge to classify and relate facies between
marine and non-marine domains in many ancient sedi-
mentary systems especially where outcrops are rare (e.g.,
the Issirac Basin, France) or with subsurface data (co-
quina formations in the Campos, Santos or Sergipe ba-
sins, Brazil; Thompson et al., 2015; Lettéron et al., 2018;
Favoreto et al., 2021). In some previous works focussing
on the Cenozoic of the Paris Basin, palaeontologists based
their palaeoenvironmental definitions on salinity crite-
ria (Abrard, 1925; Denizot, 1927; Blondeau et al., 1965;
Pomerol et al., 1965; Cavelier, 1968; Mégnien, 1974;
Turland, 1974; Pomerol & Riveline, 1975; Aubry
et al., 1977; Mégnien, 1980). Indeed, deposits with a pal-
aeontological record suggesting normal marine salinity
were defined as open to restricted marine, deposits with
a brackish water fauna were classified as coastal brackish
lagoonal, and deposits with freshwater to brackish fossils
were interpreted as lacustrine. The large-scale cross-sec-
tions traced in this study indicate that levels with marine
or brackish fauna are correlated with those with brackish
to freshwater fauna without any thickness variations and
without “barrier” facies (sand bars, palaeosols, marshes
etc.). This suggests a salinity gradient within a single
waterbody rather than separate lakes or lagoons. 6.2.1 | The coastal lacustrine system These
salinity gradients must therefore have resulted from the
mixing of seawater and meteoric water from the drain-
age basin, and/or from a variable evaporation rate. Three
distinct settings (restricted marine domain, coastal lake
and inland lake) can be defined based on facies, salinity,
sedimentary geometries, palaeogeography and carbon
and oxygen isotope data of micrites. This system developed under two different climates in
the Paris Basin: a subtropical climate (wet with contrasted
seasons) during the Bartonian and the Rupelian, and a
semi-arid climate (dry with strong seasonality) during the
Priabonian (Figure 14; Châteauneuf, 1980). Under a sub-
tropical climate, gypsum precipitation was reduced and
micritic facies (facies F3b and F3c) and varves (facies F3d)
formed on the margins and in the depocentre of a strat-
ified lake (Figure 15). Under semi-arid conditions, high
gypsum-content deposits formed in the depocentre of the
lake (facies F3a and F3e) (Priabonian, Figure 15). Planar
microbial laminae formed on the lake margins, mostly
with gypsum deposits (facies F3a). The same facies dis-
tribution was identified depending on the climate in the
oligohaline to mesohaline and hypersaline lake models
(Eugster & Hardie, 1978; Allen & Collisson, 1986; Bohacs
et al., 2000; Lettéron et al., 2022) or in sabkha and non-ma-
rine evaporitic environments (Evans et al., 1969; Warren &
Kendall, 1985; Shaw et al., 1990; Cooke et al., 1993; Rouchy
et al., 1993; Arenas & Pardo, 1999; Bouton et al., 2016). However, it differs with respect to the presence of marine
fauna due to marine connections. First, the restricted marine platform (facies associa-
tion FA2) was attached to the marine domain, experi-
encing variable salinity (marine, brackish or hypersaline
water) and deposition of marine influenced sediments
(diversified marine fauna, slightly negative δ13C val-
ues). This setting developed in the Paris Basin during
Lutetian– early Bartonian times (Figure 11A,B). Second,
during Bartonian–Rupelian times the coastal lake (FA3)
in the Paris Basin was dominated by meteoric and flu-
vial waters although ephemeral connections occurred
with the marine domain (δ13C and δ18O values covary
and are negative; Figure 11C,D). Finally, the inland lake
setting (FA6) is disconnected from any marine influ-
ences and freshwater sediments formed (late Rupelian
and Aquitanian stages in the Paris Basin; Figure 11E). The following parts of the discussion presents detailed
facies models and differences for the newly defined
coastal lake and inland lake settings. 6.1 | Marine and tectonic influences
on palaeoenvironments and sedimentary
geometries The progressive southward migra-
tion of the depocentre during the Bartonian–Priabonian implies a progressive disconnect of the basin from the
marine domain and the deposition of coastal lake facies
(association FA3, Calcaire de Saint-Ouen and Marnes et
Masses de gypses formations). During the Rupelian, the
migration of the depocentre even further south implies a
complete disconnect with the marine domain, and thus
the formation of an inland lake facies (association FA6,
Calcaire d'Etampes and Calcaire de Beauce formations). 20554877, 0, Downloaded from https://onlinelibrary.wiley.com/doi/10.1002/dep2.264 by Cochrane France, Wiley Online Library on [04/01 26 26 MOREAU et al. 15 Depositional and facies models of lacustrine–palustrine carbonate systems of the Paris Basin during the Cenozoi
lacustrine system model: mixed carbonate-evaporitic brackish to hypersaline lacustrine to palustrine environments, w y Cochrane France, Wiley Online Library on [04/01/2024]. See the Terms and Conditions (https://onlinelibrary.wiley.com/terms-and-conditions) on Wiley Online Library for ru ibrary on [04/01/2024]. See the Terms and Conditions (https://onlinelibrary.wiley.com/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are governed 15 Depositional and facies models of lacustrine–palustrine carbonate systems of the Paris Basin during the Cenozoic
lacustrine system model: mixed carbonate-evaporitic brackish to hypersaline lacustrine to palustrine environments, wit
nnections with the marine domain; semi-arid, subtropical climate; Bartonian to Rupelian. (B) Inland lacustrine system:
water microbial lacustrine margin isolated from the marine domain; temperate climate; Rupelian and Aquitanian. e Terms and Conditions (https://onlinelibrary.wiley.com/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are governed by the applicable Creative Co wiley.com/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are governed by the applicable Creative Commons License FIGURE 15 Depositional and facies models of lacustrine–palustrine carbonate systems of the Paris Basin during the Cenozoic. (A) Coastal lacustrine system model: mixed carbonate-evaporitic brackish to hypersaline lacustrine to palustrine environments, with
episodic connections with the marine domain; semi-arid, subtropical climate; Bartonian to Rupelian. (B) Inland lacustrine system: low
energy freshwater microbial lacustrine margin isolated from the marine domain; temperate climate; Rupelian and Aquitanian. FIGURE 15 Depositional and facies models of lacustrine–palustrine carbonate systems of the Paris Basin during the Cenozoic. (A) Coastal lacustrine system model: mixed carbonate-evaporitic brackish to hypersaline lacustrine to palustrine environments, with
episodic connections with the marine domain; semi-arid, subtropical climate; Bartonian to Rupelian. (B) Inland lacustrine system: low
energy freshwater microbial lacustrine margin isolated from the marine domain; temperate climate; Rupelian and Aquitanian. 27 27 MOREAU et al. 6.2.1 | The coastal lacustrine system Laterally to the lake (facies association FA3), a pa-
lustrine domain (FA5) developed, strongly affected by
subaerial exposure (Figure 15A). The negative δ13C and
δ18O values indicate the influence of meteoric fluids
(Figures 5 and 15). In this palustrine environment, the ini-
tial carbonate formed in low saline meteoric water judg-
ing from the biota and the negative carbon and oxygen 28 28 MOREAU et al. Vera & Jiménez de Cisneros, 1993; Miller et al., 2013). In the deepest part of the lake, alternations of marls and
mudstones (facies F6g) form. As mentioned by Platt and
Wright (1992), the highly extended palustrine domain
indicates that the lacustrine–palustrine system was
mainly shallow, as attested by the abundance of desic-
cated lacustrine facies (facies F6a, b, d and e) and the
rarity/absence of deep-water facies. The palustrine do-
main that developed laterally to the inland lake is differ-
ent to the palustrine domain associated with the coastal
lake. Fewer calcretes formed and they are localised in
the areas furthest from the lake (Figure 15). Instead, or-
ganic-rich marls and alternating mudstones and wacke-
stones with root traces (facies F5g and F5h) were more
frequent along the lake margins. Breccia facies formed
in-situ by desiccation or by recycling of the pre-existing
and early cemented carbonate are also abundant (facies
F5f, F6a). This model is similar to those of Freytet and
Plaziat (1982), Allen and Collinson (1986), Platt (1989)
or Bohacs et al. (2000) when open or balanced-filled
lakes have low-energy margins. Nonetheless, it differs
by showing a lower detrital input, abundant microbial
crusts and reworked intraclasts, and a large variety of
palustrine facies. The differences in facies distribution
between the coastal and inland lacustrine systems can
be explained by the wetter climate during the Rupelian–
Aquitanian than during the Priabonian (Figure 15B;
Châteauneuf, 1980). isotope values of the micrites (Arenas et al., 1997; Alonso-
Zarza & Arenas, 2004; Leng & Marshall, 2004; Huerta &
Armenteros, 2005; Fischer-Femal & Bowen, 2021). The
palustrine domain was greatly extended in a semi-arid
climate, which is consistent with the current view of pa-
lustrine carbonate formation (Freytet & Plaziat, 1982;
Wright & Tucker, 1991; Platt & Wright, 1992; Alonso-
Zarza, 2003; Huerta & Armenteros, 2005; Alonso-Zarza &
Wright, 2010; Azerêdo et al., 2015). 6.2.1 | The coastal lacustrine system Palustrine facies show
varying degrees of modification by subaerial exposure
processes, ranging from simple desiccation of the primary
mud (facies F5e and f) to total pedogenic overprinting (fa-
cies F5a to d). These varied features (desiccation cracks,
microkarsts, root traces, calcretes, rhizoconcretions) re-
veal different durations of exposure to surface processes,
directly dependent on the climate. Under subtropical con-
ditions, these features are less developed and the calcrete
facies are thinner in metre-thick depositional sequences. The depositional sequences begin at the base with in-situ
brecciated limestones (facies F5f) and chalky altered lime-
stones (facies F5d) marking high sedimentation rates and
moderate pedogenetic processes, i.e., a high lake-water
level during a relatively wet period (Figure 12; Alonso-
Zarza & Wright, 2010). The common presence of lacus-
trine facies below palustrine facies within depositional
sequences indicates a lacustrine origin for the micrite. Facies F5f and F5d pass upwards into nodular brecciated
limestones (facies F5b) and then tubular and laminar
brecciated limestones (facies F5a and F5c), which indi-
cate a lower sedimentation rate and formation by intense
pedogenesis during longer periods of subaerial exposure
(Figure 12). Subaerial exposure increasingly modified pal-
ustrine facies with distance from the lake (Figure 15). In the inland lake, micrite is still dominant but mi-
crobial activity is clearly more important than in coastal
lakes, with the abundance of laminated microbial crusts
and microbial oncoids (facies F6e and f). These differences
in microbial structures between coastal and inland lakes
probably result from climate changes. Indeed, microbial
structures are more developed during periods of temperate
climate (Rupelian and Aquitanian) (Châteauneuf, 1972;
Utescher et al., 2000; Scherler et al., 2013). The enhanced
development of microbial structures in wet climates
during the Aquitanian is already known from other lo-
cations in Western Europe (Roche et al., 2018; Arenas-
Abad, 2021; Vennin et al., 2021). High precipitation rates
may favour microbial activity by bringing nutrients into
the lakes. iley.com/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are governed by the applicable Creative Commons License 6.2.2 | The inland lacustrine system The inland lacustrine system (facies associations FA6
and FA5) presents no marine influence but instead indi-
cate sedimentation in freshwater (δ13C and δ18O values
covary and are negative during the late Rupelian and
Aquitanian; Figure 15B). Fossils such as gastropods, os-
tracods and charophytes are present but only abundant
in specific locations on the lake margins, where they may
form coquinas (facies F6d; Gierlowski-Kordesch, 2010). These fossil-rich beds alternate with thick micro-
bial crusts (facies F6f) and oncoidal beds (facies F6e). Desiccation in the lacustrine facies is frequent and marks
subaerial exposure. The abundance of reworked intra-
clast facies (F6a and F6b) and grainstones with peloids
and shell fragments (facies F6c) highlights the rework-
ing by waves of desiccated carbonates from the palus-
trine and lacustrine margins (Strasser, 1984; Platt, 1989; Palustrine carbonates formed therefore periodically
from the late Lutetian to the Aquitanian in the Paris Basin
and pass laterally to restricted marine and lacustrine en-
vironments (facies associations FA2, FA3 and FA6). In
the fossil record, palustrine carbonates have been identi-
fied in numerous settings associated with deposits from
internal ramps, lagoons, rivers and lakes (Alonso-Zarza
& Wright, 2010a). These carbonates are often linked to
significant underlying karstic aquifer systems (Platt &
Wright, 2023). These aquifers can supply the necessary 29 MOREAU et al. CaCO3 for carbonate formation in marshes through ris-
ing groundwaters (“Groundwater Dependent Carbonate
Factories” by Platt & Wright, 2023). Therefore, the ap-
pearance and development of palustrine carbonates in the
fossil record can be interpreted in response to the aquifer
level rising due to marine transgression in coastal settings
or regional watershed responses to inland basin filling. fauna adapted to low salinity conditions (mesohaline to
oligohaline), a strong negative carbon and oxygen anom-
aly of the micrite indicating a major contribution from
continental waters and sediment thicknesses reducing
towards the marine domain. Facies correspond to varves
or evaporites in the depocentre while micritic carbonates
with a brackish fauna were deposited on the lake mar-
gins. The associated palustrine domain is mainly marked
by the formation of calcrete facies presenting different
textures (chalky, nodular, laminar and rhizoliths) and
showing successive metre-sized shallowing upwards se-
quences, recording subaerial exposure. In-situ brecciated
limestones and chalky calcretes are the palustrine facies
located closest to the lake margins. Moving away from
the lake, they pass into nodular and then into laminated
calcretes and rhizoliths. 6.2.2 | The inland lacustrine system The latter are the most devel-
oped palustrine facies in the coastal lake system. In the case studied here, the palustrine and lacustrine
carbonates are currently karstified and overlay the karst-
ified Cretaceous chalk aquifer in the eastern and south-
ern parts of the basin. Although no information about the
exact age of these karstifications is known, the presence of
Burdigalian mammals in the karsts within the Aquitanian
Calcaire de Beauce Formation suggests that some of these
karsts formed very early after sedimentation, no later than
a few million years. Consequently, the chalk aquifer and
possibly underlying karstic aquifers within non-marine
carbonates may have controlled the water supply in these
lacustrine-palustrine environments. While brief marine
connections have been identified in the coastal lacustrine
system, they are not recorded in the palustrine domain;
their contributions may be relatively minor compared to
the inputs from the watershed and underlying aquifers. Moreover, the drier climate of Priabonian-early Rupelian
times likely contributed to the extensive development of
palustrine facies compared to the late Rupelian and the
Aquitanian, affecting the water inflow from the watershed
and the evaporation rate. The preservation of these palus-
trine deposits, which can reach thicknesses of 40–50 m in
the Calcaire de Champigny Formation, is likely favoured
by local subsidence occurring to the east and south of the
basin during the Lutetian-Aquitanian. Inland lacustrine systems developed during the
Rupelian and the Aquitanian in the Paris Basin. Lakes
became disconnected from the marine domain and were
home to freshwater fauna. As a result, oxygen and carbon
isotope values are highly negative and less variable than
in the coastal lake. Microbial crusts with micritic or hy-
brid laminated microfabrics and oncoids are frequent and
attest to intense microbial activity. In the palustrine do-
main, organic-rich layers, limestones with root traces and
peloidal grainstones formed close to the lake margins. They present subaerial exposure features such as rootlet
moulds, desiccation cracks and microkarstification, and
they are frequently interbedded with lake facies. In-situ
brecciated limestones and rare calcrete facies reflect a
longer exposure time and are located further from the
lake margin. y.com/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are governed by the applicable Creative Commons Licen In the intracratonic Paris Basin, large-scale and long-
term tectonic processes were the main control of long-term
cycles and led to the southward migration of the dep-
ocentre. 6.2.2 | The inland lacustrine system Tectonism was responsible for the changes from
dominant marine environments in the Lutetian to coastal
lacustrine systems during the Bartonian and then inland
lacustrine systems during the Rupelian and Aquitanian by
modifying the connection of the basin with the marine do-
main. Third-order relative sea-level variations recorded in
other European basins seem to control short-term cycles in
the coastal lacustrine systems (BP4, BP6 and PO1 cycles),
but not in the inland systems. As a result, short and long-
term sequence stratigraphic surfaces (maximum regressive
and maximum flooding surfaces) could be extended from
the marine domain to the coastal lacustrine systems, allow-
ing correlation between these two depositional settings. This reinforces the importance of differentiating between
coastal and inland lacustrine environments. The impact of
climate on non-marine carbonate production was a major
feature in the Paris intracratonic basin. In more temperate Kévin Moreau
https://orcid.org/0000-0001-5165-8740 Kévin Moreau
https://orcid.org/0000-0001-5165-8740 7 | CONCLUSIONS The petrographic and facies studies of 35 new sedimen-
tary sections coupled with data from the literature for
the coastal and continental carbonate formations of the
Cenozoic of the Paris Basin allow us to define 32 facies
formed in depositional environments ranging from open
marine to lacustrine and palustrine. Key short-term and
long-term sequence stratigraphic surfaces (maximum
flooding and maximum regressive surfaces) were corre-
lated along two large-scale cross-sections to distinguish
spatial and temporal facies evolution and depositional ge-
ometries. Two facies models are proposed for coastal and
inland lacustrine systems, encompassing both the lacus-
trine and palustrine environments. Coastal lacustrine systems developed during the
Bartonian and Rupelian in the Paris Basin. These lakes
had episodic connections with the marine domain. This
environment differs from lagoon environments by a 30 30 MOREAU et al. Alonso-Zarza, A.M. (1999) Initial stages of laminar calcrete forma-
tion by roots: examples from the Neogene of central Spain. Sedimentary Geology, 126, 177–191. to humid climates, lacustrine carbonate production was in-
duced by microbial activity. Finally, it is highly likely that the presence of aquifers
in the Cretaceous chalk and in the lacustrine-palustrine
carbonate formations played a significant role in the for-
mation of the palustrine deposits on the surface, by supply-
ing the calcium carbonate necessary for their formation. However, the existence of such aquifers when palustrine
carbonates were formed remains to be proven. Alonso-Zarza, A.M. (2003) Palaeoenvironmental significance of pal-
ustrine carbonates and calcretes in the geological record. Earth
Science Reviews, 60, 261–298. https://doi.org/10.1016/S0012-
8252(02)00106-X Alonso-Zarza, A.M. & Arenas, C. (2004) Cenozoic calcretes from the
Teruel Graben, Spain: microstructure, stable isotope geochem-
istry and environmental significance. Sedimentary Geology,
167, 91–108. https://doi.org/10.1016/j.sedgeo.2004.02.001 Alonso-Zarza, A.M. & Wright, V.P. (2010a) Chapter 2: palustrine
carbonates. In: Alonso-Zarza, A.M. & Tanner, L.H. (Eds.)
Developments in Sedimentology Carbonates in continen-
tal settings: facies, environments, and processes. Amsterdam:
Elsevier 61, pp. 103–131. https://doi.org/10.1016/S0070-4571
(09)06102-0 ORCID Arribas, M.E., Bustillo, A. & Tsige, M. (2004) Lacustrine chalky car-
bonates: origin, physical properties and diagenesis (Palaeogene
of the Madrid Basin, Spain). Sedimentary Geology, 166, 335–
351. https://doi.org/10.1016/j.sedgeo.2004.01.012 n [04/01/2024]. See the Terms and Conditions (https://onlinelibrary.wiley.com/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are governed by Amao, A.O., Kaminski, M.A. & Setoyama, E. (2016) Diversity
of foraminifera in a shallow restricted lagoon in Bahrain. Micropaleontology, 62, 197–211. https://doi.org/10.47894/mpal.
62.3.01 Arenas, C., Casanova, J. & Pardo, G. (1997) Stable-isotope char-
acterization of the Miocene lacustrine systems of Los
Monegros (Ebro Basin, Spain): palaeogeographic and palae-
oclimatic implications. Palaeogeography Palaeoclimatology
Palaeoecology, 128, 133–155. https://doi.org/10.1016/S0031
-0182(96)00052-1 Arenas, C. & Pardo, G. (1999) Latest Oligocene–Late Miocene la-
custrine systems of the north-central part of the Ebro Basin
(Spain): sedimentary facies model and palaeogeographic syn-
thesis. Palaeogeography Palaeoclimatology Palaeoecology, 151,
127–148. https://doi.org/10.1016/S0031-0182(99)00025-5 DATA AVAILABILITY STATEMENT Data used in this research are available in the
Supplementary Information associated with the article as
well as upon reasonable request from the corresponding
author. Arenas-Abad, C. (2021) A multi-scale approach to laminated micro-
bial deposits in non-marine carbonate environments through
examples of the Cenozoic, north-east Iberian Peninsula, Spain. Depositional Record, 8, 67–101. ACKNOWLEDGEMENTS This study was conducted within the framework of the
research collaboration agreement 2019-157 between the
BRGM (Bureau de Recherches Géologiques et Minières,
French Geological Survey) and Université Paris-Saclay. This project was funded by the BRGM through the
“Référentiel Géologique de la France” programme and
by a doctoral PhD from the French Ministry of Research
and Higher Education (2019-105). We thank all the
companies that gave us access to their quarries, with-
out which some of this work would not have been pos-
sible: a2c-materiaux, Cemex, Eurovia, Fulchiron, Imerys
Ceramic France, Lafarge Holcim, SMBP, and Roland and
Dadonville quarries. We are also grateful to the SIARCE
for allowing us to describe the Maisse borehole. Thanks to
Chantal Bourdillon (Stratigraphie et biochronologie) for
the identification of foraminifera species and to Phillipe
Blanc (Lithologie Bourgogne) for the high-quality of thin
sections. The two reviewers are thanked for their help-
ful comments, which greatly improved the manuscript,
Kishore Selvam and editor Peter Swart for handling the
manuscript. Alonso-Zarza, A.M. & Wright, V.P. (2010) Chapter 5: calcretes. In:
Alonso-Zarza, A.M. & Tanner, L.H. (Eds.), Developments in
Sedimentology Carbonates in continental settings: Facies, envi-
ronments, and processes, Vol. 61. Elsevier, Amsterdam, pp. 225–
267. https://doi.org/10.1016/S0070-4571(09)06105-6 267. https://doi.org/10.1016/S0070-4571(09)06105-6 Alonso-Zarza, A.M., Genise, J.F. & Verde, M. (2011) Sedimentology,
diagenesis and ichnology of Cretaceous and Palaeogene cal-
cretes and palustrine carbonates from Uruguay. Sedimentary
Geology, 236, 45–61. REFERENCES & Goudie, A.S. (1993) Desert geomorphol-
ogy. London: CRC Press, p. 534. https://doi.org/10.1201/b12557 Copestake, P., Sims, A.P., Crittenden, S., Hamar, G.P., Ineson, J.R.,
Rose, P.T., Tringham, M.E., Evans, D., Graham, C. & Armour, A. (2003) The millennium atlas: petroleum geology of the central and
northern North Sea. Bath: Geological Society of London, p. 389. Bohacs, K.M., Carroll, A.R., Neal, J.E., Mankiewicz, P.J., Gierlowski-
Kordesch, E.H. & Kelts, K.R. (2000) Lake-Basin type, source
potential, and hydrocarbon character: an integrated se-
quence-stratigraphic-geochemical framework. Lake Basins
through Space and Time. AAPG Studies in Geology, 46, 3–34. Cramer, B.S., Toggweiler, J.R., Wright, J.D., Katz, M.E. & Miller,
K.G. (2009) Ocean overturning since the Late Cretaceous: in-
ferences from a new benthic foraminiferal isotope compilation. Paleoceanography and Paleoclimatology, 24, 14. Bohacs, K.M., Grabowski, G., Jr. & Carroll, A.R. (2007) Lithofacies
architecture and variations in expression of sequence stra-
tigraphy within representative intervals of the Green River
Formation, Greater Green River Basin, Wyoming and Colorado. Mountain Geologist, 44, 39–60. De Boever, E., Brasier, A.T., Foubert, A. & Kele, S. (2017) What do we
really know about early diagenesis of non-marine carbonates? Sedimentary Geology, 361, 25–51. https://doi.org/10.1016/j.sed-
geo.2017.09.011 Delhaye-Prat, V., Cassagne, B., Guillocheau, F. & Rubino, J.-L. (2005) Sedimentologie des Sables de Fontainebleau et architec-
ture des dépôts oligocènes du Bassin de Paris. Association des
Sédimentologistes Français, 4, 129 pp (in French). Bourgeois, O., Ford, M., Diraison, M., de Veslud, C.L.C., Gerbault,
M., Pik, R., Ruby, N. & Bonnet, S. (2007) Separation of rifting
and lithospheric folding signatures in the NW-Alpine foreland. International Journal of Earth Sciences, 96, 1003–1031. https://
doi.org/10.1007/s00531-007-0202-2 Della Porta, G. (2015) Carbonate build-ups in lacustrine, hydro-
thermal and fluvial settings: comparing depositional geome-
try, fabric types and geochemical signature. Geological Society
of London, Special Publication, 418, 17–68. https://doi.org/10.
1144/SP418.4 Bouton, A., Vennin, E., Pace, A., Bourillot, R., Dupraz, C., Thomazo,
C., Brayard, A., Désaubliaux, G. & Visscher, P.T. (2016) External
controls on the distribution, fabrics and mineralization of mod-
ern microbial mats in a coastal hypersaline lagoon, Cayo Coco
(Cuba). Sedimentology, 63, 972–1016. https://doi.org/10.1111/
sed.12246 Denizot, G. (1927) Les formations continentales de la région orléa-
naise, PhD thesis, BRGM, Paris, 575 pp (in French). Brasier, A.T. (2011) Searching for travertines, calcretes and speleo-
thems in deep time: Processes, appearances, predictions and
the impact of plants. Earth Science Reviews, 104, 213–239. https://doi.org/10.1016/j.earscirev.2010.10.007 Deschamps, R., Rohais, S., Hamon, Y. & Gasparrini, M. REFERENCES Assayag, N., Rivé, K., Ader, M., Jézéquel, D. & Agrinier, P. (2006)
Improved method for isotopic and quantitative analysis of
dissolved inorganic carbon in natural water samples. Rapid
Communications in Mass Spectrometry, 20, 2243–2251. https://
doi.org/10.1002/rcm.2585 Abrard, R. (1925) Le Lutétien du Bassin de Paris: Essai de monogra-
phie stratigraphique. 3-2. (in French). Abrard, R. (1925) Le Lutétien du Bassin de Paris: Essai de monogra-
phie stratigraphique. 3-2. (in French). Alimen, H. (1936) Etude sur le Stampien du Bassin de Paris. Mémoires. Société Géologique de France, 14, 304 pp. (in French). Allan, J.R. & Matthews, R.K. (1982) Isotope signatures associated
with early meteoric diagenesis. Sedimentology, 29, 797–817. https://doi.org/10.1111/j.1365-3091.1982.tb00085.x Aubry, M.-P., Blondeau, A., Cavelier, C., Damotte, R., Gruas-
Cavagnetto, C., Le Calvez, Y., Odin, G., Pomerol, C.,
Renard, M., Riveline, J. & Tourenq, J. (1977) Le Paléogène
dans le sondage du Mont Pagnotte. Bulletin d'Information
des Géologues du Bassin de Paris, 14, 3–50 (in French with
English abstract). Allen, J.R. (1980) Sand waves: a model of origin and internal struc-
ture. Sedimentary Geology, 26, 231–281. Allen, P.A. & Collinson, J.D. (1986) Lakes. In: Sedimentary environments
and facies. London: Blackwell Scientific Publications, pp. 63–94. Allen, P.A. & Collinson, J.D. (1986) Lakes. In: Sedimentary environments
and facies. London: Blackwell Scientific Publications, pp. 63–94. 31 MOREAU et al. Aubry, M.-P. (1985) Northwestern European Paleogene magneto-
stratigraphy, biostratigraphy, and paleogeography: calcareous
nannofossil evidence. Geology, 13, 198. https://doi.org/10.1130/
0091-7613(1985)13<198:NEPMBA>2.0.CO;2 on development of lacustrine basin fills in part of the Erlian basin,
northeast China. AAPG Bulletin, 85, 2017–2043. https://doi.org/10.
1306/8626D0DB-173B-11D7-8645000102C1865D Châteauneuf, J.J. (1972) Contribution à l'étude de l'Aquitanien. La
coupe de Carry-le-Rouet (Bouches-du-Rhône, France). Ve
Congrès du Néogène méditerranéen. Volume III, Étude pal-
ynologique. Bulletin du Bureau de Recherches Géologiques et
Minières, 4, 59–65 (in French). Azerêdo, A.C., Paul Wright, V.P., Mendonça-Filho, J., Cristina Cabral,
M. & Duarte, L.V. (2015) Deciphering the history of hydrologic
and climatic changes on carbonate lowstand surfaces: calcrete
and organic-matter/evaporite facies association on a palimpsest
Middle Jurassic landscape from Portugal. Sedimentary Geology,
323, 66–91. https://doi.org/10.1016/j.sedgeo.2015.04.012 Châteauneuf, J.-J. (1980) Palynostratigraphie et paléoclimatologie de
l'Eocène supérieur et de l'Oligocène du Bassin de Paris, PhD
thesis, BRGM, Paris, 361 pp (in French). 323, 66–91. https://doi.org/10.1016/j.sedgeo.2015.04.012 Blondeau, A., Cavelier, C., Feugueur, L. & Pomerol, C. (1965)
Stratigraphie du Paléogène du bassin de Paris en relation avec
les bassins avoisinants. Bulletin de la Société Géologique de
France, 7, 200–221 (in French). https://doi.org/10.2113/gssgf
bull.S7-VII.2.200 Cooke, R.U., Warren, A. 00102C1865D Freytet, P. & Verrecchia, E.P. (2002) Lacustrine and palustrine car-
bonate petrography: an overview. Journal of Paleolimnology, 27,
221–237. Hanneman, D.L. & Wideman, C.J. (2010) Chapter 5: continen-
tal sequence stratigraphy and continental carbonates. In:
Alonso-Zarza, A.M. & Tanner, L.H. (Eds.) Developments in
SedimentologyCarbonates in continental settings: geochemis-
try, diagenesis, and applications, Vol. 62. Amsterdam: Elsevier,
pp. 215–273. https://doi.org/10.1016/S0070-4571(09)06205-0 Fritz, M., Unkel, I., Lenz, J., Gajewski, K., Frenzel, P., Paquette, N.,
Lantuit, H., Körte, L. & Wetterich, S. (2018) Regional environ-
mental change versus local signal preservation in Holocene
thermokarst lake sediments: a case study from Herschel Island,
Yukon (Canada). Journal of Paleolimnology, 60, 77–96. https://
doi.org/10.1007/s10933-018-0025-0 Hardenbol, J., Thierry, J., Farley, M.B., Jacquin, T., de Graciansky,
P.-C. & Vail, P.R. (1999) Mesozoic and cenozoic sequence chro-
nostratigraphic framework of European Basins. Mesozoic and
Cenozoic sequence stratigraphy of European Basins. SEPM
Special Publication, 60, 3–15. https://doi.org/10.2110/pec.98.
02.0003 Fürsich, F.T. (1993) Palaeoecology and evolution of Mesozoic sa-
linity-controlled benthic macroinvertebrate associations. Lethaia, 26, 327–346. https://doi.org/10.1111/j.1502-3931.
1993.tb01540.x Huerta, P. & Armenteros, I. (2005) Calcrete and palustrine as-
semblages on a distal alluvial-floodplain: a response to local
subsidence (Miocene of the Duero basin, Spain). Sedimentary
Geology, 177, 253–270. https://doi.org/10.1016/j.sedgeo.2005.
03.007 Gély, J.P. & Lorenz, C. (1991) Analyse séquentielle de l'Eocène et
de l'Oligocène du bassin Parisien (France). Revue de l'Institut
Francais du Petrole, 46, 713–747. (in French with English ab-
stract). https://doi.org/10.2516/ogst:1991034 Huyghe, D. (2010) Changements climatiques globaux et forçage
tectonique au Paléogène: exemples du bassin de Paris et des
Pyrénées au Paléogène. PhD thesis, Paris 6, Paris, 359 p (in
French with English abstract). Gély, J.P. (2016) The Paleogene of the Paris Basin: correlations and
paleogeography. Bulletin d'Information des Géologues du Bassin
de Paris, 53, 2–13 (in French with English abstract). Gierlowski-Kordesch, E.H. (2010) Chapter 1: lacustrine car-
bonates. In: Alonso-Zarza, A.M. & Tanner, L.H. (Eds.),
Developments inSedimentology, Carbonates in continental
settings: facies, environments, and processes. Amsterdam:
Elsevier, 61, pp. 1–101. Huyghe, D., Lartaud, F., Emmanuel, L., Merle, D. & Renard, M. (2015) Palaeogene climate evolution in the Paris Basin from
oxygen stable isotope (δ18O) compositions of marine molluscs. Journal of the Geological Society, 172, 576–587. https://doi.org/
10.1144/jgs2015-016 /terms-and-conditions) on Wiley Online Library for rules of use; OA articles are governed by the applicable Creative Commons License Gigot, C. (1973) Carte géologique de la France à 1/50 000e (n°362),
Patay, Notice explicative. BRGM, Orléans, 18 p. Kabanov, P., Anadón, P. REFERENCES (2020)
Dynamic of a lacustrine sedimentary system during late rift-
ing at the Cretaceous–Palaeocene transition: Example of the
Yacoraite Formation, Salta Basin, Argentina. Depositional
Record, 6, 490–523. https://doi.org/10.1002/dep2.116 terms-and-conditions) on Wiley Online Library for rules of use; OA articles are governed by the applicable Creative Commons License Briais, J. (2015) Le Cénozoïque du bassin de Paris : un enregis-
trement sédimentaire haute résolution des déformations
lithosphériques en régime de faible subsidence. PhD thesis,
Université de Rennes, Rennes, 450 pp (in French). Dunham, R.J. (1962) Classification of carbonate rocks according to
depositional textures. AAPG Memoir, 1, 108–121. Dye, A.H. & Barros, F. (2005) Spatial patterns in meiobenthic as-
semblages in intermittently open/closed coastal lakes in New
South Wales, Australia. Estuarine, Coastal and Shelf Science, 62,
575–593. https://doi.org/10.1016/j.ecss.2004.08.022 Briais, J., Guillocheau, F., Lasseur, E., Robin, C., Châteauneuf, J.J. & Serrano, O. (2016) Response of a low-subsiding intracratonic
basin to long wavelength deformations: the Palaeocene–Early
Eocene period in the Paris Basin. Solid Earth, 7, 205–228. https://doi.org/10.5194/se-7-205-2016 Embry, A.F. & Klovan, J.E. (1971) A late Devonian reef tract on north-
eastern Banks Island, NWT. Bulletin of Canadian Petroleum
Geology, 19, 730–781. Capezzuoli, E., Della-Porta, G., Rogerson, M. & Tagliasacchi, E. (2022) Non-marine carbonate: wherefore art thou? Depositional
Record, 8, 4–8. https://doi.org/10.1002/dep2.170 Eugster, H.P. & Hardie, L.A. (1978) Chapter 8: saline lakes. In:
Lerman, A. (Ed.) Lakes. Berlin Heidelberg, New-York: Springer-
Verlag, pp. 237–293. Record, 8, 4–8. https://doi.org/10.1002/dep2.170 Cavelier, C. (1968) Le Paléogène des forages de Marcoussis
(Essonne). Mémoires. Bureau de Recherches Géologique et
Minières (France), 58, 389–400 (in French). Evans, G., Schmidt, V., Bush, P. & Nelson, H. (1969) Stratigraphy
and geologic history of the Sabkha, Abu Dhabi, Persian Gulf. Sedimentology, 12, 145–159. https://doi.org/10.1111/j.1365-
3091.1969.tb00167.x Cavelier, C. (1969) La limite Eocène-Oligocène, Bur. Rech. Géol. Min. Mém., Presented at the Colloque sur l'Eocène, Paris, 431–
437 pp. (in French with English abstract). Favoreto, J., Valle, B., Borghi, L., Dal’ Bó, P.F., Mendes, M., Arena,
M., Santos, J., Santos, H., Ribeiro, C. & Coelho, P. (2021)
Depositional controls on lacustrine coquinas from an Early Changsong, L., Eriksson, K., Sitian, L., Yongxian, W., Jianye, R. & Yanmei,
Z (2001) Sequence architecture depositional systems and controls Changsong, L., Eriksson, K., Sitian, L., Yongxian, W., Jianye, R. & Yanmei,
Z. (2001) Sequence architecture, depositional systems, and controls 32 32 MOREAU et al. Beauce). PhD thesis, Université d'Orléans, Orléans, 141 pp (in
French). REFERENCES Guillocheau, F., Robin, C., Allemand, P., Bourquin, S., Brault, N.,
Dromart, G., Friedenberg, R., Garcia, J.-P., Gaulier, J.-M.,
Gaumet, F., Grosdoy, B., Hanot, F., Le Strat, P., Mettraux, M.,
Nalpas, T., Prijac, C., Rigoltet, C., Serrano, O. & Grandjean,
G. (2000) Meso-Cenozoic geodynamic evolution of the Paris
Basin: 3D stratigraphic constraints. Geodinamica Acta, 13, 189–
245. https://doi.org/10.1080/09853111.2000.11105372 Beauce). PhD thesis, Université d'Orléans, Orléans, 141 pp (in
French). Guillocheau, F., Robin, C., Allemand, P., Bourquin, S., Brault, N., Beauce). PhD thesis, Université d'Orléans, Orléans, 141 pp (in Cretaceous rift lake: Morro do Chaves Formation, Northeast
Brazil. Marine and Petroleum Geology, 124, 104852. https://doi.
org/10.1016/j.marpetgeo.2020.104852 Beauce). PhD thesis, Université d'Orléans, Orléans, 141 pp (in
French). Guillocheau, F., Robin, C., Allemand, P., Bourquin, S., Brault, N., Fischer-Femal, B.J. & Bowen, G.J. (2021) Coupled carbon and ox-
ygen isotope model for pedogenic carbonates. Geochimica et
Cosmochimica Acta, 294, 126–144. https://doi.org/10.1016/j.
gca.2020.10.022 Dromart, G., Friedenberg, R., Garcia, J.-P., Gaulier, J.-M., Gaumet, F., Grosdoy, B., Hanot, F., Le Strat, P., Mettraux, M., Nalpas, T., Prijac, C., Rigoltet, C., Serrano, O. & Grandjean,
G. (2000) Meso-Cenozoic geodynamic evolution of the Paris
Basin: 3D stratigraphic constraints. Geodinamica Acta, 13, 189–
245. https://doi.org/10.1080/09853111.2000.11105372 Flügel, E. & Munnecke, A. (2010) Microfacies of carbonate rocks:
analysis, interpretation and application. Berlin: Springer, p. 2004. 245. https://doi.org/10.1080/09853111.2000.11105372 Hamilton, D.S. & Tadros, N.Z. (1994) Utility of coal seams as genetic
stratigraphic sequence boundaries in nonmarine basins: an ex-
ample from the Gunnedah Basin, Australia. AAPG Bulletin, 78,
267–286. https://doi.org/10.1306/BDFF9082-1718-11D7-86450
00102C1865D Freytet, P. & Plaziat, J.-C. (1982) Continental carbonate sedimentation
and pedogenesis—Late Cretaceous and Early tertiary of Southern
France. Stuttgart: E. Schweizerbart'sche Verlagsbuchhandlung,
p. 213. 00102C1865D 101–103, Editions du BRGM (in French). Leng, M.J. & Marshall, J.D. (2004) Palaeoclimate interpretation of
stable isotope data from lake sediment archives. Quaternary
Science Reviews, 23, 811–831. https://doi.org/10.1016/j.quasc
irev.2003.06.012 Melo, A.H., Magalhães, A.J.C., Menegazzo, M.C., Fragoso, D.G.C.,
Florencio, C.P. & Lima-Filho, F.P. (2021) High-resolution se-
quence stratigraphy applied for the improvement of hydro-
carbon production and reserves: A case study in Cretaceous
fluvial deposits of the Potiguar basin, northeast Brazil. Marine
and Petroleum Geology, 130, 105124. https://doi.org/10.1016/j.
marpetgeo.2021.105124 Le Callonnec, L., Galbrun, B., Person, A., Harivel, C., Schnyder, J. &
Baut, J.-P. (2018) Lagoon story at the Eocene–Oligocene bound-
ary in the Paris Basin: Sedimentary series of the Cormeilles-en-
Parisis quarry (France). Bulletin d'Information des Géologues du
Bassin de Paris, 56, 3–21. Ménillet, F. (1974) Etude pétrographique et sédimentologique des
calcaires d'Etampes et de Beauce, formations dulçaquicoles du
Stampien supérieur à l'Aquitanien dans le Bassin de Paris. PhD
thesis, Paris Sud, Paris, 138 pp (in French). Le Calvez, Y. (1970) Contribution à l'étude des foraminifères
paléogènes du Bassin de Paris. In: Cahiers de Paléontologie. Paris: C.N.R.S., Éditions du Centre national de la recherche sci-
entifique, pp. 1–326 (In French). Mercedes-Martín, R., Arenas, C. & Salas, R. (2014) Diversity and
factors controlling widespread occurrence of syn-rift Ladinian
microbialites in the western Tethys (Triassic Catalan Basin, NE
Spain). Sedimentary Geology, 313, 68–90. https://doi.org/10.
1016/j.sedgeo.2014.08.006 Lettéron, A., Fournier, F., Hamon, Y., Villier, L., Margerel, J.-P.,
Bouche, A., Feist, M. & Joseph, P. (2017) Multi-proxy pa-
leoenvironmental reconstruction of saline lake carbonates:
Paleoclimatic and paleogeographic implications (Priabonian-
Rupelian, Issirac Basin, SE France). Sedimentary Geology, 358,
97–120. Merle, D. (2008) Stratotype Lutétien. Paris: Museum national d'His-
toire naturelle, pp. 288 (in French). Lettéron, A., Hamon, Y., Fournier, F., Séranne, M., Pellenard, P. &
Joseph, P. (2018) Reconstruction of a saline, lacustrine car-
bonate system (Priabonian, St-Chaptes Basin, SE France):
Depositional models, paleogeographic and paleoclimatic im-
plications. Sedimentary Geology, 367, 20–47. https://doi.org/10.
1016/j.sedgeo.2017.12.023 Meulenkamp, J.E., Sissingh, W., Londeix, L., Cahuzac, B. & Calvo,
J.P. (2000) Late Lutetian, Late Rupelian. In: Dercourt, J.,
Gaetani, M., Vrielynck, B., Barrier, E., Biju-Duval, B., Brunet,
M.F., Cadet, J.P., Crasquin, S. & Sandulescu, M. (Eds.) Atlas
peri-tethys. Palaeogeographical maps, Explanatory notes. Paris:
CCGM/CGMW, pp. 163–178. Lettéron, A., Hamon, Y., Fournier, F., Demory, F., Séranne, M. &
Joseph, P. 00102C1865D & Krumbein, W.E. (2008) Microcodium: an
extensive review and a proposed non-rhizogenic biologically
induced origin for its formation. Sedimentary Geology, 205,
79–99. https://doi.org/10.1016/j.sedgeo.2008.02.003 Gigot, C. (1980) Carte géologique de la France à 1/50 000e (n°292),
Méréville, notice explicative. BRGM, Orléans, 26 p. Gigot, C. (1984) Carte géologique de la France à 1/50 000e (n°364),
Bellegarde-du-Loiret, notice explicative. BRGM, Orléans, 32 p. 9–99. https://doi.org/10.1016/j.sedgeo.2008.02.003 Keighley, D., Flint, S., Howell, J. & Moscariello, A. (2003) Sequence
stratigraphy in lacustrine basins: a model for part of the Green
River Formation (Eocene), Southwest Uinta Basin, Utah, U.S.A. Journal of Sedimentary Research, 73, 987–1006. https://doi.org/
10.1306/050103730987 Gitton, J.L., Lozouet, P. & Maestrati, P. (1986) Biostratigraphie et
paléoécologie des gisements types du Stampien de la région
d'Etampes (Essonne). Géologie de la France, 1, 3–101 (in French
with English abstract). Kendall, C.G.S.C. & Warren, J. (1987) A review of the origin and set-
ting of tepees and their associated fabrics. Sedimentology, 34, Gradstein, F.M., Ogg, J.G., Schmitz, M.D. & Ogg, G.M. (Eds.). (2020)
Geologic time scale 2020, 1st edition. Amsterdam: Elsevier, p. 584. Kendall, C.G.S.C. & Warren, J. (1987) A review of the origin and set-
ting of tepees and their associated fabrics. Sedimentology, 34,
1007–1027. https://doi.org/10.1111/j.1365-3091.1987.tb00590.x 1007–1027. https://doi.org/10.1111/j.1365-3091.1987.tb00590.x Guan, X., Wu, C., Zhou, T., Tang, X., Ma, J. & Fang, Y. (2021) Jurassic–
Lower Cretaceous sequence stratigraphy and allogenic controls
in proximal terrestrial environments (Southern Junggar Basin,
NW China). Geological Journal, 56, 4038–4062. https://doi.org/
10.1002/gj.4132 Kosir, A. (2004) Microcodium revisited: Root calcification products
of terrestrial plants on carbonate-rich substrates. Journal of
Sedimentary Research, 74, 845–857. https://doi.org/10.1306/
040404740845 Labourguigne, J. (1971) Carte géologique de la France à 1/50 000e
(n°153), Dammartin-en-Goële, Notice explicative. Orléans:
BRGM, p. 26. Guillemin, C. (1976) Les formations carbonatées dulçaquicoles
tertiaires de la region centre (Briare, Chateau-Landon, Berry, 33 33 MOREAU et al. Mégnien, C. (1974) Le passage latéral du gypse au Calcaire de
Champigny dans le nord de la Brie et son interprétation
paléogéographique. Bulletin d'Information des Géologues du
Bassin de Paris, 41, 47–65 (in French with English abstract). Labourguigne, J. & Turland, M. (1974) Carte géologique de la France
à 1/50 000e (n°258), Melun, Notice explicative. Orléans: BRGM,
p. 29. Langer, M.R. & Lipps, J.H. (2003) Foraminiferal distribution and di-
versity, Madang Reef and Lagoon, Papua New Guinea. Coral
Reefs, 22, 143–154. https://doi.org/10.1007/s00338-003-0298-1 Mégnien, C. (1980) Synthèse géologique du bassin de Paris,
Mémoires du Bureau de recherches géologiques et minières. No. 00102C1865D (2022) Stratigraphic architecture of a saline lake
system: From lake depocentre (Alès Basin) to margins (Saint-
Chaptes and Issirac basins), Eocene–Oligocene transition,
south-east France. Sedimentology, 69, 651–695. https://doi.org/
10.1111/sed.12920 Miller, C.R., James, N.P. & Kyser, T.K. (2013) Genesis of blackened
limestone clasts at Late Cenozoic subaerial exposure surfaces,
Southern Australia. Journal of Sedimentary Research, 83, 339–
353. https://doi.org/10.2110/jsr.2013.32 Miller, K., Schmelz, J., Browning, J., Kopp, R., Mountain, G. & Wright,
J. (2020) Ancient sea level as key to the future. Oceanography,
33, 32–41. https://doi.org/10.5670/oceanog.2020.224 Londeix, L., de Wever, P. & Cornée, A. (2014) Stratotype aquita-
nien. Paris: Museum national d'Histoire naturelle. pp. 416 (in
French). 33, 32–41. https://doi.org/10.5670/oceanog.2020.224 Morellet, L. & Morellet, J. (1948) Le Bartonien du bassin de Paris. Memoires pour servir à l'explication de la Carte Geologique de la
France, 39, pp. 437 (in French). Lozouet, P. (2012) Stratotype Stampien. Paris: Museum national
d'Histoire naturelle. 461 p (in French). Pemberton, S.G., MacEachern, J.A. & Frey, R.W. (1992) Trace fos-
sil facies models; environmental and allostratigraphic sig-
nificance. In: Walker, R.G. & James, N.P. (Eds.) Facies model. Toronto: Geological Association of Canada, pp. 47–72. MacNeil, A.J. & Jones, B. (2006) Palustrine Deposits on a Late
Devonian
Coastal
Plain—Sedimentary
Attributes
and
Implications for Concepts of Carbonate Sequence Stratigraphy. Journal of Sedimentary Research, 76, 292–309. https://doi.org/
10.2110/jsr.2006.028 Pérez-Rivarés, F.J., Arenas, C., Pardo, G. & Garcés, M. (2018)
Temporal aspects of genetic stratigraphic units in continen-
tal sedimentary basins: examples from the Ebro basin, Spain. Earth Science Reviews, 178, 136–153. https://doi.org/10.1016/j.
earscirev.2018.01.019 Marchand, J. (1968) Carte géologique de la France à 1/50 000e (n°221),
Rozay-en-Brie, Notice explicative. BRGM, Orléans, 15 p. Marchegiano, M. & John, C.M. (2022) Disentangling the Impact
of Global and Regional Climate Changes During the
Middle Eocene in the Hampshire Basin: New Insights From
Carbonate Clumped Isotopes and Ostracod Assemblages. Paleoceanography and Paleoclimatology, 37, 13. https://doi.org/
10.1029/2021PA004299 Pint, A., Engel, M., Melzer, S., Frenzel, P., Plessen, B. & Brückner,
H. (2017) How to discriminate athalassic and marginal ma-
rine microfaunas: Foraminifera and other fossils from an Early
Holocene continental lake in Northern Saudi Arabia. Journal of
Foraminiferal Research, 47, 175–187. https://doi.org/10.2113/
gsjfr.47.2.175 Mathelin, J.-C. & Bignot, G. (1989) Le falun de Foulangues et ses re-
lations stratigraphique et paléogéographique avec le Biarritzien
stratotypique. Comptes rendus du Congrès National des Sociétés
Savantes, 114, 55–70. (in French). Platt, N.H. doi.org/10.1002/9781444303919.ch3 Platt, N.H. & Wright, V.P. (1992) Palustrine carbonates and the Florida
Everglades: towards an exposure index for the fresh-water environ-
ment? Journal of Sedimentary Research, 62, 1058–1071. https://doi.
org/10.1306/D4267A4B-2B26-11D7-8648000102C1865D Schreiber, B.C. (1988) Chapter 4: subaqueous evaporite deposi-
tion. In: Evaporites and hydrocarbons. New York: Columbia
University Press, pp. 182–255. Shaw, P.A., Cooke, H.J. & Perry, C.C. (1990) Microbialitic silcretes
in highly alkaline environments: Some observations from Sua
Pan, Botswana. South African Journal of Geology, 93, 803–808. Platt, N.H. & Wright, V.P. (2023) Flooding of a carbonate platform:
The Sian Kaʼan Wetlands, Yucatán, Mexico—a model for the
formation and evolution of palustrine carbonate factories
around the modern Caribbean Sea and in the depositional re-
cord. Depositional Record, 9, 99–151. https://doi.org/10.1002/
dep2.217 Speijer, R.P., Pälike, H., Hollis, C.J., Hooker, J.J. & Ogg, J.G. (2020)
Chapter 28: the paleogene period. In: Gradstein, F.M., Ogg,
J.G., Schmitz, M.D. & Ogg, G.M. (Eds.) Geologic time scale 2020. Amsterdam: Elsevier, pp. 1087–1140. https://doi.org/10.1016/
B978-0-12-824360-2.00028-0 Plaziat, J.-C. (1993) Modern and fossil Potamids (Gastropoda) in
saline lakes. Journal of Paleolimnology, 8, 163–169. https://doi.
org/10.1007/BF00119788 Strasser, A. (1984) Black-pebble occurrence and genesis in Holocene
carbonate sediments (Florida Keys, Bahamas, and Tunisia). Journal of Sedimentary Research, 54, 1097–1109. https://doi.
org/10.1306/212F856C-2B24-11D7-8648000102C1865D Pomerol, C., Damotte, R., Ginsburg, L., Montenat, C., Lorenz, J. &
Toutin, N. (1965) Etude paleontologique et sedimentologique
du Bartonien inferieur (Auversien) dans la localite-type du
Guepelle (Seine-et-Oise). Bulletin de la Société Géologique de
France, 7, 257–267 (in French). Strecker, U., Steidtmann, J.R. & Smithson, S.B. (1999) A conceptual
tectonostratigraphic model for seismic facies migrations in a
fluvio-lacustrine extensional basin. AAPG Bulletin, 83, 43–61. https://doi.org/10.1306/00AA99F8-1730-11D7-8645000102
C1865D Pomerol, C. & Riveline, J. (1975) Etude floristique (Characée) des
calcaires de Mortemer et de Cuvilly dans leurs localités-types. Comptes Rendus Hebdomadaires des Séances de l'Académie
des Sciences, Série D: Sciences Naturelles, 280, 2725–2728 (in
French). Strotz, L.C. (2015) Spatial patterns and diversity of foraminifera
from an intermittently closed and open lagoon, Smiths Lake,
Australia. Estuarine, Coastal and Shelf Science, 164, 340–352. Pomerol, C. (1989) Stratigraphy of the Palaeogene; Hiatuses and
transitions. Proceedings of the Geologists' Association, 100, 313–
324. https://doi.org/10.1016/S0016-7878(89)80051-3 Talbot, M.R. (1990) A review of the palaeohydrological interpreta-
tion of carbon and oxygen isotopic ratios in primary lacustrine
carbonates. Chemical Geology: Isotope Geoscience Section, 80,
261–279. https://doi.org/10.1016/0168-9622(90)90009-2 Riveline, J. (1983) Proposition d'une échelle zonale de Charophytes
pour le Tertiaire (Danien à Burdigalien) d'Europe occidentale. Comptes Rendus. Académie des Sciences, 296, 1077–1080. doi.org/10.1002/9781444303919.ch3 Tandon, S.K. & Andrews, J.E. (2001) Lithofacies associations and
stable isotopes of palustrine and calcrete carbonates: examples
from an Indian Maastrichtian regolith. Sedimentology, 48, 339–
355. https://doi.org/10.1046/j.1365-3091.2001.00367.x Riveline, J., Berger, J.-P., Feist, M., Martin-Closas, C., Schudack, M. & Soulié-Märsche, I. (1996) European Mesozoic-Cenozoic cha-
rophyte biozonation. Bulletin de la Société Géologique de France,
167, 453–468. Thompson, D.L., Stilwell, J.D. & Hall, M. (2015) Lacustrine carbonate
reservoirs from Early Cretaceous rift lakes of Western Gondwana:
Pre-Salt coquinas of Brazil and West Africa. Gondwana Research,
28 26–51 https://doi org/10 1016/j gr2014 12 005 Robin, C., Guillocheau, F. & Gaulier, J.M. (1998) Discriminating be-
tween tectonic and eustatic controls on the stratigraphic record
in the Paris basin. Terra Nova, 10, 323–329. https://doi.org/10.
1046/j.1365-3121.1998.00210.x 28, 26–51. https://doi.org/10.1016/j.gr.2014.12.005 Toulemont, M. (1982) Les épigénies siliceuses du gypse lutétien du
Bassin de Paris. Sciences Géologiques Bulletin (Strasbourg), 35,
3–16 (in French). https://doi.org/10.3406/sgeol.1982.1606 Roche, A., Vennin, E., Bouton, A., Olivier, N., Wattinne, A.,
Bundeleva, I., Deconinck, J.-F., Virgone, A., Gaucher, E.C. &
Visscher, P.T. (2018) Oligo-Miocene lacustrine microbial and
metazoan buildups from the Limagne Basin (French Massif
Central). Palaeogeography Palaeoclimatology Palaeoecology,
504, 34–59. https://doi.org/10.1016/j.palaeo.2018.05.001 Turland, M. (1974) Etude géologique des terrains tertiaires de la ré-
gion de Montereau (Seine-et-Marne). PhD thesis, Paris, 135 pp. (in French). Utescher, T., Mosbrugger, V. & Ashraf, A.R. (2000) Terrestrial cli-
mate evolution in northwest Germany over the last 25 million
years. Palaios, 15, 430–449. Roche, A. (2020) Dépôts carbonatés microbiens en domaine lacus-
tre et fluviatile : fabriques et facteurs de contrôle, PhD thesis. Bourgogne Franche-Comté, Dijon, 360 pp. (in French). Vail, P.R., Audemard, F., Bowman, S.A., Eisner, P.N. & Perez-Cruz,
C. (1991) The stratigraphic signatures of tectonics, eustacy
and sedimentology—an overview. In: Einsele, G., Ricken, W. & Seilacher, A. (Eds.) Cycles and events in stratigraphy, Berlin:
Springer, pp. 617–659. Rouchy, J.M., Camoin, G., Casanova, J. & Deconinck, J.F. (1993) The
central palaeo-Andean basin of Bolivia (Potosi area) during
the Late Cretaceous and Early Tertiary: Reconstruction of an-
cient saline lakes using sedimentological, paleoecological and
stable isotope records. Palaeogeography Palaeoclimatology
Palaeoecology, 105, 179–198. https://doi.org/10.1016/0031-
0182(93)90083-U Vennin, E., Bouton, A., Roche, A., Gérard, E., Bundeleva, I., Boussagol, Vennin, E., Bouton, A., Roche, A., Gérard, E., Bundeleva, I., Boussagol,
P., Wattinne, A., Kolodka, C., Gaucher, E., Virgone, A. & Visscher,
P.T. (2021) The Limagne Basin: a journey through modern and P., Wattinne, A., Kolodka, C., Gaucher, E., Virgone, A. & Visscher,
P.T. 00102C1865D (1989) Lacustrine carbonates and pedogenesis:
Sedimentology and origin of palustrine deposits from the Early
Cretaceous Rupelo Formation, W Cameros Basin, N Spain. 34 34 MOREAU et al. Rouchy, J.M., Taberner, C. & Peryt, T.M. (2001) Sedimentary and
diagenetic transitions between carbonates and evaporites. Sedimentary Geology, 140, 1–8. https://doi.org/10.1016/S0037- Sedimentology, 36, 665–684. https://doi.org/10.1111/j.1365-
3091.1989.tb02092.x Platt, N.H. & Wright, V.P. (1991) Lacustrine carbonates: facies
models, facies distributions and hydrocarbon aspects. Special
Publications of the International Association, 13, 57–74. https://
doi.org/10.1002/9781444303919.ch3 0738(00)00169-X Scherler, L., Mennecart, B., Hiard, F. & Becker, D. (2013) Evolutionary his-
tory of hoofed mammals during the Oligocene–Miocene transition
in Western Europe. Swiss Journal of Geosciences, 106, 349–369. doi.org/10.1002/9781444303919.ch3 (2021) The Limagne Basin: a journey through modern and 35 MOREAU et al. 35 fossil microbial deposits. Bulletin de la Société géologique de
France, 192, 41. https://doi.org/10.1051/bsgf/2021030 Wright, V.P. (1994) Paleosols in shallow marine carbonate se-
quences. Earth Science Reviews, 35, 367–395. https://doi.org/10.
1016/0012-8252(94)90002-7 Vera, J.A. & Jiménez de Cisneros, C. (1993) Palaeogeographic signif-
icance of black pebbles (Lower Cretaceous, Prebetic, southern
Spain). Palaeogeography Palaeoclimatology Palaeoecology, 102,
89–102. https://doi.org/10.1016/0031-0182(93)90007-6 Ziegler, P.A. (1990) Geological atlas of Western and Central Europe. London: Shell International Petroleum Mij. B.V. and Geological
Society, Bath, p. 239. Warren, J.K. & Kendall, C.G.S.C. (1985) Comparison of sequences
formed in marine Sabkha (Subaerial) and salina (subaqueous)
settings—modern and ancient. AAPG Bulletin, 69, 1013–1023. https://doi.org/10.1306/AD462B46-16F7-11D7-8645000102
C1865D Warren, J.K. & Kendall, C.G.S.C. (1985) Comparison of sequences
formed in marine Sabkha (Subaerial) and salina (subaqueous)
settings—modern and ancient. AAPG Bulletin, 69, 1013–1023. SUPPORTING INFORMATION Additional supporting information can be found online in
the Supporting Information section at the end of this article. Wilson, J.L. (1974) Characteristics of carbonate-platform margins. AAPG Bulletin, 58, 810–824. https://doi.org/10.1306/83D91
49D-16C7-11D7-8645000102C1865D 49D-16C7-11D7-8645000102C1865D How to cite this article: Moreau, K., Andrieu, S.,
Briais, J., Brigaud, B. & Ader, M. (2023) Facies
distribution and depositional cycles in lacustrine
and palustrine carbonates: The Lutetian–
Aquitanian record in the Paris Basin. The
Depositional Record, 00, 1–35. Available from:
https://doi.org/10.1002/dep2.264 Wright, V.P., Platt, N.H. & Wimbledon, W.A. (1988) Biogenic laminar
calcretes: evidence of calcified root-mat horizons in paleosols. Sedimentology, 35, 603–620. Wright, V.P. (1989) Terrestrial stromatolites and laminar calcretes: a
review. Sedimentary Geology, 65, 1–13. Wright, V.P. & Tucker, M.E. (1991) Calcretes: an Introduction. In:
Wright, V.P. & Tucker, M.E. (Eds.) Calcretes. Oxford: Blackwell
Publishing Ltd, pp. 1–22. https://doi.org/10.1002/9781444304
497.ch
|
https://openalex.org/W1507910610
|
https://europepmc.org/articles/pmc4515598?pdf=render
|
English
| null |
DPP4 in diabetes
|
Frontiers in immunology
| 2,015
|
cc-by
| 20,595
|
Edited by:
Heidi Noels,
Institute for Molecular
Cardiovascular Research, Germany
Reviewed by:
Yasuo Terauchi,
Yokohama City University, Japan
Noriyasu Hirasawa,
Tohoku University, Japan
*Correspondence:
Juergen Eckel,
Paul-Langerhans-Group
for Integrative Physiology,
German Diabetes Center,
Auf’m Hennekamp 65,
Düsseldorf D-40225, Germany
eckel@uni-duesseldorf.de Edited by:
Heidi Noels,
Institute for Molecular
Cardiovascular Research, Germany Reviewed by:
Yasuo Terauchi,
Yokohama City University, Japan
Noriyasu Hirasawa,
Tohoku University, Japan Keywords: CD26/DPP4, soluble DPP4, type 2 diabetes mellitus, incretins, DPP4 inhibitors/gliptins, multifunctional
enzyme Diana Röhrborn, Nina Wronkowitz and Juergen Eckel* l-Langerhans-Group for Integrative Physiology, German Diabetes Center, Düsseldorf, Germany Paul-Langerhans-Group for Integrative Physiology, German Diabetes Center, Düsseldorf, Germany Dipeptidyl-peptidase 4 (DPP4) is a glycoprotein of 110 kDa, which is ubiquitously
expressed on the surface of a variety of cells. This exopeptidase selectively cleaves N-
terminal dipeptides from a variety of substrates, including cytokines, growth factors, neu-
ropeptides, and the incretin hormones. Expression of DPP4 is substantially dysregulated
in a variety of disease states including inflammation, cancer, obesity, and diabetes. Since
the incretin hormones, glucagon-like peptide-1 and glucose-dependent insulinotropic
polypeptide (GIP), are major regulators of post-prandial insulin secretion, inhibition of
DPP4 by the gliptin family of drugs has gained considerable interest for the therapy of
type 2 diabetic patients. In this review, we summarize the current knowledge on the
DPP4–incretin axis and evaluate most recent findings on DPP4 inhibitors. Furthermore,
DPP4 as a type II transmembrane protein is also known to be cleaved from the cell
membrane involving different metalloproteases in a cell-type-specific manner. Circulating,
soluble DPP4 has been identified as a new adipokine, which exerts both para- and
endocrine effects. Recently, a novel receptor for soluble DPP4 has been identified, and
data are accumulating that the adipokine-related effects of DPP4 may play an important
role in the pathogenesis of cardiovascular disease. Importantly, circulating DPP4 is
augmented in obese and type 2 diabetic subjects, and it may represent a molecular
link between obesity and vascular dysfunction. A critical evaluation of the impact of
circulating DPP4 is presented, and the potential role of DPP4 inhibition at this level is also
discussed Introduction Dipeptidyl-peptidase (DPP) 4, which is also known as CD26, is a ubiquitously expressed glycopro-
tein of 110 kDa, which was first characterized by Hopsu-Havu and Glenner (1). DPP4 is a type II
transmembrane protein, which is also cleaved off the membrane and released into the circulation by
a process called shedding (2, 3). The importance of DPP4 for the scientific and medical community
raised substantially since the approval of DPP4 inhibitors for the treatment of type 2 diabetes mellitus
(T2DM). These so-called gliptins increase the incretin levels and therefore prolong the post-prandial
insulin action. Since soluble DPP4 is characterized as an adipokine (4) and also correlates with
parameters of the metabolic syndrome (5), it might also be an important molecular biomarker. DPP4
is a multifunctional enzyme, which serves as a binding partner for numerous peptides, among which
are adenosine deaminase (ADA) and extracellular matrix proteins (2, 6, 7). Moreover, as a serine
protease, DPP4 cleaves numerous substrates, which further amplifies its complexity of action. Thus,
DPP4 is involved in signaling processes, immune cell activation, and its dysregulated expression and
release is associated with numerous diseases. Specialty section:
This article was submitted to
Chemoattractants, a section of the
journal Frontiers in Immunology Received: 06 May 2015
Accepted: 13 July 2015
Published: 27 July 2015 REVIEW
published: 27 July 2015
doi: 10.3389/fimmu.2015.00386 Keywords: CD26/DPP4, soluble DPP4, type 2 diabetes mellitus, incretins, DPP4 inhibitors/gliptins, multifunctional
enzyme Citation: July 2015 | Volume 6 | Article 386 1 Frontiers in Immunology | www.frontiersin.org Röhrborn et al. DPP4 in diabetes classically secreted proteins, the signal peptide is not cleaved off,
but serves as a membrane anchor. We were able to show that the
circulating form of DPP4 (sDPP4), which lacks the cytoplasmic
domain and the transmembrane region, is cleaved off the mem-
brane of human adipocytes and smooth muscle cells in a process
called shedding by the involvement of matrix metalloproteases
(MMPs) (3). In the present review, we wanted to emphasize the complex
function of DPP4 with special focus on its association to T2DM. Furthermore, we wanted to offer a different perspective of the
current view of DPP4 beyond the inhibition of its protease activity
(8–10). The first part of the present review is dealing with general
information about DPP4 and its numerous biological functions
in regard to T2DM and its treatment. The last section collects
the current knowledge about how DPP4 with its pleiotropic func-
tions, as described before, affects several organs, thereby playing a
pivotal role in the development of T2DM and its comorbidities. Within the TMD, it could be shown that proline residues play
an important role for the translocation of membrane-anchored
proteins, such as DPP4. Chung and colleagues (11) studied sin-
gle proline substitution throughout the TMD of DPP4. They
were able to show that translocation and integration into the
membrane are determined by the hydrophobicity, conforma-
tion, and also the location of proline within the TMD. Further-
more, the position of proline relative to other prolines and the
location of highly hydrophobic residues within the TMD are
important for correct translocation and membrane integration
of DPP4. Biology of DPP4 The following part will deal with the domain architecture
and respective relevance of these domains for the functionality
of DPP4. Dipeptidyl-peptidase 4 (EC3.4.14.5) is a type II transmembrane
protein, which groups together with fibroblast-activation protein
α (FAP), the resident cytoplasmic proteins, DPP8 and DPP9, and
the non-enzymatic members, DPP6 and DPP10, to the serine
peptidase subfamily S9B. All of these proteins share a typical
α/β hydrolase fold (2, 6). The DPP4 protein consists mainly of
4 domains: a short cytoplasmic domain (1–6), a transmembrane
domain (TMD) (7–28), a flexible stalk segment (29–39), and the
extracellular domain (40–766), which can be further separated
by a highly glycosylated region, the cysteine-rich region, and the
catalytic region (Figure 1). In addition to the TMD, the glycosylation of DPP4 is also
important for the correct trafficking of DPP4. Carbohydrates
account for approximately 20% of the total molecular mass of
DPP4 and cause heterogeneity of this protein depending on the
location on different cell types. Two highly conserved gluta-
mate residues (205 and 206) within the glycosylated region are
essential for the activity of DPP4 (12). Interestingly, six of the
nine N-glycosylation sites are located within the glycosylated
region. These glycosylation sites are mostly conserved among
species. They are necessary for folding, stability, and intracellu-
lar trafficking (13). Other modifications like sialylation and/or
O-glycosylation have an impact on targeting DPP4 to the cell
membrane. Sialyation of DPP4 increases significantly with age,
and hypersialyation occurs in patients with HIV infection (14). As a member of the type II transmembrane proteins, DPP4
contains a typical signal peptide, which is necessary for the
targeting to the endoplasmatic reticulum and the initiation of
the translocation across the cell membrane. In contrast to the FIGURE 1 | Domain structure of DPP4 [adapted from Ref. (2)]. Schematic representation of the membrane-bound DPP4 monomer. The
extent of the circulating and soluble form of DPP4 is illustrated on the left
in blue. The shedding of DPP4 from the membrane by indicated matrix
metalloproteinases is shown by a scissor symbol in red. The vertical black
bar on the right represents the primary structure with the delineation of
the different regions. In green are interactions collected, which occur in
the indicated region of the DPP4 structure. MMP, matrix
metalloproteinase; M6P/IGFII, mannose-6 phosphate/insulin-like growth
factor 2. FIGURE 1 | Domain structure of DPP4 [adapted from Ref. (2)]. Schematic representation of the membrane-bound DPP4 monomer. DPP4 Expression and Its Regulation Dipeptidyl-peptidase 4 is ubiquitously expressed on numerous
different cell types among which are epithelial cells, fibroblasts,
and leukocyte subsets. Mechanisms that regulate DPP4 gene tran-
scription and enzymatic activity are not fully understood so far
and may be dependent on the studied cell type. y
p
yp
The human DPP4 gene is located on chromosome 2, spans
70 kb, and consists of 26 exons (2). The DPP4 promoter region
contains consensus sites for different transcription factors like
NFκB, SP-1, EGFR, and AP-1 factor NF-1 (18). At least in chronic
b lymphocytic leukemia cells, it could be shown that there is
a consensus interferon γ-activated sequence (GAS), which is a
binding motif for STAT1. The interferons, α, β, and γ, stimulate
STAT1α binding to this region and thus lead to an increased DPP4
expression and activity (19). Interleukin (IL) 12, which is a key
factor in differentiation of naïve T-cells into the Th1 subtype,
is also able to upregulate DPP4 expression. Therefore, DPP4 is
important in immune cell activation (20, 21). Our group was able
to show that release of soluble DPP4 is increased upon TNFα
stimulation and insulin in vitro (4). However, IL-12 and TNFα
also seem to play a regulatory role in translation and translocation
of DPP4. In activated lymphocytes, IL-12 upregulates DPP4 trans-
lation whereas TNFα decreases cell surface expression, which
might be due to elevated sDPP4 release (22). Also transcription
factors, such as HIF-1α and HNFs, target DPP4 expression (23),
which fits to the observation of our group that hypoxia induces
DPP4 release in human smooth muscle cells, which might be
mediated by MMPs (3). Beside its role in inflammation, adenosine is also an important
player in glucose homeostasis. Already in 1988 it was shown
that, by lowering endogenous adenosine levels, ADA contributes
to a reduced insulin sensitivity of glucose transport stimulation
(30). Additionally, adenosine seems to facilitate insulin action
in adipocytes (31). Another study could show a correlation of
increased ADA activity in T2DM with fasting plasma glucose,
HbA1c, aspartate, and alanine aminotransferase (ALT). DPP4
inhibitors exert no additional effects on ADA activity despite
glycemic control or HbA1c-dependent effects (32). All these
studies emphasize that the effects of ADA/DPP4-interaction are
independent of DPP4 enzymatic activity. Another known interaction partner of DPP4 is Caveolin-1,
which is present on antigen-presenting cells (APCs) and binds to
residues 630 and 201–211 of DPP4 expressed on T-cells. Binding Partners of Membrane-Bound DPP4 g
The best-studied interaction in this regard is certainly the binding
of DPP4 and ADA. It was already identified in 1993 by Morrison
and colleagues (24). Importantly, the interaction of DPP4 and
ADA preserves the enzymatic function of both binding partners. It has been shown that residues 340–343 of DPP4 are essential for
the interaction with ADA. Regulation of the DPP4/ADA inter-
action occurs, e.g., via tetramerization of DPP4 or glycosylation
at Asn281, which interferes with ADA binding (25). Also, the
HIV envelope glycoprotein, gp120, which interacts with DPP4 on
lymphocytes via its C3 region, is able to inhibit the association
with ADA (2). Upon ADA binding, activation of plasminogen-2
occurs, which raises plasmin levels. This leads to a degradation
of matrix proteins and an activation of MMP, thereby indicating
that the interaction of DPP4 and ADA might be involved in tissue
remodeling (26). The serine in the active site of DPP4 is located in the sequence
Gly–Trp–Ser–Tyr–Gly and is part of the catalytic triad (Ser 630,
Asp 708, His 740) within the catalytic region of DPP4. DPP4 is an
exopeptidase, which cleaves dipeptides from the penultimate N-
terminal position of its substrates and thereby either inactivates
these peptides and/or generates new bioactive compounds (7). There are numerous different DPP4 substrates known to date and
they will be addressed in a separate section within this review. Furthermore, ADA catalyzes the irreversible deamination of
adenosine and 2′-deoxyadenosine and is therefore a crucial player
in the cellular and humoral immunity. Via interaction with CD45,
the complex of ADA and DPP4 enhances T-cell activation. Inter-
estingly, DPP4 is also able to promote T-cell proliferation inde-
pendent from ADA binding or even its enzymatic activity (27). Zhong et al. were able to show that the interaction of DPP4 and
ADA on dendritic cells might potentiate inflammation in obe-
sity upon activation and proliferation of T-cells, which could be
competitively inhibited by exogenous sDPP4, but not by inhibit-
ing DPP4 enzymatic function (28). Furthermore, ADA activity
is elevated in T2DM patients and may serve as a marker of
inflammation and obesity (29). DPP4 Expression and Its Regulation Thereby,
an upregulation of CD68 occurs and initiates a signaling cas-
cade, which might be implicated in the pathogenesis of arthritis,
and may be relevant for other inflammatory diseases as well
(33). Intracellular signaling is also initiated by DPP4 via inter-
action with Caspase recruitment domain containing protein 11
(CARMA-1) (6). Another well-known interaction of DPP4 is with extracellular
matrix proteins like collagen and fibronectin (34, 35). The inter-
action of DPP4 with fibronectin was revealed via nitrocellulose
binding assays in rat hepatocytes and seems to play a role in the
interaction of these cells with the ECM and with matrix assembly
(36). Interaction of DPP4 with FAPα leads to a local degradation
of ECM and thus migration and invasion of endothelial cells (37). Biology of DPP4 The
extent of the circulating and soluble form of DPP4 is illustrated on the left
in blue. The shedding of DPP4 from the membrane by indicated matrix
metalloproteinases is shown by a scissor symbol in red. The vertical black FIGURE 1 | Domain structure of DPP4 [adapted from Ref. (2)]. Schematic representation of the membrane-bound DPP4 monomer. The
extent of the circulating and soluble form of DPP4 is illustrated on the left
in blue. The shedding of DPP4 from the membrane by indicated matrix
metalloproteinases is shown by a scissor symbol in red. The vertical black FIGURE 1 | Domain structure of DPP4 [adapted from Ref. (2)]. July 2015 | Volume 6 | Article 386 Frontiers in Immunology | www.frontiersin.org 2 Röhrborn et al. DPP4 in diabetes Not only glycosylation and residues within the TMD are impor-
tant for the cellular function of DPP4 but also dimerization. DPP4 can be found as monomer, homodimer, or even as homote-
tramer on the cell surface of cells. DPP4 needs dimerization for
enzymatic activity, and this is the predominant form of DPP4
(15). Dimerization occurs upon interaction with DPP4 itself or
with other binding partners, e.g., FAP (16, 17), and occurs via
interaction with the cysteine-rich region. Through its interaction
with several proteins, DPP4 can act also in an enzymatic activity-
independent way. Through this interaction, DPP4 is linked to
various mechanisms like immune response and tumor invasion. The heterodimerization and interaction with different binding
partners will be discussed in a later section. Potential Receptors for sDPP4 status of the investigated CpGs (41). Two years later, the same
group analyzed DPP4 gene methylation levels between obese sub-
jects with and without the metabolic syndrome in visceral adipose
tissue. They observed no significant difference in the percentage
of methylation levels of the CpGs within or near the second exon
of the DPP4 gene between non-diabetic severely obese subjects
with or without metabolic syndrome. However, they were able
to show a correlation between plasma cholesterol levels and the
percentage of methylation when the subjects were classified into
quartiles (42). This further underpins a link between epigenetic
modification of the DPP4 gene and plasma lipid metabolism. Since DPP4 is shedded from the membrane of cells with intact
enzymatic and cysteine-rich region, it can also exert biological
functions in a paracrine or endocrine manner. These functions
might also involve intracellular signaling events in the targeted
cells. Therefore, it would be of great importance to know receptors
of sDPP4 to better understand the multiple role of sDPP4 on
different cells and in different disease conditions where serum
levels are elevated. However, there is not much known about DPP4
receptors so far. Ikushima et al. were able to show that DPP4 needs to associate
with mannose-6 phosphate/IGF-IIR to exhibit its function as T-
cell activator. This is due to the fact that for this activation,
internalization of DPP4 is necessary, but DPP4 lacks a signal
for exocytosis. The binding with M6P/IGF-IIR occurs via M6P
residues in the carbohydrate moiety of DPP4 and the complex is
then internalized and able to exert its biological function (38). Aghili et al. analyzed 875 patients with angiographically docu-
mented coronary artery disease (CAD), and divided them in two
subgroups dependent of their myocardial infarction (MI) status. By a genome-wide association study, loci, which predispose to
MI, were assessed and associated with SNPs in the DPP4 gene. They found that polymorphisms in the DPP4 gene increase the
risk of MI and progression of atherosclerosis in terms of plaque
stability in patients with already existing CAD. Especially, one
SNP was identified in both dominant and additive inheritance
modes, which associates with low plasma DPP4 levels and which
may increase the risk of MI in CAD patients (43). Our group showed that at least in human vascular smooth mus-
cle cells, protease-activated receptor 2 (PAR2) might be activated
by sDPP4. Potential Receptors for sDPP4 We were able to show that sDPP4-mediated ERK acti-
vation and proliferation, as well as upregulation of inflammatory
cytokines could be prevented by silencing of PAR2. The same
was shown by use of a specific PAR2 antagonist. We propose
that sDPP4 acts as an activator of PAR2, since a sequence within
the cysteine-rich region of DPP4 is highly homologous to the
auto-activating tethered ligand of PAR2 (39). Dyslipidemia, which is characterized by excessive lipids in the
blood, is a common feature of T2DM. The status of this risk factor
is quantifiable by the measurement of apolipoprotein B (ApoB)
in the blood. In a very recent study by Baileys and colleagues,
they aimed to identify novel SNPs associated with ApoB level. Especially in South Asians, who tend to develop risk factors for
T2DM and MI at younger ages and lower BMI, they found an
association of a DPP4 SNP with ApoB level (44). The DPP4 Deficiency in Animal Models To date, there are several studies dealing with the question, which
role DPP4 plays in vivo. Animal models are useful tools to study
the involvement of DPP4 in different organs. Upon triggering
different diseases like insulin resistance (IR) or MI, it is possible
to understand the role of DPP4 in these comorbidities of T2DM. In 2009, Bouchard et al. analyzed single nucleotide polymor-
phisms (SNPs) in the DPP4 gene and searched for association
with blood pressure, lipids, and diabetes-related phenotypes in
obese individuals, to verify whether DPP4 gene polymorphisms
could explain the individual risks of obese patients to develop
metabolic complications. Three of the analyzed SNPs showed sig-
nificant association with plasma total-cholesterol levels or plasma
triglyceride level or total cholesterol level. But none of the poly-
morphisms or cardiovascular disease risk factors showed a sig-
nificant correlation with DPP4 mRNA levels in omental adipose
tissue. Therefore, the authors concluded that, at least in their
studied group, DPP4 gene polymorphisms seem to be unrelated to
the inter-individual risk of developing obesity-related metabolic
complications (40). Non-Enzymatic Interactions of DPP4 Through its cysteine-rich region, which is separated from the
catalytic region, DPP4 is able to interact with different proteins,
and further broadens its spectrum of activity and highlights its
multifunctional role in different processes. July 2015 | Volume 6 | Article 386 Frontiers in Immunology | www.frontiersin.org 3 DPP4 in diabetes Röhrborn et al. Genetic Alterations of DPP4 and Predisposition
to T2DM-Associated Diseases There are only few studies aiming to identify modifications in the
DPP4 gene and their association with T2DM. Some of these are
reviewed in the following section. Frontiers in Immunology | www.frontiersin.org DPP4 Deficiency in Rats Another effect of
the whole-body KO of DPP4 in rats is induction of behavioral
changes like a blunted stress phenotype (46, 51) and also effects
on the immune-regulatory system like blunted NK cell and T-cell
function and differential leukocyte subset composition or altered
cytokine levels (46, 47). To really decipher the role of DPP4 in different tissues and their
crosstalk with other target tissues, it is of great importance to study
tissue-specific KO models. Because of this and because we were the first to describe DPP4
as a novel adipokine linked to parameters of the metabolic syn-
drome (4), we decided to develop an adipose tissue-specific KO
mouse model. The AT-specific DPP4-KO mouse was generated
using a Cre-lox strategy under control of the aP2 promoter on
the C57BL/6J background. Interestingly, we found out that KO
mice gained significantly more weight, fat, and lean mass under
HFD with no effect on energy expenditure or food intake. How-
ever, KO mice showed improved HOMA-IR and lower fasting
insulin. The observations that within AT, KO mice display a shift
toward significantly more smaller adipocytes, and an increased
expression of M2 macrophage marker genes points toward a ben-
eficial role of DPP4 deletion in adipose tissue remodeling during
HFD (57, 58). Enzymatic Function of DPP4 Dipeptidyl-peptidase 4 exerts its enzymatic action by clipping
dipeptides from the penultimate position of its substrates. The
active center, which is housed in an internal cavity, is surrounded
by the β-propeller domain and the catalytic domain. Inhibitors
and substrates enter/leave the active center by a so-called “side
opening” (59, 60). The following section deals with known sub-
strates of DPP4 in respect of T2DM, and with DPP4 as a drug
target for T2DM treatment, which will include current knowledge
on DPP4 inhibitors and the impact of DPP4 on organs involved in
complications of T2DM. DPP4 Substrates In theory, numerous peptides are potential DPP4 substrates since
they contain the cleavable amino acid sequence at their penul-
timate position, but not for all of them it could be shown that
DPP4 is able to cleave them in vivo. There seems to be a size
limitation at least for cytokines, where DPP4 is more prone to
cleave substrates of around 24 amino acids (aa) length. Fur-
thermore, the substrate recognition is also dependent on the aa
sequence around the penultimate position (61, 62). It turned
out to be difficult to find physiological targets of DPP4 in the
literature, reasons of that are excellently summarized in a recent
review by Mulvihill and Drucker (6). We decided to focus here
on the (potential) substrates of DPP4, which might play a role
in T2DM or its complications. The list of DPP4 substrates men-
tioned here is not fully complete and aims to highlight the impor-
tance of DPP4 in T2DM also beyond its well-known incretin
effect. Frontiers in Immunology | www.frontiersin.org DPP4 Deficiency in Mice Most of the observations already described in deficient rats are
also true in whole-body DPP4-KO mice. Marguet et al. showed
enhanced glucose tolerance, lower plasma glucose, and higher
plasma insulin and GLP-1 after a 15 min oral glucose load without
further characterizing the diet, age, or sex of the used C57BL/6
DPP4-KO mice (54). Conarello and colleagues found less weight-
gain independent of the diet, and marked hypertrophy in the
HFD-fed KO mice in epididymal white (eWAT) and brown adi-
pose tissue (BAT). Importantly, they admitted that the reduction
in caloric intake accounted for ~70% of the observed changes
in bodyweight. Although they still observed differences in the
bodyweight between KO and WT when they used pair-feeding,
they carried out their further analysis in ad libitum fed mice and
it is therefore difficult to judge the influence of DPP4 irrespective
of bodyweight. However, they found improved insulin sensitivity
and islet morphology, and improved liver biology in respect to
lipid content and marker gene expression (55). The observation
that DPP4 might be involved in the immune-regulatory system
was also investigated in DPP4-KO mice, which were treated with
pokeweed mitogen that stimulates growth and proliferation of B-
cells. DPP4 seems to be involved in maturation and migration
of immune cells, cytokine secretion, and percentages of spleen
lymphocytes (56). DPP4 Deficiency in Rats A major part of the literature is dealing rather with DPP4-KO in
rats than in mice. Most research groups work with the F344/DuCrj
(DPP4-deficient) strain. Rats developing IR due to high-fat diet
(HFD) feeding showed improved HOMA-IR values and blood
glucose levels in oral glucose tolerance test (oGTT) and more
active glucagon-like peptide-1 (GLP-1) and insulin in plasma
(45). The same improved glucose tolerance with increased GLP-
1 and leptin levels was found in DPP4-depleted Dark Agouti
rats with diet-induced obesity (46). Another research group also
found improvement in serum lipid profile despite increased vis-
ceral fat. They also performed insulin tolerance tests (ITT) in
addition to GTT and saw an increased phosphorylation of Akt
and reduced expression of gluconeogenic genes, concluding that
DPP4-KO improved insulin sensitivity. Furthermore, the KO rats
showed increased adipocyte maturation by increased expression
of genes involved in triglyceride uptake and in PPARγ expression
and increased adiponectin and leptin levels. In addition, adipose
tissue is less inflamed illustrated by lower TNFα, IL-6, PAI1, and In another study, visceral adipose tissue DNA of 92 severely
obese, non-diabetic female patients was analyzed for methylation
rate in the DPP4-promoter CpG island and compared between
different DPP4 polymorphisms. These cytosine- and guanine-rich
regions are prone to epigenetic modification like methylation,
and thus inactivate or activate transcription of certain genes. Different methylation levels of the DPP4 gene were identified in
three DPP4 SNPs. Interestingly, the methylation level was nega-
tively associated with DPP4 mRNA abundance and positively with
plasma total/HDL-cholesterol ratio. These observations suggest
that plasma lipid profile is improved by a higher methylation July 2015 | Volume 6 | Article 386 4 Röhrborn et al. DPP4 in diabetes CCL7 levels (47). The observed effects were attributed to elevated
glucose-dependent insulinotropic polypeptide (GIP) levels in the
KO rats. Furthermore, the same group could also show attenuated
liver damage under HFD challenge in the KO rats due to improved
bile secretory function. They postulate that the enhanced export
of bile acids out of hepatocytes and a reduction of bile acid
synthesis via inhibition of CYP7A1, which converts cholesterol
to bile acids, were mediated by increased GLP-1 in DPP4-KO
rats (48). DPP4 Deficiency in Rats Interestingly, at least Yasuda and colleagues also saw
a significant reduced food intake in the KO rats irrespective of
the diet (45), which might be due to changed receptor specificity
of neuropeptide Y (NPY), which was shown to be more potent
in KO rats to influence food intake and feeding motivation (49). Although several independent working groups saw increased NPY
levels in KO rats (49–51), the effect on food intake is controver-
sial (45, 50). When diabetes is induced via streptozotocin (STZ)
treatment in F344/DuCrj-DPP4-deficient rats, onset of hyper-
glycemia was delayed, but KO rats showed impaired creatinine
clearance and more severe dyslipidemia, which might be caused by
a dysregulated expression of factors involved in steroid and lipid
metabolism (52, 53). The authors concluded that DPP4 might be
responsible for preservation of renal function. Another effect of
the whole-body KO of DPP4 in rats is induction of behavioral
changes like a blunted stress phenotype (46, 51) and also effects
on the immune-regulatory system like blunted NK cell and T-cell
function and differential leukocyte subset composition or altered
cytokine levels (46, 47). CCL7 levels (47). The observed effects were attributed to elevated
glucose-dependent insulinotropic polypeptide (GIP) levels in the
KO rats. Furthermore, the same group could also show attenuated
liver damage under HFD challenge in the KO rats due to improved
bile secretory function. They postulate that the enhanced export
of bile acids out of hepatocytes and a reduction of bile acid
synthesis via inhibition of CYP7A1, which converts cholesterol
to bile acids, were mediated by increased GLP-1 in DPP4-KO
rats (48). Interestingly, at least Yasuda and colleagues also saw
a significant reduced food intake in the KO rats irrespective of
the diet (45), which might be due to changed receptor specificity
of neuropeptide Y (NPY), which was shown to be more potent
in KO rats to influence food intake and feeding motivation (49). Although several independent working groups saw increased NPY
levels in KO rats (49–51), the effect on food intake is controver-
sial (45, 50). When diabetes is induced via streptozotocin (STZ)
treatment in F344/DuCrj-DPP4-deficient rats, onset of hyper-
glycemia was delayed, but KO rats showed impaired creatinine
clearance and more severe dyslipidemia, which might be caused by
a dysregulated expression of factors involved in steroid and lipid
metabolism (52, 53). The authors concluded that DPP4 might be
responsible for preservation of renal function. Stromal Cell-Derived Factor-1ααα/CXCL12 Stromal cell-derived factor-1 (SDF-1) is a chemokine that pro-
motes angiogenesis and attracts endothelial progenitor cells (EPC)
by binding to its receptor C–X–C motif chemokine receptor type
4 (CXCR4). SDF-1 is thus discussed in the literature as important
mediator of cardioprotective effects addressed to the use of DPP4
inhibitors (further discussed in “DPP4 Substrates: SDF-1- and
BNP-Dependent Effects of DPP4 Inhibitors”). It is a well-known
physiological target of DPP4 (68, 69). SDF-1α also plays a role in
diabetes itself by protecting stem-cell-derived insulin-producing
cells from glucotoxicity under high glucose conditions (70) or
promoting pancreatic beta-cell survival in mice via Akt activation
(71). Furthermore, it was shown that some genetic variants of
SDF-1α are associated with late stage complications in T2DM
patients (72, 73). Pituitary Adenylate Cyclase-Activating Polypeptide
Pituitary adenylate cyclase-activating polypeptide (PACAP) is
very rapidly degraded by DPP4 to the fragments (3–27), (5–27),
and (6–27). These fragments lack PACAPs insulinotropic ability,
but are no feasible treatment options for T2DM because of their
actions on glucose homeostasis and glucagon secretion (85). Sev-
eral studies have shown that PACAP is a powerful stimulator of
insulin secretion, which enhances glucose uptake in adipocytes
and augments antilipolytic action of insulin (86, 87). After DPP4-
inhibitor treatment in mice, PACAP-induced insulin secretion
was enhanced (88). However, a proof that PACAP also plays a role
in humans is lacking so far. Substance P Substance P is a physiological target of DPP4, which is sequentially
converted to SP (3–11) and SP (5–11) in vivo in F344–DPP4-
positive rats (78). SP is a neurotransmitter and modulator, which
is involved in neurogenic inflammation. Serum levels in diabetes
are controversially discussed with one study showing a decrease
in diabetic patients (79), and another one showing an increase in
fasting blood samples with correlation to diabetic risk factors like
BMI and blood pressure (80). This discrepancy in serum levels
could be addressed to the fact that it is not always stated which
form of SP (full length versus truncated) is measured. However,
SP was shown to promote IR in vitro in human preadipocytes
by interacting with proteins that are involved in the inhibitory
phosphorylation of IRS-1. Furthermore, SP can directly inhibit
insulin-dependent glucose metabolism in rat adipocytes (81). SP
also promotes diabetic corneal wound healing, as shown by Yang
and colleagues (82). Glucagon-like peptide-1 is secreted from L-cells of the gut
into the bloodstream. Upon binding to G-protein-coupled recep-
tors on the beta cells, intracellular cAMP level is elevated and
the protein kinases, Epac1 and 2, are activated, which leads to
an increase of insulin secretion. Furthermore, GLP-1 enhances
beta-cell mass by mediating proliferation and differentiation and
inhibiting apoptosis (8). By inhibiting gastric emptying, GLP-1
also improves blood sugar excursion, delays food absorption, and
is therefore a regulator of satiety and appetite also through the
hypothalamus (63). Glucose-dependent insulinotropic polypeptide is a 42 aa pep-
tide, which mainly originates from enteroendocrine K cells (64). Subjects with diabetes or impaired glucose tolerance show sig-
nificantly reduced levels of meal-stimulated circulating GIP and
the levels are negatively correlated with the severity of IR in
the patients (65, 66). GIP has, in contrast to GLP-1, no effect
on glucagon secretion, but also regulates fat metabolism in
adipocytes (67). Incretin Hormones The incretin hormones account for approximately 50% of the
insulin secretion after meal intake and are secreted from the gut
within minutes after the meal intake. Through binding to distinct
receptors on beta cells in the pancreas, they stimulate insulin
secretion and suppress glucagon release depending on the blood
glucose level. Most potent in their glucose-lowering action are
glucagon-like peptide 1 (GLP-1) and GIP. Both peptides belong All these studies have in common that they use whole-body
KO animals. The disadvantage here is that one cannot distinguish
between direct effects of the KO and side effects caused, for exam-
ple, by different immune cell status or decreased caloric intake. July 2015 | Volume 6 | Article 386 Frontiers in Immunology | www.frontiersin.org 5 Röhrborn et al. DPP4 in diabetes to the same glucagon peptide superfamily and share significant aa
character. Brain Natriuretic Peptide Brain natriuretic peptide is responsible for vasodilation, natriure-
sis, and suppresses renin secretion. It is so far only a predicted
DPP4 substrate, which was cleaved in vitro by DPP4 to BNP
(3–32). This truncation was inhibited by a DPP4 inhibitor in a
dose-dependent manner (83). Truncated forms of BNP with lower
enzymatic activity are discussed as an indicator of heart failure
severity. In 2013, dos Santos et al. could show an improved cardiac
performance in sitagliptin-treated rats, which they attributed to
increased levels of active BNP (84). Since inhibition of DPP4 due to genetic deletion or use of DPP4
inhibitors was shown to elevate GLP-1/GIP levels in numerous
studies, this effect is the main focus of developing therapeutic
targets for treatment of T2DM. There are numerous reviews,
which focus on DPP4- and GLP-1-mediated effects, and this topic
will not be further discussed here. Eotaxin/CCL11 Eotaxin mediates mobilization of eosinophils into the blood-
stream, which was shown to be increased in DPP4-deficient F344
rats (94). DPP4 cleaves eotaxin to eotaxin (3–74). However, there
was no significant correlation of eotaxin seen in patients with
T2DM or impaired glucose tolerance in the KORA cohort (95). The six inhibitors have been classified into three classes
depending on their different binding modes in the DPP4 active
center (10). Class 1 contains vilda- and saxagliptin, which only
bind to the S1 and S2 subsites and form a covalent bond with
the nitrile group of their cyanopyrrolidine moiety and Ser630 of
DPP4. Saxagliptin has a fivefold higher activity in blocking DPP4
than vildagliptin. Group 2 contains alo- and linagliptin, which
also interact with the S1′ subsite or even in case of linagliptin
with the S2′ subsite. The uracil rings of both gliptins induce a
conformational change in the Tyr547 of the S1′ subsite. Because
of the additional interaction of linagliptin with S2′ subsite, it
has an eightfold higher activity than alogliptin. The third class
has the highest inhibitory function toward DPP4, because both
sita- and teneligliptin interact with the S2-extensive subsite of
the DPP4 active center, and an increasing number of interactions
seems to increase the potency of the gliptin (10). Teneligliptin,
which is only approved for T2DM treatment in the Japanese and
Korean market so far, also has a unique structure characterized
by a J-shape and an anchor-lock domain, which explains the
strong inhibitory function and the low IC50 value of this drug
[for review, see Ref. (97)]. The binding of the DPP4 S2-extensive
subsite of some inhibitors also guarantees a high specificity toward
DPP4 since other close-related peptidases like DPP8, DPP9, and
FAP lack this subsite. All DPP4 inhibitors have in common that
they build salt bridges with Glu-residues in the S2 subsite (10). At least for sitagliptin, it is also known that it lowers the level
of free fatty acids (FFA) and thereby also comprises insulin-
sensitizing properties (98). Furthermore, sitagliptin was shown to
have potent anti-inflammatory properties by suppressing expres-
sion of pro-inflammatory genes in mouse and humans (98, 99). In patients with renal impairment, which is a very common
complication of T2DM, sitagliptin is more suitable than sulfony-
lureas (100). DPP4 as a Drug Target for the Treatment of T2DM
Deactivation of DPP4 Enzymatic Activity
DPP4 inhibitors Major DPP4 substrates are the so-called incretin hormones, which
are key regulators of post-prandial insulin release. DPP4 inhibi-
tion leads to greater bioavailability of these proteins and therefore
prolongs the half-life of insulin action. The majority of effects
seen upon DPP4-inhibitor treatment are ascribed to an increase
in GLP-1 levels. Because of this, DPP4 became a major target for
the treatment of T2DM. This section deals with the most recent
knowledge around DPP4 inhibitors, their mode of action – if
known – and the newest developments in the inhibition of DPP4
enzymatic activity. There are numerous modifications and poten-
tial optimizations of the five so far approved gliptins reported. However, most of them are not in clinical trials yet and not much
is known about their advantage in a head to head comparison to
established gliptins. Therefore, we decided to focus on the most
recent data on approved gliptins in this review. The data are also
summarized in Table 1. Dipeptidyl-peptidase 4 inhibitors lower DPP4 activity by
70–90%. They do not pass the blood–brain barrier and have
no direct effect on satiety or on altering gastric emptying
(8). The benefit for diabetes therapy clearly is their indiffer-
ence on bodyweight gain and the low risk of hypoglycemia. There are five gliptins approved so far for clinical use, namely
sitagliptin, vildagliptin, saxagliptin, linagliptin, and alogliptin. Three more gliptins, teneligliptin, anagliptin, and trelagliptin are
only approved in the Japanese and Korean market. Despite the
same mode of action, the different gliptins diverge in their phar-
macodynamic and pharmacokinetic properties, which might be
clinically relevant for some patients (9, 96). The peptide mimetic
compounds, vilda-, saxa, and teneligliptin, were identified by TABLE 1 | Summarized properties of gliptins. Eotaxin/CCL11 Anagliptin, which is only approved since 2012 in the
Japanese market, seems to have serum lipid-lowering and anti-
atherogenic actions as well, which makes it unique among the
gliptins approved so far (101, 102). Anagliptin has an IC50 of
3.3 nM and its main excretion route is renal elimination (101,
103). However, since this gliptin is only on the market since 2012, NPY and PYY Regulated on activation, normal T-cell expressed and secreted
(RANTES) recruits leukocytes into inflammatory sites and is
cleaved by DPP4 to RANTES (3–68). Due to this truncation,
RANTES (3–68) is not able anymore to increase cytosolic calcium
concentrations and to induce chemotaxis of human monocytes
in vitro. This is explained by a shift in receptor subtype-specificity
toward enhanced activation of CC-motif-chemokin-receptor 5
(CCR5) (89). Elevated serum levels of RANTES in T2DM are
associated with post-prandial hyperglycemia (90). Interestingly,
RANTES and its receptor CCR5 are important mediators of
obesity-induced inflammation, which was shown in CCR5-KO
mice (91). Levels of RANTES and CCR5 were reduced in adipose
tissue of obese patients upon exercise (92). RANTES reduces Neuropeptide Y and peptide YY are members of the polypeptide
family. They are highly expressed in the hypothalamus but are also
present in peripheral tissues like islets. NPY regulates energy bal-
ance, memory, and learning, while PYY reduces appetite, inhibits
gastric motility, and increases water and electrolyte absorption
in the colon (74). Both NPY and PYY play a role in beta-
cell survival and in glucose homeostasis (74). NPY is able to
suppress insulin secretion acutely (75). Both polypeptides have
in common that DPP4 truncation shifts their receptor speci-
ficity and thus alters their biological role in different cellular
processes. In vitro experiments in adipocytes could show that
DPP4 inhibition has an impact on lipid metabolism mediated by
NPY (76, 77). July 2015 | Volume 6 | Article 386 Frontiers in Immunology | www.frontiersin.org Frontiers in Immunology | www.frontiersin.org 6 DPP4 in diabetes Röhrborn et al. glucose-stimulated GLP-1 secretion in vitro and in vivo in mice,
by acting most probably through the intestinal glucose transporter
SGLT1 (93). replacement experiments of peptide-based substrates, whereas the
non-peptide mimetic compounds, sita, alo-, and linagliptin, were
derived from initially found inhibitors of random screenings. The
diverse chemical structures also explain the unique binding modes
of the inhibitors to DPP4 (10). Frontiers in Immunology | www.frontiersin.org DPP4 as a Drug Target for the Treatment of T2DM
Deactivation of DPP4 Enzymatic Activity
DPP4 inhibitors These controversial
discussions are well summarized by the reviews of Nauck and
Butler (115, 116). To really assess which medication is of more importance always
depends on the special patient characteristic. DPP4 as a Drug Target for the Treatment of T2DM
Deactivation of DPP4 Enzymatic Activity
DPP4 inhibitors Inhibitor
Approved since
Binding mode
Kind of inhibition
Route of excretion
IC50 value
Reference
Sitagliptin
2006 FDA
S1, S2, and S2
extensive subsites
Competitive inhibition
Mostly renal route
19 nM
(10, 98–100)
Vildagliptin
2007 European
medicines agency
Only S1 and S2 subsite
Substrate–enzyme blocker
Mostly renal route
62 nM
(10, 209)
Saxagliptin
2009 FDA
Only S1 and S2 subsite
Substrate–enzyme blocker
Mostly renal route
50 nM
(10, 209)
Linagliptin
2011 FDA
S1, S2, and S1′ subsites
–
Through biliary route
1 nM
(10)
Alogliptin
2013 FDA
S1, S2, and S1′ subsites
Competitive inhibition
Mostly renal route
24 nM
(8, 10)
Teneligliptin
2012 Japan
S1, S2, and S2
extensive subsites
Very potent because of unique anchor-
lock domain and J-shape of molecule
Mostly renal route
0.37 nM
(97)
2014 Korea TABLE 1 | Summarized properties of gliptins. July 2015 | Volume 6 | Article 386 Frontiers in Immunology | www.frontiersin.org 7 DPP4 in diabetes Röhrborn et al. system (1) via inhibiting the enzymatic action of DPP4 and
thereby upregulating GLP-1 levels physiologically and (2) via
increasing GLP-1 levels pharmacologically. While GLP-1 receptor
agonists (GLP-1-RA) directly target GLP-1, GLP-1-independent
effects are also possible with the use of DPP4 inhibitors (DPP4i). These drugs might also affect the level of other DPP4 substrates
and might therefore have a more complex mode of action. comparative head-to-head trials and data on the long-term use
are missing at the moment. Shinjo and colleagues demonstrated
that anagliptin exerts anti-inflammatory effects on macrophages
and adipocytes in vitro and on inflamed mouse livers in vivo. In this very recent study, anagliptin was more potent in its anti-
inflammatory actions than sitagliptin (104). To improve the qual-
ity of life of T2DM patients, development of novel agents now
is more and more focused on long-acting agents. There are two
more gliptins, which only have to be applied once weekly, namely
SYR-472 (trelagliptin) and MK-3102 (omarigliptin) (105, 106). Trelagliptin is approved in Japan since 2015. g
p
However, there have been a lot of attempts to compare the
effects of GLP-1-RA versus DPP4i in clinical studies. The results of
these head-to-head comparisons are summarized in many current
reviews (110–114). Most of these comparative studies agree that
GLP-1 analogs are more effective in respect of glycemic con-
trol. Both incretin-based therapies are equally potent in lowering
blood pressure and total cholesterol (110). Alternative modes of DPP4 inhibition Dipeptidyl-peptidase 4 inhibitors exert glucose regulatory actions
by prolonging the effects of GLP-1 and GIP, ultimately increas-
ing glucose-mediated insulin secretion and suppressing glucagon
secretion (117). Beside the glucose-lowering properties of DPP4
inhibitors, emerging evidence suggests that incretin-based ther-
apies may also have a positive impact on inflammation, cardio-
vascular and hepatic health, sleep, and the central nervous system
(118). However, the underlying mechanisms of these effects can-
not be fully explained by lower blood glucose levels or increased
GLP-1 bioavailability or signaling, and has to be further eluci-
dated. Thus, the next section is focused on the role of DPP4 action
in T2DM-relevant organs and associated comorbidities. Very recently, Pang and colleagues published a different strategy to
inhibit DPP4 activity. They used DPP4-targeted immune therapy
by vaccines in a C57BL/6J mouse model and were able to show
comparable effects like in treatments with gliptins regarding GLP-
1 plasma levels and post-prandial glucose excursion and insulin
sensitivity in HFD-fed mice. Furthermore, they observed no side
effects on immune cell activation by the DPP4 vaccine. An advan-
tage of this method is the long-lasting effect of the vaccine in the
mouse model, which could, if transferable to human patients, be
a convenient alternative to the daily intake of gliptins (109). y
g
Further research in developing alternatives toward Gliptins
especially for long-acting medications would be an interesting
new approach to improve lifestyle of patients. DPP4 as a Drug Target for the Treatment of T2DM
Deactivation of DPP4 Enzymatic Activity
DPP4 inhibitors Furthermore, both have
the advantage of low incidence of hypoglycemia (110, 111). The
results for body-weight lowering effects of DPP4i are heteroge-
neous throughout the studies (113), whereas beneficial effects
on body-weight are well accepted for GLP-1-RA (110–112, 114). Therefore, some authors tend to prefer GLP-1-RA over the use of
DPP4i (112). However, one should be aware of the fact, that GLP-
1-RA have a higher incidence of gastrointestinal adverse events
like nausea (110, 112, 114), which might be disadvantageous for
elderly people who may be more prone to these side effects (114). Although some authors claim that DPP4 inhibitors are only
beneficial in early stages of diabetes, this could be rebutted by
the work of Kumar and Gupta (107). They could show beneficial
effects of three gliptins (sita-, saxa-, and vildagliptin) in lower-
ing HbA1c also in patients with longstanding T2DM for more
than 10 years. Thus, DPP4 inhibition also plays an important role
irrespective of the duration of diabetes. What has to be mentioned in respect of the beneficial roles
of DPP4 inhibitors is that more and more studies about their
beneficial pleiotropic effects are upcoming, which are also dis-
cussed in the following section of this review dealing with different
organs. There are reports that gliptins themselves have effects
on lipid profile and blood pressure as well as on inflammatory
processes (108). In addition to the incretins, there are some DPP4
substrates, like SDF-1α, which might explain potential cardio-
protective effects, which are discussed for gliptins. However, car-
diovascular outcomes are still widely debated and controversially
evidenced. Ongoing long-term studies will further shed light on
the respective role of DPP4i beyond glucose homeostasis. Fur-
thermore, one has to keep in mind that also DPP4 has direct
effects independent of its enzymatic activity, like activation of
downstream signaling events upon receptor binding, which are
not well understood so far. Which role DPP4 inhibition plays
on T2D relevant organs/comorbidities will be the topic of the
following sections. Furthermore, there are reports that DPP4i might also have car-
dioprotective effects (113), which will also shortly be discussed in
section “Effect of DPP4 Inhibition on the Cardiovascular System”
of this review. Despite the clear beneficial effects of incretin-based
therapies, there are also concerns reported in respect of the risk for
long-term complications like pancreatitis (115). These potential
risks might, however, outweigh the benefits. Frontiers in Immunology | www.frontiersin.org Incretin-Based Therapies: Comparing
DPP4i and GLP-1 Analogs Adipose tissue is the primary storage organ for excess energy. While the role of adipose tissue as a central source of energy
has been recognized for centuries, in the past decade, it has
become increasingly clear that adipose tissue also displays char-
acteristics of an endocrine organ releasing a number of adipose It is well accepted that incretin-based therapies are able to lower
blood glucose levels and are therefore a treatment option for
T2DM. There are mainly two approaches to target the incretin July 2015 | Volume 6 | Article 386 Frontiers in Immunology | www.frontiersin.org 8 Röhrborn et al. DPP4 in diabetes Adipose Tissue as Relevant Source of Circulating
DPP4 Adipose Tissue as Relevant Source of Circulating
DPP4 tissue-specific factors, known as adipokines. During the progres-
sion of obesity, the ability of adipocytes to function as endocrine
cells and to secrete multiple biologically active proteins is affected
(119). Thus, adipose tissue has been shown to be a central driver of
T2DM progression, establishing and maintaining a chronic state
of low-level inflammation (120). Serum levels of sDPP4 are altered in many pathophysiologic
conditions, including different types of cancer, allergic asthma,
or hepatitis C (7). Our group was the first analyzing circulat-
ing sDPP4 in the context of obesity and the metabolic syn-
drome. DPP4 serum levels of morbidly obese men are elevated
compared with lean controls and significantly correlated with
BMI, the size of adipocytes in subcutaneous and visceral fat,
and the adipocyte hormones adiponectin (negatively) and leptin. These data suggest that sDPP4 is related not only to increased
body weight but also to other important parameters of adipose
tissue physiology. In addition, sDPP4 release and serum con-
centration can be reversed to normal levels by surgery-induced
weight loss (4). Thus, in obesity, both circulating levels of sDPP4
and sDPP4 release by adipose tissue are increased and correlate
strongly with the metabolic syndrome but can be reduced to
control levels by substantial weight loss. Thus, indicating that
enlargement of visceral adipocytes in obesity may substantially
contribute to the augmented level of circulating sDPP4 in obese
patients. DPP4 Expression and Release Within Adipose Tissue
Recently, we showed that DPP4 is highly expressed in human
primary adipocytes (4). Furthermore, DPP4 expression in adipose
tissue is increased in obese compared to lean individuals in both
subcutaneous and visceral adipose tissue (4, 5). Interestingly,
visceral fat of obese patients exhibits the highest DPP4 level. According to the increased expression, we could identify sDPP4
as a novel adipokine released from primary human adipocytes. In vitro, the DPP4 release increased substantially during fat cell
differentiation, and comparison with preadipocytes and adipose
tissue, macrophages showed that adipocytes most likely represent
the major source of DPP4 released from the intact organ to the
circulation. Furthermore, the release of sDPP4 was elevated in
adipose tissue explants of obese patients compared to lean controls
and correlates with various classical markers of the metabolic syn-
drome, namely BMI, waist circumference, plasma triglycerides,
and HOMA as an index of IR, as well as with fat cell volume and
the adipokine leptin (4, 5). Endocrine Effects of Soluble DPP4 Although there is clear evidence that increased circulating levels of
sDPP4 are associated with hallmarks of obesity and type diabetes,
such as whole-body IR, elevated BMI, and adipocyte hypertrophy,
there are only few studies investigating the endocrine effects of
sDPP4. We were the first showing that DPP4 consistently impairs
insulin signaling at the level of Akt in primary human adipocytes
(4). Enzymatic activity of sDPP4 appears to be involved in this
process; however, since this work was done in vitro, it is most
unlikely that the sDPP4-induced impairment of insulin action
is due to an increased bioavailability of any DPP4 substrate. It
might rather be that DPP4 inhibitors may also affect the binding
properties of sDPP4 to its receptors, namely M6P/IGFII receptor
(38) or PAR2 (39). For the latter, it is not only known that PAR2
signaling induces IR in adipocytes (125), but PAR2 might also be
a substantial contributor to inflammatory and metabolic dysfunc-
tion (126). Although there is a hint that circulating sDPP4 itself
might affect adipose tissue function, the exact mechanism has to
be further investigated. How DPP4 expression affects adipocyte homeostasis can only
be speculated. DPP4 might be involved in adipose tissue lipolysis. DPP4 recruits ADA, a monomeric enzyme catalyzing deamina-
tion of adenosine to inosine and ammonia (121, 122). It has been
shown that DPP4-bound ADA has a 1000-fold greater activity
than free ADA (123), which in turn may modulate the well-
established antilipolytic effects of adenosine. Moreover, DPP4
is a strong inhibitor of the antilipolytic activity of NPY (76),
which is one of the best peptide substrates of the enzyme (89). In
this regard, Rosmaninho-Salgadoa and colleagues demonstrated
that DPP4 stimulates lipid accumulation and PPAR-γ expression
through cleavage of NPY suggesting that sDPP4 might stimulate
adipocyte differentiation (77). However, it is noteworthy that the
authors of this study were using tremendously high and non-
physiological concentrations of sDPP4. On the contrary, a recent
published study showed that DPP4 expression was strongly upreg-
ulated during adipocyte dedifferentiation in vitro. Hence, the
authors concluded that DPP4 might be a major component in
adipose tissue remodeling and cell plasticity (124). Nevertheless,
enhanced abundance of DPP4 within adipose tissue of obese
subjects may be involved in adipose tissue remodeling and sub-
stantially augments the lipolytic activity of enlarged adipocytes
(57, 58). Impact of DPP4 Inhibition on Pancreatic Islets Impact of DPP4 Inhibition on Pancreatic Islets
Accumulating in vitro and pre-clinical data show that DPP4 inhi-
bition has beneficial effects on T2DM induced β-cell dysfunction
and apoptosis. Omar and colleagues demonstrated that DPP4
is not only present and active in mouse and human islets, but
inhibition of islet DPP4 activity also has a direct stimulatory
effect on insulin secretion, which is GLP-1 dependent (131). The
same effect could be observed with a 2-week des-fluoro-sitagliptin
treatment leading to increased insulin exocytosis by β cells from
db/db diabetic mice (133). Furthermore, it could be shown that
DPP4 inhibition is clearly associated with significantly increased
β-cell mass and function in several models of T2DM (134–136). These beneficial effects were associated with the transcriptional
activation of anti-apoptotic and pro-survival genes, as well as the
suppression of pro-apoptotic genes in β cells (137). Additionally,
Shah and collaborators showed that the DPP4-inhibitor linagliptin
protects isolated human islets from gluco-, lipo-, and cytokine-
toxicity (132). Accordingly, Akarte et al. reported anti-oxidative
properties of vildagliptin shown by a dose-dependent decrease
in nitric oxide concentrations in both serum and pancreatic
homogenates of vildagliptin-treated diabetic rats (138). With the recognition that adult humans also have BAT, an
organ with substantial capacity to dissipate energy, BAT gained
considerable interest as a novel target to treat or prevent obesity
and its associated diseases. In 2013, the group around Shimasaki
was the first reporting that des-fluoro-sitagliptin attenuated body
adiposity, without affecting food intake, in C57BL/6 mice with
diet-induced obesity (128). The increase in energy expenditure
could be explained by enhanced levels of PPAR-α, PGC-1, and
uncoupling protein-1 (UCP-1) in BAT as well as elevated lev-
els of proopiomelanocortin in the hypothalamus. The beneficial
effects of des-fluoro-sitagliptin on energy expenditure could only
partly be ascribed to increased GLP-1 levels and have to be
further validated. Shortly afterward, Fukuda-Tsuru et al. could
confirm these data in the same animal model by administra-
tion of teneligliptin (129). Moreover, in this study, teneligliptin
also reduces fat mass and suppresses HFD-induced adipocyte
hypertrophy. Beside these pre-clinical and in vitro studies, only few are
known about the beneficial effect of DPP4 inhibitors on β cells in
human. In the short-term, 12-weeks vildagliptin treatment leads
to a small increase in the capacity for insulin secretion (139). Pancreatic Islets β-cells play a central role in the etiology of T2DM. Due to failure of
β-cell sensitivity to glucose and loss of β-cell mass, insulin secre-
tion of these cells is not sufficient to counter balance IR, finally
leading to T2DM. Although DPP4 inhibitors are now widely used
for glycemic control, many debates are ongoing about their exact
mode of action and their beneficial effects on pancreatic β cells. The exact mechanism how DPP4 inhibitors augment insulin
secretion and increase β-cell mass in vitro and in vivo is still not
fully understood, since not all these effects could be explained by
elevated GLP-1 level or improved glycemic control associated with
less glucotoxicity. Impact of DPP4 Inhibition on Pancreatic Islets Treatment with vildagliptin over a longer period of time could
also confirm an increased β-cell function in humans as a result
of improved sensitivity of β cells to glucose (140, 141). However,
this effect was not maintained after washout period, indicating
that this increased capacity was not a disease modifying effect on
beta cell mass and/or function. In the SAVOR-TIMI 53 trial, which
was originally performed to assess the cardiovascular safety of
saxagliptin, Leibowitz and colleagues recently reported that DPP4
inhibition may attenuate the progression of diabetes (142). This
was evidenced by a decreased requirement for intensification of
treatment associated with better preservation of glycemic control,
as well as better sustained β-cell function as reflected in the fasting
HOMA-2β during the 2-year follow-up period. Collectively, there is clear evidence that DPP4 expression
and release by adipose tissue play a key role in obesity and
T2DM-associated processes, such as inflammation, adipocyte
hypertrophy, and IR. However, the underlying mechanism of
these beneficial effects is not fully understood and remains unclear
in most of the publications. Regulation of DPP4 Expression Within Pancreatic
Islets Interestingly, within the pancreatic islets, DPP4 localization dif-
fers between species. Islets of rodents showed a near-exclusive
expression of DPP4 in β cells, with little expression in α-cells. In
contrast, human and pig islets express DPP4 almost exclusively
in α cells (130, 131). The species difference in the localization of
DPP4 expression, and the possible physiological consequence of
that difference, is unclear. Moreover, in a recent published study,
it has been demonstrated that DPP4 activity was detectable in
the conditioned medium of human islets suggesting that DPP4
is released from human islets as well (132). Under pathological
conditions, islets of obese mice chronically fed a HFD that exhibit
an increased DPP4 activity. The contrary was found in human
islets from type 2 diabetic donors, showing a decreased DPP4
activity (131). Impact of DPP4 Inhibition on Adipose Tissue Impact of DPP4 Inhibition on Adipose Tissue
To further investigate the role of DPP4 in adipose tissue, several
studies with DPP4 inhibitors were conducted. Interestingly, the
administration of the DPP4-inhibitior des-fluoro-sitagliptin ame-
liorates linoleic acid-induced adipose tissue hypertrophy in β-cell-
specific glucokinase haploinsufficient mice, a model of non-obese
T2DM (127). Moreover, des-fluoro-sitagliptin protects against
linoleic acid-induced adipose tissue inflammation illustrated by
CD8+ T-cell infiltration. Due to the loss of GLP-1 receptors in
adipose tissue, the authors exclude the involvement of GLP-1 and
claim that the observed effects are due to the huge variety of
DPP4 substrates. Thus, DPP4 inhibition might have pleiotropic
effects in adipose tissue. A similar outcome has been observed
in C57BL/6 mice fed a HFD. After linagliptin treatment, a sig-
nificantly lower expression of the macrophage marker F4/80 was Moreover, dendritic cells and macrophages resident in visceral
adipose depots exhibit an increased DPP4 expression in response
to inflammation or in the obese state (28). Since it is known that
DPP4 exerts immunomodulating properties, Zhong et al. showed
that membrane-bound DPP4 is co-localized with membrane-
bound ADA on human dendritic cells resulting in an increased T-
cell proliferation (28). Thus, it can be speculated that DPP4 might
also play an important role in the chronic low-grade inflammation
taking place in obesity and T2DM. July 2015 | Volume 6 | Article 386 9 DPP4 in diabetes Röhrborn et al. found compared with vehicle treatment. In line with these data,
the authors demonstrated an increased insulin sensitivity after
linagliptin treatment suggesting that DPP4 and adipose tissue
inflammation play a pivotal role in the induction of IR. In 3T3-
L1 cells, a murine predipocyte cell line, Rosmaninho-Salgado
et al. demonstrated that the DPP4-inhibitor vildagliptin reduces
lipid accumulation by inhibiting adipogenesis, without affecting
lipolysis through NPY cleavage and subsequent NPY Y2 receptor
activation (77). found compared with vehicle treatment. In line with these data,
the authors demonstrated an increased insulin sensitivity after
linagliptin treatment suggesting that DPP4 and adipose tissue
inflammation play a pivotal role in the induction of IR. In 3T3-
L1 cells, a murine predipocyte cell line, Rosmaninho-Salgado
et al. demonstrated that the DPP4-inhibitor vildagliptin reduces
lipid accumulation by inhibiting adipogenesis, without affecting
lipolysis through NPY cleavage and subsequent NPY Y2 receptor
activation (77). Impact of DPP4 Inhibition on Liver Function Since DPP4 inhibitors are widely used in clinical practice, this
drug was also investigated as a potential new therapeutic strategy
against the development of liver fibrosis and steatosis. Kaji and
collaborators demonstrated that sitagliptin markedly inhibits liver
fibrosis development in rats via suppression of hepatic stellate
cell proliferation and collagen synthesis (158). These suppressive
effects were associated with dephosphorylation of ERK1/2, p38,
and Smad2/3 in the hepatic stellate cells. Additionally, hepatic
steatosis could be prevented in several different animal models Regulation of DPP4 Expression in the Liver Although DPP4 exhibits a widespread organ distribution, the
liver is one of the organs that highly expresses DPP4 (149). In
the healthy human liver, intense staining for DPP4 was found in
hepatic acinar zones 2 and 3, but not in zone 1. This heterogeneous
lobular distribution suggests that DPP4 might be involved in
the regulation of hepatic metabolism (150). Furthermore, mRNA
expression levels of DPP4 were significantly increased in NAFLD
livers compared to that in control livers (151). In accordance to
that, DPP4 expression levels of NAFLD patients were negatively
correlated with HOMA-IR and BMI, and positively correlated
with total cholesterol levels, but not with ALT, lactate dehydro-
genase (LDH), or triglyceride levels. Moreover, under conditions
of high glucose, DPP4 expression was increased in HepG2 cells. However, other nutritional conditions, such as high insulin or the
presence of fatty acids and cholesterol, did not affect DPP4 expres-
sion in these cells. Thus, the authors claim that enhanced DPP4
expression in NAFLD liver may rather be associated with IR than
triglyceride accumulation and may promote the progression of
liver disease via subsequent deteriorations in glucose metabolism. How increased DPP4 expression might affect liver function is still
unknown. There are only a few hints that DPP4 might play a role in
fibronectin-mediated interaction of hepatocytes with extracellular
matrix (2, 36, 152). Beside DPP4 expression, there is only indirect
evidence that hepatocytes also release DPP4 to the circulation,
which will be further discussed in the next section. Clinical
data
are
very
limited;
however,
several
non-
randomized trials conducted in small groups of diabetic
patients demonstrated that DPP4 inhibitors improved the levels
of liver transaminases and liver fat (164–166). Accordingly,
Iwasaki et al. found a decrease in ballooning and non-alcoholic
steatohepatitis scores in post-treatment liver biopsies (165, 166). Recently, in a comprehensive retrospective review of 459 type
2 diabetic patients, treated with DPP4-inhibitors, it was shown
that DPP4 inhibitors improved the abnormality of the liver
transaminases AST and ALT independent of HbA1c and body
weight (167). Again in the majority of publications, the authors
postulate that these beneficial actions were mediated through
potentiation of direct GLP-1 actions on hepatocytes; however,
it seems unlikely that hepatocytes express the canonical GLP-1
receptor (168). Liver Non-alcoholic fatty liver disease (NAFLD) describes a disorder
with excessive deposition of fat within the liver with increasing
prevalence in parallel to obesity and diabetes, which are major
risk factors for NAFLD (143). Indeed, NAFLD is now the most
common cause of chronic liver disease (144) and is present in
one-quarter to one-half of diabetes patients (145). In the obese
state, elevated triglyceride degradation in adipose tissue causes
an increased hepatic uptake of fatty acids leading to fat accu-
mulation within the tissue. Furthermore, reactive oxygen species
(ROS), produced during lipid oxidation, are assumed to induce
hepatocyte death and inflammatory reactions. Liver cirrhosis can
be defined as the end stage of chronic liver diseases and is caused July 2015 | Volume 6 | Article 386 Frontiers in Immunology | www.frontiersin.org 10 DPP4 in diabetes Röhrborn et al. by DPP4 inhibition (127, 159, 160). Shirakawa and colleagues
studied the effects of sitagliptin in glucokinase ± diabetic mice
with diet-induced hepatic steatosis (127). Here, sitagliptin pre-
vented fatty liver in both wild-type and glucokinase ± mice paral-
leled by decreased expression of sterol regulatory element-binding
protein-1c, stearoyl-CoA desaturase-1, and fatty acid synthase,
and increased expression of peroxisome proliferator-activated
receptor-α in the liver. Furthermore, in a mouse model of non-
alcoholic steatohepatitis, further studies indicated that linagliptin
improves insulin sensitivity and hepatic steatosis in mice with
diet-induced obesity (161) and ameliorates liver inflammation
(162). The underlying mechanism of these beneficial effects has
been further investigated by Ohyama et al. in ob/ob mice (163). The novel DPP4-inhibitor MK-0626 attenuates hepatic steatosis
by enhancing AMPK activity, inhibiting hepatic lipogenic gene
expression, increasing triglyceride secretion from liver, and ele-
vating serum adiponectin levels. by progressive fibrosis. This process is characterized by excessive
accumulation of ECM and activated hepatic stellate cells (146,
147) that ultimately results in nodular regeneration with loss of
function (148). Cardiovascular System Cardiovascular complications (CVD) are common in patients
with T2DM and a major cause of mortality (169). Atheroscle-
rosis is the dominant cause of CVD and usually develops many
years before any clinical symptoms are manifested. The underly-
ing pathogenesis of atherosclerosis involves an imbalanced lipid
metabolism and a maladaptive immune response entailing a
chronic low-grade inflammation of the arterial wall. Endothe-
lial cells and intimal smooth muscle cells represent the major
cell types of the artery wall preserving vessel wall homeosta-
sis. Together with leukocytes, they are the major players in the
development of this disease. Beside atherosclerosis, T2DM also
exacerbates heart failure associated with diastolic heart failure and
coronary microangiopathy (170–172). Serum Level of DPP4 in Liver Disease Serum Level of DPP4 in Liver Disease
As previously discussed, hepatic DPP4 mRNA expression level in
the livers is significantly higher in patients with NAFLD compared
to healthy subjects (151). This upregulation of hepatic DPP4
expression is thought to be responsible for elevated DPP4 serum
level in patients with liver disease (153–155). In line with this
observation, serum DPP4 activity can be correlated with hep-
atic steatosis and NAFLD grading (156). Similarly, in patients
with NAFLD, DPP4 activity in serum correlates with markers of
liver damage, such as serum gamma-glutamyltranspeptidase and
ALT levels, but do not correlate with fasting blood glucose levels
and HbA1c values (156, 157). Thus, hepatic DPP4 expression in
NAFLD may be directly associated with increased DPP4 serum
level and may be involved in hepatic lipogenesis and liver injury. Regulation of DPP4 Expression in the Liver In conclusion, accumulating studies indicate that DPP4
inhibitors are clinically useful for patients with T2DM accom-
panied by liver dysfunction based on fatty liver, and that DPP4
inhibition affects liver function regardless of diabetic status and
obesity. Effect of DPP4 Inhibition on the
Cardiovascular System Regarding the vascular system, continuous infusion of the
GLP-1 analog exendin-4 reduced monocyte adhesion to aortic
endothelial cells, associated with a reduction in atherosclerotic
lesion size in non-diabetic C57BL/6 and ApoE−/−mice. Further-
more, treatment for 1 h with exendin-4 reduced the expression of
the pro-inflammatory cytokines, TNFα and MCP-1, in response
to lipopolysaccharide (LPS) (188). In addition, exendin-4 stim-
ulates proliferation of human coronary artery endothelial cells
through endothelial nitric oxide synthase (eNOS)-, protein kinase
A (PKA)-, and PI3K/Akt-dependent pathways (192, 193). Accord-
ingly, in humans, preliminary data confirm the ability of GLP-1 to
protect from high glucose-induced endothelial dysfunction in the
post-meal phase (194). In a model of vascular injury, it has been
shown that continuous infusion of exendin-4 reduces neointimal
formation at 4 weeks after injury without altering body weight or
various metabolic parameters (195). From in vitro studies, Goto
et al. suggest that this effect was mediated by the ability of GLP-1 to
suppress platelet-derived growth factor (PDGF)-induced prolifer-
ation of vascular smooth muscle cells. In contrast, in a pre-clinical
study, combining HFD and STZ treatment in ApoE−/−failed to
detect evidence for GLP-1R-dependent reduction of lesion size in
the thoracic or abdominal aorta (168). The authors discuss that
the duration of treatment, the dose of the GLP-1 agonist, or the
age of mice might be responsible for the lack of anti-atherogenic
activity in this study. y
In several in vitro and pre-clinical studies, DPP4 inhibitors have
been shown to exert important protective effects on the cardio-
vascular system. In this regard, it has been shown that DPP4
inhibitors decrease myocardial infarct size, stabilize the cardiac
electrophysiological state during myocardial ischemia, reduce
ischemia/reperfusion injury, and prevent left ventricular remod-
eling following MI (177, 178). Additionally, DPP4 inhibitors also
exert vascular protective properties, including anti-inflammatory
and anti-atherosclerotic effects and the ability to induce vascular
relaxation (179, 180). To confirm cardiovascular safety or even
protection of DPP4 inhibitors in humans, several cardiovascular
outcome studies were conducted. However, several clinical trials,
namely SAVOR-TIMI 53, EXAMINE, or VIVIDD in patients
with established cardiovascular disease failed to confirm a cardio-
protective effect (181–183). Even an increased cardiovascular risk
for DPP4 inhibitors was discussed, since in the SAVOR-TIMI 53
trial, a significant increased hospitalization due to heart failure in
the saxagliptin-treated group was observed. DPP4 Substrates: GLP-1 Dependent Effects of
DPP4 Inhibitors Since several studies have identified a role for GLP-1 recep-
tor (GLP-1R) signaling in DPP4-dependent cardioprotection,
it is suggested that GLP-1 itself has favorable cardiovascular
effects. Indeed, mRNA transcripts of the GLP-1R have been
detected in the heart of rodents (185, 186) and humans (187). Furthermore, GLP-1R has also been localized to mouse aortic
smooth muscle and endothelial cells, as well as monocytes and
macrophages (188). Regarding MI and heart failure, pre-clinical studies have
demonstrated that DPP4-deficient rats subjected to 45 min of
ischemia with 2 h or reperfusion exhibited cardioprotection illus-
trated by reduced infarct size, improved cardiac performance, and
reduced levels of BNP compared to control rats (189). These ben-
eficial effects could be partially reversed by co-administration of
the GLP-1R antagonist exendin (9–39). Accordingly, administra-
tion of exendin (9–39) reversed the sitagliptin-induced improve-
ment in ventricular function in Sprague Dawley rats with tran-
sient cardiac ischemia (190). Additionally, in a rat model of
chronic heart failure, GLP-1 analogs were able to improve cardiac
function and morphology, with a concomitant amelioration of
hyperglycemia and hyperinsulinemia (191). Regulation of DPP4 Expression and Release
in Vascular Cells Dipeptidyl-peptidase 4 is expressed in both microvascular
endothelial cells of different human tissues, such as liver, spleen, July 2015 | Volume 6 | Article 386 Frontiers in Immunology | www.frontiersin.org 11 Röhrborn et al. DPP4 in diabetes substrates or inhibition of direct effects of DPP4 remains unclear
and will be assessed in more detail in the following section. lung, brain, heart (170, 172), and in human vascular smooth
muscle cells (3). Under conditions of high glucose, DPP4 expres-
sion and activity were increased in human glomerular endothelial
cells (173). Additionally, in STZ-induced diabetic rats, activity of
membrane-bound DPP4 was increased, thereby reducing cardiac
SDF-1 concentrations and causing impaired angiogenesis (174). Also hypoxia has been shown to regulate DPP4 expression in
vascular cells. Regarding endothelial cells, there are conflicting
data on the influence of hypoxia on DPP4 expression. In human
microvascular endothelial cells as well as human umbilical vein
endothelial cells, Eltzschig and colleagues showed that hypoxia
increased DPP4 mRNA and protein level (175), whereas another
study by Shigeta et al. observed a decreased protein level of DPP4
under hypoxic conditions in the same cells (174). However, in
human vascular smooth muscle cells, we observed an increased
DPP4 expression in response to hypoxia (3). In this particular
study, we could also show that DPP4 is released from human
vascular smooth muscle cells. However, only very little is known
about the physiological role of the membrane-bound DPP4 within
the vasculature. There is only one study showing that DPP4
forms a complex with ADA capable of degrading extracellular
adenosine to inosine in endothelial cells. Increased inosine levels
in turn are known to induce vasoconstriction due to mast cell
degranulation (176). Frontiers in Immunology | www.frontiersin.org Effect of DPP4 Inhibition on the
Cardiovascular System However, in the most
recent published outcome study TECOS, the authors could show
that among patients with T2DM and established cardiovascular
disease, sitagliptin did not appear to increase the risk of major
adverse cardiovascular events, hospitalization for heart failure, or
other adverse events (184). As sDPP4 is an adipokine upregulated
in obesity and T2DM that triggers IR and metabolic complica-
tions (4, 5), it might be speculated that the beneficial effects of
DPP4 inhibitors would be higher in those early phases of the
metabolic disorders previous to the development of established
cardiovascular disease. However, in patients with heart failure, pilot studies also suggest
cardioprotection by GLP-1 infusion (196, 197). Accordingly, a
large retrospective analysis indicates that patients treated with the
GLP-1 analog exenatide had a significant 20% reduction of CVD
events compared with patients on other glucose-lowering agents
(198). Nevertheless, studies showing cardiovascular protective However, whether these beneficial effects observed in pre-
clinical settings are due to increased levels of different DPP4 July 2015 | Volume 6 | Article 386 12 Röhrborn et al. DPP4 in diabetes FIGURE 2 | Schematic overview of the impact of soluble DPP4 and
DPP4 inhibitors on T2DM-relevant organs/tissues. In the upper panel,
direct effects of soluble DPP4 (in red) on different organs/tissues are
presented (gray boxes). The lower panel shows known effects of DPP4
inhibitors (in green) in these particular organs/tissues (gray boxes). SMC,
smooth muscle cells. presented (gray boxes). The lower panel shows known effects of DPP4
inhibitors (in green) in these particular organs/tissues (gray boxes). SMC,
smooth muscle cells. FIGURE 2 | Schematic overview of the impact of soluble DPP4 and
DPP4 inhibitors on T2DM-relevant organs/tissues. In the upper panel,
direct effects of soluble DPP4 (in red) on different organs/tissues are effects of GLP-1 were carried out using either native GLP-1 or
recombinant GLP-1 analogs at high concentrations or in a way
that induced supraphysiological GLP-1 signaling. Considering
that DPP4 inhibition restores GLP-1 signaling within the phys-
iological range, beneficial effects of DPP4 inhibitors might be
different to those of GLP-1 analogs. type 2 diabetic patients receiving a 4-week course of therapy with
the DPP4-inhibitor sitagliptin show increased SDF-1α plasma
concentrations and circulating EPC levels (199). Additionally,
SDF-1 engineered to be resistant to DPP4 cleavage, and delivered
by nanofibers, improves blood flow in a model of peripheral artery
disease (201). Effect of DPP4 Inhibition on the
Cardiovascular System Collectively, these studies implicate a rationale to
use DPP4 inhibitors for vascular repair through stimulation of
EPC and neovascularization. DPP4 Substrates: SDF-1- and BNP-Dependent
Effects of DPP4 Inhibitors Brain natriuretic peptide, another substrate of DPP4, plays an
important role in regulating body fluid homeostasis and vascular
tone through binding and subsequent activation of the cGMP-
coupled natriuretic peptide receptor type A (NPR-A) (202). BNP is secreted predominantly by ventricular cardiomyocytes in
response to increased wall stress. Thus, elevated BNP is a sensitive
marker of heart failure and appears to play a role in cardiac
remodeling and healing after acute MI (203–205). DPP4 cleavage
of the physiologically active BNP (1–32) to BNP (3–32) effectively
lowers plasma cGMP levels, reduces diuresis and natriuresis, and
inhibits vasodilatation (83, 202). But beside GLP-1, there are further substrates of DPP4, which
might play a role in the favorable cardiovascular effects of DPP4
inhibitors. Two of the most promising candidates are SDF-1α
and brain natriuretic peptide (BNP). As already mentioned in
section “Stromal Cell-Derived Factor-1α/CXCL12,” SDF-1 is a
chemokine promoting stem-cell homing of EPCs by binding to
its receptor C–X–C motif chemokine receptor type 4 (CXCR4). EPCs are derived from the bone marrow and are known to pro-
mote vascular repair and neoangiogenesis. When vascular dam-
age occurs, local growth factors and cytokines signal the bone
marrow to release EPC targeted to the injured sites. EPC then
differentiate into mature endothelial cells and assist in the recon-
struction of the vasculature (199). In mice, genetic deletion or
pharmacologic inhibition of DPP4 is able to increase the homing
of CXCR4+ EPC at sites of myocardial damage, resulting in a
reduced cardiac remodeling and improved heart function and
survival (200). In a human study, Fadini et al. demonstrated that Frontiers in Immunology | www.frontiersin.org Conclusion Dipeptidyl-peptidase 4, originally identified as an enzyme nearly
50 years ago, has now been recognized to exert pleiotropic func-
tions with substantial impact for a variety of diseases. The com-
plexity of DPP4 action stems from (i) a long list of substrates
cleaved by the enzyme including hormones, growth factors, and
cytokines, (ii) an additional function of this protein being a bind-
ing partner at the surface of different cells, specifically immune
cells, and (iii) the recent discovery that DPP4 is an adipokine with
different endocrine functions. Thus, an integrated view on this
molecule is required to more precisely understand its impact for
metabolic diseases like type 2 diabetes. For this disease, DPP4
inhibition has gained substantial interest, mostly related to the
DPP4 substrate, GLP-1. As shown here, other substrates like SDF-
1 and BNP should also be taken into account and may help to
better understand the therapeutic potential of DPP4 inhibitors. In this context, the direct effects of DPP4 inhibitors require to
be assessed in more detail, and several aspects like the cardio-
protective function of DPP4 inhibition remains controversial. Finally, soluble DPP4 is emerging as a new research line, putting
this molecule to the list of adipo-cytokines with pro-inflammatory
and proliferative function. Combining the accumulated knowl-
edge on DPP4 will lead to an improved understanding of its
impact for health and disease. (
)
In human vascular smooth muscle cells, we could show that
sDPP4 activates the MAPK and NF-κB signaling cascade resulting
in pro-atherogenic changes in human vascular smooth muscle
cells illustrated by an increased proliferation, the induction of
iNOS and elevated expression, and secretion of pro-inflammatory
cytokines (39). Additionally, we observed that all these detrimen-
tal effects of sDPP4 were PAR2 mediated, since both a PAR2
antagonist and PAR2 silencing completely prevented the sDPP4-
induced effects. In collaboration with the group of Sánchez-Ferrer,
we further showed that sDPP4 exhibits direct effects on vascu-
lar function illustrated by vascular reactivity of murine mesen-
teric arteries (208). sDPP4 impaired the endothelium-dependent
relaxation to acetylcholine in a concentration-dependent man-
ner by up to 75%, without modifying endothelium-independent
relaxation to sodium nitroprusside. Again, enzymatic activity
of DPP4 appears to be involved in this process. Similarly,
the cyclooxygenase inhibitor indomethacin and the thrombox-
ane A2 receptor antagonist SQ29548 abrogated the impairing
action of DPP4. 4. Lamers D, Famulla S, Wronkowitz N, Hartwig S, Lehr S, Ouwens DM, et al.
Dipeptidyl peptidase 4 is a novel adipokine potentially linking obesity to the
metabolic syndrome. Diabetes (2011) 60(7):1917–25. doi:10.2337/db10-1707 Acknowledgments This work was supported by the Ministerium für Wissenschaft
und Forschung des Landes Nordrhein-Westfalen (Ministry of
Science and Research of the State of North Rhine-Westphalia),
and the Bundesministerium für Gesundheit (Federal Ministry of
Health). Conclusion These data suggest that DPP4 directly impairs
endothelium-dependent relaxation through a mechanism that
involves cyclooxygenase activation, and likely the release of a vaso-
constrictor prostanoid. Since sDPP4 has been reported not only
to contribute to monocyte migration and macrophage-mediated
inflammatory reactions but also stimulates the proliferation of Endocrine Effects of Soluble DPP4 on Cardiovascular
Homeostasis Although it is well established that serum levels of sDPP4 are
altered in several pathological conditions and that sDPP4 is
released from vascular cells, only a minor part of research has
focused on potential endocrine effects of this proteolytic enzyme. July 2015 | Volume 6 | Article 386 Frontiers in Immunology | www.frontiersin.org 13 Röhrborn et al. DPP4 in diabetes Considering that DPP4 is discussed in immunomodulation,
it might be speculated that the inhibition of DPP4 modulates
responses occurring within early or late atherosclerotic lesions. In low-density lipoprotein receptor-deficient (LDLR−/−) mice,
Shah et al. could demonstrate that exogenously injected DPP4
increases monocyte migration in vivo (180). Although these
pro-migratory properties of DPP4 could be completely inhib-
ited by sitagliptin, the underlying mechanism of these effects
remains unclear. Moreover, the combined treatment of sDPP4
and LPS leads to increased expression and secretion of the pro-
inflammatory cytokines, TNFα and IL-6. This upregulation was
achieved by elevated levels of ERK, c-Fos, NF-κB p65, NF-κB
p50, and CUX1, all factors known to bind to the promotor
of TNFα and IL-6 (180). In accordance to that, Ikushima and
collaborators observed that sDPP4 binds to the M6P/IGF-IIR
resulting in enhanced transendothelial T cell migration (206). In
a further study, sDPP4 binding to M6P/IGF-IIR leads to elevated
ROS levels in HUVECs. In both studies, binding of DPP4 to
this particular receptor was completely prevented by a DPP4
inhibitor (207). human coronary artery smooth muscle cells as well as impairs
endothelium-dependent vasorelaxation, it might be speculated
that sDPP4 itself acts as a risk factor for atherosclerosis. Collectively, this section emphasizes that both membrane-
bound and sDPP4 and its inhibition are not only playing an impor-
tant role in glucose homeostasis but also in several other processes
and organs involved in the pathogenesis of T2DM (Figure 2). This
supports the notion that DPP4 exhibits pleiotropic properties that
are not fully understood so far and have to be further elucidated
in the future. 5. Sell H, Bluher M, Kloting N, Schlich R, Willems M, Ruppe F, et al. Adipose
dipeptidyl peptidase-4 and obesity: correlation with insulin resistance and
depot-specific release from adipose tissue in vivo and in vitro. Diabetes Care
(2013) 36(12):4083–90. doi:10.2337/dc13-0496 7. Cordero OJ, Salgado FJ, Nogueira M. On the origin of serum CD26 and its
altered concentration in cancer patients. Cancer Immunol Immunother (2009)
58(11):1723–47. doi:10.1007/s00262-009-0728-1 6. Mulvihill EE, Drucker DJ. Pharmacology, physiology, and mechanisms of
action of dipeptidyl peptidase-4 inhibitors. Endocr Rev (2014) 35(6):992–1019.
doi:10.1210/er.2014-1035 4. Lamers D, Famulla S, Wronkowitz N, Hartwig S, Lehr S, Ouwens DM, et al.
Dipeptidyl peptidase 4 is a novel adipokine potentially linking obesity to the
metabolic syndrome. Diabetes (2011) 60(7):1917–25. doi:10.2337/db10-1707
5. Sell H, Bluher M, Kloting N, Schlich R, Willems M, Ruppe F, et al. Adipose
dipeptidyl peptidase-4 and obesity: correlation with insulin resistance and
depot-specific release from adipose tissue in vivo and in vitro. Diabetes Care
(2013) 36(12):4083–90. doi:10.2337/dc13-0496
6. Mulvihill EE, Drucker DJ. Pharmacology, physiology, and mechanisms of
action of dipeptidyl peptidase-4 inhibitors. Endocr Rev (2014) 35(6):992–1019.
doi:10.1210/er.2014-1035
7. Cordero OJ, Salgado FJ, Nogueira M. On the origin of serum CD26 and its
altered concentration in cancer patients. Cancer Immunol Immunother (2009)
58(11):1723–47. doi:10.1007/s00262-009-0728-1 1. Hopsu-Havu VK, Glenner GG. A new dipeptide naphthylamidase hydrolyzing
glycyl-prolyl-beta-naphthylamide. Histochemie (1966) 7(3):197–201. doi:10.
1007/BF00577838 References Associa-
tion between HbA1c and dipeptidyl peptidase IV activity in type 2 diabetes
mellitus. Clin Chim Acta (2012) 413(11–12):1020–1. doi:10.1016/j.cca.2012. 02.021 12. Abbott CA, McCaughan GW, Gorrell MD. Two highly conserved glutamic
acid residues in the predicted beta propeller domain of dipeptidyl peptidase IV
are required for its enzyme activity. FEBS Lett (1999) 458(3):278–84. doi:10. 1016/S0014-5793(99)01166-7 30. Ciaraldi TP. The role of adenosine in insulin action coupling in rat adipocytes. Mol Cell Endocrinol (1988) 60(1):31–41. doi:10.1016/0303-7207(88)90117-7 31. Heseltine L, Webster JM, Taylor R. Adenosine effects upon insulin action on
lipolysis and glucose transport in human adipocytes. Mol Cell Biochem (1995)
144(2):147–51. doi:10.1007/BF00944394 13. Fan H, Meng W, Kilian C, Grams S, Reutter W. Domain-specific N-
glycosylation of the membrane glycoprotein dipeptidylpeptidase IV (CD26)
influences its subcellular trafficking, biological stability, enzyme activity and
protein folding. Eur J Biochem (1997) 246(1):243–51. doi:10.1111/j.1432-1033. 1997.00243.x 32. Lee JG, Kang DG, Yu JR, Kim Y, Kim J, Koh G, et al. Changes in adenosine
deaminase activity in patients with type 2 diabetes mellitus and effect of DPP-
4 inhibitor treatment on ADA activity. Diabetes Metab J (2011) 35(2):149–58. doi:10.4093/dmj.2011.35.2.149 14. Smith RE, Talhouk JW, Brown EE, Edgar SE. The significance of hypersia-
lylation of dipeptidyl peptidase IV (CD26) in the inhibition of its activity
by Tat and other cationic peptides. CD26: a subverted adhesion molecule
for HIV peptide binding. AIDS Res Hum Retroviruses (1998) 14(10):851–68. doi:10.1089/aid.1998.14.851 33. Ohnuma K, Yamochi T, Uchiyama M, Nishibashi K, Yoshikawa N, Shimizu
N, et al. CD26 up-regulates expression of CD86 on antigen-presenting cells
by means of caveolin-1. Proc Natl Acad Sci U S A (2004) 101(39):14186–91. doi:10.1073/pnas.0405266101 15. Chien CH, Huang LH, Chou CY, Chen YS, Han YS, Chang GG, et al. One site
mutation disrupts dimer formation in human DPP-IV proteins. J Biol Chem
(2004) 279(50):52338–45. doi:10.1074/jbc.M406185200 34. Loster K, Zeilinger K, Schuppan D, Reutter W. The cysteine-rich region of
dipeptidyl peptidase IV (CD 26) is the collagen-binding site. Biochem Biophys
Res Commun (1995) 217(1):341–8. doi:10.1006/bbrc.1995.2782 35. Cheng HC, Abdel-Ghany M, Pauli BU. A novel consensus motif in fibronectin
mediates dipeptidyl peptidase IV adhesion and metastasis. J Biol Chem (2003)
278(27):24600–7. doi:10.1074/jbc.M303424200 16. Scanlan MJ, Raj BK, Calvo B, Garin-Chesa P, Sanz-Moncasi MP, Healey JH,
et al. Molecular cloning of fibroblast activation protein alpha, a member of the
serine protease family selectively expressed in stromal fibroblasts of epithelial
cancers. Proc Natl Acad Sci U S A (1994) 91(12):5657–61. References 1. Hopsu-Havu VK, Glenner GG. A new dipeptide naphthylamidase hydrolyzing
glycyl-prolyl-beta-naphthylamide. Histochemie (1966) 7(3):197–201. doi:10. 1007/BF00577838 1. Hopsu-Havu VK, Glenner GG. A new dipeptide naphthylamidase hydrolyzing
glycyl-prolyl-beta-naphthylamide. Histochemie (1966) 7(3):197–201. doi:10. 1007/BF00577838 2. Lambeir AM, Durinx C, Scharpe S, De Meester I. Dipeptidyl-peptidase IV
from bench to bedside: an update on structural properties, functions, and clin-
ical aspects of the enzyme DPP IV. Crit Rev Clin Lab Sci (2003) 40(3):209–94. doi:10.1080/713609354 3. Rohrborn D, Eckel J, Sell H. Shedding of dipeptidyl peptidase 4 is mediated
by metalloproteases and up-regulated by hypoxia in human adipocytes and
smooth muscle cells. FEBS Lett (2014) 588(21):3870–7. doi:10.1016/j.febslet. 2014.08.029 3. Rohrborn D, Eckel J, Sell H. Shedding of dipeptidyl peptidase 4 is mediated
by metalloproteases and up-regulated by hypoxia in human adipocytes and
smooth muscle cells. FEBS Lett (2014) 588(21):3870–7. doi:10.1016/j.febslet. 2014.08.029 July 2015 | Volume 6 | Article 386 Frontiers in Immunology | www.frontiersin.org 14 Röhrborn et al. DPP4 in diabetes 8. Capuano A, Sportiello L, Maiorino MI, Rossi F, Giugliano D, Esposito
K. Dipeptidyl peptidase-4 inhibitors in type 2 diabetes therapy – focus
on alogliptin. Drug Des Devel Ther (2013) 7:989–1001. doi:10.2147/DDDT. S37647 26. Gorrell MD. Dipeptidyl peptidase IV and related enzymes in cell biol-
ogy and liver disorders. Clin Sci (Lond) (2005) 108(4):277–92. doi:10.1042/
CS20040302 27. Yu DM, Slaitini L, Gysbers V, Riekhoff AG, Kahne T, Knott HM, et al. Soluble CD26/dipeptidyl peptidase IV enhances human lymphocyte prolif-
eration in vitro independent of dipeptidyl peptidase enzyme activity and
adenosine deaminase binding. Scand J Immunol (2011) 73(2):102–11. doi:10. 1111/j.1365-3083.2010.02488.x 9. Scheen AJ. A review of gliptins in 2011. Expert Opin Pharmacother (2012)
13(1):81–99. doi:10.1517/14656566.2012.642866 10. Nabeno M, Akahoshi F, Kishida H, Miyaguchi I, Tanaka Y, Ishii S, et al. A comparative study of the binding modes of recently launched dipeptidyl
peptidase IV inhibitors in the active site. Biochem Biophys Res Commun (2013)
434(2):191–6. doi:10.1016/j.bbrc.2013.03.010 28. Zhong J, Rao X, Deiuliis J, Braunstein Z, Narula V, Hazey J, et al. A poten-
tial role for dendritic cell/macrophage-expressing DPP4 in obesity-induced
visceral inflammation. Diabetes (2013) 62(1):149–57. doi:10.2337/db12-0230 11. Chung KM, Huang CH, Cheng JH, Tsai CH, Suen CS, Hwang MJ, et al. Proline in transmembrane domain of type II protein DPP-IV governs its
translocation behavior through endoplasmic reticulum. Biochemistry (2011)
50(37):7909–18. doi:10.1021/bi200605h 29. Belle LP, Bitencourt PE, De Bona KS, Moresco RN, Moretto MB. References doi:10.1073/pnas.91. 12.5657 36. Piazza GA, Callanan HM, Mowery J, Hixson DC. Evidence for a role of
dipeptidyl peptidase IV in fibronectin-mediated interactions of hepatocytes
with extracellular matrix. Biochem J (1989) 262(1):327–34. 17. Ghersi G, Dong H, Goldstein LA, Yeh Y, Hakkinen L, Larjava HS, et al. Seprase-dPPIV association and prolyl peptidase and gelatinase activities of
the protease complex. Adv Exp Med Biol (2003) 524:87–94. doi:10.1007/
0-306-47920-6_11 37. Ghersi G, Zhao Q, Salamone M, Yeh Y, Zucker S, Chen WT. The protease
complex consisting of dipeptidyl peptidase IV and seprase plays a role in the
migration and invasion of human endothelial cells in collagenous matrices. Cancer Res (2006) 66(9):4652–61. doi:10.1158/0008-5472.CAN-05-1245 18. Bohm SK, Gum JR Jr, Erickson RH, Hicks JW, Kim YS. Human dipeptidyl
peptidase IV gene promoter: tissue-specific regulation from a TATA-less GC-
rich sequence characteristic of a housekeeping gene promoter. Biochem J
(1995) 311(Pt 3):835–43. 38. Ikushima H, Munakata Y, Ishii T, Iwata S, Terashima M, Tanaka H, et al. Internalization of CD26 by mannose 6-phosphate/insulin-like growth factor
II receptor contributes to T cell activation. Proc Natl Acad Sci U S A (2000)
97(15):8439–44. doi:10.1073/pnas.97.15.8439 19. Bauvois B, Djavaheri-Mergny M, Rouillard D, Dumont J, Wietzerbin J. Reg-
ulation of CD26/DPPIV gene expression by interferons and retinoic acid in
tumor B cells. Oncogene (2000) 19(2):265–72. doi:10.1038/sj.onc.1203292 39. Wronkowitz N, Gorgens SW, Romacho T, Villalobos LA, Sanchez-Ferrer CF,
Peiro C, et al. Soluble DPP4 induces inflammation and proliferation of human
smooth muscle cells via protease-activated receptor 2. Biochim Biophys Acta
(2014) 1842(9):1613–21. doi:10.1016/j.bbadis.2014.06.004 20. Mattern T, Reich C, Duchrow M, Ansorge S, Ulmer AJ, Flad HD. Antibody-induced modulation of CD26 surface expression. Immunology
(1995) 84(4):595–600. 40. Bouchard L, Faucher G, Tchernof A, Deshaies Y, Lebel S, Hould FS, et al. Comprehensive genetic analysis of the dipeptidyl peptidase-4 gene and car-
diovascular disease risk factors in obese individuals. Acta Diabetol (2009)
46(1):13–21. doi:10.1007/s00592-008-0049-4 21. Cordero OJ, Salgado FJ, Vinuela JE, Nogueira M. Interleukin-12 enhances
CD26 expression and dipeptidyl peptidase IV function on human acti-
vated lymphocytes. Immunobiology (1997) 197(5):522–33. doi:10.1016/
S0171-2985(97)80084-8 41. Turcot V, Bouchard L, Faucher G, Tchernof A, Deshaies Y, Perusse L, et al. DPP4 gene DNA methylation in the omentum is associated with its gene
expression and plasma lipid profile in severe obesity. Obesity (Silver Spring)
(2011) 19(2):388–95. doi:10.1038/oby.2010.198 22. Salgado FJ, Vela E, Martin M, Franco R, Nogueira M, Cordero OJ. References Enhancing incretin action for the treatment of type 2 diabetes. Diabetes Care (2003) 26(10):2929–40. doi:10.2337/diacare.26.10.2929 gg
hem Lab Med (2009) 47(3):275–87. doi:10.1515/CCLM.2009.064 47. Ben-Shlomo S, Zvibel I, Varol C, Spektor L, Shlomai A, Santo EM, et al. Role
of glucose-dependent insulinotropic polypeptide in adipose tissue inflam-
mation of dipeptidylpeptidase 4-deficient rats. Obesity (Silver Spring) (2013)
21(11):2331–41. doi:10.1002/oby.20340 65. Rask E, Olsson T, Soderberg S, Holst JJ, Tura A, Pacini G, et al. Insulin
secretion and incretin hormones after oral glucose in non-obese subjects with
impaired glucose tolerance. Metabolism (2004) 53(5):624–31. doi:10.1016/j. metabol.2003.11.011 48. Ben-Shlomo S, Zvibel I, Rabinowich L, Goldiner I, Shlomai A, Santo EM, et al. Dipeptidyl peptidase 4-deficient rats have improved bile secretory function in
high fat diet-induced steatosis. Dig Dis Sci (2013) 58(1):172–8. doi:10.1007/
s10620-012-2353-7 66. Vilsboll T, Krarup T, Deacon CF, Madsbad S, Holst JJ. Reduced postpran-
dial concentrations of intact biologically active glucagon-like peptide 1 in
type 2 diabetic patients. Diabetes (2001) 50(3):609–13. doi:10.2337/diabetes. 50.3.609 49. Karl T, Hoffmann T, Pabst R, von Hörsten S. Extreme reduction of dipep-
tidyl peptidase IV activity in F344 rat substrains is associated with vari-
ous behavioral differences. Physiol Behav (2003) 80(1):123–34. doi:10.1016/
S0031-9384(03)00229-4 67. Gautier JF, Fetita S, Sobngwi E, Salaun-Martin C. Biological actions of
the incretins GIP and GLP-1 and therapeutic perspectives in patients with
type 2 diabetes. Diabetes Metab (2005) 31(3 Pt 1):233–42. doi:10.1016/
S1262-3636(07)70190-8 50. Stephan M, Radicke A, Leutloff S, Schmiedl A, Pabst R, von HS, et al. Dipep-
tidyl peptidase IV (DPP4)-deficiency attenuates diet-induced obesity in rats:
possible implications for the hypothalamic neuropeptidergic system. Behav
Brain Res (2011) 216(2):712–8. doi:10.1016/j.bbr.2010.09.024 68. Wang W, Choi BK, Li W, Lao Z, Lee AY, Souza SC, et al. Quantification
of intact and truncated stromal cell-derived factor-1alpha in circulation by
immunoaffinity enrichment and tandem mass spectrometry. J Am Soc Mass
Spectrom (2014) 25(4):614–25. doi:10.1007/s13361-013-0822-7 51. Canneva F, Golub Y, Distler J, Dobner J, Meyer S, von HS. DPP4-deficient
congenic rats display blunted stress, improved fear extinction and increased
central NPY. Psychoneuroendocrinology (2015) 53:195–206. doi:10.1016/j. psyneuen.2015.01.007 69. Busso N, Wagtmann N, Herling C, Chobaz-Peclat V, Bischof-Delaloye A, So A,
et al. Circulating CD26 is negatively associated with inflammation in human
and experimental arthritis. Am J Pathol (2005) 166(2):433–42. doi:10.1016/
S0002-9440(10)62266-3 70. Tariq M, Masoud MS, Mehmood A, Khan SN, Riazuddin S. References Stromal cell
derived factor-1alpha protects stem cell derived insulin-producing cells
from glucotoxicity under high glucose conditions in-vitro and ameliorates
drug induced diabetes in rats. J Transl Med (2013) 11:115. doi:10.1186/
1479-5876-11-115 52. Kirino Y, Sato Y, Kamimoto T, Kawazoe K, Minakuchi K, Nakahori Y. Interrelationship of dipeptidyl peptidase IV (DPP4) with the development
of diabetes, dyslipidaemia and nephropathy: a streptozotocin-induced model
using wild-type and DPP4-deficient rats. J Endocrinol (2009) 200(1):53–61. doi:10.1677/JOE-08-0424 53. Sato Y, Koshioka S, Kirino Y, Kamimoto T, Kawazoe K, Abe S, et al. Role of
dipeptidyl peptidase IV (DPP4) in the development of dyslipidemia: DPP4
contributes to the steroid metabolism pathway. Life Sci (2011) 88(1–2):43–9. doi:10.1016/j.lfs.2010.10.019 71. Yano T, Liu Z, Donovan J, Thomas MK, Habener JF. Stromal cell derived
factor-1 (SDF-1)/CXCL12 attenuates diabetes in mice and promotes pancre-
atic beta-cell survival by activation of the prosurvival kinase Akt. Diabetes
(2007) 56(12):2946–57. doi:10.2337/db07-0291 54. Marguet D, Baggio L, Kobayashi T, Bernard AM, Pierres M, Nielsen PF, et al. Enhanced insulin secretion and improved glucose tolerance in mice lacking
CD26. Proc Natl Acad Sci U S A (2000) 97(12):6874–9. doi:10.1073/pnas. 120069197 72. Humpert PM, Battista MJ, Lammert A, Reismann P, Djuric Z, Rudofsky G
Jr, et al. Association of stromal cell-derived factor 1 genotype with diabetic
foot syndrome and macrovascular disease in patients with type 2 diabetes. Clin
Chem (2006) 52(6):1206–8. doi:10.1373/clinchem.2005.065482 Chem (2006) 52(6):1206–8. doi:10.1373/clinchem.2005.065482 55. Conarello SL, Li Z, Ronan J, Roy RS, Zhu L, Jiang G, et al. Mice lacking dipep-
tidyl peptidase IV are protected against obesity and insulin resistance. Proc
Natl Acad Sci U S A (2003) 100(11):6825–30. doi:10.1073/pnas.0631828100 73. Karimabad MN, Hassanshahi G. Significance of CXCL12 in type 2 diabetes
mellitus and its associated complications. Inflammation (2015) 38(2):710–7. doi:10.1007/s10753-014-9981-3 74. Persaud SJ, Bewick GA. Peptide YY: more than just an appetite regulator. Diabetologia (2014) 57(9):1762–9. doi:10.1007/s00125-014-3292-y 56. Yan S, Marguet D, Dobers J, Reutter W, Fan H. Deficiency of CD26 results
in a change of cytokine and immunoglobulin secretion after stimulation by
pokeweed mitogen. Eur J Immunol (2003) 33(6):1519–27. doi:10.1002/eji. 200323469 75. Whim MD. Pancreatic beta cells synthesize neuropeptide Y and can rapidly
release peptide co-transmitters. PLoS One (2011) 6(4):e19478. doi:10.1371/
journal.pone.0019478 57. Romacho T, Indrakusuma I, Rohrborn D, Castaneda TR, Jelenik T, Weiss
J, et al. Adipose-tissue specific deletion of dipeptidyl peptidase 4 (DPP4)
enhances M2 macrophage markers and results in smaller adipocytes under
HFD. Diabetes (2015) 64(Suppl 1):A531. 76. References Mechanisms
of CD26/dipeptidyl peptidase IV cytokine-dependent regulation on human
activated lymphocytes. Cytokine (2000) 12(7):1136–41. doi:10.1006/cyto.1999. 0643 42. Turcot V, Tchernof A, Deshaies Y, Perusse L, Belisle A, Marceau P, et al. Comparison of the dipeptidyl peptidase-4 gene methylation levels between
severely obese subjects with and without the metabolic syndrome. Diabetol
Metab Syndr (2013) 5(1):4–5. doi:10.1186/1758-5996-5-4 23. Gu N, Tsuda M, Matsunaga T, Adachi T, Yasuda K, Ishihara A, et al. Glucose
regulation of dipeptidyl peptidase IV gene expression is mediated by hepa-
tocyte nuclear factor-1alpha in epithelial intestinal cells. Clin Exp Pharmacol
Physiol (2008) 35(12):1433–9. doi:10.1111/j.1440-1681.2008.05015.x 43. Aghili N, Devaney JM, Alderman LO, Zukowska Z, Epstein SE, Burnett MS. Polymorphisms in dipeptidyl peptidase IV gene are associated with the risk
of myocardial infarction in patients with atherosclerosis. Neuropeptides (2012)
46(6):367–71. doi:10.1016/j.npep.2012.10.001 24. Morrison ME, Vijayasaradhi S, Engelstein D, Albino AP, Houghton AN. A
marker for neoplastic progression of human melanocytes is a cell surface
ectopeptidase. J Exp Med (1993) 177(4):1135–43. doi:10.1084/jem.177.4.1135 25. Engel M, Hoffmann T, Wagner L, Wermann M, Heiser U, Kiefersauer R,
et al. The crystal structure of dipeptidyl peptidase IV (CD26) reveals its
functional regulation and enzymatic mechanism. Proc Natl Acad Sci U S A
(2003) 100(9):5063–8. doi:10.1073/pnas.0230620100 44. Bailey SD, Xie C, Pare G, Montpetit A, Mohan V, Yusuf S, et al. Variation at
the DPP4 locus influences apolipoprotein B levels in South Asians and exhibits
heterogeneity in Europeans related to BMI. Diabetologia (2014) 57(4):738–45. doi:10.1007/s00125-013-3142-3 Frontiers in Immunology | www.frontiersin.org July 2015 | Volume 6 | Article 386 15 Röhrborn et al. DPP4 in diabetes IV reveals a striking selectivity within the chemokine family. J Biol Chem
(2001) 276(32):29839–45. doi:10.1074/jbc.M103106200 IV reveals a striking selectivity within the chemokine family. J Biol Chem
(2001) 276(32):29839–45. doi:10.1074/jbc.M103106200 45. Yasuda N, Nagakura T, Yamazaki K, Inoue T, Tanaka I. Improvement of high
fat-diet-induced insulin resistance in dipeptidyl peptidase IV-deficient Fischer
rats. Life Sci (2002) 71(2):227–38. doi:10.1016/S0024-3205(02)01637-5 63. van BL, Ten Kulve JS, la Fleur SE, Ijzerman RG, Diamant M. Effects of
glucagon-like peptide 1 on appetite and body weight: focus on the CNS. J
Endocrinol (2014) 221(1):T1–16. doi:10.1530/JOE-13-0414 46. Frerker N, Raber K, Bode F, Skripuletz T, Nave H, Klemann C, et al. Pheno-
typing of congenic dipeptidyl peptidase 4 (DP4) deficient Dark Agouti (DA)
rats suggests involvement of DP4 in neuro-, endocrine, and immune functions. Clin Chem Lab Med (2009) 47(3):275–87. doi:10.1515/CCLM.2009.064 64. Drucker DJ. References Trelagliptin: first global approval. Drugs (2015) 75(10):1161–4. doi:10.1007/s40265-015-0431-9 106. Biftu T, Sinha-Roy R, Chen P, Qian X, Feng D, Kuethe JT, et al. Omarigliptin (MK-3102): a novel long-acting DPP-4 inhibitor for once-weekly
treatment of type 2 diabetes. J Med Chem (2014) 57(8):3205–12. doi:10.1021/
jm401992e 88. Ahren B, Hughes TE. Inhibition of dipeptidyl peptidase-4 augments insulin
secretion in response to exogenously administered glucagon-like peptide-
1, glucose-dependent insulinotropic polypeptide, pituitary adenylate cyclase-
activating polypeptide, and gastrin-releasing peptide in mice. Endocrinology
(2005) 146(4):2055–9. doi:10.1210/en.2004-1174 107. Kumar KV, Gupta AK. Clinical audit of patients using DPP4 inhibitors
in longstanding type 2 diabetes. Diabetes Metab Syndr (2014):S1871–4021. doi:10.1016/j.dsx.2014.04.031 89. Mentlein R. Dipeptidyl-peptidase IV (CD26) – role in the inactivation of reg-
ulatory peptides. Regul Pept (1999) 85(1):9–24. doi:10.1016/S0167-0115(99)
00089-0 108. Aroor AR, Sowers JR, Jia G, DeMarco VG. Pleiotropic effects of the
dipeptidylpeptidase-4
inhibitors
on
the
cardiovascular
system. Am
J Physiol Heart Circ Physiol (2014) 307(4):H477–92. doi:10.1152/ajpheart. 00209.2014 90. Dworacka M, Krzyzagorska E, Iskakova S, Bekmukhambetov Y, Urazayev O,
Dworacki G. Increased circulating RANTES in type 2 diabetes. Eur Cytokine
Netw (2014) 25(3):46–51. doi:10.1684/ecn.2014.0355 109. Pang Z, Nakagami H, Osako MK, Koriyama H, Nakagami F, Tomioka H,
et al. Therapeutic vaccine against DPP4 improves glucose metabolism in mice. Proc Natl Acad Sci U S A (2014) 111(13):E1256–63. doi:10.1073/pnas. 1322009111 91. Kitade H, Sawamoto K, Nagashimada M, Inoue H, Yamamoto Y, Sai Y, et al. CCR5 plays a critical role in obesity-induced adipose tissue inflammation and
insulin resistance by regulating both macrophage recruitment and M1/M2
status. Diabetes (2012) 61(7):1680–90. doi:10.2337/db11-1506 110. Wang T, Gou Z, Wang F, Ma M, Zhai SD. Comparison of GLP-1 analogues
versus sitagliptin in the management of type 2 diabetes: systematic review
and meta-analysis of head-to-head studies. PLoS One (2014) 9(8):e103798. doi:10.1371/journal.pone.0103798 92. Baturcam E, Abubaker J, Tiss A, Abu-Farha M, Khadir A, Al-Ghimlas F, et al. Physical exercise reduces the expression of RANTES and its CCR5 receptor in
the adipose tissue of obese humans. Mediators Inflamm (2014) 2014:627150. doi:10.1155/2014/627150 111. Rizos EC, Ntzani EE, Papanas N, Tsimihodimos V, Mitrogianni Z, Maltezos
E, et al. Combination therapies of DPP4 inhibitors and GLP1 analogues with
insulin in type 2 diabetic patients: a systematic review. Curr Vasc Pharmacol
(2013) 11(6):992–1000. doi:10.2174/15701611113119990103 93. Pais R, Zietek T, Hauner H, Daniel H, Skurk T. RANTES (CCL5) reduces
glucose-dependent secretion of glucagon-like peptides 1 and 2 and impairs
glucose-induced insulin secretion in mice. References Am J Physiol Endocrinol Metab (2011)
300(2):E410–21. doi:10.1152/ajpendo.00463.2010 and in pancreatic islets of obese mice. Am J Physiol Endocrinol Metab (2011)
300(2):E410–21. doi:10.1152/ajpendo.00463.2010 100. Ommen ES, Xu L, O’Neill EA, Goldstein BJ, Kaufman KD, Engel SS. Com-
parison of treatment with sitagliptin or sulfonylurea in patients with type 2
diabetes mellitus and mild renal impairment: a post hoc analysis of clinical
trials. Diabetes Ther (2015) 6(1):29–40. doi:10.1007/s13300-015-0098-y 82. Yang L, Di G, Qi X, Qu M, Wang Y, Duan H, et al. Substance P promotes
diabetic corneal epithelial wound healing through molecular mechanisms
mediated via the neurokinin-1 receptor. Diabetes (2014) 63(12):4262–74. doi:10.2337/db14-0163 83. Brandt I, Lambeir AM, Ketelslegers JM, Vanderheyden M, Scharpe S, De M
I. Dipeptidyl-peptidase IV converts intact B-type natriuretic peptide into its
des-SerPro form. Clin Chem (2006) 52(1):82–7. doi:10.1373/clinchem.2005. 057638 101. Nishio S, Abe M, Ito H. Anagliptin in the treatment of type 2 diabetes: safety,
efficacy, and patient acceptability. Diabetes Metab Syndr Obes (2015) 8:163–71. doi:10.2147/DMSO.S54679 102. Ervinna N, Mita T, Yasunari E, Azuma K, Tanaka R, Fujimura S, et al. Anagliptin, a DPP-4 inhibitor, suppresses proliferation of vascular smooth
muscles and monocyte inflammatory reaction and attenuates atherosclerosis
in male apo E-deficient mice. Endocrinology (2013) 154(3):1260–70. doi:10. 1210/en.2012-1855 84. dos SL, Salles TA, Arruda-Junior DF, Campos LC, Pereira AC, Barreto AL,
et al. Circulating dipeptidyl peptidase IV activity correlates with cardiac
dysfunction in human and experimental heart failure. Circ Heart Fail (2013)
6(5):1029–38. doi:10.1161/CIRCHEARTFAILURE.112.000057 103. Furuta S, Smart C, Hackett A, Benning R, Warrington S. Pharmacokinetics
and metabolism of [14C]anagliptin, a novel dipeptidyl peptidase-4 inhibitor,
in humans. Xenobiotica (2013) 43(5):432–42. doi:10.3109/00498254.2012. 731618 85. Green BD, Irwin N, Flatt PR. Pituitary adenylate cyclase-activating pep-
tide (PACAP): assessment of dipeptidyl peptidase IV degradation, insulin-
releasing activity and antidiabetic potential. Peptides (2006) 27(6):1349–58. doi:10.1016/j.peptides.2005.11.010 86. Yada T, Nakata M, Shioda S. Insulinotropin PACAP potentiates insulin action. Stimulation of glucose uptake in 3T3-LI adipocytes. Ann N Y Acad Sci (2000)
921:473–7. doi:10.1111/j.1749-6632.2000.tb07018.x 104. Shinjo T, Nakatsu Y, Iwashita M, Sano T, Sakoda H, Ishihara H, et al. DPP-4 inhibitor anagliptin exerts anti-inflammatory effects on macrophages,
adipocytes, and mouse livers by suppressing NF-kappaB activation. Am J
Physiol Endocrinol Metab (2015). doi:10.1152/ajpendo.00553.2014 87. Akesson L, Ahren B, Manganiello VC, Holst LS, Edgren G, Degerman E. Dual
effects of pituitary adenylate cyclase-activating polypeptide and isoproterenol
on lipid metabolism and signaling in primary rat adipocytes. Endocrinology
(2003) 144(12):5293–9. doi:10.1210/en.2003-0364 105. McKeage K. References Kos K, Baker AR, Jernas M, Harte AL, Clapham JC, O’Hare JP, et al. DPP-
IV inhibition enhances the antilipolytic action of NPY in human adipose
tissue. Diabetes Obes Metab (2009) 11(4):285–92. doi:10.1111/j.1463-1326. 2008.00909.x 58. Sell H, Rohrborn D, Indrakusuma I, Jelenik T, Castaneda TR, Al-Hasani H,
et al. Adipose-specific dipeptidyl peptidase 4 (DPP4) knockout mice display
improved fasting insulin and cholesterol levels despite increased weight gain
on HFD. Diabetes (2015) 64(Suppl 1):A548. 77. Rosmaninho-Salgado J, Marques AP, Estrada M, Santana M, Cortez V,
Grouzmann E, et al. Dipeptidyl-peptidase-IV by cleaving neuropeptide Y
induces lipid accumulation and PPAR-gamma expression. Peptides (2012)
37(1):49–54. doi:10.1016/j.peptides.2012.06.014 59. Engel M, Hoffmann T, Manhart S, Heiser U, Chambre S, Huber R, et al. Rigidity and flexibility of dipeptidyl peptidase IV: crystal structures of and
docking experiments with DPIV. J Mol Biol (2006) 355(4):768–83. doi:10. 1016/j.jmb.2005.11.014 78. Ahmad S, Wang L, Ward PE. Dipeptidyl(amino)peptidase IV and aminopep-
tidase M metabolize circulating substance P in vivo. J Pharmacol Exp Ther
(1992) 260(3):1257–61. 60. Longenecker KL, Stewart KD, Madar DJ, Jakob CG, Fry EH, Wilk S, et al. Crys-
tal structures of DPP-IV (CD26) from rat kidney exhibit flexible accommo-
dation of peptidase-selective inhibitors. Biochemistry (2006) 45(24):7474–82. doi:10.1021/bi060184f 79. Wang LH, Zhou SX, Li RC, Zheng LR, Zhu JH, Hu SJ, et al. Serum levels
of calcitonin gene-related peptide and substance P are decreased in patients
with diabetes mellitus and coronary artery disease. J Int Med Res (2012)
40(1):134–40. doi:10.1177/147323001204000114 61. Hoffmann T, Faust J, Neubert K, Ansorge S. Dipeptidyl peptidase IV (CD
26) and aminopeptidase N (CD 13) catalyzed hydrolysis of cytokines and
peptides with N-terminal cytokine sequences. FEBS Lett (1993) 336(1):61–4. doi:10.1016/0014-5793(93)81609-4 80. Fu J, Liu B, Liu P, Liu L, Li G, Wu B, et al. Substance P is associated
with the development of obesity, chronic inflammation and type 2 diabetes
mellitus. Exp Clin Endocrinol Diabetes (2011) 119(3):177–81. doi:10.1055/
s-0030-1261965 81. Karagiannides I, Bakirtzi K, Kokkotou E, Stavrakis D, Margolis KG, Thomou
T, et al. Role of substance P in the regulation of glucose metabolism via 62. Lambeir AM, Proost P, Durinx C, Bal G, Senten K, Augustyns K, et al. Kinetic investigation of chemokine truncation by CD26/dipeptidyl peptidase July 2015 | Volume 6 | Article 386 Frontiers in Immunology | www.frontiersin.org 16 Röhrborn et al. DPP4 in diabetes insulin signaling-associated pathways. Endocrinology (2011) 152(12):4571–80. doi:10.1210/en.2011-1170 and in pancreatic islets of obese mice. References Best Pract Res Clin Gastroenterol (2010) 24(5):695–708. doi:10.1016/j.bpg. 2010.08.005 126. Lim J, Iyer A, Liu L, Suen JY, Lohman RJ, Seow V, et al. Diet-induced
obesity, adipose inflammation, and metabolic dysfunction correlating with
PAR2 expression are attenuated by PAR2 antagonism. FASEB J (2013)
27(12):4757–67. doi:10.1096/fj.13-232702 144. Starley BQ, Calcagno CJ, Harrison SA. Nonalcoholic fatty liver disease
and hepatocellular carcinoma: a weighty connection. Hepatology (2010)
51(5):1820–32. doi:10.1002/hep.23594 127. Shirakawa J, Fujii H, Ohnuma K, Sato K, Ito Y, Kaji M, et al. Diet-induced adi-
pose tissue inflammation and liver steatosis are prevented by DPP-4 inhibition
in diabetic mice. Diabetes (2011) 60(4):1246–57. doi:10.2337/db10-1338 145. Mazza A, Fruci B, Garinis GA, Giuliano S, Malaguarnera R, Belfiore A. The
role of metformin in the management of NAFLD. Exp Diabetes Res (2012)
2012:716404. doi:10.1155/2012/716404 146. Friedman SL. Mechanisms of hepatic fibrogenesis. Gastroenterology (2008)
134(6):1655–69. doi:10.1053/j.gastro.2008.03.003 128. Shimasaki T, Masaki T, Mitsutomi K, Ueno D, Gotoh K, Chiba S, et al. The dipeptidyl peptidase-4 inhibitor des-fluoro-sitagliptin regulates brown
adipose tissue uncoupling protein levels in mice with diet-induced obesity. PLoS One (2013) 8(5):e63626. doi:10.1371/journal.pone.0063626 147. Guo J, Friedman SL. Hepatic fibrogenesis. Semin Liver Dis (2007)
27(4):413–26. doi:10.1055/s-2007-991517 129. Fukuda-Tsuru S, Kakimoto T, Utsumi H, Kiuchi S, Ishii S. The novel dipep-
tidyl peptidase-4 inhibitor teneligliptin prevents high-fat diet-induced obesity
accompanied with increased energy expenditure in mice. Eur J Pharmacol
(2014) 723:207–15. doi:10.1016/j.ejphar.2013.11.030 148. Bataller R, Brenner DA. Liver fibrosis. J Clin Invest (2005) 115(2):209–18. doi:10.1172/JCI24282 149. Mentzel S, Dijkman HB, Van Son JP, Koene RA, Assmann KJ. Organ distri-
bution of aminopeptidase A and dipeptidyl peptidase IV in normal mice. J
Histochem Cytochem (1996) 44(5):445–61. doi:10.1177/44.5.8627002 130. Liu L, Omar B, Marchetti P, Ahren B. Dipeptidyl peptidase-4 (DPP-4): local-
ization and activity in human and rodent islets. Biochem Biophys Res Commun
(2014) 453(3):398–404. doi:10.1016/j.bbrc.2014.09.096 150. Itou M, Kawaguchi T, Taniguchi E, Sata M. Dipeptidyl peptidase-4: a key
player in chronic liver disease. World J Gastroenterol (2013) 19(15):2298–306. doi:10.3748/wjg.v19.i15.2298 131. Omar BA, Liehua L, Yamada Y, Seino Y, Marchetti P, Ahren B. Dipeptidyl
peptidase 4 (DPP-4) is expressed in mouse and human islets and its activity is
decreased in human islets from individuals with type 2 diabetes. Diabetologia
(2014) 57(9):1876–83. doi:10.1007/s00125-014-3299-4 151. Miyazaki M, Kato M, Tanaka K, Tanaka M, Kohjima M, Nakamura K,
et al. Increased hepatic expression of dipeptidyl peptidase-4 in non-alcoholic
fatty liver disease and its association with insulin resistance and glucose
metabolism. References Mol Med Rep (2012) 5(3):729–33. doi:10.3892/mmr.2011.707 132. Shah P, Ardestani A, Dharmadhikari G, Laue S, Schumann DM, Kerr-Conte
J, et al. The DPP-4 inhibitor linagliptin restores beta-cell function and survival
in human isolated islets through GLP-1 stabilization. J Clin Endocrinol Metab
(2013) 98(7):E1163–72. doi:10.1210/jc.2013-1029 152. Gorrell MD, Wang XM, Park J, Ajami K, Yu DM, Knott H, et al. Structure and
function in dipeptidyl peptidase IV and related proteins. Adv Exp Med Biol
(2006) 575:45–54. doi:10.1007/0-387-32824-6_5 153. Eggstein S, Kreisel W, Gerok W, Eggstein M. [Dipeptidyl aminopeptidase IV
in hospitalized patients and in galactosamine hepatitis of the rat: activity and
lectin affinity chromatography in serum and hepatic plasma membranes]. J
Clin Chem Clin Biochem (1989) 27(9):547–54. 133. Nagamatsu S, Ohara-Imaizumi M, Nakamichi Y, Aoyagi K, Nishiwaki C. DPP-4 inhibitor des-F-sitagliptin treatment increased insulin exocytosis from
db/db mice beta cells. Biochem Biophys Res Commun (2011) 412(4):556–60. doi:10.1016/j.bbrc.2011.07.119 134. Duttaroy A, Voelker F, Merriam K, Zhang X, Ren X, Subramanian K, et al. The
DPP-4 inhibitor vildagliptin increases pancreatic beta cell mass in neonatal
rats. Eur J Pharmacol (2011) 650(2–3):703–7. doi:10.1016/j.ejphar.2010.10.062 154. Matsumoto Y, Bishop GA, McCaughan GW. Altered zonal expression of the
CD26 antigen (dipeptidyl peptidase IV) in human cirrhotic liver. Hepatology
(1992) 15(6):1048–53. doi:10.1002/hep.1840150613 135. Mu J, Woods J, Zhou YP, Roy RS, Li Z, Zycband E, et al. Chronic inhibition
of dipeptidyl peptidase-4 with a sitagliptin analog preserves pancreatic beta-
cell mass and function in a rodent model of type 2 diabetes. Diabetes (2006)
55(6):1695–704. doi:10.2337/db05-1602 155. Nilius R, Stuhec K, Dietrich R. Changes of dipeptidylpeptidase IV as a mem-
brane marker of lymphocytes in acute and chronic liver diseases – biochemical
and cytochemical investigations. Physiol Res (1991) 40(1):95–102. 156. Balaban YH, Korkusuz P, Simsek H, Gokcan H, Gedikoglu G, Pinar A, et al. Dipeptidyl peptidase IV (DDP IV) in NASH patients. Ann Hepatol (2007)
6(4):242–50. 136. Takeda Y, Fujita Y, Honjo J, Yanagimachi T, Sakagami H, Takiyama Y, et al. Reduction of both beta cell death and alpha cell proliferation by dipeptidyl
peptidase-4 inhibition in a streptozotocin-induced model of diabetes in mice. Diabetologia (2012) 55(2):404–12. doi:10.1007/s00125-011-2365-4 157. Firneisz G, Varga T, Lengyel G, Feher J, Ghyczy D, Wichmann B, et al. Serum dipeptidyl peptidase-4 activity in insulin resistant patients with non-
alcoholic fatty liver disease: a novel liver disease biomarker. PLoS One (2010)
5(8):e12226. doi:10.1371/journal.pone.0012226 137. References Am J Physiol Gastrointest Liver
Physiol (2014) 307(3):G330–7. doi:10.1152/ajpgi.00329.2013 112. Brunton S. GLP-1 receptor agonists vs. DPP-4 inhibitors for type 2 diabetes:
is one approach more successful or preferable than the other? Int J Clin Pract
(2014) 68(5):557–67. doi:10.1111/ijcp.12361 94. Forssmann U, Stoetzer C, Stephan M, Kruschinski C, Skripuletz T, Schade J,
et al. Inhibition of CD26/dipeptidyl peptidase IV enhances CCL11/eotaxin-
mediated recruitment of eosinophils in vivo. J Immunol (2008) 181(2):1120–7. doi:10.4049/jimmunol.181.2.1120 113. de Mello AH, Pra M, Cardoso LC, de Bona SR, Rezin GT. Incretin-based
therapies for obesity treatment. Metabolism (2015):S0026–0495. doi:10.1016/
j.metabol.2015.05.012 95. Herder C, Haastert B, Muller-Scholze S, Koenig W, Thorand B, Holle R,
et al. Association of systemic chemokine concentrations with impaired glucose
tolerance and type 2 diabetes: results from the Cooperative Health Research
in the Region of Augsburg Survey S4 (KORA S4). Diabetes (2005) 54(Suppl
2):S11–7. doi:10.2337/diabetes.54.suppl_2.S11 114. Neumiller
JJ. Incretin-based
therapies. Med
Clin
North
Am
(2015)
99(1):107–29. doi:10.1016/j.mcna.2014.08.013 115. Butler PC, Elashoff M, Elashoff R, Gale EA. A critical analysis of the clinical
use of incretin-based therapies: are the GLP-1 therapies safe? Diabetes Care
(2013) 36(7):2118–25. doi:10.2337/dc12-2713 96. Baetta R, Corsini A. Pharmacology of dipeptidyl peptidase-4 inhibitors:
similarities and differences. Drugs (2011) 71(11):1441–67. doi:10.2165/
11591400-000000000-00000 116. Nauck MA. A critical analysis of the clinical use of incretin-based thera-
pies: the benefits by far outweigh the potential risks. Diabetes Care (2013)
36(7):2126–32. doi:10.2337/dc12-2504 97. Morishita R, Nakagami H. Teneligliptin: expectations for its pleiotropic action. Expert Opin Pharmacother (2015) 16(3):417–26. doi:10.1517/14656566.2015. 1000301 117. Pratley RE, Salsali A. Inhibition of DPP-4: a new therapeutic approach for
the treatment of type 2 diabetes. Curr Med Res Opin (2007) 23(4):919–31. doi:10.1185/030079906X162746 98. Makdissi A, Ghanim H, Vora M, Green K, Abuaysheh S, Chaudhuri A, et al. Sitagliptin exerts an antinflammatory action. J Clin Endocrinol Metab (2012)
97(9):3333–41. doi:10.1210/jc.2012-1544 118. Stonehouse AH, Darsow T, Maggs DG. Incretin-based therapies. J Diabetes
(2012) 4(1):55–67. doi:10.1111/j.1753-0407.2011.00143.x 99. Dobrian AD, Ma Q, Lindsay JW, Leone KA, Ma K, Coben J, et al. Dipeptidyl
peptidase IV inhibitor sitagliptin reduces local inflammation in adipose tissue 119. Kershaw EE, Flier JS. Adipose tissue as an endocrine organ. J Clin Endocrinol
Metab (2004) 89(6):2548–56. doi:10.1210/jc.2004-0395 July 2015 | Volume 6 | Article 386 Frontiers in Immunology | www.frontiersin.org 17 Röhrborn et al. DPP4 in diabetes 120. Gustafson B, Hammarstedt A, Andersson CX, Smith U. Inflamed adipose
tissue: a culprit underlying the metabolic syndrome and atherosclerosis. References Arte-
rioscler Thromb Vasc Biol (2007) 27(11):2276–83. doi:10.1161/ATVBAHA. 107.147835 138. Akarte AS, Srinivasan BP, Gandhi S. Vildagliptin selectively ameliorates
GLP-1, GLUT4, SREBP-1c mRNA levels and stimulates beta-cell prolifera-
tion resulting in improved glucose homeostasis in rats with streptozotocin-
induced diabetes. J Diabetes Complications (2012) 26(4):266–74. doi:10.1016/
j.jdiacomp.2012.03.013 121. Pacheco R, Martinez-Navio JM, Lejeune M, Climent N, Oliva H, Gatell JM,
et al. CD26, adenosine deaminase, and adenosine receptors mediate costimu-
latory signals in the immunological synapse. Proc Natl Acad Sci U S A (2005)
102(27):9583–8. doi:10.1073/pnas.0501050102 139. D’Alessio DA, Denney AM, Hermiller LM, Prigeon RL, Martin JM, Tharp WG,
et al. Treatment with the dipeptidyl peptidase-4 inhibitor vildagliptin improves
fasting islet-cell function in subjects with type 2 diabetes. J Clin Endocrinol
Metab (2009) 94(1):81–8. doi:10.1210/jc.2008-1135 122. Schrader WP, West CA, Miczek AD, Norton EK. Characterization of the
adenosine deaminase-adenosine deaminase complexing protein binding reac-
tion. J Biol Chem (1990) 265(31):19312–8. 140. Foley JE, Bunck MC, Moller-Goede DL, Poelma M, Nijpels G, Eekhoff EM,
et al. Beta cell function following 1 year vildagliptin or placebo treatment
and after 12 week washout in drug-naive patients with type 2 diabetes
and mild hyperglycaemia: a randomised controlled trial. Diabetologia (2011)
54(8):1985–91. doi:10.1007/s00125-011-2167-8 123. Focosi D, Kast RE, Galimberti S, Petrini M. Conditioning response to gran-
ulocyte colony-stimulating factor via the dipeptidyl peptidase IV-adenosine
deaminase complex. J Leukoc Biol (2008) 84(2):331–7. doi:10.1189/jlb. 0208109 141. Mari A, Scherbaum WA, Nilsson PM, Lalanne G, Schweizer A, Dunning BE,
et al. Characterization of the influence of vildagliptin on model-assessed -
cell function in patients with type 2 diabetes and mild hyperglycemia. J Clin
Endocrinol Metab (2008) 93(1):103–9. doi:10.1210/jc.2007-1639 124. Lessard J, Pelletier M, Biertho L, Biron S, Marceau S, Hould FS, et al. Char-
acterization of dedifferentiating human mature adipocytes from the visceral
and subcutaneous fat compartments: fibroblast-activation protein alpha and
dipeptidyl peptidase 4 as major components of matrix remodeling. PLoS One
(2015) 10(3):e0122065. doi:10.1371/journal.pone.0122065 142. Leibowitz G, Cahn A, Bhatt DL, Hirshberg B, Mosenzon O, Wei C, et al. Impact
of treatment with saxagliptin on glycaemic stability and beta-cell function
in the SAVOR-TIMI 53 study. Diabetes Obes Metab (2015) 17(5):487–94. doi:10.1111/dom.12445 125. Badeanlou L, Furlan-Freguia C, Yang G, Ruf W, Samad F. Tissue factor-
protease-activated receptor 2 signaling promotes diet-induced obesity
and adipose inflammation. Nat Med (2011) 17(11):1490–7. doi:10.1038/nm. 2461 143. Krawczyk M, Bonfrate L, Portincasa P. Nonalcoholic fatty liver disease. References Endocrinology
(1996) 137(7):2968–78. doi:10.1210/endo.137.7.8770921 169. Grundy SM. Obesity, metabolic syndrome, and cardiovascular disease. J Clin
Endocrinol Metab (2004) 89(6):2595–600. doi:10.1210/jc.2004-0372 187. Wei Y, Mojsov S. Distribution of GLP-1 and PACAP receptors in human
tissues. Acta Physiol Scand (1996) 157(3):355–7. doi:10.1046/j.1365-201X. 1996.42256000.x 170. Chou E, Suzuma I, Way KJ, Opland D, Clermont AC, Naruse K, et al. Decreased cardiac expression of vascular endothelial growth factor and
its receptors in insulin-resistant and diabetic states: a possible explana-
tion for impaired collateral formation in cardiac tissue. Circulation (2002)
105(3):373–9. doi:10.1161/hc0302.102143 188. Arakawa M, Mita T, Azuma K, Ebato C, Goto H, Nomiyama T, et al. Inhibition
of monocyte adhesion to endothelial cells and attenuation of atherosclerotic
lesion by a glucagon-like peptide-1 receptor agonist, exendin-4. Diabetes
(2010) 59(4):1030–7. doi:10.2337/db09-1694 171. Matsushita K, Blecker S, Pazin-Filho A, Bertoni A, Chang PP, Coresh J, et al. The association of hemoglobin a1c with incident heart failure among people
without diabetes: the atherosclerosis risk in communities study. Diabetes
(2010) 59(8):2020–6. doi:10.2337/db10-0165 189. Ku HC, Chen WP, Su MJ. DPP4 deficiency preserves cardiac function
via GLP-1 signaling in rats subjected to myocardial ischemia/reperfusion. Naunyn Schmiedebergs Arch Pharmacol (2011) 384(2):197–207. doi:10.1007/
s00210-011-0665-3 172. Yoon YS, Uchida S, Masuo O, Cejna M, Park JS, Gwon HC, et al. Progressive
attenuation of myocardial vascular endothelial growth factor expression is
a seminal event in diabetic cardiomyopathy: restoration of microvascular
homeostasis and recovery of cardiac function in diabetic cardiomyopathy after
replenishment of local vascular endothelial growth factor. Circulation (2005)
111(16):2073–85. doi:10.1161/01.CIR.0000162472.52990.36 190. Chang G, Zhang P, Ye L, Lu K, Wang Y, Duan Q, et al. Protective
effects of sitagliptin on myocardial injury and cardiac function in an
ischemia/reperfusion rat model. Eur J Pharmacol (2013) 718(1–3):105–13. doi:10.1016/j.ejphar.2013.09.007 191. Liu Q, Adams L, Broyde A, Fernandez R, Baron AD, Parkes DG. The exenatide
analogue AC3174 attenuates hypertension, insulin resistance, and renal dys-
function in Dahl salt-sensitive rats. Cardiovasc Diabetol (2010) 9:32. doi:10. 1186/1475-2840-9-32 173. Pala L, Mannucci E, Pezzatini A, Ciani S, Sardi J, Raimondi L, et al. Dipeptidyl
peptidase-IV expression and activity in human glomerular endothelial cells. Biochem Biophys Res Commun (2003) 310(1):28–31. doi:10.1016/j.bbrc.2003. 08.111 192. Erdogdu O, Nathanson D, Sjoholm A, Nystrom T, Zhang Q. Exendin-4 stimu-
lates proliferation of human coronary artery endothelial cells through eNOS-,
PKA- and PI3K/Akt-dependent pathways and requires GLP-1 receptor. Mol
Cell Endocrinol (2010) 325(1–2):26–35. doi:10.1016/j.mce.2010.04.022 174. References Han SJ, Choi SE, Kang Y, Jung JG, Yi SA, Kim HJ, et al. Effect of sitagliptin
plus metformin on beta-cell function, islet integrity and islet gene expression
in Zucker diabetic fatty rats. Diabetes Res Clin Pract (2011) 92(2):213–22. doi:10.1016/j.diabres.2011.01.016 158. Kaji K, Yoshiji H, Ikenaka Y, Noguchi R, Aihara Y, Douhara A, et al. Dipeptidyl
peptidase-4 inhibitor attenuates hepatic fibrosis via suppression of activated July 2015 | Volume 6 | Article 386 Frontiers in Immunology | www.frontiersin.org 18 Röhrborn et al. DPP4 in diabetes hepatic stellate cell in rats. J Gastroenterol (2014) 49(3):481–91. doi:10.1007/
s00535-013-0783-4 176. Jin X, Shepherd RK, Duling BR, Linden J. Inosine binds to A3 adeno-
sine receptors and stimulates mast cell degranulation. J Clin Invest (1997)
100(11):2849–57. doi:10.1172/JCI119833 159. Akaslan SB, Degertekin CK, Yilmaz G, Cakir N, Arslan M, Toruner FB. Effects of sitagliptin on nonalcoholic fatty liver disease in diet-induced obese
rats. Metab Syndr Relat Disord (2013) 11(4):243–50. doi:10.1089/met.2012. 0128 177. Chinda K, Palee S, Surinkaew S, Phornphutkul M, Chattipakorn S, Chatti-
pakorn N. Cardioprotective effect of dipeptidyl peptidase-4 inhibitor during
ischemia-reperfusion injury. Int J Cardiol (2013) 167(2):451–7. doi:10.1016/j. ijcard.2012.01.011 160. Maiztegui B, Borelli MI, Madrid VG, Del ZH, Raschia MA, Francini F, et al. Sitagliptin prevents the development of metabolic and hormonal disturbances,
increased beta-cell apoptosis and liver steatosis induced by a fructose-rich
diet in normal rats. Clin Sci (Lond) (2011) 120(2):73–80. doi:10.1042/
CS20100372 178. Ye Y, Keyes KT, Zhang C, Perez-Polo JR, Lin Y, Birnbaum Y. The myocardial
infarct size-limiting effect of sitagliptin is PKA-dependent, whereas the protec-
tive effect of pioglitazone is partially dependent on PKA. Am J Physiol Heart
Circ Physiol (2010) 298(5):H1454–65. doi:10.1152/ajpheart.00867.2009 Physiol (2010) 298(5):H1454–65. doi:10.1152/ajpheart.00867.2009 161. Kern M, Kloting N, Niessen HG, Thomas L, Stiller D, Mark M, et al. Linagliptin
improves insulin sensitivity and hepatic steatosis in diet-induced obesity. PLoS
One (2012) 7(6):e38744. doi:10.1371/journal.pone.0038744 179. Matsubara J, Sugiyama S, Sugamura K, Nakamura T, Fujiwara Y, Akiyama
E, et al. A dipeptidyl peptidase-4 inhibitor, des-fluoro-sitagliptin, improves
endothelial function and reduces atherosclerotic lesion formation in
apolipoprotein E-deficient mice. J Am Coll Cardiol (2012) 59(3):265–76. doi:10.1016/j.jacc.2011.07.053 162. Klein T, Fujii M, Sandel J, Shibazaki Y, Wakamatsu K, Mark M, et al. Linagliptin alleviates hepatic steatosis and inflammation in a mouse model of
non-alcoholic steatohepatitis. Med Mol Morphol (2014) 47(3):137–49. doi:10. 1007/s00795-013-0053-9 180. Shah Z, Kampfrath T, Deiuliis JA, Zhong J, Pineda C, Ying Z, et al. References Long-
term dipeptidyl-peptidase 4 inhibition reduces atherosclerosis and inflamma-
tion via effects on monocyte recruitment and chemotaxis. Circulation (2011)
124(21):2338–49. doi:10.1161/CIRCULATIONAHA.111.041418 163. Ohyama T, Sato K, Yamazaki Y, Hashizume H, Horiguchi N, Kakizaki S, et al. MK-0626, a selective DPP-4 inhibitor, attenuates hepatic steatosis in ob/ob
mice. World J Gastroenterol (2014) 20(43):16227–35. doi:10.3748/wjg.v20.i43. 16227 181. Bhatt DL, Cavender MA. Do dipeptidyl peptidase-4 inhibitors increase the risk
of heart failure? JACC Heart Fail (2014) 2(6):583–5. doi:10.1016/j.jchf.2014.05. 005 164. Itou M, Kawaguchi T, Taniguchi E, Oriishi T, Sata M. Dipeptidyl peptidase
IV inhibitor improves insulin resistance and steatosis in a refractory nonalco-
holic fatty liver disease patient: a case report. Case Rep Gastroenterol (2012)
6(2):538–44. doi:10.1159/000341510 182. Scirica BM, Bhatt DL, Braunwald E, Steg PG, Davidson J, Hirshberg B, et al. Saxagliptin and cardiovascular outcomes in patients with type 2 diabetes
mellitus. N Engl J Med (2013) 369(14):1317–26. doi:10.1056/NEJMoa1307684 165. Iwasaki T, Yoneda M, Inamori M, Shirakawa J, Higurashi T, Maeda S,
et al. Sitagliptin as a novel treatment agent for non-alcoholic Fatty liver
disease patients with type 2 diabetes mellitus. Hepatogastroenterology (2011)
58(112):2103–5. doi:10.5754/hge11263 183. White WB, Cannon CP, Heller SR, Nissen SE, Bergenstal RM, Bakris GL, et al. Alogliptin after acute coronary syndrome in patients with type 2 diabetes. N
Engl J Med (2013) 369(14):1327–35. doi:10.1056/NEJMoa1305889 184. Green JB, Bethel MA, Armstrong PW, Buse JB, Engel SS, Garg J, et al. Effect of
sitagliptin on cardiovascular outcomes in type 2 diabetes. N Engl J Med (2015)
373(3):232–42. doi:10.1056/NEJMoa1501352 166. Yilmaz Y, Yonal O, Deyneli O, Celikel CA, Kalayci C, Duman DG. Effects
of sitagliptin in diabetic patients with nonalcoholic steatohepatitis. Acta Gas-
troenterol Belg (2012) 75(2):240–4. 185. Ban K, Noyan-Ashraf MH, Hoefer J, Bolz SS, Drucker DJ, Husain M. Car-
dioprotective and vasodilatory actions of glucagon-like peptide 1 receptor
are mediated through both glucagon-like peptide 1 receptor-dependent and
-independent pathways. Circulation (2008) 117(18):2340–50. doi:10.1161/
CIRCULATIONAHA.107.739938 167. Kanazawa I, Tanaka K, Sugimoto T. DPP-4 inhibitors improve liver dysfunc-
tion in type 2 diabetes mellitus. Med Sci Monit (2014) 20:1662–7. doi:10.12659/
MSM.890989 168. Panjwani N, Mulvihill EE, Longuet C, Yusta B, Campbell JE, Brown TJ, et al. GLP-1 receptor activation indirectly reduces hepatic lipid accumulation but
does not attenuate development of atherosclerosis in diabetic male ApoE(-/-)
mice. Endocrinology (2013) 154(1):127–39. doi:10.1210/en.2012-1937 186. Bullock BP, Heller RS, Habener JF. Tissue distribution of messenger ribonu-
cleic acid encoding the rat glucagon-like peptide-1 receptor. References Shigeta T, Aoyama M, Bando YK, Monji A, Mitsui T, Takatsu M, et al. Dipep-
tidyl peptidase-4 modulates left ventricular dysfunction in chronic heart fail-
ure via angiogenesis-dependent and -independent actions. Circulation (2012)
126(15):1838–51. doi:10.1161/CIRCULATIONAHA.112.096479 193. Fadini GP, Avogaro A. Cardiovascular effects of DPP-4 inhibition: beyond
GLP-1. Vascul Pharmacol (2011) 55(1–3):10–6. doi:10.1016/j.vph.2011.05.001 194. Ceriello A, Esposito K, Testa R, Bonfigli AR, Marra M, Giugliano D. The
possible protective role of glucagon-like peptide 1 on endothelium during the
meal and evidence for an “endothelial resistance” to glucagon-like peptide 1
in diabetes. Diabetes Care (2011) 34(3):697–702. doi:10.2337/dc10-1949 175. Eltzschig HK, Faigle M, Knapp S, Karhausen J, Ibla J, Rosenberger P, et al. Endothelial catabolism of extracellular adenosine during hypoxia: the role
of surface adenosine deaminase and CD26. Blood (2006) 108(5):1602–10. doi:10.1182/blood-2006-02-001016 July 2015 | Volume 6 | Article 386 Frontiers in Immunology | www.frontiersin.org 19 Röhrborn et al. DPP4 in diabetes infiltration and cardiac matrix metalloproteinase-9 expression after acute
myocardial infarction. Circulation (2004) 110(21):3306–12. doi:10.1161/01. CIR.0000147829.78357.C5 195. Goto H, Nomiyama T, Mita T, Yasunari E, Azuma K, Komiya K, et al. Exendin-
4, a glucagon-like peptide-1 receptor agonist, reduces intimal thickening after
vascular injury. Biochem Biophys Res Commun (2011) 405(1):79–84. doi:10. 1016/j.bbrc.2010.12.131 204. Kuhn M. Endothelial actions of atrial and B-type natriuretic peptides. Br J
Pharmacol (2012) 166(2):522–31. doi:10.1111/j.1476-5381.2012.01827.x 196. Nikolaidis LA, Mankad S, Sokos GG, Miske G, Shah A, Elahi D, et al. Effects
of glucagon-like peptide-1 in patients with acute myocardial infarction and
left ventricular dysfunction after successful reperfusion. Circulation (2004)
109(8):962–5. doi:10.1161/01.CIR.0000120505.91348.58 205. Palazzuoli A, Gallotta M, Quatrini I, Nuti R. Natriuretic peptides (BNP and
NT-proBNP): measurement and relevance in heart failure. Vasc Health Risk
Manag (2010) 6:411–8. doi:10.2147/VHRM.S5789 197. Sokos GG, Nikolaidis LA, Mankad S, Elahi D, Shannon RP. Glucagon-like
peptide-1 infusion improves left ventricular ejection fraction and functional
status in patients with chronic heart failure. J Card Fail (2006) 12(9):694–9. doi:10.1016/j.cardfail.2006.08.211 206. Ikushima H, Munakata Y, Iwata S, Ohnuma K, Kobayashi S, Dang NH, et al. Soluble CD26/dipeptidyl peptidase IV enhances transendothelial migration
via its interaction with mannose 6-phosphate/insulin-like growth factor II
receptor. Cell Immunol (2002) 215(1):106–10. doi:10.1016/S0008-8749(02)
00010-2 198. Best JH, Hoogwerf BJ, Herman WH, Pelletier EM, Smith DB, Wenten M, et al. Risk of cardiovascular disease events in patients with type 2 diabetes prescribed
the glucagon-like peptide 1 (GLP-1) receptor agonist exenatide twice daily
or other glucose-lowering therapies: a retrospective analysis of the LifeLink
database. Frontiers in Immunology | www.frontiersin.org July 2015 | Volume 6 | Article 386 References Diabetes Care (2011) 34(1):90–5. doi:10.2337/dc10-1393 207. Ishibashi Y, Matsui T, Maeda S, Higashimoto Y, Yamagishi S. Advanced
glycation end products evoke endothelial cell damage by stimulating solu-
ble dipeptidyl peptidase-4 production and its interaction with mannose 6-
phosphate/insulin-like growth factor II receptor. Cardiovasc Diabetol (2013)
12:125. doi:10.1186/1475-2840-12-125 199. Fadini GP, Boscaro E, Albiero M, Menegazzo L, Frison V, de KS, et al. The oral dipeptidyl peptidase-4 inhibitor sitagliptin increases circulating
endothelial progenitor cells in patients with type 2 diabetes: possible role
of stromal-derived factor-1alpha. Diabetes Care (2010) 33(7):1607–9. doi:10. 2337/dc10-0187 208. Sanchez-Ferrer C, Vallejo S, Romacho T, Villalobos L, Wronkowitz N, Sell
H, et al. Dipeptidyl peptidase-4 impairs microvascular endothelial-dependent
relaxation: the role of cyclooxygenase. Diabetes (2013) 62(Suppl 1):A128. 209. Avogaro A, Fadini GP. The effects of dipeptidyl peptidase-4 inhibition on
microvascular diabetes complications. Diabetes Care (2014) 37(10):2884–94. doi:10.2337/dc14-0865 200. Zaruba MM, Theiss HD, Vallaster M, Mehl U, Brunner S, David R, et al. Syn-
ergy between CD26/DPP-IV inhibition and G-CSF improves cardiac function
after acute myocardial infarction. Cell Stem Cell (2009) 4(4):313–23. doi:10. 1016/j.stem.2009.02.013 Conflict of Interest Statement: The authors declare that the research was con-
ducted in the absence of any commercial or financial relationships that could be
construed as a potential conflict of interest. 201. Segers VF, Revin V, Wu W, Qiu H, Yan Z, Lee RT, et al. Protease-
resistant stromal cell-derived factor-1 for the treatment of experimental
peripheral artery disease. Circulation (2011) 123(12):1306–15. doi:10.1161/
CIRCULATIONAHA.110.991786 Copyright © 2015 Röhrborn, Wronkowitz and Eckel. This is an open-access article
distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the
original author(s) or licensor are credited and that the original publication in this
journal is cited, in accordance with accepted academic practice. No use, distribution
or reproduction is permitted which does not comply with these terms. 202. Boerrigter G, Costello-Boerrigter LC, Harty GJ, Lapp H, Burnett JC Jr. Des-
serine-proline brain natriuretic peptide 3-32 in cardiorenal regulation. Am
J Physiol Regul Integr Comp Physiol (2007) 292(2):R897–901. doi:10.1152/
ajpregu.00569.2006 203. Kawakami R, Saito Y, Kishimoto I, Harada M, Kuwahara K, Takahashi
N, et al. Overexpression of brain natriuretic peptide facilitates neutrophil July 2015 | Volume 6 | Article 386 Frontiers in Immunology | www.frontiersin.org 20
|
https://openalex.org/W2990774352
|
https://ejournal.upgrisba.ac.id/index.php/counseling/article/download/3733/pdf
|
Indonesian
| null |
Pengaruh Teknik Sosiodrama untuk Meningkatkan Keterampilan Komunikasi Interpersonal Siswa Laki-Laki Kelas SMK Ar-Rahman Misriadi Langkat
|
Jurnal counseling care
| 2,019
|
cc-by-sa
| 2,339
|
Jurnal Counseling Care
Volume 3, Nomor 1, Bulan April, 2019
JUDUL ARTIKEL LENGKAP
Penulis
: Khairina Ulfa Syaimi
Sumber
: Jurnal Counseling Care, Volume 3, Nomor 1, April-Oktober 2019
Diterbitkan Oleh : Laboratorium Bimbingan dan Konseling, STKIP PGRI Sumatera Barat
Copyright © 2019, Jurnal Counseling Care
Untuk Mengutip Artikel ini :
Syaimi K, U, 2019. Pengaruh Teknik Sosiodrama untuk Meningkatkan Keterampilan
Komunikasi Interpersonal Siswa Laki-laki
Kelas SMK Ar-Rahman Misriadi
Langkat. Jurnal Counseling Care. Volume 3, Nomor 1, bulan April, 2019: 39-45. Untuk Mengutip Artikel ini :
Syaimi K, U, 2019. Pengaruh Teknik Sosiodrama untuk Meningkatkan Keterampilan
Komunikasi Interpersonal Siswa Laki-laki
Kelas SMK Ar-Rahman Misriadi
Langkat. Jurnal Counseling Care. Volume 3, Nomor 1, bulan April, 2019: 39-45. Copyright © 2019, Jurnal Counseling Care
ISSN : 2581-0650 (Online) Laboratorium Bimbingan dan Konseling
STKIP PGRI Sumatera Barat Laboratorium Bimbingan dan Konseling
STKIP PGRI Sumatera Barat ABSTRACT This research is intended to observe the effect of through sociodrama technique in improving
students’ interpersonal communication skill at the tenth-grade students of SMK Ar-Rahman
Misriadi Langkat. In the research methodology, the writer used quasi-experimental design,
focusing on non- equivalent control group design. In addition, to decide the sample of the
research the writer used non-probability sampling technique in the form of purposive sampling
technique. There were twenty four male students who had been chosen as the research sample.The
sample chosen was classified based on the interpersonal communication skill in the lower rate. Moreover, the instrument used to decide the sample was the instrument of interpersonal
communication skill which provided four options on a Likert scale. The technique of analysis was
carried out by using descriptive statistics which provided empirical mean to know the average
scores between the pre-test and the posttest in the experimental group and controlled group
respectively. The result showed that the score of Asymp. Sig were 0.000 which meant that the
interpersonal communication skill of the male students Sig < 0.05. It can be concluded that the high
number of increasing of interpersonal communication skill was experienced by the male students
in the experimental group than in the controlled group. Therefore, the result of this research was
used to improve the interpersonal communication skill of the tenth- grade male students at SMK
Ar-Rahman Misriadi Langkat. Kwyword : sociodrama, interpersonal communication, male students Pengaruh Teknik Sosiodrama untuk Meningkatkan
Keterampilan Komunikasi Interpersonal Siswa Laki-Laki
Kelas SMK Ar-Rahman Misriadi Langkat Khairina Ulfa Syaimi
Universitas Muslim Nusantara Al-Washliyah Medan
Email : khairinaulfasyaimi12@gmail.com ABSTRAK Penelitian ini bertujuan untuk mengetahui pengaruh teknik sosiodrama
untuk
meningkatkan
keterampilan komunikasi interpersonal siswa. Metode penelitian yang digunakan adalah Quasi
ekperimen design nonequivalent control group design. Teknik sampling yang digunakan adalah
non-probability sampling dengan bentuk purposive sampling. Siswa laki-laki yang menjadi sampel
dalam penelitian ini adalah 24 orang dengan skor keterampilan komunikasi interpersonal berada
dalam kategori rendah. Instrumen yang digunakan dalam menentukan sampel penelitian ini
adalah instrumen keterampilan komunikasi interpersonal model skala likert. Teknik analisis data
statistik dilakukan dengan menggunakan statistik deskriptif dengan menggunakan mean empiris
untuk melihat rata-rata skor pretest dan posttest pada kelompok eksperimen dan kelompok
kontrol. Hasil pengujian hipotesis menunjukkan bahwa nilai Asymp. Sig sebesar 0.000, yang berarti
melalui hasil perhitungan tersebut maka diperoleh kesimpulan bahwa pada keterampilan
komunikasi interpersonal siswa laki-laki sig<0.05, Artinya peningkatan keterampilan komunikasi
interpersonal siswa laki-laki kelas X SMK Ar-Rahman Misriadi Langkat kelompok treatment lebih
tinggi dibandingkan kelompok kontrol. Kata Kunci : Sosiodrama, Keterampilan komunikasi interpersonal, siswa laki-laki Copyright © 2019, Jurnal Counseling Care| 39 Syaimi – Pengaruh Teknik Sosiodrama untuk Meningkatkan... INTRODUCTION / PENDAHULUAN ekspresi yang kuat. Remaja laki-laki (kaum
maskulin)
tidak
memproses
informasi
panjang dengan gambaran yang terlalu luas. Karena
itu,
remaja
laki-laki
seringkali
terlihat bosan dengan cerita yang berbelit. Remaja laki-laki cenderung mengatakan apa
yang harus mereka katakan, dengan asumsi
pesan
yang
disampaikan
jelas
(Berko,
Wolvin, & Wolvin, 2001). Masa remaja merupakan masa yang
penuh konflik karena masa ini periode
perubahan dimana terjadi perubahan tubuh,
pola perilaku, dan peran
yang diharapkan
oleh kelompok sosial, serta merupakan masa
pencarian identitas untuk mengangkat diri
sendiri sebagai individu. Perubahan-perubahan
bagi
remaja
terkadang merupakan situasi yang tidak
menyenangkan
dan
sering
menimbulkan
masalah. Permasalahan-permasalahan
tersebut
menuntut suatu penyelesaian agar
tidak
menjadi
beban
yang
dapat
mengganggu
perkembangan
selanjutnya
(Hurlock, 2004). Para
remaja
laki-laki
juga
lebih
kompetitif
dalam
kemampuan
bicara,
dimana
para
remaja
laki-laki
telah
tersosialiasi untuk memiliki rasa “tanggung-
jawab”. Pada kontak verbal remaja laki-laki
lebih banyak terlibat pembicaraan publik,
remaja laki-laki menggunakan pembicaraan
sebagai pernyataan fungsi untuk perintah,
menyampaikan
informasi,
dan
meminta
persetujuan. Remaja laki-laki lebih kepada
menyembunyikan
dan
menyampingkan
perasaan mereka Salah satu ciri perkembangan remaja
adalah adanya tekanan teman sebaya yang
kuat (peer pressure) (Saputro & Soeharto,
2012). Tekanan teman sebaya ada yang
berbentuk
positif
dan
ada
pula
yang
berbentuk negatif. Bentuk positif misalnya
ketika remaja memilih hobi yang disukai
seperti basket atau futsal. Pemilihan hobi
tersebut pada umumnya masih dipengaruhi
oleh teman sekitarnya. Sedangkan bentuk
negatif dari tekanan teman sebaya seperti
perilaku merokok, seks berisiko,narkoba,
minum minuman beralkohol, dan tawuran. Bersumber
pada
wawancara
dengan
Guru
BK
SMK
Ar-Rahman
Misriadi
Langkat mengenai keterampilan komunikasi
Interpersonal
pada
siswa
laki-laki
ditemukan bahwa sebagian besar siswa laki-
laki mengalami kesulitan bergaul dengan
temannya,
yang
ditandai
dengan
sering
terjadinya konflik (saling menghina), sulit
terbuka dengan orang lain, merasa terasing,
pendiam
juga
gugup,
dan
takut
untuk
bertanya pada saat proses belajar. Pada umumnya, permasalahan remaja
laki-laki
telah
mendominasi
masyarakat
melalui pembicaraan dengan menggunakan Copyright © 2019, Jurnal Counseling Care| 40 Syaimi – Pengaruh Teknik Sosiodrama untuk Meningkatkan... Oleh
Sebab
itu,
teknik
sosiodrama
siswa
dapat
mengekpresikan
pikiran,
perasaan,
memecahkan
masalah,
dan
memperjelas nilai-nilai yang ada dalam diri
mereka. Pada
sosiodrama
bukan
hanya
membahas
isu-isu
sosial,
sosiodrama
membuat
orang-orang
menjelajahi
dunia
luar dalam aksi mereka dengan topik yang
menarik
untuk
mereka. Saat
mereka
menjelajahi
berbagai
masalah,
mereka
menempatkan
diri
dalam
peran
sebagai
orang lain untuk memahami diri sendiri dan
orang lain dengan lebih baik. INTRODUCTION / PENDAHULUAN Salah satu
alasan
sosiodrama
bekerja
dengan
baik
adalah
bahwa
sosiodrama
mengarahkan
seseorang
pada
kebenaran
tentang
kemanusiaan bahwa manusia adalah sama
(Jacobs,
Masson,
Harvill,
&
Schimmel,
2011). bertujuan
untuk
mengetahui
pengaruh
variabel dependen (X)
yang tercermin
dalam
perbedaan
variabel
dependen
khususnya O2 dan O4. Penelitian
dilakukan
sebanyak
tujuh
kali pertemuan dengan dua kali pertemuan
untuk tes dan lima kali pertemuan untuk
pelaksanaan
eksperimen. Selama
pelaksanaan
eksperimen
peneliti
menggunakan teknik sosiorama. Pupulasi
dalam penelitian ini adalah seluruh siswa
laki-laki kelas X SMK Ar-Rahman Misriadi
Langkat
yang
berjumlah
80
orang. Sementara
itu,
teknik
sampling
yang
digunakan
dalam
penelitian
ini
adalah
purposive
sampling
dengan
sampel
berjumlah 24 orang. Pada
penelitian
ini,
pengukuran
keterampilan komunikasi
interpersonal
dilakukan dengan menggunakan instrumen
yang dikembangkan oleh Josep Devito pada
tahun 2013, yang memiliki 5 aspek yaitu
keterbukaan,
empati,
sikap
positif,
dukungan dan kesetaraan. Copyright © 2019, Jurnal Counseling Care| 41 METODE PENELITIAN Penelitian
ini
bertujuan
untuk
mengetahui
pengaruh
teknik
sosiodrama
terhadap
keterampilan
komunikasi
interpersonal siswa laki-laki kelas X di
SMK
Ar-Rahman
Misriadi. Metode
penelitian yang digunakan ini adalah metode
penelitian
kuasi
(Quasy
Experimental
Research), desain Nonequivalent Control
Group Desain. Oleh sebab itu, penelitian ini
akan
melibatkan
kelompok
eksperimen
sebagai kelompok yang akan mendapatkan
perlakuan. Kedua
kelompok
akan
mendapatkan
pretest
dan
posttest
yang Kelo
mpok
Katego
risasi
Skor
Pre-
Test
Frek
uensi
Pre-
Test
Skor
Post-
Test
Frekue
nsi
Pre-
Test
Kelo
mpok
Eksp
erim
en
Renda
h
78-
94
12
78-
94
Sedang
95-
116
95-
116
3
Tinggi
116-
131
116-
131
9
Kelo
mpok
Kont
rol
Renda
h
78-
94
12
78-
94
12
Sedang
95-
116
95-
116
Tinggi
116-
131
116-
131
Jumlah
12
12 Syaimi – Pengaruh Teknik Sosiodrama untuk Meningkatkan... Perubahan
dapat
dilihat
berdasarkan
hasil daripre-test dan post-test yang telah
diberikan sebelum dan sesudah diberikan
teknik sosiodrama dilakukan pada duabelas
siswa SMK kelas X Ar-Rahman Misriadi,
didapatkan hasil sebagai berikut: Kualitas skor peningkatan keterampilan
komunikasi
pada
sampel
penelitian
diketahui
melalui
pengujian
gain
skor
menggunakan rumus
Lei Bao sebagai
berikut : Gain ternormalisasi Gain ternormalisasi (g) =
Skor posstest−Skor pretest
Skor ideal−Skor pretest (g) =
Skor posstest−Skor pretest (g)
Skor ideal−Skor pretest Pengaruh eksperimen terhadap sampel
penelitian
diketahui
melalui
pengolahan
data dan analisis data menggunakan Mann
Whitney
U
Testdengan
menggunakan
bantuan aplikasi SPSS versi 20.0 Berdasarkan
tabel
diatas,
sebelum
diberikannya
teknik
sosiodrama
tingkat
keterampilan
komunikasi
interpersonal
siswa laki-laki kelas X SMK Ar-Rahman
Misriadi Langkat, seluruh siswa berada pada
kategoti rendah. Setelah diberikannya teknik
sosiodrama, terjadi peningkatan pada rata
skor keterampilan komunikasi interpersonal
siswa. Sembilan di antarannya berada di
kategori
tinggi, Tiga orang di kategori
sedang dan tidak ada responden yang berada
pada tingkat kategori rendah. Sedangkan
pada kelompok kontrol, saat pretest dan post
test tetap berada pada kategori rendah,
dengan kata lain tidak terjadi peningkatan. Skor rata-rata capaian siswa mengalami
perubahan setelah diberikannya perlakuan,
skor capaian sebelum dan sesudah perlakuan
dapat dilihat dalam tabel berikut: DAN PEMBAHASAN Hasil
pengujian
hipotesis
dengan
menggunakan Mann Whitney U Testdengan
menggunakan
aplikasi
SPSS
versi
20.0
diperoleh Asymp, Sig = 0.000 dan diuji
pada signifikan alpha 0,05.Nilai Asymp Sig
= 0.000 < Nilai Signifikansi α 0,05
Berdasarkan
data
diatas
dapat
disimpulkan bahwa H0 ditolak dan H1
Diterima, ini mengartikan bahwa terjadi
peningkatan pada keterampilan komunikasi
interpersonal
siswa
setelah
diberikan
bimbingan
kelompok
dengan
teknik
sosiodrama. Hasil
pengujian
hipotesis
dengan
menggunakan Mann Whitney U Testdengan
menggunakan
aplikasi
SPSS
versi
20.0
diperoleh Asymp, Sig = 0.000 dan diuji
pada signifikan alpha 0,05.Nilai Asymp Sig
= 0.000 < Nilai Signifikansi α 0,05 Berdasarkan
data
diatas
dapat
disimpulkan bahwa H0 ditolak dan H1
Diterima, ini mengartikan bahwa terjadi
peningkatan pada keterampilan komunikasi
interpersonal
siswa
setelah
diberikan
bimbingan
kelompok
dengan
teknik
sosiodrama. Sampel yang digunakan 24 orang yang
terpilih sebagai sampel penelitian, yang
kemudian dibagi kedalam 2 kelompok, yaitu
12 orang pada kelompok eksperimen, dan
12 orang pada kelompok kontrol. Copyright © 2019, Jurnal Counseling Care| 42 Syaimi – Pengaruh Teknik Sosiodrama untuk Meningkatkan... keterampilan
dalam komunikasi pada
individu
dalam
proses
interaksi
(Aini,
Sugiharto, & Sutoyo, 2014). Hal ini akan
membantu memperbaiki
komunikasi dan
pemahaman
dengan
mendorong
diskusi
antar
peserta. Sosiodrama
membantu
membangun
keterampilan
dalam
komunikasi,
pemecahan
masalah,
dan
kesadaran
diri
dengan
cara
memainkan
peran dalam menangani situasi (Siregar,
2015). Faktor
kedua
yaitu
dengan
memerankan peran seseorang akan belajar
melihat peran seseorang dari sudut pandang
yang berbeda. dan Faktor yang
ketiga
sosiodrama menjadi begitu menyenangkan,
karena melibatkan anggota kelompok
itu
sendiri
dalam
melak
sanakan
pertunjukandan memutuskan skenario (Ayu,
Rosra, & Andriyanto, 2019) Tabel 2. Data Skor Pre-test dan Post-test
Keterampilan Komunikasi Interpersonal Per
Individu
N
o
Kelompok
Eksperimen
Kelompok Kontrol
Pre
Pos
t
Gai
n
Pre
Pos
t
Gai
n
1
∑
10
42
13
52
40
5
∑
11
06
11
29
24
x
86,
8
12
1
33,
7
x
92
94
2 Tabel 2. Data Skor Pre-test dan Post-test
Keterampilan Komunikasi Interpersonal Per
Individu Skor
capaian
rata-rata
sebelum
diberikannya
perlakuan
pada
kelompok
eksperimen
86,8, setelah diberikan, skor
capaian rata-rata siswa meningkat menjadi
121. Hal
ini
mengindikasikan
adanya
pengaruh
teknik
sosiodrama
dalam
meningkatkan
keterampilan
komunikasi
interpersonal
siswa. Sedangkan
pada
kelompok kontrol, terjadi peningkatan dari
92 menjadi 94. Peningkatan yang terjadi
pada
kelompok
kontrol
lebih
kecil
dibandingkan
pada
kelompok
kelompok
eksperimen. CONCLUSION / KESIMPULAN Berdasarkan hasil penelitian diketahui
bahwa teknik sosiodrama
dapat
meningkatkan
keterampilan
komunikasi
interpersonal
pada
siswa
laki-laki
kelas
X
SMK
Ar-Rahman
Misriadi
Langkat. Terdapat
perbedaan
yang
signifikasi 0.000 < 0.05 yaitu antara gain
score kelompok eksperimen dan kelompok
kontrol dengan
kualitas peningkatan skor
pada
kelompok
eksperimen
lebih
baik
dibandingkan
peningkatan
skor
pada
kelompok kontrol Jika
dilihat
dari
capaian
yang
didapatkan oleh siswa setelah melaksanakan
teknik
sosiodrama
dan
berdasarkan
deskripsi
di
atas,
siswa
mulai
mengembangkan penilaian positif terhadap
orang
lain. Ada
beberapa
faktor
yang
menyebabkan
teknik
sosiodrama
berpengaruh
terhadap interpersonal. Faktor
pertama sosiodrama berfokus peningkatan Copyright © 2019, Jurnal Counseling Care| 43 Syaimi – Pengaruh Teknik Sosiodrama untuk Meningkatkan... keterampilan
komunikasi
interpersonal
siswa. Komunikasi interpersonal siswa laki-
laki kelas X SMK Ar-Rahman Misriadi
Langkat
tahun
ajaran
2018/2019
secara
umum berada pada kategori sedang jumlah
siswa
80,
artinya
siswa
sudah
dapat
menunjukkan
keterbukaan
tetapi
hanya
sebatas kepada orang terdekat, menunjukkan
sikap empati kepada teman tetapi masih
sebatas
berempati
kepada
teman
yang
dikenalnya. Siswa
sudah
menunjukkan
dukungan kepada orang lain tetapi masih
belum
mendalam
hanya
sebatas
memberikan dukungan yang sama dilakukan
orang lain pada umumnya, siswa sudah
menunjukkan sikap yang positif tetapi masih
sebatas orang-orang terdekat, dan siswa
sudah menunjukkan sikap kesetaraan tapi
masih
perlu
cara
mengkomunikasikan
kesetaraan agar diterima oleh orang lain. Bagi
Peneliti
selanjutnya
rumusan
intervensi
yang
dirumuskan
dan
diuji
cobakan dipergunakan bagi semua kategori,
baik
tinggi,
sedang
maupun
rendah
bertujuan untuk melihat
perubahan yang
komprehensif
pada
keterampilan
komunikasi interpersonal. Copyright © 2019, Jurnal Counseling Care| 45 Syaimi – Pengaruh Teknik Sosiodrama untuk Meningkatkan... REFERENCES / DAFTAR PUSTAKA Aini, N., Sugiharto, D. Y. P., & Sutoyo, A. (2014). Pengembangan Model
Bimbingan Kelompok dengan Teknik
Sosiodrama untuk Meningkatkan
Penyesuaian Diri Siswa. Jurnal
Bimbingan Konseling, 3(2). Aini, N., Sugiharto, D. Y. P., & Sutoyo, A. (2014). Pengembangan Model
Bimbingan Kelompok dengan Teknik
Sosiodrama untuk Meningkatkan
Penyesuaian Diri Siswa. Jurnal
Bimbingan Konseling, 3(2). Ayu, D. N., Rosra, M., & Andriyanto, R. E. (2019). Peningkatan Hubungan
Interpersonal Menggunakan Teknik
Sosiodrama. ALIBKIN (Jurnal
Bimbingan Konseling), 7(3). Teknik
sosiodrama
memiliki
signifikansi
terhadap
keterampilan
kemampuan komunikasi interpersonal siswa,
artinya
teknik
sosiodrama
dapat
meningkatkan
keterampilan
komunikasi
interpersonal siswa laki-laki. Peningkatan
rata-rata
skor
hubungan
interpersonal
kepada
sasaran
intervensi
secara
keseluruhan
pada
setiap
aspek
yaitu
keterbukaan, empati, sikap positif, sikap
mendukung, kesetaraaan. Berko, R. M., Wolvin, A. D., & Wolvin, D. R. (2001). Communicating: A Social
and Career Focus. Houghton Mifflin
College Division. Hurlock, E. B. (2004). Psikologi
Perkembangan: Suatu Perkembangan
Sepanjang Rentang Kehidupan. Edisi
Keenam, Jakarta: Penerbit Erlangga. Guru Bimbingan dan Konseling dapat
mempergunakan program intervensi melalui
teknik
sosiodrama
untuk
meningkatkan Jacobs, E. E., Masson, R. L. L., Harvill, R. Jacobs, E. E., Masson, R. L. L., Harvill, R. Copyright © 2019, Jurnal Counseling Care| 44 Syaimi – Pengaruh Teknik Sosiodrama untuk Meningkatkan... L., & Schimmel, C. J. (2011). Group
Counseling: Strategies and Skills. Cengage learning. L., & Schimmel, C. J. (2011). Group
Counseling: Strategies and Skills. Cengage learning. Saputro, B. M., & Soeharto, T. (2012). Hubungan antara Konformitas terhadap
Teman Sebaya dengan Kecenderungan
Kenakalan pada Remaja. Insight, 10(1),
1–15. Siregar, M. M. (2015). Penerapan Metode
Sosiodrama Untuk Meningkatkan
Kemampuan Interpersonal Siswa Kelas
Vii SMP Negeri 5 Depok Sleman
Yogyakarta. Jurnal Riset Mahasiswa
Bimbingan Dan Konseling, 4(3).
|
https://openalex.org/W3192618942
|
https://espace.inrs.ca/id/eprint/11956/1/P3967.pdf
|
English
| null |
Lake Surface Area Forecasting Using Integrated Satellite-SARIMA-Long-Short-Term Memory Model
|
Research Square (Research Square)
| 2,021
|
cc-by
| 21,351
|
Lake Surface Area Forecasting Using Integrated
Satellite-SARIMA-Long-Short-Term Memory Model Keyvan Soltani
Razi University
Arash Azari
Razi University
Mohammad Zeynoddin
Laval University: Universite Laval
Afshin Amiri
University of Tehran
Isa Ebtehaj
Laval University: Universite Laval
Taha B.M.J. Ouarda
Institut national de la recherche scienti¦que
Bahram Gharabaghi
University of Guelph
Hossein Bonakdari ( hossein.bonakdari@fsaa.ulaval.c
Universite Laval https://orcid.org/0000-0001-6169-365 Research Article Keywords: Water resources, stochastic model, SARIMA, Tashk-Bakhtegan Lakes, hybrid model,
forecasting. DOI: https://doi.org/10.21203/rs.3.rs-631247/v1 DOI: https://doi.org/10.21203/rs.3.rs-631247/v1 License: This work is licensed under a Creative Commons Attribution 4.0 International License. Read Full License Lake Surface Area Forecasting Using Integrated Satellite-SARIMA-Long-Short-
1
Term Memory Model
2
3
Keyvan Soltani1, Arash Azari2, Mohammad Zeynoddin3, Afshin Amiri4, Isa Ebtehaj3, Taha B.M.J. Ouarda5, Bahram
4
Gharabaghi6, Hossein Bonakdari3, *
5
1Department of Civil Engineering, Razi University, Kermanshah, Iran
6
2Department of Water Engineering, Razi University, Kermanshah, Iran
7
3Department of Soils and Agri‐Food Engineering, Université Laval, Québec, Canada, G1V 0A6
8
4Department of Remote Sensing and GIS, University of Tehran, Tehran, Iran
9
5Institut National de la Recherche Scientifique, Centre Eau Terre Environnement, INRS-ETE, Québec, G1K 9A9
10
Canada
11
6School of Engineering, University of Guelph, Guelph, Ontario NIG 2W1, Canada
12
*Corresponding author, Phone: +1 418 656-2131, Fax: +1 418 656-3723, E-mail: hossein.bonakdari@fsaa.ulaval.ca
13
14 Lake Surface Area Forecasting Using Integrated Satellite-SARIMA-Long-Short-
1
Term Memory Model
2
3 Keyvan Soltani1, Arash Azari2, Mohammad Zeynoddin3, Afshin Amiri4, Isa Ebtehaj3, Taha B.M.J. Ouarda5, Bahram
4
Gharabaghi6, Hossein Bonakdari3, *
5 1Department of Civil Engineering, Razi University, Kermanshah, Iran
6 2Department of Water Engineering, Razi University, Kermanshah, Iran
7 6School of Engineering, University of Guelph, Guelph, Ontario NIG 2W1, Canada
12 *Corresponding author, Phone: +1 418 656-2131, Fax: +1 418 656-3723, E-mail: hossein.bonakdari@fsaa.ulaval.ca
13
14 14 1 Keywords: Water resources, stochastic model, SARIMA, Tashk-Bakhtegan Lakes, hybrid
33
model, forecasting.
34 Abstract
15 Lake Water Surface Area (WSA) plays a vital role in environmental preservation and future
16
water resource planning and management. Accurately mapping, monitoring and forecasting Lake
17
WSA changes are of great importance to regulatory agencies. This study used the MODIS
18
satellite images to extract a monthly time series of WSA of two lakes located in Iran from 2001
19
to 2019. Following a consequence of image and time series preprocessing to obtain the
20
preprocessed lake surface area time series, the outcomes were modeled by the Long-Short-Term
21
Memory (LSTM) deep learning (DL) method, the stochastic Seasonal Auto-Regressive
22
Integrated Moving Average (SARIMA) method and hybridization of these two techniques with
23
the objective of developing WSA forecasts. After separate standardization and normalization of
24
AL TS and reevaluation of the preprocessed data, the SARIMA (1, 0, 0) (0, 1, 1)12 model
25
outperformed sole LSTM models with correlation index of (R) 0.819, mean absolute error
26
(MAE) of 49.425 and mean absolute percentage error (MAPE) of 0.106. On the other hand, the
27
hybridization (stochastic-DL) enhanced the reproduction of the primal statistical properties of
28
WSA data and caused better mediation. However, the other accuracy indices did not change
29
markedly (R 0.819, MAE 49.310, MAPE 0.105). The multi-step preprocessing and reevaluation
30
also caused all LSTM models to produce their best results by less than 12 inputs. 31
32 Lake Water Surface Area (WSA) plays a vital role in environmental preservation and future
16
water resource planning and management. Accurately mapping, monitoring and forecasting Lake
17
WSA changes are of great importance to regulatory agencies. This study used the MODIS
18
satellite images to extract a monthly time series of WSA of two lakes located in Iran from 2001
19
to 2019. Following a consequence of image and time series preprocessing to obtain the
20
preprocessed lake surface area time series, the outcomes were modeled by the Long-Short-Term
21
Memory (LSTM) deep learning (DL) method, the stochastic Seasonal Auto-Regressive
22 36 2 1. Introduction
37 Accurate mapping of lake Water Surface Areas (WSA) is essential to assess the amount of
38
surface water available [1–5]. WSA is also helpful in determining the relationship between
39
climate and water resources [6–9] and for assessing the impacts of changing water surfaces,
40
which is crucial in water resources management [10-11]. The various methods for the extraction
41
of water surface from remote sensing data fall into two general categories: single-band and
42
multi-band techniques. The single-band technique uses a multispectral image band and identifies
43
other ground-surface phenomena based on a threshold limit for water sources. The multi-band
44
method helps distinguish the water masses from the differences in the reflectance properties of
45
different bands [12]. Monitoring the water dynamics with images taken at different times can
46
show changes in lakes, reservoirs and flood surfaces [13, 14]. 47 Accurate mapping of lake Water Surface Areas (WSA) is essential to assess the amount of
38
surface water available [1–5]. WSA is also helpful in determining the relationship between
39
climate and water resources [6–9] and for assessing the impacts of changing water surfaces,
40
which is crucial in water resources management [10-11]. The various methods for the extraction
41
of water surface from remote sensing data fall into two general categories: single-band and
42
multi-band techniques. The single-band technique uses a multispectral image band and identifies
43
other ground-surface phenomena based on a threshold limit for water sources. The multi-band
44
method helps distinguish the water masses from the differences in the reflectance properties of
45
different bands [12]. Monitoring the water dynamics with images taken at different times can
46
show changes in lakes, reservoirs and flood surfaces [13, 14]. 47 Google Earth Engine (GEE) comprises a considerable amount of satellite and global data types
48
worldwide, making it possible to analyze this data for various purposes such as change detection
49
[15] , mapping [16, 17] and ground level studies [18]. GEE has been widely used in a number of
50
disciplines including reviewing global forest changes [19], estimating crop production [20],
51
ground subsidence monitoring [21], coral reef mapping [22], modeling global surface water
52
change [23, 24], flood risk assessment [25], global urban mapping [26, 27], renewable energy
53
mapping [28], drought monitoring [29], and the reconstruction of the MODIS global vegetation
54
index [30]. 1. Introduction
37 55 Satellite data have been commonly used in hydrological studies [31–35, 36]. Nath and Deb [37]
56
used satellite images to detect and extract the water body of Puyang China. Abou El-Magd and
57
Ali [38] studied surface evaporation from Lake Nasser using high-resolution radiometer satellite
58
images. They demonstrated that robust assessments of lake evaporation can be obtained. Song et
59 Satellite data have been commonly used in hydrological studies [31–35, 36]. Nath and Deb [37]
56
used satellite images to detect and extract the water body of Puyang China. Abou El-Magd and
57
Ali [38] studied surface evaporation from Lake Nasser using high-resolution radiometer satellite
58
images. They demonstrated that robust assessments of lake evaporation can be obtained. Song et
59 Satellite data have been commonly used in hydrological studies [31–35, 36]. Nath and Deb [37]
56
used satellite images to detect and extract the water body of Puyang China. Abou El-Magd and
57
Ali [38] studied surface evaporation from Lake Nasser using high-resolution radiometer satellite
58
images. They demonstrated that robust assessments of lake evaporation can be obtained. Song et
59 3 al. [39] studied water level and lake area in the Tibetan Plateau by extracting time series from
60
Landsat images. Moreira et al. [34] investigated and modelled water balance using satellite
61
images and the evapotranspiration dataset in South America. Veh [40] developed an algorithm to
62
detect the glacial lake outburst floods (GLOFs) in the Himalayas. The algorithm uses satellite
63
images to analyze GLOFs and provide interpretable statistics for risk assessment and hazard
64
prevention planning. 65 The pace of artificial intelligence (AI) models' development and their accuracy is rapidly
66
increasing nowadays. These models are increasingly utilized in various fields of science,
67
including water engineering and hydrology [41–43], since these models produced acceptable
68
results in modelling sophisticated time series. Also, developments in AI and the computer
69
industry played an important role [44] in accelerating this pace. In this field, deep learning
70
methods produced noticeable results in modelling and forecasting hierarchical data [45-47]. The
71
most recent deep learning model, LSTM, can utilize the unlimited historical raw data as inputs to
72
detect the structure of the data and forecast future steps. 1. Introduction
37 The LSTM method is widely used in
73
many fields like natural language understanding and speech recognition [48], image and text
74
survey [49], hydrological data modelling such as precipitation and runoff forecasting [42,50],
75
and modeling climatic and meteorological data [51]. Mohan and Gaitonde [52] used LSTM to
76
model turbulent flow control and its temporal dynamics. Murad and Pyun [53] employed LSTM
77
alongside support vector machine (SVM) and k-nearest neighbours (KNN) for human activity
78
recognition, and they reported a higher performance of the LSTM model compared to other types
79
of AI models. Sahoo et al. [54] used LSTM recurrent neural networks (LSTM-RNN) to model
80
low flow hydrological time series. With a 94 percent correlation and low errors, they reported an
81
acceptable potential of LSTM for modelling hydrological time series. 82 The pace of artificial intelligence (AI) models' development and their accuracy is rapidly
66
increasing nowadays. These models are increasingly utilized in various fields of science,
67
including water engineering and hydrology [41–43], since these models produced acceptable
68
results in modelling sophisticated time series. Also, developments in AI and the computer
69
industry played an important role [44] in accelerating this pace. In this field, deep learning
70
methods produced noticeable results in modelling and forecasting hierarchical data [45-47]. The
71
most recent deep learning model, LSTM, can utilize the unlimited historical raw data as inputs to
72
detect the structure of the data and forecast future steps. The LSTM method is widely used in
73
many fields like natural language understanding and speech recognition [48], image and text
74
survey [49], hydrological data modelling such as precipitation and runoff forecasting [42,50],
75
and modeling climatic and meteorological data [51]. Mohan and Gaitonde [52] used LSTM to
76
model turbulent flow control and its temporal dynamics. Murad and Pyun [53] employed LSTM
77
alongside support vector machine (SVM) and k-nearest neighbours (KNN) for human activity
78
recognition, and they reported a higher performance of the LSTM model compared to other types
79
of AI models. Sahoo et al. [54] used LSTM recurrent neural networks (LSTM-RNN) to model
80
low flow hydrological time series. With a 94 percent correlation and low errors, they reported an
81
acceptable potential of LSTM for modelling hydrological time series. 82 4 4 Stochastic methods are among the most renowned statistical models. 1. Introduction
37 These methods are popular
83
amongst researchers because of their comprehensible principles and easy application. Seasonal
84
Auto-Regressive Integrated Moving Average (SARIMA) uses non-seasonal and seasonal
85
parameters to forecast time series based on historical data linearly [55–58]. Papalaskaris et al. 86
[59] employed the SARIMA model for short-term basin rainfall forecasting in Kavala City,
87
Greece. Mombeni et al. [60] used SARIMA for estimating one-year-ahead water demand in Iran. 88
However, most hydrological time series have complex structures that cannot be efficiently
89
modeled by linear methods like stochastic models or by AI models. Hence, some researchers
90
resorted to the integration of AI and linear models to utilize both their capabilities. Hybridization
91
of AI and linear models is one method that helps catch the complexity in time series and which
92
has produced more accurate results [35,61–64]. Mishra et al. [65] employed a combination of
93
stochastic SARIMA model and ANN to predict droughts in the Kansabati River basin in India. 94
The results indicated that a hybrid model leads to higher accuracy. Shafaei et al. [66] applied
95
wavelet pre-processing to SARIMA, ANN and hybridization of both and modelled monthly
96
precipitation in Iran. They indicated that wavelet-SARIMA-ANN produces better results than
97
wavelet-SARIMA and wavelet-ANN. 98 Greece. Mombeni et al. [60] used SARIMA for estimating one-year-ahead water demand in Iran. 88 A novel methodology based on the integration of remote sensing and deep learning- stochastic
99
modelling for lake surface area forecasting is proposed in the present work. To the best
100
knowledge of the authors, no previous studies have attempted to use such hybrid model for
101
WSA. The satellite images are downloaded, pre-processed and digitized for each time point to
102
obtain changes in the water area. Then the achieved time series is modelled and forecasted by
103
three methods. The modelling methods are deep learning LSTM model, stochastic SARIMA and
104
hybridization SARIMA-LSTM. Prior to modelling, the time series structure is analysed by
105 5 stationarity and normality tests and other statistical and visual tests. If any pre-processing is
106
needed, a standardization and/or normalization of the series is carried out to obtain the optimized
107
modelling results. In the end, statistical and visual tools survey the methods presented in the
108
methodology. 109 stationarity and normality tests and other statistical and visual tests. 1. Introduction
37 If any pre-processing is
106
needed, a standardization and/or normalization of the series is carried out to obtain the optimized
107
modelling results. In the end, statistical and visual tools survey the methods presented in the
108
methodology. 109 The Tashk-Bakhtegan lakes (TB lakes) with a surface area of 540 km2 are Iran's second-largest
114
inland lakes. These lakes are the most important ecological habitats of Iran at an altitude of 1525
115
m above sea level and have a catchment area of 25,000 km2. The maximum depth of Tashk-
116
Bakhtaran lake is 2 m, and the maximum depth of Tashk lake is 3.1 m [66, 67]. These lakes are
117
located between 29° 13'N–29° 48'N and 54° 10'E–53° 23'E. Water inflows to these lakes through
118
the Kor and Syvand rivers. With the construction of three dams in these rivers' upper basin, the
119
inflow of water into these lakes has decreased dramatically, causing a large area to dry out [68]. 120
Fig.1 shows the location of the twin TB lakes in Iran. 121 The Tashk-Bakhtegan lakes (TB lakes) with a surface area of 540 km2 are Iran's second-largest
114
inland lakes. These lakes are the most important ecological habitats of Iran at an altitude of 1525
115
m above sea level and have a catchment area of 25,000 km2. The maximum depth of Tashk-
116
Bakhtaran lake is 2 m, and the maximum depth of Tashk lake is 3.1 m [66, 67]. These lakes are
117
located between 29° 13'N–29° 48'N and 54° 10'E–53° 23'E. Water inflows to these lakes through
118
the Kor and Syvand rivers. With the construction of three dams in these rivers' upper basin, the
119
inflow of water into these lakes has decreased dramatically, causing a large area to dry out [68]. 120
Fig.1 shows the location of the twin TB lakes in Iran. 121 6 6 122
Fig. 1. A) Geographic location of the study area, B) Landsat 5 TM satellite image of TB lakes in
123
false colour composite (7,4,1). 124 122 122 Fig. 1. A) Geographic location of the study area, B) Landsat 5 TM satellite
123 Fig. 1. A) Geographic location of the study area, B) Landsat 5 TM satellite image of TB lakes in
123 Fig. 1. 1. Introduction
37 A) Geographic location of the study area, B) Landsat 5 TM satellite image of TB lakes in
123
false colour composite (7,4,1). 124 false colour composite (7,4,1). 124 false colour composite (7,4,1). 124 Arid and semi-arid regions cover about one-third of the world's land area.. Population growth in
126
such areas caused an increase in the harvesting of groundwater [69]. In arid regions, lakes and
127
wetlands play an indispensable role in the region's ecosystem, including climate change
128
modification and food resources provision in the area. Due to growing water consumption in arid
129
regions, water resources such as lakes ground water and other aquatic ecosystems are
130
increasingly under stress [68]. 131 Arid and semi-arid regions cover about one-third of the world's land area.. Population growth in
126
such areas caused an increase in the harvesting of groundwater [69]. In arid regions, lakes and
127
wetlands play an indispensable role in the region's ecosystem, including climate change
128
modification and food resources provision in the area. Due to growing water consumption in arid
129
regions, water resources such as lakes ground water and other aquatic ecosystems are
130
increasingly under stress [68]. 131 TB lakes are under threat of complete drought due to over-harvesting of groundwater and
132
mismanagement. In the basin of these lakes, two large rivers, Kor and Sivand, flow. Due to the
133
vast area of TB lakes and moisture and water availability, unique plant and animal habitats exist
134
in the surroundings [70]. In the past, TB lakes had a more fertile environment than today due to
135
proper nutrition. At least 220 species of plaants have been identified in the region's environment
136 TB lakes are under threat of complete drought due to over-harvesting of groundwater and
132
mismanagement. In the basin of these lakes, two large rivers, Kor and Sivand, flow. Due to the
133
vast area of TB lakes and moisture and water availability, unique plant and animal habitats exist
134
in the surroundings [70]. In the past, TB lakes had a more fertile environment than today due to
135
proper nutrition. At least 220 species of plaants have been identified in the region's environment
136 7 7 (the third largest from the species number point of view in Iran). More than 100,000 waterfowl
137
migrate to the region in the winter [71]. 1. Introduction
37 There were about 5,000 Marbled Duck in 1990 [71,72]. 138
Due to the diversity of flora and fauna in the wildlife, a refuge and a national park have been
139
identified as protected areas. Their location is shown in Fig. 2. Three important dams that have
140
been built in the upstream area of TB lakes: Sivand dam, Mollasadra dam and Doroodzan
141
(Dariush) dam. The location of these dams is specified in Fig. 2, and their specifications are
142
shown in Table 1. 143 (the third largest from the species number point of view in Iran). More than 100,000 waterfowl
137
migrate to the region in the winter [71]. There were about 5,000 Marbled Duck in 1990 [71,72]. 138
Due to the diversity of flora and fauna in the wildlife, a refuge and a national park have been
139
identified as protected areas. Their location is shown in Fig. 2. Three important dams that have
140
been built in the upstream area of TB lakes: Sivand dam, Mollasadra dam and Doroodzan
141
(Dariush) dam. The location of these dams is specified in Fig. 2, and their specifications are
142
shown in Table 1. 143 144 145
Fig. 2. TB lakes watershed and location of ecological areas and distribution of dams in the area. 146 145 Fig. 2. TB lakes watershed and location of ecological areas and distribution of dams in the area. 146 Table 1. Characteristics of dams located upstream of TB lakes. 148
Dam Type
Year3
Vol.2 (M.m3)
H.1(m)
River
Dam
A pebble with an impermeable core
1972
960
85
Kor
Doroodzan
Reservoir (soil with clay core)
2007
440
75
Kor
Mollasadra
Soil with clay core
2007
255
57
Sivand
Sivand
1. Height; 2. Total tank volume (million cubic meters); 3. Year of operation 8 8 149 In Fig. 3 using MODIS satellite, the land cover changes in 2001 and 2018 are compared. This
150
figure was provided using the MODIS Land Cover Type Product (MCD12Q1) satellite. The
151
MCD12Q1 includes a global dataset of land cover types from 2001 to 2018. Its spatial resolution
152
is 500 meters, and six different classification schemes have been used to produce it. The Global
153
Earth Coverage Map provides ecological and physical characteristics of the Earth's surface. 154 In Fig. 3 using MODIS satellite, the land cover changes in 2001 and 2018 are compared. 1. Introduction
37 171
172
Charts seem to indicate the existence of sudden changes around 2006 and 2007, particularly in
173
the Waterbody area, which has declined since 2007 and reached its lowest surface in 2009. This
174
reduction has had significant effects on other uses in the region. It should be noted that this
175
decrease in water bodies in the catchment area of TB lakes has started since the construction of
176
two dams, Mollasadra dam and Sivand dam, i.e., in 2007, and in 2009. These two dams were
177
constructed on the two main rivers of the region, which feed the TB lakes, and resulted in the
178
reduction of these lakes surfaces. Due to the diversity of flora and fauna in the region and
179
protected areas around the TB lakes, these dams have caused severe damage to these genetic
180
resources and the uses of the region. TB lakes increase the humidity of the air, and due to the
181 Fig. 4. a) Land cover changes in 2001-2018, b) changes in TB lakes area. 171 Charts seem to indicate the existence of sudden changes around 2006 and 2007, particularly in
173
the Waterbody area, which has declined since 2007 and reached its lowest surface in 2009. This
174
reduction has had significant effects on other uses in the region. It should be noted that this
175
decrease in water bodies in the catchment area of TB lakes has started since the construction of
176
two dams, Mollasadra dam and Sivand dam, i.e., in 2007, and in 2009. These two dams were
177
constructed on the two main rivers of the region, which feed the TB lakes, and resulted in the
178
reduction of these lakes surfaces. Due to the diversity of flora and fauna in the region and
179
protected areas around the TB lakes, these dams have caused severe damage to these genetic
180
resources and the uses of the region. TB lakes increase the humidity of the air, and due to the
181 11
Charts seem to indicate the existence of sudden changes around 2006 and 2007, particularly in
173
the Waterbody area, which has declined since 2007 and reached its lowest surface in 2009. This
174
reduction has had significant effects on other uses in the region. 1. Introduction
37 This
150
figure was provided using the MODIS Land Cover Type Product (MCD12Q1) satellite. The
151
MCD12Q1 includes a global dataset of land cover types from 2001 to 2018. Its spatial resolution
152
is 500 meters, and six different classification schemes have been used to produce it. The Global
153
Earth Coverage Map provides ecological and physical characteristics of the Earth's surface. 154
In this study, LC_Type 1 band was employed to prepare a land cover map of the areas around
155
TB lakes. This ground cover is based on the International Geosphere-Biosphere Program (IGBP),
156
which is dedicated to styding global changes. The annual land cover maps around TB lakes were
157
extracted from MCD12Q1 data in 2001 and in 2018 and are presented in Fig. 3. The reduction of
158
agricultural coverage, pastures, and water level of the lake in the catchment area of TB lakes and
159
the increase of barrier surface are clearly visible. 160 In this study, LC_Type 1 band was employed to prepare a land cover map of the areas around
155
TB lakes. This ground cover is based on the International Geosphere-Biosphere Program (IGBP),
156
which is dedicated to styding global changes. The annual land cover maps around TB lakes were
157
extracted from MCD12Q1 data in 2001 and in 2018 and are presented in Fig. 3. The reduction of
158
agricultural coverage, pastures, and water level of the lake in the catchment area of TB lakes and
159
the increase of barrier surface are clearly visible. 160 161 9 162
Fig. 3. Map of land cover changes between 2001 and 2018 in TB lakes watershed. 163 Fig. 3. Map of land cover changes between 2001 and 2018 in TB lakes watershed. 163 Fig. 4 shows the changes in five variables: Open shrublands, Grasslands, Barren, Croplands, and
65
Water Bodies between 2001 and 2018. It can be observed that the area covered by Open
66
Shrublands has been relatively stable until 2007, but since 2007, it has been increasing, while
67
grasslands and croplands have declined with a similar trend. 68 169 10 10 170
Fig. 4. a) Land cover changes in 2001-2018, b) changes in TB lakes area. 171 11
170
Fig. 4. a) Land cover changes in 2001-2018, b) changes in TB lakes area. 1. Introduction
37 197 Considering all this background information, the question is raised on how long will the drought
191
process of TB lakes continue, and what will be the changes in their surface in the coming years? 192
To answer this question, we adopt the SARIMA-Long-Short-Term Memory Model to model the
193
lake's surface changes and provide a practical model for future changes in the lake's surface. 194 Hence, using this model, an applied plan for water resources management in a variety of uses in
195
the region can be developed, reducing the water crisis in the region and the abandonment of
196
agricultural land, which has severe environmental and economic consequences in the region. 197 1. Introduction
37 It should be noted that this
175
decrease in water bodies in the catchment area of TB lakes has started since the construction of
176
two dams, Mollasadra dam and Sivand dam, i.e., in 2007, and in 2009. These two dams were
177
constructed on the two main rivers of the region, which feed the TB lakes, and resulted in the
178
reduction of these lakes surfaces. Due to the diversity of flora and fauna in the region and
179
protected areas around the TB lakes, these dams have caused severe damage to these genetic
180
resources and the uses of the region. TB lakes increase the humidity of the air, and due to the
181 11 high altitude of the surrounding mountains, the resulting moisture remains in the atmosphere of
182
the same area. This is referred to as artificial irrigation and causes better fruiting of the plants in
183
this area. 184 high altitude of the surrounding mountains, the resulting moisture remains in the atmosphere of
182
the same area. This is referred to as artificial irrigation and causes better fruiting of the plants in
183
this area. 184 The drought that has been observed in recent years and the significant reduction of TB lakes’
185
water have affected the region's uses and caused a water crisis in the region. Croplands and
186
grasslands have shown a significant decline, with their area shrinking to less than half its original
187
value. Simultaneously, Shrublands and Barren soils increased, resulting in falling water levels in
188
the region and the release of agricultural land and land-use change due to the lack of water in the
189
area. 190 Considering all this background information, the question is raised on how long will the drought
191
process of TB lakes continue, and what will be the changes in their surface in the coming years? 192
To answer this question, we adopt the SARIMA-Long-Short-Term Memory Model to model the
193
lake's surface changes and provide a practical model for future changes in the lake's surface. 194
Hence, using this model, an applied plan for water resources management in a variety of uses in
195
the region can be developed, reducing the water crisis in the region and the abandonment of
196
agricultural land, which has severe environmental and economic consequences in the region. 2.2. Remote sensing (RS) datasets and pre-processing
198 The MODIS (Moderate Resolution Imaging Spectroradiometer) tools were launched by Terra
199
and Aqua satellites in 1999 and 2002. The MODIS sensor captures images 2230 kilometres wide
200
and generates complete coverage of the earth in 1-2 days. By using Surface Reflectance products
201
and their various bands (MOD09A1), the spectral reflectance of Earth's surface is estimated. 202 12 12 Pre-processing is a vital part of the remote sensing process. One of the problems with remote
203
sensing images is the presence of clouds. Therefore, tools and indices like Google Earth Engine
204
Environment (GEE) for image classification and the NDWI index are required to obtain
205
desirable results. The NDWI index is one of the most commonly used indicators in remote
206
sensing and is calculated from the relationships between bands (equations 1 and 2). Bands are
207
used to obtain the water in which wavelengths have the highest and lowest spectral reflections. 208
The NDWI relationship is computed as follows [73]:
209 G
NIR
NDWI
G
NIR
(1)
210 (1) where the G is the green band, and the NIR is the near-infrared band. The modified NDWI
211 where the G is the green band, and the NIR is the near-infrared band. The modified NDWI
211
relationship is as follows [12]:
212 relationship is as follows [12]:
212 G
MIR
MNDWI
G
MIR
(2)
213 (2) (2) where MIR is the mid-infrared band (wavelengths 1.2 to 2.2 µm). 214 where MIR is the mid-infrared band (wavelengths 1.2 to 2.2 µm). 214 where MIR is the mid-infrared band (wavelengths 1.2 to 2.2 µm). 214 The resulting image of the MNDWI index has values between -1 and +1. The pixels that indicate
215
the presence of water have positive values. However, due to the presence of mixed pixels that
216
cause errors in the detection of water sources, a threshold limit (MNDWI ≥ 0.3) is used to detect
217
pure pixels with more precision [74,75]. Then, to calculate the area of water bodies in the
218 The resulting image of the MNDWI index has values between -1 and +1. The pixels that indicate
215
the presence of water have positive values. 2.2. Remote sensing (RS) datasets and pre-processing
198 However, due to the presence of mixed pixels that
216
cause errors in the detection of water sources, a threshold limit (MNDWI ≥ 0.3) is used to detect
217
pure pixels with more precision [74,75]. Then, to calculate the area of water bodies in the
218 images, the number of pure pixels identified in each image is multiplied by the area of land cover
219
and the exact area of the water surface can be calculated. 220 images, the number of pure pixels identified in each image is multiplied by the area of land cover
219
and the exact area of the water surface can be calculated. 220 13 13 A series of measurements in equal time intervals is termed time series. Each time series has a
222
stochastic and a deterministic part. Periodical patterns, trends and jumps are the deterministic
223
part and can exist in time series simultaneously or solely. The absence of this part in time series
224
is called stationarity state. For any modeling, the deterministic terms can be removed, and only
225
the stochastic part is required. Therefore, analysis methods are needed to assess the predictable
226
pattern in time series and stationarity [76]. Applying tests to time series to extract interpretable
227
statistics is the analysis of time series. Tests like KPSS, Mann-Whitney, Mann-Kendal, and
228
Jarque-Berra can be employed to investigate stationarity, jump, trends and normality of time
229
series, respectively. 230 A series of measurements in equal time intervals is termed time series. Each time series has a
222
stochastic and a deterministic part. Periodical patterns, trends and jumps are the deterministic
223
part and can exist in time series simultaneously or solely. The absence of this part in time series
224
is called stationarity state. For any modeling, the deterministic terms can be removed, and only
225
the stochastic part is required. Therefore, analysis methods are needed to assess the predictable
226
pattern in time series and stationarity [76]. Applying tests to time series to extract interpretable
227
statistics is the analysis of time series. Tests like KPSS, Mann-Whitney, Mann-Kendal, and
228
Jarque-Berra can be employed to investigate stationarity, jump, trends and normality of time
229
series, respectively. 230 In the KPSS [77] test, a regression equation is fitted to the data. 2.2. Remote sensing (RS) datasets and pre-processing
198 If the variance of the
231
independent variables of the relationship is null the AL, then the series is stationary. The KPSS
232
relationship for trend or level stationarity is as follows:
233 In the KPSS [77] test, a regression equation is fitted to the data. If the variance of the
231
independent variables of the relationship is null the AL, then the series is stationary. The KPSS
232
relationship for trend or level stationarity is as follows:
233 L
t
t
t
A = r +
+
(3)
234 L
t
t
t
A = r +
+
(3)
234 (3)
n
l
n
2
2
l
t
l
t
t s
t 1
j 1
t j 1
1
2
1
S (t )
e
w j,t
e e
n
n
n
(4)
235
l
l
w s,t
1
j/ t
1
(5)
236
n
l
n
2
2
l
t
l
t
t s
t 1
j 1
t j 1
1
2
1
S (t )
e
w j,t
e e
n
n
n
(4)
235
l
l
w s,t
1
j/ t
1
(5)
236
2
N
t
2
2
t 1
l
S
1
KPSS
n
S
t
(6)
237
n
l
n
2
2
l
t
l
t
t s
t 1
j 1
t j 1
1
2
1
S (t )
e
w j,t
e e
n
n
n
235 (4) (5)
2
N
t
2
2
t 1
l
S
1
KPSS
n
S
t
(6)
237 (6) where St = Σ
te ,
lt is the truncation lag,
te are the residuals. t
t-1
i
r
r
u
and tr is a random walk,
238 where St = Σ
te ,
lt is the truncation lag,
te are the residuals. 2.2. Remote sensing (RS) datasets and pre-processing
198 The MT and var (MT) are defined as:
245
N 1
N
T
L,j
L,i
i 1 j i 1
M
sgn A
A
(8)
246
L,j
L,i
1
sgn A
A
(8)
N 1
N
T
L,j
L,i
i 1 j i 1
M
sgn A
A
(8)
246 (8) i 1 j i 1
g
3
2
T
L,j
L, j
L, j
j
var M
2N
7N
5N
A
A
1
2L
5
/18
(9)
247
g
3
2
T
L,j
L, j
L, j
j
var M
2N
7N
5N
A
A
1
2L
5
/18
(9)
247
g
3
2
T
L,j
L, j
L, j
j
var M
2N
7N
5N
A
A
1
2L
5
/18
(9)
247 (9) where
L, j
A
and
L,i
A
are the lake area time series at the jth and ith group, g is the number of
248 where
L, j
A
and
L,i
A
are the lake area time series at the jth and ith group, g is the number of
248 where
L, j
A
and
L,i
A
are the lake area time series at the jth and ith group, g is the number of
248 identical groups, sgn is the sign function, N is the number of samples and
L, j
L
is the number of
249
the observations at the jth group. 2.2. Remote sensing (RS) datasets and pre-processing
198 t
t-1
i
r
r
u
and tr is a random walk,
238 where St = Σ
te ,
lt is the truncation lag,
te are the residuals. t
t-1
i
r
r
u
and tr is a random walk,
238 iu are independent variables with equal distribution with mean zero and variance σ2,
t is the
239 iu are independent variables with equal distribution with mean zero and variance σ2,
t is the
239 deterministic term of the trend, and
t the stationarity error. 240 deterministic term of the trend, and
t the stationarity error. 240 14 In the case of non-stationarity, causing factors are investigated. Trend as a non-stationarity factor
241 In the case of non-stationarity, causing factors are investigated. Trend as a non-stationarity factor
241
is analyzed by the Mann-Kendal test as follows [78]:
242 is analyzed by the Mann-Kendal test as follows [78]:
242 is analyzed by the Mann-Kendal test as follows [78]:
242
0.5
0.5
1 var
MK
0
stnd(
)
0
MK
0
1 var
MK
0
(7)
243 (7) (7) where stnd (MT) is the standard of Mann-Kendall statistic, MK is the Man-Kendall statistic, and
244 var (MT) is the variance of MT. 2.2. Remote sensing (RS) datasets and pre-processing
198 The non-
259
parametric Mann-Whitney (MW) test is used to evaluate this factor [79, 80]:
260
1
N
0.5
m1
m1
m2
L, Ordered
m1
m2
m1
m2
t 1
N
N
N
1
MW
Dg A
/
N
N
N
N
1
/12
2
(14)
261
1
N
0.5
m1
m1
m2
L, Ordered
m1
m2
m1
m2
t 1
N
N
N
1
MW
Dg A
/
N
N
N
N
1
/12
2
(14)
261 (14) where AL, Ordered: series sorted by main series AL, Dg (AL, Ordered) the degree of AL, Ordered function,
262 where AL, Ordered: series sorted by main series AL, Dg (AL, Ordered) the degree of AL, Ordered function,
262 Nm1 and Nm2 is the number of members of the main sub-series that Nm1 + Nm2 = Ntotal. A
263 probability related to a test statistic greater than 1% means that AL is jump-less. 264 Periodicity as the third deterministic factor can be surveyed by a time series graph or the auto
265
correlation function (ACF) and the partial auto correlation function (PACF) plots. This term
266
appears as iterative sinusoidal variations in both above graphs. 267 Seasonal standardization is one of the conventional stationarizing methods in hydrology. This
268
method also reduces jumps in time series [81]. By removing the seasonal mean and standard
269
deviation, the AL is transferred to a time series with a zero mean and a standard deviation equal
270
to one as follows:
271 Seasonal standardization is one of the conventional stationarizing methods in hydrology. This
268
method also reduces jumps in time series [81]. By removing the seasonal mean and standard
269
deviation, the AL is transferred to a time series with a zero mean and a standard deviation equal
270
to one as follows:
271 Seasonal standardization is one of the conventional stationarizing methods in hydrology. This
268
method also reduces jumps in time series [81]. 2.2. Remote sensing (RS) datasets and pre-processing
198 The following equation is used for seasonal changes over time,
250
or seasonal trend:
251 identical groups, sgn is the sign function, N is the number of samples and L
249
k
k
N
1 N
k
L, kj
L, ki
i 1 j i 1
S
sgn A
A
252 (10)
k
ω
S
k
k
k 1
M
S
sgn S
(11)
253
k
ω
S
k
k
k 1
M
S
sgn S
(11)
253 (11)
k
1
3
2
S
ij
k
k
k
i 1 j i 1
k
var M
2
2N
7N
5N
/18
(12)
254 (12) 15 15
k
k
k
0.5
S
S
S
stnd(M )
M
var M
255 (13) 255 where ω represents the seasons, k is the number of months, and σij is the covariance of stationary
256
test in seasons i and j. A probability corresponding to a test statistic higher than 5% means that
257
ALis trendless. 258 where ω represents the seasons, k is the number of months, and σij is the covariance of stationary
256
test in seasons i and j. A probability corresponding to a test statistic higher than 5% means that
257
ALis trendless. 258 where ω represents the seasons, k is the number of months, and σij is the covariance of stationary
256
test in seasons i and j. A probability corresponding to a test statistic higher than 5% means that
257
ALis trendless. 258 Jumps, the second non-stationarity factor, represent sudden steps in the time series. The non-
259
parametric Mann-Whitney (MW) test is used to evaluate this factor [79, 80]:
260 Jumps, the second non-stationarity factor, represent sudden steps in the time series. 2.2. Remote sensing (RS) datasets and pre-processing
198 By removing the seasonal mean and standard
269
deviation, the AL is transferred to a time series with a zero mean and a standard deviation equal
270
to one as follows:
271
L
L
d
std
A
t,
A
/ S
272 (15) 16 where, stdω represents the outcome of seasonal standardization,
L
A
t, is the sample at tth
273
year and the ωth season,
L
A
is the mean of the ωth season and
d
S
is the standard
274
deviation of ωth season. 275 where, stdω represents the outcome of seasonal standardization,
L
A
t, is the sample at tth
273
year and the ωth season,
L
A
is the mean of the ωth season and
d
S
is the standard
274
deviation of ωth season. 275 2.4. Long-Short-Term Memory (LSTM) deep learning model
276 Deep learning models are subclasses of artificial intelligence (AI) models enhanced for non-
277
linear sequence solving problems. A renowned deep learning model is the Long Short-Term
278
Memory (LSTM) network. The LSTM architecture is well suited for modelling sequence data
279
like time series and can learn long-term dependencies in series to forecast future steps. A simple
280
LSTM memory block is presented in Fig. 5. The LSTM model is constituted of several gates that
281
control the flow of information and affect the produced results. These gates are the input, the
282
forget, and the output gates which control the data entering to memory blocks
tc , which should
283
be forgotten, and which are permitted to continue to further processes. 284 Deep learning models are subclasses of artificial intelligence (AI) models enhanced for non-
277
linear sequence solving problems. A renowned deep learning model is the Long Short-Term
278
Memory (LSTM) network. The LSTM architecture is well suited for modelling sequence data
279
like time series and can learn long-term dependencies in series to forecast future steps. A simple
280
LSTM memory block is presented in Fig. 5. The LSTM model is constituted of several gates that
281
control the flow of information and affect the produced results. These gates are the input, the
282
forget, and the output gates which control the data entering to memory blocks
tc , which should
283
be forgotten, and which are permitted to continue to further processes. 2.4. Long-Short-Term Memory (LSTM) deep learning model
276 284 LSTM conducts a mapping [43] from an input sequence x to an output sequence y using the next
285
equations iteratively from t = 1 to t = τ with initial values C0 = 0 and h0 = 0:
286 LSTM conducts a mapping [43] from an input sequence x to an output sequence y using the next
285
equations iteratively from t = 1 to t = τ with initial values C0 = 0 and h0 = 0:
286 L
t
f
f
,t
t 1
f
f
)
A
(W
U
b
h
(16)
287
t
t
t
L,
t
C
C
C
t
t 1
C
(W
U
b )
tanh
A
h
%
%
%
%
(17)
288 L
t
f
f
,t
t 1
f
f
)
A
(W
U
b
h
(16)
287 (16) (17) where
L,t
A
is the input of the vector at time t, and
t 1
h is the hidden cell state at time t−1. The
289
weight matrices are U, W for input-to-hidden, and hidden-to-hidden connections, respectively. ft is
290
a resulting vector with values in the range (0, 1), σ(·) represents the logistic sigmoid function and
291
f
W ,
f
U and bf define the set of learnable parameters for the forget gate. Ct
% is an update vector
292 where
L,t
A
is the input of the vector at time t, and
t 1
h is the hidden cell state at time t−1. The
289
weight matrices are U, W for input-to-hidden, and hidden-to-hidden connections, respectively. ft is
290
a resulting vector with values in the range (0, 1), σ(·) represents the logistic sigmoid function and
291
f
W ,
f
U and bf define the set of learnable parameters for the forget gate. Ct
% is an update vector
292 where
L,t
A
is the input of the vector at time t, and
t 1
h is the hidden cell state at time t−1. The
289 17 with (-1, 1) range for the cell state which calculated form AL, t, tanh (*) is the hyperbolic tangent
293
and
t
C
W% ,
t
C
U% and
t
C
b % are other sets of learnable parameters. 2.4. Long-Short-Term Memory (LSTM) deep learning model
276 294 t
t
i
t
i
i
i
(W x
U
b )
h
(18)
295 t
t
i
t
i
i
i
(W x
U
b )
h
(18)
295 i
t
i
U
b )
h
(18) (18) i
t
i
U
b )
h
(18) ti is the forget gate with range (0,1). i
W ,
i
U and bi are a set of learnable parameters, defined for
296 ti is the forget gate with range (0,1). i
W ,
i
U and bi are a set of learnable parameters, defined for
296 the input gate. The results of Eqs. 16 to 18 lead to update the cell state:
297 t
t
t
t 1
t
c
f Oc
t OC
%
(19)
298 t
t
t
t 1
t
c
f Oc
t OC
% (19) where O denotes element-wise multiplication. The output gate, as the last gate, controls the cell
299
state ct. 300 t
o
o
t 1
o
t
o
W x
U h
b )
(
(20)
301 t
o
o
t 1
o
t
o
W x
U h
b )
(
(20)
301 t
o
o
t 1
o
t
o
W x
U h
b )
(
( t
o
o
t 1
o
t
o
W x
U h
b )
(
(20)
301 (20) where
to is in the range (0, 1) and
o
W ,
o
U and
o
b are a set of learnable parameters, defined for
302 where
to is in the range (0, 1) and
o
W ,
o
U and
o
b are a set of learnable parameters, defined for
302
the output gate h is calculated as follows:
303 where
to is in the range (0, 1) and
o
W ,
o
U and
o
b are a set of learnable parameters, defined for
302
the output gate. th is calculated as follows:
303 the output gate. th is calculated as follows:
303 the output gate. th is calculated as follows:
303 (21) 305 18 18 306
Fig. 5. A simple LSTM block. 307 Fig. 5. A simple LSTM block. 307 2.5. Stochastic modelling concepts
309 (1- L) d
320
equals the d-th non-seasonal, and (1- L ω) D equals the D-th seasonal with the lag ω. The L
321
operator helps in modelling the non-stationary series as it removes correlations in time series and
322
changes in mean and variance of the series. To improve the model's accuracy, each forecast is
323
updated with real data, and a 1-step-ahead forecast is carried out. As this model is linear,
324
deterministic terms must be extracted from the series, and data distribution normalized to
325
improve accuracy. To evaluate the distribution's normality, the Jarque-Bera test can be applied to
326
AL time series [84]:
327 where ω is seasonality, and are auto-regressive (AR) and seasonal AR (SAR) parameters, θ
319
and Θ are the moving average (MA), L is the differencing operator L (AL(t)) = AL (t-1). (1- L) d
320
equals the d-th non-seasonal, and (1- L ω) D equals the D-th seasonal with the lag ω. The L
321
operator helps in modelling the non-stationary series as it removes correlations in time series and
322
changes in mean and variance of the series. To improve the model's accuracy, each forecast is
323
updated with real data, and a 1-step-ahead forecast is carried out. As this model is linear,
324
deterministic terms must be extracted from the series, and data distribution normalized to
325
improve accuracy. To evaluate the distribution's normality, the Jarque-Bera test can be applied to
326
AL time series [84]:
327 deterministic terms must be extracted from the series, and data distribution normalized to
325
improve accuracy. To evaluate the distribution's normality, the Jarque-Bera test can be applied to
326
AL time series [84]:
327 improve accuracy. 2.5. Stochastic modelling concepts
309 Stochastic models are a subgroup of statistical models. These models are widely used in various
310
fields of science beause of their simplicity of utilization and theory. Seasonal Auto-Regressive
311
Integrated Moving Average (SARIMA) is a stochastic model with seasonal and non-seasonal
312
parameters that allows the model to forecast the future by using historical data [82]. 313 In a SARIMA (p, d, q) (P, D, Q) model, p and q are non-seasonal model parameters; P and Q are
314
seasonal ones. d and D are the order of non-seasonal and seasonal differencing, respectively [83]. 315
The simplified extension of the SARIMA equation for one step ahead forecast is as follows:
316
2
d
1
2
p
1
2
P
D
km
1
2
p
1
2
P
L
1
2
q
1
2
2Q
1
2
q
1
2
Q
1
L
L
... L 1
L
L
L 1
L
1
L
A
t
1
L
L
L 1
L
L
L
e t
(
) (
)
(
)
... (
) (
)
(22)
317
2
d
1
2
p
1
2
P
D
km
1
2
p
1
2
P
L
1
2
q
1
2
2Q
1
2
q
1
2
Q
1
L
L
... L 1
L
L
L 1
L
1
L
A
t
1
L
L
L 1
L
L
L
e t
(
) (
)
(
)
... (
) (
)
(22)
317 (22) (22)
d
D
L
(B)
(B 1
L
1
L
A
t
(B
(B e t
)
(
)
)
)
318
d
D
L
(B)
(B 1
L
1
L
A
t
(B
(B e t
)
(
)
)
)
318 19 where ω is seasonality, and are auto-regressive (AR) and seasonal AR (SAR) parameters, θ
319
and Θ are the moving average (MA), L is the differencing operator L (AL(t)) = AL (t-1). 2.5. Stochastic modelling concepts
309 To evaluate the distribution's normality, the Jarque-Bera test can be applied to
326
AL time series [84]:
327
2
2
k
u
JB
n S / 6
K -3
/ 24
(23)
328
2
2
k
u
JB
n S / 6
K -3
/ 24
328 (23) where
u
K is kurtosis
k
S is skewness; JB is a chi-square distribution with two degrees of
329 ere
u
K is kurtosis
k
S is skewness; JB is a chi-square distribution with two degrees where
u
K is kurtosis
k
S is skewness; JB is a chi-square distribution with two degrees of
329
freedom that can be used to assume that data is normal. As most of the hydrological time series
330
are non-normal, normalizing transformation should be employed. John-Draper transform is a
331
normalization approach that can transform AL data. The equation is as follows:
332
L
L
Ln
L
L
A
1
1
sgn A
0
A
sgn A
log A
1
0
(24)
333 (24)
L
L
L
1
A
0
sgn A
1
A
0
(25)
334 (25) λ is JD transforming parameters and ALn is the normalized AL series. 335 λ is JD transforming parameters and ALn is the normalized AL series. 335 336 20 2.6. Comparison measures
337 Correlation coefficient (R), Root mean squared error (RMSE), root mean squared relative error
338
(RMSRE), Mean absolute percentage error (MAPE) and Mean absolute error (MAE) are used to
339
evaluate the accuracy of models in time series obtained from pre-processing of ALdata. To
340
compare the stochastic models, corrected Akaike's Information Criterion (AICc) is used. Theil's
341
U coefficients are also used [85–87]. The Theil's U indices compare models based on the
342
simplicity of the model against goodness-of-fit. The lower the index, the better the model results
343
are. 344 simplicity of the model against goodness-of-fit. The lower the index, the better the model results
343
are. 2.6. Comparison measures
337 344 (26)
N
2
2
L, O,i
L, P, i
i 1
RMSE
(
A
A
) / N
346 (27) N
L,O,i
L,P,i
i 1
L,O,i
A
A
100
MAPE
N
A
347 (28)
N
L,O,i
L,P,i
i 1
1
MAE
A
A
N
348 (29) 2
N
L,O, i
L, P,i
i 1
L,O, i
A
A
1
RMSRE
N
A
349 (30)
2
2kn
nln(
)(n
k 1)
AICc
n
k 1
350 (31) 21
0.5
N
2
L, O,i
L, P,i
i 1
I
0.5
0.5
N
n
2
2
L,O,i
L, P,i
i 1
i 1
A
A
U
A
A
(32)
351
0.5
N
2
L, O,i
L, P,i
i 1
II
0.5
N
2
L, O,i
i 1
A
A
U
A
(33)
352
0.5
N
2
L, O,i
L, P,i
i 1
I
0.5
0.5
N
n
2
2
L,O,i
L, P,i
i 1
i 1
A
A
U
A
A
351
0.5
N
2
L, O,i
L, P,i
i 1
II
0.5
N
2
L, O,i
i 1
A
A
U
A
352 (32) (33) L, O,i
A
and
L, P,i
A
are the ith value of observed data and predicted AL respectively. N is the number
353
of months,
is the residual's standard deviation, and k is the number of tuned parameters
354
through the modelling process. I
U is the accuracy of forecasting, and
II
U is the forecasting
355
quality. 2.6. Comparison measures
337 Checking the stochastic models' residuals for correlations and white noise state is one of
356
the stochastic modelling steps. For this purpose, the Ljung-Box test can be applied to model
357
residuals as follows [88]:
358 L, O,i
A
and
L, P,i
A
are the ith value of observed data and predicted AL respectively. N is the number
353 L, O,i
A
and
L, P,i
A
are the ith value of observed data and predicted AL respectively. N is the number
353
of months,
is the residual's standard deviation, and k is the number of tuned parameters
354
through the modelling process. I
U is the accuracy of forecasting, and
II
U is the forecasting
355 L, O,i
L, P,i
L
y
of months,
is the residual's standard deviation, and k is the number of tuned parameters
354 of months,
is the residual's standard deviation, and k is the number of tun
354 of months,
is the residual's standard deviation, and k is the number of tuned parameters
354 through the modelling process. I
U is the accuracy of forecasting, and
II
U is the forecasting
355
quality. Checking the stochastic models' residuals for correlations and white noise state is one of
356
the stochastic modelling steps. For this purpose, the Ljung-Box test can be applied to model
357
residuals as follows [88]:
358
m
2
h
h 1
r
lbq
N
2N
N 1
(34)
359
m
2
h
h 1
r
lbq
N
2N
N 1
359
m
2
h
h 1
r
lbq
N
2N
N 1
359 (34) N is the number of samples, hr is the residual coefficient of the autoregression (εt) in delay h; the
360
value of m is also equal to ln(N). If the probability related to the Ljung-Box test is greater than
361
the α-level (in this case Plbq > α = 0.05), the residues series is white noise. 362 In this research, first in the Google Earth Engine environment, the data were selected, and the
363
necessary pre-processing was performed. MODIS MOD09A1 was used to measure the changes
364
in the area of TB lakes. 2.6. Comparison measures
337 Images with a cloud coverage of less than 10% were selected to continue
365
the process, and then the pixel value was corrected. Due to the area's characteristics, a threshold
366 In this research, first in the Google Earth Engine environment, the data were selected, and the
363
necessary pre-processing was performed. MODIS MOD09A1 was used to measure the changes
364
in the area of TB lakes. Images with a cloud coverage of less than 10% were selected to continue
365
the process, and then the pixel value was corrected. Due to the area's characteristics, a threshold
366 22 for water identification was considered, and with the MNDWI index, water bodies were
367
separated from other zones. Higher threshold (MNDWI ≥0.3) was identified as water bodies. The
368
time series of changes in the extent of the lakes was calculated from 2001 to 2019. Land cover
369
changes were extracted from MODIS MCD12Q1, and the land cover map was prepared. To
370
determine land use, the land cover map was used to identify the changes in the area and their
371
impact on the changes in the lake surface. Then the time series of the WSA data was extracted
372
from the satellite data. Following, the modelling procedure was undertaken. 373
Initially, the WSA time series' structural characteristics were investigated by pre-processed by
374
stationarity and normality tests. If any pre-processing is needed, a standardization and/or
375
normalization to series is carried out to obtain the optimized modelling results. Then deep
376
learning LSTM model, stochastic SARIMA and hybridization SARIMA-LSTM are performed.. 377
The described procedure is depicted in the flowchart of Fig. 6. 378 for water identification was considered, and with the MNDWI index, water bodies were
367
separated from other zones. Higher threshold (MNDWI ≥0.3) was identified as water bodies. The
368
time series of changes in the extent of the lakes was calculated from 2001 to 2019. Land cover
369
changes were extracted from MODIS MCD12Q1, and the land cover map was prepared. To
370
determine land use, the land cover map was used to identify the changes in the area and their
371
impact on the changes in the lake surface. Then the time series of the WSA data was extracted
372
from the satellite data. Following, the modelling procedure was undertaken. 2.6. Comparison measures
337 373 for water identification was considered, and with the MNDWI index, water bodies were
367
separated from other zones. Higher threshold (MNDWI ≥0.3) was identified as water bodies. The
368
time series of changes in the extent of the lakes was calculated from 2001 to 2019. Land cover
369
changes were extracted from MODIS MCD12Q1, and the land cover map was prepared. To
370
determine land use, the land cover map was used to identify the changes in the area and their
371
impact on the changes in the lake surface. Then the time series of the WSA data was extracted
372
from the satellite data. Following, the modelling procedure was undertaken. 373 Initially, the WSA time series' structural characteristics were investigated by pre-processed by
374
stationarity and normality tests. If any pre-processing is needed, a standardization and/or
375
normalization to series is carried out to obtain the optimized modelling results. Then deep
376
learning LSTM model, stochastic SARIMA and hybridization SARIMA-LSTM are performed.. 377
The described procedure is depicted in the flowchart of Fig. 6. 378 23 Fig. 6. Flowchart of the analytical procedures of the study. 379 Fig. 6. Flowchart of the analytical procedures of the study. 380 24
Fig. 6. Flowchart of the analytical procedures of the study. 380
381
3. Results and discussion
382
3.1. RS results
383 24 24 In this study, MODIS data, MOD09A1 version 6 Surface Reflectance (with a resolution of 500m
384
and 8-day from 2000 to 2019) were employed to obtain time-series variations of TB lakes water
385
surface. The MOD09 series is one of the MODIS surface reflection products. This product has
386
seven bands and estimates the spectral reflectance values for each band in the absence of
387
atmospheric absorption or diffusion. 388 In this study, MODIS data, MOD09A1 version 6 Surface Reflectance (with a resolution of 500m
384
and 8-day from 2000 to 2019) were employed to obtain time-series variations of TB lakes water
385
surface. The MOD09 series is one of the MODIS surface reflection products. This product has
386
seven bands and estimates the spectral reflectance values for each band in the absence of
387
atmospheric absorption or diffusion. 388 Table 2 Specifications of MOD09A1 version 6
Band name
Band desc. wavelength(nm)
Spatial resolution (m)
sur_refl_b01
S.R. Band 1
620-670
500
sur_refl_b02
S.R. Band 2
841-876
500
sur_refl_b03
S.R. Band 3
459-479
500
sur_refl_b04
S.R. 2.6. Comparison measures
337 Band 4
545-565
500
sur_refl_b05
S.R. Band 5
1230-1250
500
sur_refl_b06
S.R. Band 6
1628-1652
500
sur_refl_b07
S.R. Band 7
2105-2155
500
Band desc.: Band description; S.R. : Surface Reflectance 390 The necessary pre-processing, including atmospheric corrections, have been made to this
391
product. The workflow for extracting the lake area from the MODIS images includes image
392
preparation, image classification and statistical computation. During the preparation of the
393
images, the location of the lakes was determined. So, at this point in the GEE Environment,
394
images with more than 10% cloud were excluded from the lake extraction process. Images with
395
cloud cover less than 10% were selected, and pixels suitable for classification were identified. 396
The image classification step was also performed in the GEE environment. Fig. 7 illustrates the
397
changes of AL from 2001 to 2019 for April Month. 398 The necessary pre-processing, including atmospheric corrections, have been made to this
391
product. The workflow for extracting the lake area from the MODIS images includes image
392
preparation, image classification and statistical computation. During the preparation of the
393
images, the location of the lakes was determined. So, at this point in the GEE Environment,
394
images with more than 10% cloud were excluded from the lake extraction process. Images with
395
cloud cover less than 10% were selected, and pixels suitable for classification were identified. 396
The image classification step was also performed in the GEE environment. Fig. 7 illustrates the
397
changes of AL from 2001 to 2019 for April Month. 398 The image classification step was also performed in the GEE environment. Fig. 7 illustrates the
397
changes of AL from 2001 to 2019 for April Month. 398 399 25 25 25 Fig. 7. Changes of AL from 2001 to 2019 for April Month. Fig. 7. Changes of AL from 2001 to 2019 for April Month. 401 By using a function, the MNDWI index was applied to the previous step images. Water has high
403
reflectance at the wavelength of 0.5 μm (green band) and absorbs electromagnetic waves at
404
infrared wavelengths and has low reflectance. Therefore, in this study, band 4 (green band) and
405
band 7 (mid-infrared) of MODIS images were used. After applying the threshold limit, the exact
406 By using a function, the MNDWI index was applied to the previous step images. By using a function, the MNDWI index was applied to the previous step images. Water has high
403
reflectance at the wavelength of 0.5 μm (green band) and absorbs electromagnetic waves at
404
infrared wavelengths and has low reflectance. Therefore, in this study, band 4 (green band) and
405
band 7 (mid-infrared) of MODIS images were used. After applying the threshold limit, the exact
406 2.6. Comparison measures
337 Water has high
403
reflectance at the wavelength of 0.5 μm (green band) and absorbs electromagnetic waves at
404
infrared wavelengths and has low reflectance. Therefore, in this study, band 4 (green band) and
405
band 7 (mid-infrared) of MODIS images were used. After applying the threshold limit, the exact
406 26 area of the water surface was obtained. For better change recognition in the lake surface area, the
407
area has been separated from the surrounding environment, and the changes in the TB lakes
408
based on this model are shown in Fig. 8. Based on the calculated areas, the monthly time series
409
of the TB lakes area was achieved. 410 1
Fig. 8. Lake Surface changes per square kilometres from 2001 to 2019 based on MODIS satellite
2
imagery. 3 411 Fig. 8. Lake Surface changes per square kilometres from 2001 to 2019 based on MODIS satellite
412
imagery. 413 27 The results obtained from the annual changes in surface area of TB Lakes are shown in Fig. 9. 414
Surface area changes have decreased dramatically from 2001 to 2019, reaching 709.487 km2 in
415
2001. In 2002, the AL reached 975.64 km2, which shows a 37% increase compared to 2001. In
416
2003, the lake's surface reached 821.55, and in 2004 and 2005, its value reached the highest level
417
among the study years, occupying 1038.47 km2 and 1088.07 km2, respectively. After that, with a
418
steep slope, the lake's surface shows a decrease until 2010 and this year it has reached 481.1 km2. 419
This indicates that between 2005 and 2010, the average level of lake decline was 11.16% per
420
year. In 2011, there was an increase of 74.74 km2 in the lake's water level and it fluctuated in the
421
same range until 2013, and in 2014, it decreased by 132.192 km2 compared to 2013, reaching
422
425,238 km2. With an increase and cache, it reached 389.245 km2 in 2016, which is the lowest
423
number of observations among the study years. In 2017, the AL shows an increase of 34.26%,
424
and in 2018 and 2019, it has reached 379,158 and 480,937 km2, respectively. 425 426
Fig. 9. Annual changes in the surface area of TB lakes (2000-2019)
427 Fig. 9. Annual changes in the surface area of TB lakes (2000-2019)
427 Fig. 9. 2.6. Comparison measures
337 Annual changes in the surface area of TB lakes (2000-2019)
427 28 28 Differences in the AL between the study years confirm the information provided in the case study
428
and can be considered as the main factor in reducing the water level of TB Lakes and changes in
429
the region's ecosystem. Therefore, it is necessary to provide practical and correct solutions in the
430
region to control the ecosystem and prevent further destruction of water resources in the region. 431
Using applied models, the water level of TB Lakes can be modeled for better management in the
432
future. 433
434
3.2. Obtained AL time series attributes and pre-processing
435
The obtained AL time-series statistical characteristics were investigated and the results are
436
presented in Fig. 10. To survey the characteristics of the series and model it, the AL series is
437
divided into train and test parts with 70-30% ratio. From the 224 obtained data points, 157 (from
438
Dec 2000 to Jul Dec 2013) and 67 (from Jan 2014 to Jul 2019) were considered as train and test
439
parts, respectively (Fig. 10a). Regarding the information provided in Table 3 the statistical
440
features of the intervals differ considerably, which can lead to poor modelling results. 441 Differences in the AL between the study years confirm the information provided in the case study
428
and can be considered as the main factor in reducing the water level of TB Lakes and changes in
429
the region's ecosystem. Therefore, it is necessary to provide practical and correct solutions in the
430
region to control the ecosystem and prevent further destruction of water resources in the region. 431
Using applied models, the water level of TB Lakes can be modeled for better management in the
432
future. 433 Using applied models, the water level of TB Lakes can be modeled for better management in the
432
future. 433 3.2. Obtained AL time series attributes and pre-processing
435 The obtained AL time-series statistical characteristics were investigated and the results are
436
presented in Fig. 10. To survey the characteristics of the series and model it, the AL series is
437
divided into train and test parts with 70-30% ratio. From the 224 obtained data points, 157 (from
438
Dec 2000 to Jul Dec 2013) and 67 (from Jan 2014 to Jul 2019) were considered as train and test
439
parts, respectively (Fig. 10a). Regarding the information provided in Table 3 the statistical
440
features of the intervals differ considerably, which can lead to poor modelling results. 441 The obtained AL time-series statistical characteristics were investigated and the results are
436
presented in Fig. 10. To survey the characteristics of the series and model it, the AL series is
437
divided into train and test parts with 70-30% ratio. From the 224 obtained data points, 157 (from
438
Dec 2000 to Jul Dec 2013) and 67 (from Jan 2014 to Jul 2019) were considered as train and test
439
parts, respectively (Fig. 10a). Regarding the information provided in Table 3 the statistical
440
features of the intervals differ considerably, which can lead to poor modelling results. 441 442 29 443
Fig 10 (a) A time series plot and (b) pre-processed data
444 443 443 Fig. 10. (a) AL time series plot and (b) pre-processed data. 444 Fig. 10. (a) AL time series plot and (b) pre-processed data. 444 According to the information provided in Table 3, the highest AL lakes is 1292.32 km2 which is
445
related to Jan 2005 and the lowest value is related to 246.4 which is related to Jul 2018. The
446
minimum values for train and test data are 342.52 km2 and 246.4 km2, respectively, and the
447
maximum values for these two are 1292.32 km2 and 733.39 km2. The average value obtained for
448
224 data is 662.81 km2 and in the train and test stage it is 757.44 and 441.08 km2, respectively,
449
and all data have positive skewness. 450 According to the information provided in Table 3, the highest AL lakes is 1292.32 km2 which is
445
related to Jan 2005 and the lowest value is related to 246.4 which is related to Jul 2018. 3.2. Obtained AL time series attributes and pre-processing
435 The
446
minimum values for train and test data are 342.52 km2 and 246.4 km2, respectively, and the
447
maximum values for these two are 1292.32 km2 and 733.39 km2. The average value obtained for
448
224 data is 662.81 km2 and in the train and test stage it is 757.44 and 441.08 km2, respectively,
449
and all data have positive skewness. 450 Table 3. Statistical attributes of Lakes Area (AL) data
Nbr. Min
(km2)
Max
(km2)
1st Q
(km2)
Median
(km2)
3rd Q
(km2)
Mean
(km2)
σ (n)
γ1
γ2
Total
224
246.40
1292.32
455.76
605.36
882.24
662.81
256.94
0.42
-0.91
Train
157
342.52
1292.32
552.88
735.43
959.65
757.44
241.71
0.08
-1.08
Test
67
246.40
733.39
340.48
451.91
503.65
441.08
116.90
0.30
-0.58
Nbr., Number of data; Min. and Max., Minimum and Maximum of data; 1st Q. and 3rd Q., first and third Quarters; σ(n), Standard Deviation; γ1,
Skewness; γ2, Kurtosis. Table 3. Statistical attributes of Lakes Area (AL) data 30 451 The results of the application of statistical tests to the AL time series are provided in Table 4 and
452
Fig. 10. According to MW, MK, SMK, KPSS tests results, the series has jumps and trends and is
453
highly non-stationary. Furthermore, the JB test confirms the non-normality of the data. 454
Therefore, pre-processing of AL time series, prior to AI and stochastic modeling is mandatory. 455
The ACF and PACF values were calculated and the corresponding results are presented in Fig. 456
11 and Fig. 12. The plots plainly demonstrate the non-seasonal and seasonal trends and
457
periodicity with lag 12. The periodicity is also observable in the time series plot (Fig. 10a) as
458
iterative peaks and lows. This lake area data component was foreseeable as the surface water is
459
highly impacted by solar energy’s seasonal flux and earth’s revolutions. Though this periodicity
460
damped after two significant lags, the AL series would be more independent and better results
461
can be obtained by removing it. 462 The results of the application of statistical tests to the AL time series are provided in Table 4 and
452
Fig. 10. According to MW, MK, SMK, KPSS tests results, the series has jumps and trends and is
453
highly non-stationary. Furthermore, the JB test confirms the non-normality of the data. 3.2. Obtained AL time series attributes and pre-processing
435 454 The results of the application of statistical tests to the AL time series are provided in Table 4 and
452
Fig. 10. According to MW, MK, SMK, KPSS tests results, the series has jumps and trends and is
453
highly non-stationary. Furthermore, the JB test confirms the non-normality of the data. 454 Therefore, pre-processing of AL time series, prior to AI and stochastic modeling is mandatory. 455 , p
p
g
L
, p
g
y
The ACF and PACF values were calculated and the corresponding results are presented in Fig. 456
11 and Fig. 12. The plots plainly demonstrate the non-seasonal and seasonal trends and
457
periodicity with lag 12. The periodicity is also observable in the time series plot (Fig. 10a) as
458
iterative peaks and lows. This lake area data component was foreseeable as the surface water is
459
highly impacted by solar energy’s seasonal flux and earth’s revolutions. Though this periodicity
460
damped after two significant lags, the AL series would be more independent and better results
461
can be obtained by removing it. 462 463
Fig. 11. AL time series ACF and PACF plots. 464 463 Fig. 11. AL time series ACF and PACF plots. 464 31 31 31 For removing non-stationarity factors, the stdω method (stdω (AL)) was applied to the series
465
(Fig. 10b). After modeling, it was observed that this method only reduced the seasonality to one
466
lag in the series and did not affect other terms. Since the stdω method contained the seasonal
467
parameters, it was expected that it would affect mostly seasonal components. The JB transform
468
was subsequently applied (stdωJD (AL)). The normalization method was able to decrease the JB
469
statistic markedly and normalize data. Also, normalization resulted in a reduction of the non-
470
seasonal correlations from 22 to 18 lags. The corresponding results are presented in table 4 and
471
Fig. 12 for each step. 472 For removing non-stationarity factors, the stdω method (stdω (AL)) was applied to the series
465
(Fig. 10b). After modeling, it was observed that this method only reduced the seasonality to one
466
lag in the series and did not affect other terms. Since the stdω method contained the seasonal
467
parameters, it was expected that it would affect mostly seasonal components. The JB transform
468
was subsequently applied (stdωJD (AL)). 3.2. Obtained AL time series attributes and pre-processing
435 The normalization method was able to decrease the JB
469
statistic markedly and normalize data. Also, normalization resulted in a reduction of the non-
470
seasonal correlations from 22 to 18 lags. The corresponding results are presented in table 4 and
471
Fig. 12 for each step. 472 Table 4 Lakes Area (AL) time-series stationarity and normality tests outcomes
473 Table 4 Lakes Area (AL) time-series stationarity and normality tests outcom
473 Table 4 Lakes Area (AL) time-series stationarity and normality tests
473
Tests
Jump
Trend
Stationarity
Norm. PMW
PMK
PSMK
PKPSS
JB*
AL
0
0.01
0.01
0.01
7.72
stdω(AL)
0.01
0.01
0.01
0.01
10.36
stdωJD(AL)
0.01
0.01
0.01
0.01
2.15
Cons. Diff.**
81.21
53.36
37.30
98.02
1.33
*JB critical :5.99 ; p-value > 5% = acceptable; ** Consecutive 1st order non-seasonal and seasonal differencing 3.3. LSTM Deep learning modelling
475 Almost all the hydrological time series, regarding their nature, have a complex structure. 476
Therefore, studying and involving historical events in the modelling process is of high
477
importance. The LSTM model is an enhanced model produced to cover recurrent neural
478
networks' deficiencies (RNN). The RNNs were limited in using historical data. However, the
479
LSTM model unlimitedly can use long-term dependencies in modelling process. 480 Almost all the hydrological time series, regarding their nature, have a complex structure. 476
Therefore, studying and involving historical events in the modelling process is of high
477
importance. The LSTM model is an enhanced model produced to cover recurrent neural
478
networks' deficiencies (RNN). The RNNs were limited in using historical data. However, the
479
LSTM model unlimitedly can use long-term dependencies in modelling process. 480 Given the seasonal correlations in time series with lag 12, the LSTM model was used for
481
modeling pre-processed data with the hidden cell states of h = 12, 60, 144 and 156 [45,89]. A
482 Given the seasonal correlations in time series with lag 12, the LSTM model was used for
481
modeling pre-processed data with the hidden cell states of h = 12, 60, 144 and 156 [45,89]. A
482 32 piecewise learning rate schedule with Initial learn rate of 0.005 was defined for the model
483
structure. After determining the maximum epochs of 500 and learn rate drop period and drop
484
factor of 125 and 0.2, respectively, the single LSTM layer model was defined. Computational
485
requirements represent an important consideration. In this work, the MATLAB software and a
486
computer with a configuration of CPU core i7, 2500 MHz and 8G RAM were used. The average
487
time spent for modeling each input was around 100 seconds. The results of the models are
488
provided in Table 5. The LSTM model with the seasonal standardized (stdω) data and 12 inputs
489
produced better results than inputs with higher hidden cell states with the same preprocessing. 490 piecewise learning rate schedule with Initial learn rate of 0.005 was defined for the model
483
structure. After determining the maximum epochs of 500 and learn rate drop period and drop
484
factor of 125 and 0.2, respectively, the single LSTM layer model was defined. Computational
485
requirements represent an important consideration. 3.3. LSTM Deep learning modelling
475 The LSTMstdωJD (12) indices are as R = 0.806, RMSE = 109.140, MAE = 91.571, MAPE
503
= 0.229, RMSRE = 0.281, UI = 0.110, UII = 0.239. The Theil’s coefficient also shows slight
504
improvement in the model's quality and power while using normalization and standardization,
505
compared to the single standardization. 506 For further investigation, the pre-processed series with stationarization and normalization
501
(stdωJD) were also modeled. Likewise, the LSTM model with 12 inputs produced the best
502
results. The LSTMstdωJD (12) indices are as R = 0.806, RMSE = 109.140, MAE = 91.571, MAPE
503
= 0.229, RMSRE = 0.281, UI = 0.110, UII = 0.239. The Theil’s coefficient also shows slight
504
improvement in the model's quality and power while using normalization and standardization,
505
compared to the single standardization. 506 For further investigation, the pre-processed series with stationarization and normalization
501
(stdωJD) were also modeled. Likewise, the LSTM model with 12 inputs produced the best
502
results. The LSTMstdωJD (12) indices are as R = 0.806, RMSE = 109.140, MAE = 91.571, MAPE
503
= 0.229, RMSRE = 0.281, UI = 0.110, UII = 0.239. The Theil’s coefficient also shows slight
504
improvement in the model's quality and power while using normalization and standardization,
505
compared to the single standardization. 506 The results show that in stdωJD, as in stdω, the model's accuracy decreases with increasing
507
inputs. In h156 the value of the correlation coefficient is higher than h12 and h144. However, the
508
statistical parameters show better performance for h12 compared to stdωJD model with other
509
hidden cell inputs. As seen in the preprocessed data's correlogram, the seasonal correlation was
510
damped after one seasonal lag and the dependencies were important up to one seasonal lag and
511
few more non-seasonal lags. Therefore, the LSTM models with historical data up to previous 12
512
lags were invistigated. Moreover, the normalization of data distribution enhanced the modeling
513
results and decreased the errors in comparison to lone standardization. The LSTMstdωJD improved
514
the results by R = 2.458%, RMSE = 3.610%, MAE = 0.468%, MAPE = 0.451%, RMSRE =
515
2.720%, UI = 3.428%, UII = 3.610%. This improvement proves the importance of the pre-
516
processing in AI models, regardless of their capability in modeling non-linearity. 3.3. LSTM Deep learning modelling
475 In this work, the MATLAB software and a
486
computer with a configuration of CPU core i7, 2500 MHz and 8G RAM were used. The average
487
time spent for modeling each input was around 100 seconds. The results of the models are
488
provided in Table 5. The LSTM model with the seasonal standardized (stdω) data and 12 inputs
489
produced better results than inputs with higher hidden cell states with the same preprocessing. 490 Table 5 LSTM results for Lake Area (AL) time series
Method
Inputs
R
RMSE
MAE
MAPE
RMSRE
UI
UII
stdω
h12
0.786 113.227
92.001
0.230
0.289
0.114
0.248
stdω
h60
0.790 144.837
124.816
0.317
0.380
0.140
0.317
stdω
h144
0.769 181.314
164.596
0.418
0.483
0.169
0.397
stdω
h156
0.746 200.116
183.361
0.465
0.532
0.184
0.439
stdωJD
h12
0.806 109.140
91.571
0.229
0.281
0.110
0.239
stdωJD
h60
0.893 116.363
104.381
0.263
0.304
0.115
0.255
stdωJD
h144
0.770 157.532
138.723
0.352
0.416
0.151
0.345
stdωJD
h156
0.852 146.578
132.055
0.331
0.380
0.141
0.321
h = hidden states no. Table 5 LSTM results for Lake Area (AL) time series 491 33
In the stdω method, except for h60, where the value of R is improved by 2% and h12 has a better
492
performance in other statistical parameters, and as the number of inputs increases, the accuracy
493
of the model is affected. h156 has the highest error values so that the correlation coefficient has
494
decreased by 5% compared to h12 and the RMSE has increased by 76.7%. RMSRE and MAPE,
495
have increased by more than 100%. These values for LSTM models demonstrated that the
496
models' power and quality were higher while 12 inputs were chosen for modeling, compared to
497
the other models with more inputs. Also, it indicates that the impact of most recent historical data
498 33 is more than the oldest ones. This refers to the capability of the LSTM in modeling dependent
499
data. 500 is more than the oldest ones. This refers to the capability of the LSTM in modeling dependent
499
data. 500 For further investigation, the pre-processed series with stationarization and normalization
501
(stdωJD) were also modeled. Likewise, the LSTM model with 12 inputs produced the best
502
results. 3.3. LSTM Deep learning modelling
475 517 The structure of data should be investigated prior to the preprocessing to assess the impacts of
518
the preprocessing methods. Also, it can be concluded that using more independent inputs causes
519
more variations that impact the final results of the deep learning method. So, limiting the LSTM
520
model inputs to the correlated data is important. 521 34 522
Fig. 12. AL pre-processed time series ACF plots. 523 Fig. 12. AL pre-processed time series ACF plots. 523 Stochastic models are among the most conventional modelling methods in hydrology. These
526
models are noticed for their simple theory and application. As the basis of these models are
527
statistical concepts, some prerequisites should be considered in modelling process. The
528
stationarity and normalization of time series are the two necessities of stochastic models. 529
Concerning the results provided in section 3.2, as the pre-processed data's ACF values are
530
damped after 18 lags and series is normal, modelling can be carried out, but higher orders of
531
parameters are needed. Hence, a consecutive non-seasonal and seasonal differencing was applie
532 35 to series, and it was observed that all non-stationarity factors were removed from series and
533
became stationary. The corresponding results are presented in Table 4 and Fig. 12 for each step. 534
The correlations in ACF plots after consecutive differencing declines considerably to one lag. 535
But for further survey of the model’s capability, the orders of the parameters in SARIMA model
536
are considered as: p = q = P = Q = {0, 1, 2, 3, 4, 5} and d = D = {0, 1} and seasonality ω = 12. 537
After coding the dynamic model in MATLAB software and considering this parameter selection,
538
a total number of 2590 models were produced with the same computer configuration used for the
539
LSTM models. The time spent on stochastic modeling was about two hours. The minimum
540
values of the indices for forecasted AL data in all were R = 0.01, RMSE = 68.70, MAE = 49.42,
541
MAPE = 0.11, RMSRE = 0.14, AICc = 574.80, UI = 0.08, UII = 0.15 and the maximum values
542
were R = 0.85, RMSE = 780.61, MAE = 756.47, MAPE = 1.85, RMSRE = 1.98, AICc = 862.04,
543
UI = 0.47, UII = 1.71. 3.3. LSTM Deep learning modelling
475 With these specifications and after considering the independence of the
544
results, simplicity and goodness of the fit of models, the superior model was chosen as SARIMA
545
(1,0,0)(0,1,1)12. The evaluation results for this model are: R = 0.819, RMSE = 70.217, MAE =
546
49.425, MAPE = 0.106, RMSRE = 0.143, AICc = 574.82, UI = 0.077, UII = 0.154. The model is
547
the most parsimonious and adequate SARIMA model compared to the other 2589 models. It is
548
observed that the model's correlation index is almost in the same range as the LSTM, but other
549
indices like RMSE, MAPE are almost half. This means the linear model could forecast the
550
variation of the AL data better than sole LSTMs after triple preprocessing and removing all the
551
dependencies in the data. However, other model evaluation criteria should be investigated, and
552
there are still opportunities for enhancements. Another step in the evaluation of stochastic
553
modelling is checking the independence of the residuals. This criterion is assessed
554 36 but also has uncorrelated residuals. Therefore, the Ljung-Box test was applied to the stochastic
556
model's residuals for 60 non-seasonal or five seasonal lags. The test indicated the independence
557
of the residuals and the adequacy of the model. The results of the independence test for the
558
superior model are provided in Fig. 12. 559 but also has uncorrelated residuals. Therefore, the Ljung-Box test was applied to the stochastic
556
model's residuals for 60 non-seasonal or five seasonal lags. The test indicated the independence
557
of the residuals and the adequacy of the model. The results of the independence test for the
558
superior model are provided in Fig. 12. 559 560
Fig.13. Ljung-Box residuals test results. 561 Fig.13. Ljung-Box residuals test results. 561 Fig.13. Ljung-Box residuals test results. 561 3.5. Hybrid Deep-learning-Stochastic modelling and disparities
563 Hybridization of models is one of the methods of utilizing non-linear and linear models’
564
characteristics simultaneously. These methods allow researchers to model data and make
565
predictions by covering the drawbacks of the single models and produce results with lower
566
errors. For this purpose, the linear model residuals that are independent are used as inputs of the
567
AI model. This input is assumed to be the non-linear part of the time series as the stochastic
568
model is also assumed to be able to forecast the linear part [90]. As it can be seen in Fig. 14. The
569
residuals of the linear model are completely independent, and no correlation remains in the
570
residuals. However, they have the circumstances to be modeled by the AI model. Since, no
571
correlation is found in the residuals’ series, the AI model requires less inputs to forecast future
572
steps. However, the previous steps will be followed to provide comparison circumstances. 573 37 574
Fig. 14. Stochastic model residuals auto correlation function plot
575 574
Fig. 14. Stochastic model residuals auto correlation function plot
575 38
574
Fig. 14. Stochastic model residuals auto correlation function plot
575
B integrating SARIMA and LSTM, the superior linear model's residuals were modelled by the
576
LSTM model with the same inputs considered for modelling in previous sections. The residuals
577
are denoted as SARIMAs. The results of the models are provided in Table 6. The SARIMAs-
578
LSTM with 12 inputs outperformed other SARIMAs-LSTM hybrid models. As shown in Fig. 14,
579
the residuals do not have correlations, therefore, the best results with the 12 inputs were
580
expected. Using hidden cells’ inputs less than 12 could also produce these results. 581
582
Table 6 Hybrid models results for Lakes Area (AL) time series
Method
Inputs
R
RMSE
MAE
MAPE
RMSRE
UI
UII
SARIMAs - LSTM
h12
0.819
70.428
49.310
0.105
0.143
0.077
0.154
h60
0.777
79.138
60.137
0.131
0.165
0.087
0.173
h144
0.754 100.928
82.246 0.198
0.243
0.104 0.221
h156
0.752 104.037
85.689 0.208
0.252
0.107 0.228
h = hidden states no. 583
By comparing the results of the hybrid model and previously presented models, it was observed
584
that the hybridization improved a few characteristics of the results. Compared to the single
585
LSTM models, the Hybrid model increases the correlation of the forecast. 3.5. Hybrid Deep-learning-Stochastic modelling and disparities
563 It improved the
586
mediation of the data by 0.061 compared to the average of the LSTM models. Also, the error
587 574 Fig. 14. Stochastic model residuals auto correlation function plot
575 B integrating SARIMA and LSTM, the superior linear model's residuals were modelled by the
576
LSTM model with the same inputs considered for modelling in previous sections. The residuals
577
are denoted as SARIMAs. The results of the models are provided in Table 6. The SARIMAs-
578
LSTM with 12 inputs outperformed other SARIMAs-LSTM hybrid models. As shown in Fig. 14,
579
the residuals do not have correlations, therefore, the best results with the 12 inputs were
580
expected. Using hidden cells’ inputs less than 12 could also produce these results. 581 B integrating SARIMA and LSTM, the superior linear model's residuals were modelled by the
576
LSTM model with the same inputs considered for modelling in previous sections. The residuals
577
are denoted as SARIMAs. The results of the models are provided in Table 6. The SARIMAs-
578
LSTM with 12 inputs outperformed other SARIMAs-LSTM hybrid models. As shown in Fig. 14,
579
the residuals do not have correlations, therefore, the best results with the 12 inputs were
580
expected. Using hidden cells’ inputs less than 12 could also produce these results. 581 Table 6 Hybrid models results for Lakes Area (AL) time series
Method
Inputs
R
RMSE
MAE
MAPE
RMSRE
UI
UII
SARIMAs - LSTM
h12
0.819
70.428
49.310
0.105
0.143
0.077
0.154
h60
0.777
79.138
60.137
0.131
0.165
0.087
0.173
h144
0.754 100.928
82.246 0.198
0.243
0.104 0.221
h156
0.752 104.037
85.689 0.208
0.252
0.107 0.228
h = hidden states no. 38 indices were almost reduced to half. However, this improvement, compared to the linear model
588
was less noticeable than lone LSTM models. The hybridization, on the other hand, lowered the
589
MAPE and MAE indices. 590 591 591
Fig.15. Scatter plots of the modeled AL time series. a: LSTMStdω (h12); b: LSTMStdωJD (h12); c:
592
SARIMA(1,0,0)(0,1,1)12; d: HybridS (h12). 593 591 Fig.15. Scatter plots of the modeled AL time series. a: LSTMStdω (h12); b: LSTMStdωJD (h12); c:
592
SARIMA(1,0,0)(0,1,1)12; d: HybridS (h12). 593 39
Since the indices are very close and for better comparison, the scatter plots of the superior
594
LSTM, SARIMA, and hybrid models are provided in Fig. 15. 3.5. Hybrid Deep-learning-Stochastic modelling and disparities
563 From the scatter plots, the
595
dispersion of the modelled data can be observed. The LSTM models predicted data are more
596
dispersed than SARIMA and hybrid models, respectively (Fig. 15 a and b). The linear model
597
(Fig. 15c) has densified the data and brought it closer to the 10% range. However, the hybrid
598
model was more successful than the others in bringing the forecasts closer to the median line and
599
locating data in the 10% intervals (Fig. 15d). In other words, hybridization caused more
600
correlation in the forecasted data and better mediation has occurred by utilizing both methods’
601 39
Since the indices are very close and for better comparison, the scatter plots of the superior
594
LSTM, SARIMA, and hybrid models are provided in Fig. 15. From the scatter plots, the
595
dispersion of the modelled data can be observed. The LSTM models predicted data are more
596
dispersed than SARIMA and hybrid models, respectively (Fig. 15 a and b). The linear model
597
(Fig. 15c) has densified the data and brought it closer to the 10% range. However, the hybrid
598
model was more successful than the others in bringing the forecasts closer to the median line and
599
locating data in the 10% intervals (Fig. 15d). In other words, hybridization caused more
600
correlation in the forecasted data and better mediation has occurred by utilizing both methods’
601 39 characteristics. The Box plot of the observed data and superior models are drawn in Fig. 16, and
602
it can be observed that the SARIMA (1, 0, 0) (0, 1, 1)12 and SARIMAS-LSTM model perfectly
603
forecasted the interquartile area of the AL time series and even were able to forecast one of the
604
extreme values of the original series. These methods also predicted the maxima and minima of
605
the data more accurately than other models. A potent model regenerates the statistical
606
characteristics of the studied data. Though the linear model and the hybrid indices were slightly
607
similar, the hybrid SARIMA-LSTM reproduced the primal statistical properties of WSA data
608
better than sole models [91]. The hybrid model performed better in forecasting the mean and
609
other statistical characteristics of the observed data slightly better than the SARIMA model. 3.5. Hybrid Deep-learning-Stochastic modelling and disparities
563 610
Therefore, hybridization was not able to produce noticeable results (Tables 5 and 6) but
611
reproduced the original series statistical attributes. Thus, it can be considered as a superior WSA
612
modelling methodology. 613 616 40 40 . 16. Box plot of the superior models; AL: observed WSA data, Ss: SARIMA (1, 0, 0) (0, 1,
; H: SARIMAS-LSTM; L1: LSTMstdωJD (12), L2: LSTMstdωJD (12); 617 Fig. 16. Box plot of the superior models; AL: observed WSA data, Ss: SARIMA (1, 0, 0) (0, 1,
618 Fig. 16. Box plot of the superior models; AL: observed WSA data, Ss: SARIMA (1, 0, 0) (0, 1,
618
1)12; H: SARIMAS-LSTM; L1: LSTMstdωJD (12), L2: LSTMstdωJD (12);
619 Fig. 16. Box plot of the superior models; AL: observed WSA data, Ss: SARIMA (1 41
Fig. 16. Box plot of the superior models; AL: observed WSA data, Ss: SARIMA (1, 0, 0) (0, 1,
618
1)12; H: SARIMAS-LSTM; L1: LSTMstdωJD (12), L2: LSTMstdωJD (12);
619
620
4. Conclusion
621
Sustainable management of freshwater inland lakes in an arid region plays a vital role in
622
environmental preservation and quality of life. Moreover, monitoring changes in the lake's
623
surface area due to both natural and anthropogenic stressors helps to better plan and manage
624
water resources. Therefore, the accurate mapping and monitoring of lake surface area, and the
625 1)12; H: SARIMAS-LSTM; L1: LSTMstdωJD (12), L2: LSTMstdωJD (12);
619 1)12; H: SARIMAS-LSTM; L1: LSTMstdωJD (12), L2: LSTMstdωJD (12);
619 1)12; H: SARIMAS-LSTM; L1: LSTMstdωJD (12), L2: LSTMstdωJD (12); 41 forecasting of these vital resources future trends are of great importance for planning and
626
management purposes. In this study, the WSA of the TB lakes is studied. To map the lake's
627
surface area, the MODIS satellite images were used to extract a time series depicting changes of
628
the WSA. The images were obtained from MODIS data, MOD09A1 version 6. The pre-
629
processing of the images included image preparation, classification, and statistical computation. 630
The preparation and classification of the images were undertaken in GEE environment. Using the
631
MNDWI index, the water mass was separated from the background, and the lake area was
632
obtained from the chosen images. Finally, by repeating the process for images from 2001 to 2019
633
a monthly time series of lakes areas (AL) was obained. 3.5. Hybrid Deep-learning-Stochastic modelling and disparities
563 The AL time series was examined by
634
stationarity and normality tests to investigate the structure of the timeseries. Periods with 12 lag
635
repetition, trends and jumps with a non-normal distribution were observed in the timeseries. The
636
timeseries was pre-processed with the conventional seasonal standardization (stdω) method and
637
normalized with the John-Draper (JD) transform, two-time series were obtained. 638 forecasting of these vital resources future trends are of great importance for planning and
626
management purposes. In this study, the WSA of the TB lakes is studied. To map the lake's
627
surface area, the MODIS satellite images were used to extract a time series depicting changes of
628
the WSA. The images were obtained from MODIS data, MOD09A1 version 6. The pre-
629
processing of the images included image preparation, classification, and statistical computation. 630
The preparation and classification of the images were undertaken in GEE environment. Using the
631
MNDWI index, the water mass was separated from the background, and the lake area was
632
obtained from the chosen images. Finally, by repeating the process for images from 2001 to 2019
633
a monthly time series of lakes areas (AL) was obained. The AL time series was examined by
634
stationarity and normality tests to investigate the structure of the timeseries. Periods with 12 lag
635
repetition, trends and jumps with a non-normal distribution were observed in the timeseries. The
636
timeseries was pre-processed with the conventional seasonal standardization (stdω) method and
637
normalized with the John-Draper (JD) transform, two-time series were obtained. 638 These timeseries were modelled with the LSTM model with h = {12, 60, 144, 156} number of
639
hidden cell states. The single LSTM models, with the two different preprocessing tasks, required
640
only 12 hidden cell states to obtain the highest accuracy. LSTMstdω (12) with R = 0.786, RMSE =
641
113.227, MAPE = 0.230 and STMstdωJD (12) with R = 0.806, RMSE = 109.140, MAPE = 0.229
642
outperformed others. These results indicated that using multiple preprocessing methods and
643
reevaluating the results of the time series structure tests is necessary since most of the time, the
644
latter part is neglected in the AI modeling procedure. 645 42
A stochastic SARIMA model and hybridization of both deep learning and stochastic models
646
were carried out for further investigation and surveying the possibilities to enhance the
647
forecasting results. 3.5. Hybrid Deep-learning-Stochastic modelling and disparities
563 The superior linear model was chosen as SARIMA with (1, 0, 0) (0, 1, 1)12
648 42
A stochastic SARIMA model and hybridization of both deep learning and stochastic models
646
were carried out for further investigation and surveying the possibilities to enhance the
647
forecasting results. The superior linear model was chosen as SARIMA with (1, 0, 0) (0, 1, 1)12
648 42 parameters based on goodness of fit and model parsimony. The stochastics models' results were
649
better than single LSTM models and the errors were reduced by almost half, R = 0.819, MAE =
650
49.425, MAPE = 0.106. To utilize both models’ capabilities, residuals of the stochastic model
651
were modelled by LSTM. 652 parameters based on goodness of fit and model parsimony. The stochastics models' results were
649
better than single LSTM models and the errors were reduced by almost half, R = 0.819, MAE =
650
49.425, MAPE = 0.106. To utilize both models’ capabilities, residuals of the stochastic model
651
were modelled by LSTM. 652 Results indicate that the hybrid model indices were marginally better than others,. The scatter
653
and Box plots of the models revealed that the hybridization did not produce noticeable better
654
error indices but improved the statistical characteristics and made them closer to observational
655
data. The hybrid SARIMA-LSTM reproduced the primal statistical properties of WSA data and
656
caused better mediation as observed in scatter plots and the Box plot of the data compared to sole
657
models. 658
In conclusion, the hybridization can reproduce model forecasts that better preserve the observed
659
timeseries's statistical attributes compared to single models. Therefore, it is suggested that the
660
undertaken methodology of AL time series modelling be applied to other AL time series and other
661
AI methods like Extreme Learning Machine (ELM), LSTM developments like Genetic
662
Algorithm (GA)-LSTM and a combination of these models with linear models be investigated. 663 Results indicate that the hybrid model indices were marginally better than others,. The scatter
653
and Box plots of the models revealed that the hybridization did not produce noticeable better
654
error indices but improved the statistical characteristics and made them closer to observational
655
data. 3.5. Hybrid Deep-learning-Stochastic modelling and disparities
563 The hybrid SARIMA-LSTM reproduced the primal statistical properties of WSA data and
656
caused better mediation as observed in scatter plots and the Box plot of the data compared to sole
657
models. 658 Results indicate that the hybrid model indices were marginally better than others,. The scatter
653
and Box plots of the models revealed that the hybridization did not produce noticeable better
654
error indices but improved the statistical characteristics and made them closer to observational
655
data. The hybrid SARIMA-LSTM reproduced the primal statistical properties of WSA data and
656
caused better mediation as observed in scatter plots and the Box plot of the data compared to sole
657
models. 658 In conclusion, the hybridization can reproduce model forecasts that better preserve the observed
659
timeseries's statistical attributes compared to single models. Therefore, it is suggested that the
660
undertaken methodology of AL time series modelling be applied to other AL time series and other
661
AI methods like Extreme Learning Machine (ELM), LSTM developments like Genetic
662 In conclusion, the hybridization can reproduce model forecasts that better preserve the observed
659
timeseries's statistical attributes compared to single models. Therefore, it is suggested that the
660
undertaken methodology of AL time series modelling be applied to other AL time series and other
661
AI methods like Extreme Learning Machine (ELM), LSTM developments like Genetic
662 In conclusion, the hybridization can reproduce model forecasts that better preserve the observed
659
timeseries's statistical attributes compared to single models. Therefore, it is suggested that the
660
undertaken methodology of AL time series modelling be applied to other AL time series and other
661
AI methods like Extreme Learning Machine (ELM), LSTM developments like Genetic
662 Algorithm (GA)-LSTM and a combination of these models with linear models be investigated. 663 43 5. References [1] Yamazaki D, Trigg, MA, Ikeshima D (2015) Development of a global~ 90 m water body map
using multi-temporal Landsat images. Remote Sens. Environ 171:337-351. https://doi.org/10.1016/j.rse.2015.10.014. [2] Santoro M, Wegmüller U, Lamarche C, Bontemps S, Defourny P, Arino O, (2015) Strengths
and weaknesses of multi-year Envisat ASAR backscatter measurements to map
permanent open water bodies at global scale. Remote Sens. Environ 171:185–201. https://doi.org/10.1016/j.rse.2015.10.031. [3] Masocha M, Dube T, Makore M, Shekede, MD, Funani J, (2018) Surface water bodies
mapping in Zimbabwe using landsat 8 OLI multispectral imagery: A comparison of
multiple water indices. Phys. Chem. Earth 106:63–67,
https://doi.org/10.1016/j.pce.2018.05.005. https://doi.org/10.1016/j.scitotenv.2019.07.290 [9] Sinyukovich VN, Chernyshov MS (2019) Water regime of lake Baikal under conditions of
climate change and anthropogenic influence. Quat. Int. 524:93–101. https://doi.org/10.1016/j.quaint.2019.05.023. [10] Sheklabadi M, Mahmoudzadeh H, Mahboubi AA, Gharabaghi B, Ahrens B (2015) Long-term
land-use change effects on phosphorus fractionation in Zrêbar Lake margin soils, Arch. Agron. Soil Sci 61 737–749. https://doi.org/10.1016/j.quaint.2019.05.023 [11] Sima S, Tajrishy M (2013) Using satellite data to extract volume–area–elevation relationships
for Urmia Lake, Iran, J. Great Lakes Res 39:90–99. https://doi.org/10.1016/j.pce.2018.05.005. [4] Rishikeshan CA, Ramesh H (2018) An automated mathematical morphology driven algorithm
for water body extraction from remotely sensed images, ISPRS J. Photogramm. Remote
Sens 146:11–21. https://doi.org/10.1016/j.isprsjprs.2018.08.014 [4] Rishikeshan CA, Ramesh H (2018) An automated mathematical morphology driven algorithm
for water body extraction from remotely sensed images, ISPRS J. Photogramm. Remote
Sens 146:11–21. https://doi.org/10.1016/j.isprsjprs.2018.08.014 [5] Huovinen P, Ramírez J, Caputo L, Gómez I (2019) Mapping of spatial and temporal variation
of water characteristics through satellite remote sensing in Lake Panguipulli, Chile, Sci. Total Environ. 679:196–208. https://doi.org/10.1016/j.scitotenv.2019.04.367 [5] Huovinen P, Ramírez J, Caputo L, Gómez I (2019) Mapping of spatial and temporal variation
of water characteristics through satellite remote sensing in Lake Panguipulli, Chile, Sci. Total Environ. 679:196–208. https://doi.org/10.1016/j.scitotenv.2019.04.367 [6] A Haghighi AT, Kløve B (2015) A sensitivity analysis of lake water level response to changes
in climate and river regimes, Limnologica 51 118–130. https://doi.org/10.1016/j.limno.2015.02.001. [6] A Haghighi AT, Kløve B (2015) A sensitivity analysis of lake water level response to changes
in climate and river regimes, Limnologica 51 118–130. [6] A Haghighi AT, Kløve B (2015) A sensitivity analysis of lake water level response to changes
in climate and river regimes, Limnologica 51 118–130. 44 44 [7] Nkhonjera GK (2017) Understanding the impact of climate change on the dwindling water
resources of South Africa, focusing mainly on Olifants River basin: A review, Environ. Sci. Policy 71:19–29. https://doi.org/10.1016/j.envsci.2017.02.004 [8] Motew M, Chen X, Carpenter S.R, Booth EG, Seifert J, Qiu J, Loheide II SP, Turner MG,
Zipper SC, Kucharik CJ (2019) Comparing the effects of climate and land use on surface
water quality using future watershed scenarios. Sci. Total Environ 693:133484. https://doi.org/10.1016/j.scitotenv.2019.07.290 M, Chen X, Carpenter S.R, Booth EG, Seifert J, Qiu J, Loheide II SP, Turner MG, https://doi.org/10.1080/01431161.2018.1460502 [16] Alobaidi MH, Marpu PR, Ouarda TB MJ, Ghedira H (2014). Mapping of the solar irradiance
in the UAE using advanced Artificial Neural Network Ensemble. IEEE J Sel Top Appl 7:
3668-3680. https://doi.org/10.1109/JSTARS.2014.2331255, 3668-3680 [17] Soltani K, Ebtehaj I, Amiri A, Azari A, Gharabaghi B, Bonakdari H (2021) Mapping the
spatial and temporal variability of flood susceptibility using remotely sensed normalized
difference vegetation index and the forecasted changes in the future. Sci. Total Environ
770, 145288. https://doi.org/10.1016/j.scitotenv.2021.145288 [18] Gorelick N, Hancher M, Dixon M, Ilyushchenko S, Thau D, Moore R (2017),Google Earth
Engine: Planetary-scale geospatial analysis for everyone, Remote Sens. Environ. 202:18– https://doi.org/10.1016/j.jglr.2012.12.013. [12] Xu H (2006) Modification of normalised difference water index (NDWI) to enhance open
water features in remotely sensed imagery. Int. J. Remote Sens 27:3025–3033. h
//d i
/10 1080/01431160600589179 https://doi.org/10.1080/01431160600589179 [13] Klein I, Dietz A, Gessner U, Dech S, Kuenzer C (2015) Results of the Global WaterPack: A
novel product to assess inland water body dynamics on a daily basis, Remote Sens. Lett
61:78–87. https://doi.org/10.1080/2150704X.2014.1002945 [13] Klein I, Dietz A, Gessner U, Dech S, Kuenzer C (2015) Results of the Global WaterPack: A
novel product to assess inland water body dynamics on a daily basis, Remote Sens. Lett
61:78–87. https://doi.org/10.1080/2150704X.2014.1002945 45 [14] Soltani K, Amiri A, Zeynoddin M, Ebtehaj I, Gharabaghi B, Bonakdari H (2021) Forecasting
monthly fluctuations of lake surface areas using remote sensing techniques and novel
machine learning methods. theor appl climatol 143:713-735. https://doi.org/10.1007/s00704-020-03419-6 https://doi.org/10.1007/s00704-020-03419-6 [15] Ben-Romdhane H, Al-musallami M, Marpu PR, Ouarda TB MJ. Ghedira H (2018). Change
detection using remote sensing in a reef environment of the UAE during the extreme
event of El Niño 2015–2016, Int. J. Remote Sens: 1-25. https://doi.org/10.1080/01431161.2018.1460502 https://doi.org/10.3390/w8090415 [25] Beaton A, Whaley R, Corston K, Kenny F (2019) Identifying historic river ice breakup timing
using MODIS and Google Earth Engine in support of operational flood monitoring in
Northern Ontario, Remote Sens. Environ. 224:352–364,
https://doi.org/10.1016/j.rse.2019.02.011 https://doi.org/10.1038/nature20584. [24] Gonzalez R, Ouarda TB MJ, Marpu PR, Allam M., Eltahir EAB, Pearson S (2016) Water
Budget Analysis in Arid Regions, Application to the United Arab Emirates. Water, 8:415. https://doi.org/10.3390/w8090415 27, https://doi.org/10.1016/j.rse.2017.06.031 [19] Hansen E, Panwar R, Vlosky R (2013) the Global Forest Sector: Changes, Practices, and
Prospects, Boca Raton, Taylor and Francis. [20] Lobell DB, Thau D, Seifert C, Engle E, Little B (2015) A scalable satellite-based crop yield
mapper, Remote Sens. Environ. 164:324–333. https://doi.org/10.1016/j.rse.2015.04.021 46 [21] Liosis N, Marpu PR, Pavlopoulos K, Ouarda TB MJ (2018) Ground subsidence monitoring
with SAR interferometry techniques in the rural area of Al Wagan, UAE, Remote
Sensing of Environment. 216:276-288. https://doi.org/10.1016/j.rse.2018.07.001 [21] Liosis N, Marpu PR, Pavlopoulos K, Ouarda TB MJ (2018) Ground subsidence monitoring
with SAR interferometry techniques in the rural area of Al Wagan, UAE, Remote
Sensing of Environment. 216:276-288. https://doi.org/10.1016/j.rse.2018.07.001
[22] Ben-Romdhane H, Marpu PR, Ouarda, TB MJ, Ghedira H (2016) Corals & benthic habitat
mapping using DubaiSat-2: a spectral-spatial approach applied to Dalma Island, UAE,
Remote Sensing Letters. 7:781-789. https://doi.org/10.1080/2150704X.2016.1187317
[23] Pekel JF, Cottam A, Gorelick N, Belward AS (2016) High-resolution mapping of global
surface water and its long-term changes, Nature. 540 418–422. Sensing of Environment. 216:276-288. https://doi.org/10.1016/j.rse.2018.07.001
[22] Ben-Romdhane H, Marpu PR, Ouarda, TB MJ, Ghedira H (2016) Corals & benthic habitat
mapping using DubaiSat-2: a spectral-spatial approach applied to Dalma Island, UAE,
Remote Sensing Letters. 7:781-789. https://doi.org/10.1080/2150704X.2016.1187317
[23] Pekel JF, Cottam A, Gorelick N, Belward AS (2016) High-resolution mapping of global [23] Pekel JF, Cottam A, Gorelick N, Belward AS (2016) High-resolution mapping of global
surface water and its long-term changes, Nature. 540 418–422. https://doi.org/10.1038/nature20584. 155:13–24. https://doi.org/10.1016/j.isprsjprs.2019.06.014 [31] Zaji AH, Bonakdari H, Gharabaghi B (2018) Applying upstream satellite signals and a 2-D
error minimization algorithm to advance early warning and management of flood water
levels and river discharge, IEEE Trans. Geosci. Remote Sens. 57:902–910,
https://doi.org/10.1109/TGRS.2018.2862640 https://doi.org/10.1016/j.rse.2019.02.011 [26] Liu X, Hu G, Chen Y, Li X, Xu X, Li S, Pei F, Wang S (2019) High-resolution multi-temporal
mapping of global urban land using Landsat images based on the Google Earth Engine
Platform, Remote Sens. Environ. 209:227–239. https://doi.org/10.1016/j.rse.2018.02.055 [26] Liu X, Hu G, Chen Y, Li X, Xu X, Li S, Pei F, Wang S (2019) High-resolution multi-temporal
mapping of global urban land using Landsat images based on the Google Earth Engine
Platform, Remote Sens. Environ. 209:227–239. https://doi.org/10.1016/j.rse.2018.02.055 [27] Lazzarini M, Molini A, Marpu PR., Ouarda TB MJ, Ghedira H (2015) Urban climate
modifications in hot desert cities: The role of land cover, local climate, and seasonality,
Geophysical Research Letters 42:9980-9989. https://doi.org/10.1002/2015GL066534 47 47 [28] Eissa Y, Marpu PR, Gherboudj I, Ghedira H, Ouarda TB MJ, and Chiesa M (2013) Artificial
Neural Network Based Model for Retrieval of the Direct Normal, Diffuse Horizontal and
Global Horizontal Irradiances using SEVIRI Images. Solar Energy. 89:1-16. https://doi.org/10.1016/j.solener.2012.12.008 [29] Klisch A, Atzberger C (2016), Operational drought monitoring in Kenya using MODIS NDVI
time series. Remote Sens. 8:267. https://doi.org/10.3390/rs8040267 [29] Klisch A, Atzberger C (2016), Operational drought monitoring in Kenya using MODIS NDVI
time series. Remote Sens. 8:267. https://doi.org/10.3390/rs8040267 [30] Kong D, Zhang Y, Gu X, Wang D (2019) A robust method for reconstructing global MODIS
EVI time series on the Google Earth Engine, ISPRS J. Photogramm. Remote Sens. [30] Kong D, Zhang Y, Gu X, Wang D (2019) A robust method for reconstructing global MODIS
EVI time series on the Google Earth Engine, ISPRS J. Photogramm. Remote Sens. 155:13–24. https://doi.org/10.1016/j.isprsjprs.2019.06.014 https://doi.org/10.1109/TGRS.2018.2862640 [32] Zaji, AH, Bonakdari H, Gharabaghi B (2018) Remote sensing satellite data preparation for
simulating and forecasting river discharge, IEEE Trans. Geosci. Remote Sens. 56:3432–
3441. 3441. https://doi.org 10.1109/TGRS.2018.2799901 3441. 3441. https://doi.org 10.1109/TGRS.2018.2799901 [33] Zaji AH, Bonakdari H, Gharabaghi B (2019) Developing an AI-based method for river
discharge forecasting using satellite signals, Theor. Appl. Climatol. 138:347–362. https://doi.org/10.1007/s00704-019-02833-9 [34] Moreira AA, Ruhoff AL, Roberti DR, de Arruda Souza V, da Rocha HR, de Paiva RCD
(2019) Assessment of terrestrial water balance using remote sensing data in South
America, J. Hydrol. 575:131–147. https://doi.org/10.1016/j.jhydrol.2019.05.021 48 48 48 [35] Bonakdari H, Moeeni H, Ebtehaj I, Zeynoddin M, Mahoammadian A, Gharabaghi B (2019),
New insights into soil temperature time series modeling: linear or non-linear?, Theor. Appl. Climatol. 135 1157–1177. https://doi.org/10.1007/s00704-018-2436-2 [35] Bonakdari H, Moeeni H, Ebtehaj I, Zeynoddin M, Mahoammadian A, Gharabaghi B (2019),
New insights into soil temperature time series modeling: linear or non-linear?, Theor. Appl. Climatol. 135 1157–1177. https://doi.org/10.1007/s00704-018-2436-2
[36] Ouarda TB MJ, Charron C, Marpu R, Chebana F (2016) The generalized additive model for
the assessment of the direct, diffuse and global solar irradiances using SEVIRI images,
with application to the UAE, IEEE J Sel Top Appl. 9:1553-1566. https://doi.org/10.1109/JSTARS.2016.2522764 Appl. Climatol. 135 1157–1177. https://doi.org/10.1007/s00704-018-2436-2 [36] Ouarda TB MJ, Charron C, Marpu R, Chebana F (2016) The generalized additive model for
the assessment of the direct, diffuse and global solar irradiances using SEVIRI images,
with application to the UAE, IEEE J Sel Top Appl. 9:1553-1566. https://doi.org/10.1109/JSTARS.2016.2522764 [37] Nath RK, Deb S (2010) Water-body area extraction from high resolution satellite images-an
introduction, review, and comparison. Int. J. Image Process. 3:265–384 [38] Abou El-Magd IH, Ali EM (2012) Estimation of the evaporative losses from Lake Nasser,
Egypt using optical satellite imagery. Int. J. Digital Earth. 5:133–146. https://doi.org/10.1080/17538947.2011.586442 [39] Song C, Huang B, Ke L (2013) Modeling and analysis of lake water storage changes on the
Tibetan Plateau using multi-mission satellite data, Remote Sens. Environ. 135:25–35. https://doi.org/10.1016/j.rse.2013.03.013 [40] Veh G (2019) Outburst floods from moraine-dammed lakes in the Himalayas (Ph.D. dissertation). University of Potsdam, Berlin Germany. https://doi.org/10.25932/publishup-43607 [41] Weiss L, Thé J, Winter J, Gharabaghi B (2018) Optimizing best management practices to
control anthropogenic sources of atmospheric phosphorus deposition to inland lakes, J. Air Waste Manage. Assoc. 68 1025–1037. https://doi.org/10.1080/10962247.2018.1463929 49 [42] Kratzert F, Klotz D, Brenner C, Schulz K, Herrnegger M (2018) Rainfall–runoff modelling
using long short-term memory (LSTM) networks, Hydrol. Earth Syst. Sci. 22:6005–6022. https://doi.org/10.1016/j.jhydrol.2020.124630 [44] Schmidhuber J (2015) Deep learning in neural networks: an overview, Neural Netw. 61:85–
117. https://doi.org/10.1016/j.neunet.2014.09.003 117. https://doi.org/10.1016/j.neunet.2014.09.003 [45] Kumar D, Singh A, Samui P, Jha RK (2019) Forecasting monthly precipitation using
sequential modelling. Hydrol. Sci. J. 64 690–700. https://doi org/10 1080/02626667 2019 1595624 https://doi.org/10.1109/TGRS.2018.2862640 https://doi.org/10.5194/hess-22-6005-2018 [43] Langridge M, Gharabaghi B, McBean E, Bonakdari H, Walton R (2020) Understanding the
dynamic nature of Time-to-Peak in UK streams. J. Hydrol. 583:124630. https://doi.org/10.1016/j.jhydrol.2020.124630 https://doi.org/10.1080/02626667.2019.1595624 [46] Ouali, D, Chebana F, Ouarda TB MJ. (2017) Fully nonlinear statistical and machine-learning
approaches for hydrological frequency estimation at ungauged sites, Journal of Advances
in Modeling Earth Systems. 9:1292-1306. doi:10.1002/2016MS000830 [46] Ouali, D, Chebana F, Ouarda TB MJ. (2017) Fully nonlinear statistical and machine-learning
approaches for hydrological frequency estimation at ungauged sites, Journal of Advances
in Modeling Earth Systems. 9:1292-1306. doi:10.1002/2016MS000830 [47] Bahmani R, Ouarda TB MJ (2021), Groundwater level modeling with hybrid artificial
intelligence techniques, J. Hydrol, 595, 125659. doi.org/10.1016/j.jhydrol.2020.125659 [48] Collobert R, Weston J, Bottou L, Karlen M, Kavukcuoglu K, Kuksa P (2011) Natural
language processing (almost) from scratch, J. Mach. Learn. Res. 12:2493–2537 [49] Jiang M, Hou J, Yang C, Zhu X, Yin X (2019) Detecting Text in NeWSA Images with
Similarity Embedded Proposals, Int. Conf. Doc. Anal. Recog. IEEE, 520-525. https://doi.org/10.1109/ICDAR.2019.00089 50 [50] Ha JH, Lee YH, Kim YH (2016) Forecasting the precipitation of the next day using deep
learning, J. Korean Inst. Intelligent Systems. 26:93–98. [52] Mohan AT, Gaitonde DV (2018) A deep learning based approach to reduced order modeling
for turbulent flow control using LSTM neural networks, arXiv preprint arXiv:1804.09269
[53] Murad A, Pyun JY (2017) Deep recurrent neural networks for human activity recognition. Sensors. 17:2556, https://doi.org/10.3390/s17112556 [52] Mohan AT, Gaitonde DV (2018) A deep learning based approach to reduced order modeling
for turbulent flow control using LSTM neural networks, arXiv preprint arXiv:1804.09269
[53] Murad A, Pyun JY (2017) Deep recurrent neural networks for human activity recognition. Sensors. 17:2556, https://doi.org/10.3390/s17112556 [54] Sahoo BB, Jha R, Singh A, Kumar D (2019) Long short-term memory (LSTM) recurrent
neural network for low-flow hydrological time series forecasting, Acta Geophys. 67:1471–1481. https://doi.org/10.1007/s11600-019-00330-1 [55] Moeeni H, Bonakdari H, Fatemi SE, Zaji AH (2017) Assessment of stochastic models and a
hybrid artificial neural network-genetic algorithm method in forecasting monthly
reservoir inflow, INAE Lett. 2:13–23. https://doi.org/10.1007/s41403-017-0017-9 [56] Sirangelo B, Caloiero T, Coscarelli R, Ferrari E (2017) A stochastic model for the analysis of
maximum daily temperature, Theor. Appl. Climatol. 130:275–289. https://doi.org/10.1007/s00704-016-1879-6 [57] Zeynoddin M, Bonakdari H (2019) Investigating methods in data preparation for stochastic
rainfall modeling: A case study for Kermanshah synoptic station rainfall data, Iran, J. appl. res. water wastewater. 6:32–38. https://doi.org/10.22126/ARWW.2019.1130 [57] Zeynoddin M, Bonakdari H (2019) Investigating methods in data preparation for stochastic
rainfall modeling: A case study for Kermanshah synoptic station rainfall data, Iran, J. appl. res. water wastewater. 6:32–38. https://doi.org/10.1016/j.scitotenv.2020.138015 [59] Papalaskaris T, Panagiotidis T, Pantrakis A (2016) Stochastic monthly rainfall time series
analysis, modeling and forecasting in Kavala City, Greece, North-Eastern Mediterranean
Basin, Procedia Eng. 162:254–263. https://doi.org/10.1016/j.proeng.2016.11.054 [59] Papalaskaris T, Panagiotidis T, Pantrakis A (2016) Stochastic monthly rainfall time series
analysis, modeling and forecasting in Kavala City, Greece, North-Eastern Mediterranean
Basin, Procedia Eng. 162:254–263. https://doi.org/10.1016/j.proeng.2016.11.054 [60] Mombeni HA, Rezaei S, Nadarajah S, Emami M (2013) Estimation of water demand in Iran
based on SARIMA models, Environ. Model. Assess. 18:559–565. https://doi.org/10.1007/s10666-013-9364-4. https://doi.org/10.1080/02626667.2019.1595624 https://doi.org/10.22126/ARWW.2019.1130 51 51 [58] Zeynoddin M, Bonakdari H, Ebtehaj I, Azari A, Gharabaghi B (2020) A generalized linear
stochastic model for lake level prediction, Sci. Total Environ. 723:138015. https://doi.org/10.1016/j.scitotenv.2020.138015 0699(2007)12:6(626) [66] Shafaei M, Adamowski J, Fakheri -Fard A, Dinpashoh Y, Adamowski K (2016) A wavelet-
SARIMA-ANN hybrid model for precipitation forecasting, J. Water Land Dev. 28:27–36. https://doi.org/10.1515/jwld-2016-0003 [67] Sajedipour S, Zarei H, Oryan S (2017) Estimation of environmental water requirements via an
ecological approach: A case study of Bakhtegan Lake, Iran, Ecol. Eng. 100:246–255. https://doi.org/10.1016/j.ecoleng.2016.12.023 [68] Haghighi AT, Menberu MW, Aminnezhad M, Marttila H, Kløve B (2016) Can lake sensitivity
to desiccation be predicted from lake geometry?, J. Hydrol. 539:599–610. https://doi.org/10.1016/j.jhydrol.2016.05.064 [69] Abou Zaki N, Torabi Haghighi A, Rossi PM, Tourian MJ, Kløve B (2019) Monitoring
Groundwater Storage Depletion Using Gravity Recovery and Climate Experiment
(GRACE) Data in Bakhtegan Catchment, Iran, Water, 11:1456. https://doi.org/10.1007/s10666-013-9364-4. [61] Moeeni H, Bonakdari H, Ebtehaj I (2017) Integrated SARIMA with neuro-fuzzy systems and
neural networks for monthly inflow prediction. Water Resour. Manage. 31:2141–2156. https://doi.org/10.1007/s11269-017-1632-7 [62] Zeynoddin M, Bonakdari H, Azari A, Ebtehaj I, Gharabaghi B, Madavar HR (2018) Novel
hybrid linear stochastic with non-linear extreme learning machine methods for
forecasting monthly rainfall a tropical climate, J. Environ. Manage. 222:190–206. https://doi.org/10.1016/j.jenvman.2018.05.072 [63] Lotfi K, Bonakdari H, Ebtehaj I, Mjalli FS, Zeynoddin M, Delatolla R, Gharabaghi B (2019)
Predicting wastewater treatment plant quality parameters using a novel hybrid linear-
nonlinear methodology, J. Environ. Manage. 240:463–474. https://doi.org/10.1016/j.jenvman.2019.03.137. nonlinear methodology, J. Environ. Manage. 240:463–474. https://doi.org/10.1016/j.jenvman.2019.03.137. https://doi.org/10.1016/j.jenvman.2019.03.137. [64] Ruiz-Aguilar JJ, Turias IJ, Jiménez-Come MJ (2014) Hybrid approaches based on SARIMA
and artificial neural networks for inspection time series forecasting, Transport. Res. Part
E: Logist. Transport. Rev. 67:1–13. https://doi.org/10.1016/j.tre.2014.03.009 52 [65] Mishra AK, Desai VR, Singh VP (2007) Drought forecasting using a hybrid stochastic and
neural network model, J. Hydrol. Eng. 12:626–638. https://doi.org/10.1061/(ASCE)1084-
0699(2007)12:6(626) 12:1487. https://doi.org/10.3390/w12051487 [76] Hamilton J.D (1994) Time Series Analysis, Vol. 2, Princeton university press Princeton
[77] Kwiatkowski D, Phillips PC, Schmidt P, Shin Y (1992) Testing the null hypothesis of
stationarity against the alternative of a unit root, J. Econom. 54:159–178. [76] Hamilton J.D (1994) Time Series Analysis, Vol. 2, Princeton university press Princeton
[77] Kwiatkowski D, Phillips PC, Schmidt P, Shin Y (1992) Testing the null hypothesis of [76] Hamilton J.D (1994) Time Series Analysis, Vol. 2, Princeton university press Princeton [76] Hamilton J.D (1994) Time Series Analysis, Vol. 2, Princeton university press Princeton
[77] Kwiatkowski D, Phillips PC, Schmidt P, Shin Y (1992) Testing the null hypothesis of
stationarity against the alternative of a unit root, J. Econom. 54:159–178. [77] Kwiatkowski D, Phillips PC, Schmidt P, Shin Y (1992) Testing the null hypothesis of
stationarity against the alternative of a unit root, J. Econom. 54:159–178. https://doi.org/10.1016/j.rse.2020.111869 [75] Pena-Regueiro J, Sebastiá-Frasquet MT, Estornell J, Aguilar-Maldonado JA (2020) Sentinel-2
Application to the Surface Characterization of Small Water Bodies in Wetlands, Water. [75] Pena-Regueiro J, Sebastiá-Frasquet MT, Estornell J, Aguilar-Maldonado JA (2020) Sentinel-2
Application to the Surface Characterization of Small Water Bodies in Wetlands, Water. https://doi.org/10.3390/w11071456 [70] Sehhatisabet ME, Musavi SB, Bakhtiari P, Moghaddas D, Hamidi N, Nezami B,
Khaleghizadeh (2006) A Further significant extensions of migrant distribution and
breeding and wintering ranges in Iran for over sixty species, Sandgrouse. 28:146–155. [71] Scott DA, Rose P (1996) Atlas of Anatidae populations in Africa and Western Eurasia. Wetlands International Publication 41, Wetlands International, Wageningen, Netherlands [72] Scott DA (2007) A review of the status of the breeding waterbirds in Iran in the 1970s,
Podoces. 2:1–21. [72] Scott DA (2007) A review of the status of the breeding waterbirds in Iran in the 1970s,
Podoces. 2:1–21. 53 53 [73] McFeeters SK (1996) The use of the Normalized Difference Water Index (NDWI) in the
delineation of open water features, Int. J. Remote Sens. 17:1425–1432. https://doi.org/10.1080/01431169608948714 [74] Chew C, Small E (2020) Estimating inundation extent using CYGNSS data: A conceptual
modeling study, Remote Sens. Environ. 246:111869. https://doi.org/10.3390/w12051487 [78] Gebrekristos ST, Kassew A (2019) Hydrologic responses to land use/Land cover change in the
Kesem Watershed, Awash basin, Ethiopia, J. Spat. Hydrol. 15:1–31 [79] Mann HB, Whitney DR (1947) On a test of whether one of two random variables is [79] Mann HB, Whitney DR (1947) On a test of whether one of two random variables is [
]
,
y
(
)
stochastically larger than the other, Ann. Math. Stat. 18:50–60 stochastically larger than the other, Ann. Math. Stat. 18:50–60 [80] Yue S, Wang CY (2002) Power of the Mann–Whitney test for detecting a shift in median or
mean of hydro-meteorological data, Stochastic Environ. Res. Risk Assess. 16:307–323,
https://doi.org/10.1007/s00477-002-0101-9 [81] Moeeni H, Bonakdari H (2017) Forecasting monthly inflow with extreme seasonal variation
using the hybrid SARIMA-ANN model, Stochastic Environ. Res. Risk Assess. 31:1997–
2010. https://doi.org/10.1007/s00477-016-1273-z 54 [82] Box GE, Jenkins GM, Reinsel GC, Ljung GM (2015) Time Series Analysis: Forecasting and
Control, John Wiley and Sons, New Jersey [83] Salas JD, Delleur JW, Yevjevich VM, Lane WL (1980) Applied Modeling of Hydrologic
Time Series, Water Resources Publications, Littleton. [84] Jarque CM, Bera AK (1980) Efficient tests for normality, homoscedasticity and serial
independence of regression residuals, Econ Lett. 6:255–259 [85] Theil H (1961) Economic forecasts and policy, North Holland Publishing Company [85] Theil H (1961) Economic forecasts and policy, North Holland Publishing Company
[86] Theil H (1966) Applied economic forecasting, North Holland Publishing Company
[87] Burnham KP, Anderson DR (2002) Model selection and multimodel inference: a practical [85] Theil H (1961) Economic forecasts and policy, North Holland Publishing Company
[86] Theil H (1966) Applied economic forecasting, North Holland Publishing Company [86] Theil H (1966) Applied economic forecasting, North Holland Publishing Company [87] Burnham KP, Anderson DR (2002) Model selection and multimodel inference: a practical
information-theoretic approach, Springer, New York [88] Ljung GM, Box GE (1978) On a measure of lack of fit in time series models, Biometrika,
65:297–303, https://doi.org/10.1093/biomet/65.2.297 [89] Wu CL, Chau KW, Fan C (2010) Prediction of rainfall time series using modular artificial
neural networks coupled with data-preprocessing techniques, J. Hydrol. 389:146–167. https://doi.org/10.1016/j.jhydrol.2010.05.040 [90] Moeeni H, Bonakdari H (2017) Forecasting monthly inflow with extreme seasonal variation
using the hybrid SARIMA-ANN model. Stochastic environmental research and risk
assessment. 31:1997-2010. https://doi.org/10.1007/s00477-016-1273-z [90] Moeeni H, Bonakdari H (2017) Forecasting monthly inflow with extreme seasonal variation
using the hybrid SARIMA-ANN model. Stochastic environmental research and risk
assessment. 31:1997-2010. https://doi.org/10.3390/w12051487 https://doi.org/10.1007/s00477-016-1273-z [91] Singh VP, Frevert DK (2002) Mathematical Models of Large Watershed Hydrology, Water
Resources Publications, Highlands Ranch [91] Singh VP, Frevert DK (2002) Mathematical Models of Large Watershed Hydrology, Water
Resources Publications, Highlands Ranch 55
|
https://openalex.org/W1900770471
|
https://wjso.biomedcentral.com/track/pdf/10.1186/1477-7819-4-23
|
English
| null |
Primary mediastinal hemangiopericytoma
|
World journal of surgical oncology
| 2,006
|
cc-by
| 2,845
|
Background Hemangiopericytoma is a rare mesenchymal neoplasm,
accounting for about 1% of vascular tumors [1]. Heman-
giopericytoma is known to be derived from the vascular
pericyte and was first reported by Stout and Murray in
1942 [2]. The tumor occurs most commonly in the skin,
subcutaneous soft tissues, muscles of the extremities, ret-
roperitoneum but rarely in the lung, trachea or mediasti-
num [3]. Herein, a surgical case of primary mediastinal
hemangiopericytoma is presented. Case report
Primary mediastinal hemangiopericytoma
A Chnaris1, N Barbetakis*2, A Efstathiou3 and I Fessatidis3 * Corresponding author Published: 27 April 2006
World Journal of Surgical Oncology2006, 4:23
doi:10.1186/1477-7819-4-23
Received: 26 December 2005
Accepted: 27 April 2006
This article is available from: http://www.wjso.com/content/4/1/23
© 2006Chnaris et al; licensee BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0),
which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. Received: 26 December 2005
Accepted: 27 April 2006 © 2006Chnaris et al; licensee BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creative
which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cit ;
This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0),
which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. Abstract Background: Hemangiopericytoma is a rare mesenchymal neoplasm, accounting for about 1% of
vascular tumors The tumor occurs most commonly in the skin, subcutaneous soft tissues, muscles
of the extremities, retroperitoneum but rarely in the lung, trachea or mediastinum. Case presentation: A rare case of primary mediastinal hemangiopericytoma is presented. A 72-
year-old woman was treated by complete surgical resection of the tumor. Details of the clinical and
radiographic feature are presented. The patient's postoperative course was uneventful with no
evidence of recurrence 9 months after the operation. Conclusion: Hemangiopericytoma is an uncommon, potentially malignant tumor originating from
pericytes in the small vessels and surgical radical excision is the treatment of choice, although the
criteria for determining the area of resection have not been established. International literature has
demonstrated that recurrent disease usually occurs within 2 years and therefore a long-term
careful follow-up is required. orthopnea and use of accessory respiratory muscles. Lab-
oratory studies were essentially within normal limits. A
chest X-ray revealed a homogenous opacity occupying
lower two-thirds of the left hemithorax and causing con-
tralateral shifting of the mediastinum and heart (Figure
1). Thoracentesis was performed in order to palliate respi-
ratory problems. One thousand eight hundred (1800) ml
of serosanguinous fluid were aspirated. Cytologic exami-
nation revealed an exudate with no signs of malignancy. Culture of the aspirated pleural fluid was also negative. A
computed tomographic scan (CT) of the chest revealed a
large solid tumorous mass measuring 7.3 × 2.3 cm located
in the posterosuperior mediastinum on the left side asso-
ciated with pleural effusion (Figure 2). In order to perform
preoperative staging of the tumor, the patient underwent World Journal of Surgical Oncology Open Access Case presentation A 72-year-old woman was referred to our institution com-
plaining of dyspnea, cough and chest tightness for the last
two months. Physical examination indicated tachypnea, Page 1 of 6
(page number not for citation purposes) Page 1 of 6
(page number not for citation purposes) World Journal of Surgical Oncology 2006, 4:23 http://www.wjso.com/content/4/1/23 Chest X-ray showing an abnormal shadow associated with ipsilateral pleural effusion
Figure 1
Chest X-ray showing an abnormal shadow associated with ipsilateral pleural effusion. Chest X-ray showing an abnormal shadow associated with ipsilateral pleural effusion
Figure 1
Chest X-ray showing an abnormal shadow associated with ipsilateral pleural effusion. Chest X-ray showing an abnormal shadow associated with ipsilateral pleural effusion
Figure 1
Chest X-ray showing an abnormal shadow associated with ipsilateral pleural effusion. CT scans of brain, upper abdomen, a bone scan and bron-
coscopy. All were normal. The tumor markers alpha-feto-
protein (AFP), carcinoembryonic antigen (CEA), CA 19-9,
neuron-specific enolase (NSE) and squamous cell carci-
noma antigen were within normal limits. The mass
seemed to be resectable and surgical approach was sug-
gested to the patient. measured 7 × 3 × 2.5 cm and weighed 210 g. Grossly the
resected specimen was a smooth, friable encapsulated
mass with focal hemorrhages. The cut surface was smooth,
elastic and pale brown. Microscopic examination showed
round and spindle cells surrounded by thin-walled,
endothelium-lined vascular channels, giving a "staghorn"
appearance to the vessels as typically seen in hemangi-
opericytoma (Figure 3). The low-mitotic activity and the
absence of clear nuclear pleomorphism were suggestive of
a low-grade malignant tumor. The tumor cells were
immunoreactive only for anti-smooth-muscle-actin pro-
tein (Figure 4). The patient underwent left posterolateral thoracotomy
through 5th intercostal space. During the operation, the
mass appeared to have mediastinal origin and was highly
vascularized. There was no involvement of vital mediasti-
nal structures and the surrounding lung parenchyma was
compressed by the tumor. Six hundred ml of sanguinous
pleural fluid were aspirated. Despite the persistent bleed-
ing during dissection the tumor was resected. The mass The postoperative course was uneventful and the patient
was discharged home on postoperative day 9. Case presentation Postopera-
tive chemoradiotherapy was recommended but the Page 2 of 6
(page number not for citation purposes) (page number not for citation purposes) World Journal of Surgical Oncology 2006, 4:23 http://www.wjso.com/content/4/1/23 Preoperative computed tomographic scan demonstrated a tumor mass located in the mediastinum next to descending aorta
and associated with pleural effusion
Figure 2
Preoperative computed tomographic scan demonstrated a tumor mass located in the mediastinum next to descending aorta
and associated with pleural effusion. Preoperative computed tomographic scan demonstrated a tumor mass located in the mediastinum next to descending aorta
and associated with pleural effusion
Figure 2
Preoperative computed tomographic scan demonstrated a tumor mass located in the mediastinum next to descending aorta
and associated with pleural effusion. patient denied any further treatment. Nine months after
the operation the patient is alive and well without evi-
dence of recurrence of the disease. Hemangiopericytoma has no uniform clinical or radio-
graphic features, usually affects older individuals, and
mostly presents as an asymptomatic, non-calcified soli-
tary mass on chest X-ray. These tumors are composed of
closely-packed spindle cells and prominent vascular chan-
nels. The histological differential diagnosis includes many
mesenchymal tumors, such as the solitary fibrous tumor
and the synovial sarcoma [3]. No single clinical or histo-
logical feature including histological type or DNA ploidy
allows prediction of biologic aggressiveness [8]. Malig-
nant hemangiopericytoma is recognized by its increased
mitotic rate, tumor size and foci of hemorrhage and
necrosis [3]. Hemangiopericytoma has no uniform clinical or radio-
graphic features, usually affects older individuals, and
mostly presents as an asymptomatic, non-calcified soli-
tary mass on chest X-ray. These tumors are composed of
closely-packed spindle cells and prominent vascular chan-
nels. The histological differential diagnosis includes many
mesenchymal tumors, such as the solitary fibrous tumor
and the synovial sarcoma [3]. No single clinical or histo-
logical feature including histological type or DNA ploidy
allows prediction of biologic aggressiveness [8]. Malig-
nant hemangiopericytoma is recognized by its increased
mitotic rate, tumor size and foci of hemorrhage and
necrosis [3]. Discussion Hemangiopericytoma is an uncommon, potentially
malignant tumor originating from pericytes in the small
vessels. Intrathoracic hemangiopericytoma usually arises
from pericytes that surround the basement membrane of
capillaries and small venules within the lung parenchyma
[3]. Our case was an intrathoracic mediastinal hemangi-
opericytoma, which is extremely rare. Only a few isolated
case reports are available in the literature [4-7], whereas
the intrapulmonary variety of the same tumor is relatively
more common. Immunohistochemically,
hemangiopericytomas
are
known to show a positive response to antibodies against
vimentin and type IV collagen and a negative response to Page 3 of 6
(page number not for citation purposes) Page 3 of 6
(page number not for citation purposes) World Journal of Surgical Oncology 2006, 4:23 http://www.wjso.com/content/4/1/23 Round and spindle cells surrounded by thin-walled, endothelium-lined vascular channels, giving a "staghorn" appearance to the
vessels as typically seen in hemangiopericytoma (Hematoxylin and eosin stain ×400)
Figure 3
Round and spindle cells surrounded by thin-walled, endothelium-lined vascular channels, giving a "staghorn" appearance to the
vessels as typically seen in hemangiopericytoma (Hematoxylin and eosin stain ×400). Round and spindle cells surrounded by thin-walled, endothelium-lined vascular channels, giving a staghorn appearance to the
vessels as typically seen in hemangiopericytoma (Hematoxylin and eosin stain ×400)
Figure 3
Round and spindle cells surrounded by thin-walled, endothelium-lined vascular channels, giving a "staghorn" appearance to the
vessels as typically seen in hemangiopericytoma (Hematoxylin and eosin stain ×400). extended surgery [12]. During the resection, it is impor-
tant to look for invasion of the surrounding lung tissue
and to avoid intrathoracic spread of tumor cells by man-
ual examination. With respect to adjuvant therapy, chem-
otherapy or radiotherapy have been recommended but is
considered to be almost ineffective [3]. On the other hand
Rusch et al., reported that combination therapy or single
therapy with adriamycin was effective against metastases
[13]. Jalal and Jeyasingham reported that preoperative
radiotherapy of large hemangiopericytomas on the chest
wall significantly reduced the vascularity of the tumor and
made complete resection much easier [14]. Some authors
have proposed an innovative approach of treatment,
which includes complete surgical resection along with
intraoperative and postoperative radiotherapy, whereas
others have recommended that radiotherapy may be used
palliatively for local tumor recurrence or superior vena VIII-related antigen, S-100 protein, neuron specific eno-
lase, carcinoembryonic antigen, desmins, laminin and
cytokeratins [9]. A special consideration concerns the preoperative diagno-
sis. Page 4 of 6
(page number not for citation purposes) Discussion When a mass appears to be radiologically resectable,
many authors perform a thoracotomy without histologi-
cal diagnosis. Previous reports propose an attempt to
obtain a preoperative diagnosis even in tumors that are
clearly resectable if high vascularization is suspected on
imaging techniques [10,11]. Surgical radical excision is the treatment of choice for
hemangiopericytomas, although the criteria for determin-
ing the area of resection have not been established. Hansen and colleagues stated that it was necessary to con-
sider all hemangiopericytomas as malignant and perform Page 4 of 6
(page number not for citation purposes) Page 4 of 6
(page number not for citation purposes) World Journal of Surgical Oncology 2006, 4:23
http://www.wjso.com/content/4/1/23
Tumor cells clearly positive for a-SMA (anti-smooth-muscle-actin) protein (×400)
Figure 4
Tumor cells clearly positive for a-SMA (anti-smooth-muscle-actin) protein (×400). World Journal of Surgical Oncology 2006, 4:23 http://www.wjso.com/content/4/1/23 http://www.wjso.com/content/4/1/23 Tumor cells clearly positive for a-SMA (anti-smooth-muscle-actin) protein (×400)
Figure 4
Tumor cells clearly positive for a-SMA (anti-smooth-muscle-actin) protein (×400). Tumor cells clearly positive for a SMA (anti smooth muscle actin) protein ( 400)
Figure 4
Tumor cells clearly positive for a-SMA (anti-smooth-muscle-actin) protein (×400). Conclusion cava obstruction [13,15,16]. Morandi et al., recom-
mended preoperative percutaneous embolization of
hypervascular mediastinal tumors, in order to allow a safe
complete removal of the lesion later [17]. cava obstruction [13,15,16]. Morandi et al., recom-
mended preoperative percutaneous embolization of
hypervascular mediastinal tumors, in order to allow a safe
complete removal of the lesion later [17]. Hemangiopericytoma is rare vascular slow-growing tumor
with high local recurrence and the long-term prognosis is
poor because of its propensity to recur. Surgical radical
excision is the treatment of choice despite the fact that the
risk of intraoperative uncontrollable bleeding is high. Local or distant recurrence is commonly seen and a long-
term careful follow-up is required. The 5-year survival of patients with hemangiopericytoma
originating in any organ has been reported to be 85%,
whereas the survival of patients with a tumor of pulmo-
nary origin is 30–35%. Approximately 50% of hemangi-
opericytomas have been reported to recur within 5 years
[3,12]. It has been demonstrated that recurrent disease
usually occurs within 2 years after initial treatment and
recurrences are commonly found in the thorax, either in
the pulmonary parenchyma or in the pleura. Distant
metastases to liver, brain and bone have also been
reported [12]. Competing interests The author(s) declare that they have no competing inter-
ests. References 1. Hart LL, Weinberg JB: Metastatic hemangiopericytoma with
prolonged survival. Cancer 1987, 60:916-920. 1. Hart LL, Weinberg JB: Metastatic hemangiopericytoma with
prolonged survival. Cancer 1987, 60:916-920. prolonged survival. Cancer 1987, 60:916-920. 2. Stout AP, Murray MR: Hemangiopericytoma: a vascular tumor
featuring Zimmerman's pericytes. Ann Surg 1942, 116:26-33. 3. Espat NJ, Lewis JJ, Leung D: Conventional hemangiopericytoma:
modern analysis of outcome. Cancer 2002, 95:1746-1751. 4. Simonton SC, Swanson PE, Watterson J, Priest JR: Primary medias-
tinal hemangiopericytoma with fatal outcome in a child. Arch
P h l L b M d 1995 119 839 841 2. Stout AP, Murray MR: Hemangiopericytoma: a vascular tumor
featuring Zimmerman's pericytes. Ann Surg 1942, 116:26-33. 3
Espat NJ Lewis JJ Leung D: Conventional hemangiopericytoma: featuring Zimmerman's pericytes. Ann Surg 1942, 116:26-33. 3. Espat NJ, Lewis JJ, Leung D: Conventional hemangiopericytoma:
modern analysis of outcome. Cancer 2002, 95:1746-1751. featuring Zimmerman s pericytes. Ann Surg 1942, 116:26-33. 3. Espat NJ, Lewis JJ, Leung D: Conventional hemangiopericytoma:
modern analysis of outcome. Cancer 2002, 95:1746-1751. modern analysis of outcome. Cancer 2002, 95:1746 1751. 4. Simonton SC, Swanson PE, Watterson J, Priest JR: Primary medias-
tinal hemangiopericytoma with fatal outcome in a child. Arch
Pathol Lab Med 1995, 119:839-841. 5. Hayashi A, Takamori S, Tayama K, Mitsuoka M, Tamura K, Shirouzu
K, Fujimoto K, Watanabe J: Primary hemangiopericytoma of the
superior mediastinum: a case report. Ann Thorac Cardiovasc Surg
1998, 4:283-284. 6. Mori M, Nakanishi N, Furuya K: Hemangiopericytoma of the
mediastinum causing spontaneous hemothorax. Ann Thorac
Surg 1994, 58:1525-1527. g
7. Gomez Finana MS, Paya Perez L, Parede Osaelo JR, Aranda Lopez I,
Massuti Sureda B, Talavera Sanchez J: Hemangiopericytoma of
the soft palate and mediastinum: a case report. Acta Otorri-
nolaringol Esp 1994, 45:465-468. g
p
8. Fukunaga M, Shimoda T, Nikaido T, Ushigom S, Ishikawa E: Soft tis-
sue vascular tumor. A flow cytometric DNA analysis. Cancer
1993, 71:2233-2241. 9. Yoshida M, Morita M, Kakimoto S, Kawakami M, Sasaki S: Primary
hemangiopericytoma of the trachea. Ann Thorac Surg 2003,
76:944-946. 10. Baldo X, Sureda C, Gimferrer JM, Belda J: Primary mediastinal lei-
omyoma. Eur J Cardiothorac Surg 1997, 11:574-576. y
J
g
11. Fiumara E, D'Angelo V, Florio FP, Nardella M, Biscelia M: Preopera-
tive embolization in surgical treatment of spinal thoracic
dumpbell schwannoma. J Neurosurg Sci 1996, 40:153-156. p
J
g
12. Hansen CP, Francis D, Bertelsen S: Primaryhemangiopericytoma
of the lung. Authors' contributions AC, NB, AE took part in the care of the patient and con-
tributed equally in carrying out the medical literature
search and preparation of the manuscript. IF participated Page 5 of 6
(page number not for citation purposes) (page number not for citation purposes) http://www.wjso.com/content/4/1/23 World Journal of Surgical Oncology 2006, 4:23 in the care of the patient and had the supervision of this
report. All authors approved the final manuscript. in the care of the patient and had the supervision of this
report. All authors approved the final manuscript. Acknowledgements Written consent of the patient was obtained for publication of this case
report. References Scand J Thorac Cardiovasc Surg 1990, 24:89-92. g
J
g
13. Rusch VW, Shuman WP, Schmidt R, Laramore GE: Massive pulmo-
nary hemangiopericytoma. An innovative approach to eval-
uation and treatment. Cancer 1989, 64:1928-1936. 14. Jalal A, Jeyasingham K: Massive intrathoracic extrapleural
hemangiopericytoma: deployment of radiotherapy to
reduce vascularity. Eur J Cardiothorac Surg 1999, 16:378-381. y
J
g
15. Mira JG, Chu FCH, Fortner JG: The role of radiotherapy in the
management of malignant hemangiopericytoma – report of
11 cases and review of the literature. Cancer 1975,
39:1254-1259. 16. Jha N, McNeese M, Barkley HT Jr, Kong J: Doesradiotherapy have
a role in hemangiopericytoma management? Int J Radiat Oncol
Biol Phys 1987, 13:1399-1402. y
17. Morandi U, Stefani A, De Santis M, Paci M, Lodi R: Preoperative
embolization in surgical treatment of mediastinal hemangi-
opericytoma. Ann Thorac Surg 2000, 69:937-939. Publish with BioMed Central and every
scientist can read your work free of charge
"BioMed Central will be the most significant development for
disseminating the results of biomedical research in our lifetime."
Sir Paul Nurse, Cancer Research UK
Your research papers will be:
available free of charge to the entire biomedical community
peer reviewed and published immediately upon acceptance
cited in PubMed and archived on PubMed Central
yours — you keep the copyright
Submit your manuscript here:
http://www.biomedcentral.com/info/publishing_adv.asp
BioMedcentral
Page 6 of 6
(page number not for citation purposes) Publish with BioMed Central and every
scientist can read your work free of charge
"BioMed Central will be the most significant development for
disseminating the results of biomedical research in our lifetime."
Sir Paul Nurse, Cancer Research UK
Your research papers will be:
available free of charge to the entire biomedical community
peer reviewed and published immediately upon acceptance
cited in PubMed and archived on PubMed Central
yours — you keep the copyright
Submit your manuscript here:
http://www.biomedcentral.com/info/publishing_adv.asp
BioMedcentral Publish with BioMed Central and every
scientist can read your work free of charge
|
https://openalex.org/W2969660896
|
https://hal.inria.fr/hal-02544574/document
|
English
| null |
Same Same but Different: Exploring the Effects of the Stroop Color Word Test in Virtual Reality
|
Lecture notes in computer science
| 2,019
|
cc-by
| 4,855
|
To cite this version: Romina Poguntke, Markus Wirth, Stefan Gradl. Same Same but Different: Exploring the Effects
of the Stroop Color Word Test in Virtual Reality. 17th IFIP Conference on Human-Computer In-
teraction (INTERACT), Sep 2019, Paphos, Cyprus. pp.699-708, 10.1007/978-3-030-29384-0_42. hal-02544574 Same Same but Different: Exploring the Effects of the
Stroop Color Word Test in Virtual Reality
Romina Poguntke, Markus Wirth, Stefan Gradl To cite this version:
Romina Poguntke, Markus Wirth, Stefan Gradl. Same Same but Different: Exploring the Effects
of the Stroop Color Word Test in Virtual Reality. 17th IFIP Conference on Human-Computer In-
teraction (INTERACT), Sep 2019, Paphos, Cyprus. pp.699-708, 10.1007/978-3-030-29384-0_42. hal-02544574 Distributed under a Creative Commons Attribution 4.0 International License 1 University of Stuttgart, Germany {firstname.lastname}@vis.uni-stuttgart.de
2 Friedrich-Alexander-Universit¨at Erlangen-N¨urnberg (FAU), Germany
{firstname.lastname}@fau.de 1 University of Stuttgart, Germany {firstname.lastname}@vis.uni-stuttgart.de
2 Friedrich-Alexander-Universit¨at Erlangen-N¨urnberg (FAU), Germany
{firstname.lastname}@fau.de Abstract. Virtual reality (VR) is used for different trainings e.g. for pi-
lots, athletes, and surgeons. Dangerous and difficult situations are often
focused in such simulations in VR, targeting to learn how to perform well
under stress. However, there has been little work on understanding stress
perception in VR compared to the real-world situation. In this paper we
present an investigation of how users experience a stressful task in VR
compared to in a classic office environment. Specifically, we investigate
the subjective stress experience and physiological arousal with 15 partic-
ipants performing the Stroop color word test either on a regular desktop
screen, in VR, or in VR requiring head movements. Our findings suggest
that stressful tasks are perceived less stressful when being performed in
VR compared to the real environment as long as there is no additional
stress factor, such as head movement involved. Our work indicates that it
may be valuable to transfer stressful tasks, currently done in traditional
office environments into VR. Keywords: Virtual Reality · Stress · Human-Computer Interaction. HAL Id: hal-02544574
https://inria.hal.science/hal-02544574v1
Submitted on 16 Apr 2020 L’archive ouverte pluridisciplinaire HAL, est
destinée au dépôt et à la diffusion de documents
scientifiques de niveau recherche, publiés ou non,
émanant des établissements d’enseignement et de
recherche français ou étrangers, des laboratoires
publics ou privés. HAL is a multi-disciplinary open access
archive for the deposit and dissemination of sci-
entific research documents, whether they are pub-
lished or not. The documents may come from
teaching and research institutions in France or
abroad, or from public or private research centers. Distributed under a Creative Commons Attribution 4.0 International License Same Same But Different: Exploring the Effects
of the Stroop Color Word Test in Virtual Reality Romina Poguntke1, Markus Wirth2, and
Stefan Gradl2 Romina Poguntke1, Markus Wirth2, and
Stefan Gradl2 1 University of Stuttgart, Germany {firstname.lastname}@vis.uni-stuttgart.de
2 Friedrich-Alexander-Universit¨at Erlangen-N¨urnberg (FAU), Germany
{firstname.lastname}@fau.de 1
Introduction and Background Virtual reality (VR) is becoming increasingly popular for researchers in differ-
ent domains and for various purposes, e.g. rehabilitation [6, 18, 25], sports [24],
and gaming [5]. Moreover VR has been proven to be an important tool for sim-
ulating stressful and cognitively demanding scenarios in e.g. military trainings
[3, 5], pilot flight trainings [13, 14], other dangerous working environments, such
as petrol refinery [7]. Aiming to train soldiers, flight pilots, and also firefighters
stress elicitation in VR has pointed towards an important research gap. To not
interrupt immersion in the VR scenario and elicit stress at the same time, there
is a need for effectively stress inducing tasks that can be applied in VR. Aiming
to elicit stress in VR, Legkov et al. [12] asked participants to react on approach-
ing objects in a space shooter scenario. Measuring the Galvanic Skin Response
(GSR) and the subjective stress level, they found that their dual task paradigm
increased physiological arousal and affected certain stress dimensions. J¨onsson
et al. [10] validated if the Trier Social Stress Test (TSST) [11], a standardized R. Poguntke et al. 2 and validated task mainly used for laboratory studies, performed in VR also
induces stress. They found that the cortisol level in the participants’ saliva had
increased by 88% and also the heart rate and heart rate variability showed a solid
indication of experienced social stress. Based on these results, stress induction
in VR has been studied [1, 4, 17]. However, there has been little work on the role
of stress in VR. Particularly the investigation of the effects of stress elicitation
in virtual environments compared to classic desktop based scenarios has been
neglected so far. VR represents a promising approach to be applied as a training
technique for learning to deal with heavy stressors. To address this research gap,
we explore the transferability of stressful tasks from office to virtual environ-
ments using the Stroop color word test [21], a well established stress elicitation
task [26], to observe stress perception in VR. With this work, we contribute the first investigation of transferring it from its
classic desktop screen version into VR. 2
Implementation Subsequently, we will explain what the Stroop color word test is and how we
implemented it in our three experimental conditions. 1
Introduction and Background Through the stress assessment based on a
three dimensional structure comprising engagement, worry, and distress, and the
evaluation of heart rate variability, we provide first insights in the exploration
of stressful tasks in VR and prospective effects of transferring these tasks from
reality into virtual environments. 2.1
Stroop Color Word Test Among the classical version of the Stroop color word test [21] and several dis-
tinct versions that exist, we took the Stroop color word version for this work
presenting both, the congruent and incongruent condition (cf. Figure 2). This
task is commonly used in HCI [26] and intensifies physiological reactions [20],
moreover it can be easily implemented in VR which is an advantage when con-
sidering the transferability of a stress inducing task. While ’congruent’ means
that words are displayed in the color that they signify, ’incongruent’ refers to (a) Desktop cond. (b) VR cond. (c) VR head movement cond. Fig. 1: Depicts the three conditions compromising our independent variable. (c) VR head movement cond. (a) Desktop cond. (b) VR cond. Fig. 1: Depicts the three conditions compromising our independent variable. The Stroop Test in VR 3 the incongruence between the color of the word and in its actual meaning. For
example, in the congruent condition the word ’red’ is being presented in red
and in the incongruent conditions it is painted in blue (cf. Figure 1). Hereby
the participant’s task is to name the word’s color and neglect the color that the
word is designating. 3.1
Measures As independent variables, we designed three different conditions how the Stroop
color word test should be performed: (a) sitting in front of a desktop screen and
all stimuli presented in the centered field of view, (b) in VR and the stimuli also
presented in the centered field of view, and (c) in VR but the stimuli appeared
as described above in the visual field of the participant. The latter condition was
introduced based on the observations that the vestibular system being involved
in head movements, was found to have an influence on the susceptibility to
motion sickness [19]. Thus, we were interested if requiring head movements to
accomplish the task would increase stress perception. As dependent variables
we assessed the subjectively perceived stress level employing the Short Stress
State Questionnaire (SSSQ) [8]; also used by Legkov et al. [12] to observe stress
reactions induced in VR. Likewise, we recorded physiological data, i.e. heart rate
(HR) and heart rate variability (HRV) to monitor if the physiological arousal
corresponding to stress also varies among our conditions as could be shown in
related work for VR experiences in general [2, 18]. For recording physiological
data we used the Nexus Kit 4 by MindMedia4. 2.2
Implementation of the Stroop Test in VR For our user study setup, we utilized the HTC Vive virtual reality system con-
nected to a PC consisting of a 3.7 GHz Intel Xeon processor, 16 GB RAM and
a GeForce GTX 970 graphics card with a display size of 17,3 inch (Full-HD,
1.920x1080) (cf. Figure 1a). To render the stimuli of the Stroop color word test,
we employed the Unity 3D engine3. For each condition, two sequences of 120
randomly selected Stroop items were generated at the beginning. Randomiza-
tion was based on the subject ID, thus an individual sequence was generated for
each participant. To get an equal distribution of Stroop items among all partic-
ipants, two initial static buckets containing all items were created: one for the
incongruent and one for the congruent test. The incongruent bucket contained
each possible color combination ten times, the congruent bucket each stimulus
30 times. For each participant, the sequence of Stroop items that was presented,
was randomly drawn from these buckets until they were empty. For the desktop
screen and the VR condition, all stimuli were displayed in the centered field of
view. For the VR head movement condition, the Stroop items were displayed at
a pseudorandom position in the field of view of the participants in the virtual
reality. This means that a random position was selected in either the left/right
(50 degrees from the center field of view) or lower/upper (50.5 degrees from
the center field of view) hemisphere of the subject with the constraint that no
hemisphere could be selected two subsequent times. Fig. 2: Study design showing the sequence of trials including the three conditions
(desktop screen, VR, VR requiring head movements). We let the participants
perform a practice trial before each of the two trials (incongruent, congruent)
started, resulting in four trials in total preceded by a five minutes resting period. Fig. 2: Study design showing the sequence of trials including the three conditions
(desktop screen, VR, VR requiring head movements). We let the participants
perform a practice trial before each of the two trials (incongruent, congruent)
started, resulting in four trials in total preceded by a five minutes resting period. 4
R. Poguntke et al. 4
R. Poguntke et al. R. Poguntke et al. 3
User Study For our user study we invited 15 participants and randomly split them into three
equally sized groups, resulting in an in-between-subject design. Whereas one
group experienced the Stroop color test in VR and another group performed head
movements in VR, the third group conducted the test on a regular desktop screen
positioned on an office desk. We randomized the sequence of three conditions for
each participant according to Latin square. 4 https://www.mindmedia.com/de/produkte/nexus-4/ 3.2
Procedure and Data Collection Before we started with the evaluation, participants were explained the study’s
purpose and procedure. After giving their written consent, we asked each one to
place the three gel electrodes connected to a two channel ExG sensor for assessing
HR and HRV to themselves; meaning the negative (black) electrode was attached
at the right collar bone, the positive (red) electrode on the midaxial line on the
lateral aspect of the chest, and the ground electrode near the right leg on the
chest. Inspired by previous study designs [22], we specified the sequence of trials
as depicted in Figure 2. Before the initial resting phase of five minutes, baseline
measurements started, each participant was asked to fill in the first part (’At the
moment’) of the Short Stress State Questionnaire [8] for assessing the baseline
stress level. Then, there was a one minute practice phase; by this we ensured that
everyone understood the task. It was followed by an eight minute incongruent
phase. During that time the participants were presented 120 words, either on the
desktop screen or in VR, for 3 seconds intermitted by one second. After another 5 The Stroop Test in VR five minutes of resting and a one minute practice trial, the congruent phase
lasted eight minutes followed, presented in the same manner as the incongruent
condition. When the last Stroop color test trial was completed, all participants
were asked to complete the second part of the Short Stress State Questionnaire
referring to their stress perception ’During the task’. Fig. 3: Participant wearing the HTC Vive VR glasses performing the Stroop test
in VR while measuring heart rate and heart rate variability. Fig. 3: Participant wearing the HTC Vive VR glasses performing the Stroop test
in VR while measuring heart rate and heart rate variability. 5 https://www.mindmedia.com/en/products/biotrace-software/ 3.3
Participants Our sample consisted of 15 participants (M = 23.5, SD = 2.5 years), among
these were seven females – in each group at least two females. The majority (ten
people) were VR novices, while three stated to have some VR experience and two
others said they had been using VR ”a lot”. Recruiting our participants via uni-
versity mailing lists and personal acquisition, we had eleven students, one PhD
student, one teacher and two engineers among our sample. The experimental
procedure had been approved by the ethics committee of our institution. 4
Results For the physiological data analysis, we removed the first and last 30 seconds
of the baseline and the experimental (incongruent, congruent) sessions to avoid
primacy effects. Prior to the statistical calculations, we normalized the data ac-
cording to each participant’s baseline values. We focused on the physiological
measures HR and HRV using the standard formula provided by the manufac-
turers processing software 5 for HRV value calculation. R. Poguntke et al. 6 HR
HRV
incongr. con. incongr. con. Desktop1.00
(0.02)
1.00
(0.06)
1.12
(0.37)
1.26
(0.66)
VR
1.04
(0.23)
1.01
(0.22)
0.99
(0.60)
1.25
(0.45)
VR-hm 1.08
(0.07)
1.04
(0.06)
0.93
(0.36)
1.05
(0.56)
Table 1: Table shows means and standard deviations of the incongruent and
congruent trials for heart rate and heart rate variability according to the three
different conditions. While high values indicate increased arousal for HR, lower
values are associated with high arousal for HRV [23]. Table 1: Table shows means and standard deviations of the incongruent and
congruent trials for heart rate and heart rate variability according to the three
different conditions. While high values indicate increased arousal for HR, lower
values are associated with high arousal for HRV [23]. Physiological Measures During the incongruent trial, participants showed slightly
higher HR values in the VR condition and also for the head movement condi-
tion, compared to performing the Stroop test in front of a desktop screen (cf. Table 1). For the congruent trial, the results were similar to those for the in-
congruent one, but overall the values were little lower as can be obtained from
Table 1. Regarding the HRV, we observed that during the incongruent condition
in VR, participants had lower HRV values in both conditions, namely VR and
VR requiring head movements, indicating physiological arousal (cf. Table 1). In
front of the desktop screen, the HRV was higher with an average of 1.12. Again,
these results are similar to the HRV values recorded during the congruent trial
showing that this trial resulted in lower physiological arousal (cf., Table 1). Performance As performance measures, we recorded the error rate. Most errors
in the incongruent condition were made in VR requiring head movements (M =
1.4, SD = 2.2) followed by the Stroop at a desktop screen (M = 1.0, SD =
1.0) and in VR-only the average errors were 0.6 (SD = 1.3). 4
Results In the congruent
condition there occurred only one error in VR requiring head movements. Subjective Measures For the SSSQ results, we calculated the difference between
the pre-test and post-test SSSQ scores ((post-score −pre-score) / pre-score
standard deviation) [15] resulting in a so-called change score. Hereby positive
scores signify a higher stress rating after the task was accomplished and nega-
tive change scores mean that stress was higher before the task. Since the SSSQ
has an underlying three factorial structure divided into Disstress, Worry, and
Engagement [9] we present the results according to these factors in Figure 4. The desktop screen condition induced the most distress with an average change
score of 12.45 (SD = 12.90), while for the Stroop test performed in VR, the
participants felt almost not stressed at all (M = −0.57, SD = 1.27). When head
movements in VR were required, the distress increased to an average score of
3.50 (SD = 9.37). Referring to the sub-dimension worry, there was no change
when the Stroop test was performed in front of a desktop screen (M = 0.02, The Stroop Test in VR 7 Fig. 4: Results from the SSSQ [8] according to its three dimensions Engagement,
Disstress, and Worry showing that the Stroop test in VR does not have been
perceived as stressful in VR as in the desktop screen condition. Fig. 4: Results from the SSSQ [8] according to its three dimensions Engagement
Disstress, and Worry showing that the Stroop test in VR does not have been
perceived as stressful in VR as in the desktop screen condition. Fig. 4: Results from the SSSQ [8] according to its three dimensions Engagement,
Disstress, and Worry showing that the Stroop test in VR does not have been
perceived as stressful in VR as in the desktop screen condition. SD = 7.39). And for both VR conditions we observed that worry was even de-
creasing compared to the baseline measurement, namely to an average of -1.81 in
VR (SD = 1.93) and to -3.48 (SD = 3.78) when head movements were required
in VR. For engagement there was no difference in the VR condition (M =-0.42,
SD = 3.65) and for the desktop screen condition (M =-1.40, SD = 4.51) as well
as the head movement requiring one (M =-1.28, SD = 2.48), there were only
minor changes signifying that engagement was lower after the Stroop test. 4
Results Inferential Statistical Analysis Since our data was not normally distributed,
which is required for parametric tests, we used non-parametric tests. Thus, we
performed a Kruskal-Wallis test aiming to reveal differences among our three
conditions. No significant results could be found here. We further investigated
correlations between the different variables. For this, we used the Spearman
rank coefficient which is also robust against outliers in our data. We found a
strongly positive correlation between the stress assessing SSSQ overall score
and it’s two underlying dimensions distress (r = .862, p = .000) and worry
(r = .601, p = .018). 5
Discussion Our results show that the participants subjectively perceived the task on a desk-
top screen as the most stressful (M = 12.45), whereas the same task in VR has
been rated almost not stressful at all with an average of -0.57 signifying that
there has been almost no difference between the stress level before and after
the task. The participants rated the VR condition requiring head movements R. Poguntke et al. 8 more stressful (M = 3.50), which suggests that the involvement of motor skills
acts as an additional stress factor. Whereas the standard deviation of distress
perception in VR had been low with an average of 1.27, it was exceeded by the
two other conditions. Particularly in the desktop screen variant, there were two
participants for whom there was almost no change between the distress level
before and after the Stroop test, while three other participants felt enormously
stressed having a change score of 14.14 and respectively 19.80. These differences
underline the subjective perception of stress that is challenging [26]. Moreover,
our results are supported by prior work [12] where the SSSQ was applied and dis-
tress increased with the presentation of a stressful task, while worry decreased. In contrast, during the two most stressful conditions, desktop screen and VR re-
quiring head movements, engagement was low after performing the Stroop test
(M = −1.40, M = −1.28) indicating that stress dominated then. This is fur-
ther strengthened by the correlational analysis revealing that engagement was
the only dimension of the SSSQ that didn’t correlate significantly with its total
score and thus insufficiently reflected the participant’s stress perception. Again,
in VR there was almost no difference before and after the task (M = −0.42). For
worry we found almost no difference when being performed on a desktop screen
(M = 0.02). In the VR conditions it even decreased after finishing the task
(M = −1.81, M = −3.48) what can be explained with a feeling of relief after
having accomplished the test. Regarding the physiological data we recorded, the
results show that our participants had lower arousal values in HR (M = 1.00)
and HRV (M = 1.12) during the desktop screen task. 5
Discussion While arousal had been
mild but slightly higher in the VR condition for HR (M = 1.04), and HRV
(M = 0.99), there was a greater rise in HR (M = 1.08) and respectively a
decrease in HRV (M = 0.93). These findings show that the participants experi-
enced higher physiological arousal in both VR conditions, what is supported by
the results for the subjective measures. However, performing motor skills seems
to increase only the subjective stress perception but does not affect physiological
arousal. Thus, the Stroop color word test seems not suitable for inducing stress
in participants when it is transfered into VR. To successfully evoke subjectively
perceived stress, there is the requirement of moving the head as an additional
factor. This is in line with the findings from research on the reason for why head-
mounted displays (HMDs) used for VR are causing visual stress. Mon-Williams
et al. [16] stated the that vertical gaze angle is a crucial factor and that there-
fore the HMD needs to be placed in the correct vertical position for each user
individually. Consequently, the presentation of the stimuli in the virtual space
shifted on both, the x- and y-axis, could have provoked a level of stress in the
user that is perceived only subjectively. Although we believe, that this piece of work yields important insights in the
perception and the transfer of stress in VR, we have to acknowledge that due
to our limited number of participants, future work should repeat this experi-
ment involving a greater sample so that the observed tendencies can be verified
statistically. Nevertheless, our results show that inducing stress in VR cannot 9 The Stroop Test in VR The Stroop Test in VR be adopted on a one to one basis for VR and thus could benefit from further
investigations, particularly focusing on the design of stressful tasks for VR. 6
Conclusion and Future Work In this paper, we explored whether a stressful task can be transferred into VR. The results show that participants felt higher distress and lower engagement
when the test was performed in the office environment compared to the VR
condition. Likewise, the involvement of motor skills in the virtual environment
led also to higher distress and lower engagement, what could only be observed in
the subjective data. Hence, our findings suggest that the Stroop color word test
is not suitable for inducing stress when being performed in VR and when being
adopted one to one. To successfully evoke subjectively felt stress, e.g. as part of an
VR flight simulation scenario to practice reactions under pressure, an additional
requirement is needed, e.g. to perform motor skills. Consequently future work
should focus on the exploration and determination of suitable motor skill tasks
in VR to elicit stress. Through the initial exploration of the transferability of
stressful tasks into VR, we believe to provide a valuable starting point for further
investigations in the underlying mechanics, to ultimately design effective training
scenarios for VR. Acknowledgements This work was partly conducted within the Amplify project funded from the
European Research Council (ERC) (grant agreement no. 683008). 5. Fong, G.: Adapting cots games for military simulation. In: Proc 2004 Int Conf
Virtual Reality Continuum Applications Industry. pp. 269–272. VRCAI ’04, ACM,
New York, NY, USA (2004) References Psychoneuroendocrino 35(9), 1397 – 1403 (2010) 11. Kirschbaum, C., Pirke, K.M., Hellhammer, D.H.: The ’trier social stress test’ -
a tool for investigating psychobiological stress responses in a laboratory setting. Neuropsychobiology 28 (1993) 12. Legkov, P., Izdebski, K., K¨archer, S., K¨onig, P.: Dual task based cognitive stress
induction and its influence on path integration. In: Proc 23rd Symp Virtual Reality
Software Technology. pp. 41:1–41:5. ACM, New York, NY, USA (2017) 13. Loftin, R.B., Kenney, P.: Training the hubble space telescope flight team (1995) 14. Markov-Vetter, D., Moll, E., Staadt, O.: Evaluation of 3d selection tasks in
parabolic flight conditions: Pointing task in augmented reality user interfaces. In:
Proc 11th Int Conf Virtual Reality Continuum Applications Industry. pp. 287–294. VRCAI ’12, ACM, New York, NY, USA (2012) (
)
15. Matthews, G., Joyner, L., Gilliland, K., Campbell, S., Falconer, S., Huggins, J.: Val-
idation of a comprehensive stress state questionnaire: Towards a state ’big three.’. In: Personality Psychology Europe. pp. 335–350. Tilburg University Press (1999) (
)
16. Mon-Williams, M., et al., A.P.: Gaze angle: a possible mechanism of visual stress
in virtual reality headsets. Ergonomics 41(3), 280–285 (1998) 17. Montero-L´opez, E., Santos-Ruiz, A., Garc´ıa-R´ıos, M.C., Rodr´ıguez-Bl´azquez, R.,
P´erez-Garc´ıa, M., Peralta-Ram´ırez, M.I.: A virtual reality approach to the trier
social stress test: Contrasting two distinct protocols. Behavior Research Methods
48(1), 223–232 (Mar 2016) 18. Moore, K., Wiederhold, B.K., Wiederhold, M.D., Riva, G.: Panic and agoraphobia
in a virtual world. CyberPsychology Behavior 5(3), 197–202 (2002) 19. Paillard, A., Quarck, G., Paolino, F., Denise, P., Paolino, M., Golding, J.F.,
Ghulyan-Bedikian, V.: Motion sickness susceptibility in healthy subjects and
vestibular patients: effects of gender, age and trait-anxiety. J Vestibular Research
23(4, 5), 203–209 (2013) 20. Renaud, P., Blondin, J.P.: The stress of stroop performance: physiological and
emotional responses to color-word interference, task pacing, and pacing speed. Int
J Psychophysiol 27(2), 87 – 97 (1997) 21. Stroop, J.R.: Studies of interference in serial verbal reactions. J Exp Psychol 18(6),
643–662 (1935) 22. Svetlak, M., Bob, P., Cernik, M., Kukleta, M.: Electrodermal complexity during
the stroop colour word test. Auton Neurosci: Basic Clinical 152, 101–107 (2010) 23. Tarbell, S.E., Millar, A., Laudenslager, M., Palmer, C., Fortunato, J.E.: Anxiety
and physiological responses to the trier social stress test for children in adolescents
with cyclic vomiting syndrome. Auton Neurosci: Basic Clinical 202, 79 – 85 (2017) 24. References 1. Annerstedt, M., J¨o, P., Wallerg˚ard, M., Johansson, G., Karlson, B., Grahn, P.,
Hansen, ˚A.M., W¨ahrborg, P.: Inducing physiological stress recovery with sounds
of nature in a virtual reality forest - results from a pilot study. Physiol Behav 118,
240 – 250 (2013) 1. Annerstedt, M., J¨o, P., Wallerg˚ard, M., Johansson, G., Karlson, B., Grahn, P.,
Hansen, ˚A.M., W¨ahrborg, P.: Inducing physiological stress recovery with sounds
of nature in a virtual reality forest - results from a pilot study. Physiol Behav 118,
240 – 250 (2013) 2. Calvert, S.L., Tan, S.L.: Impact of virtual reality on young adults’ physiological
arousal and aggressive thoughts: Interaction versus observation. J Appl Dev Psy-
chol 15(1), 125 – 139 (1994) 2. Calvert, S.L., Tan, S.L.: Impact of virtual reality on young adults’ physiological
arousal and aggressive thoughts: Interaction versus observation. J Appl Dev Psy-
chol 15(1), 125 – 139 (1994) ( )
(
)
3. Council, N.R.: Modeling and simulation: Linking entertainment and defence (199 3. Council, N.R.: Modeling and simulation: Linking entertainment and defence (1997) 4. Diemer, J., M¨uhlberger, A., Pauli, P., Zwanzger, P.: Virtual reality exposure in
anxiety disorders: Impact on psychophysiological reactivity. World J Biol Psychi-
atry 15(6), 427–442 (2014) 4. Diemer, J., M¨uhlberger, A., Pauli, P., Zwanzger, P.: Virtual reality exposure in
anxiety disorders: Impact on psychophysiological reactivity. World J Biol Psychi-
atry 15(6), 427–442 (2014) 5. Fong, G.: Adapting cots games for military simulation. In: Proc 2004 Int Conf
Virtual Reality Continuum Applications Industry. pp. 269–272. VRCAI ’04, ACM,
New York, NY, USA (2004) 6. Gradl, S., Wirth, M., Zillig, T., Eskofier, B.M.: Visualization of heart activity in
virtual reality: A biofeedback application using wearable sensors. In: Proc 15th Int
Conf Wearable Implantable Body Sensor Networks. pp. 152–155 (March 2018) 7. Haller, M., Kurka, G., Volkert, J., Wagner, R.: omvra safety training system for a
virtual refinery. In: Proc ISMCR 99 Topical Workshop Virtual Reality Advanced
Human Robot Systems. pp. 291–298. ISMCR ’99 (1999) 8. Helton, W.S.: Validation of a short stress state questionnaire. Proc Hum Factors
Ergonomics Society Annual Meeting 48(11), 1238–1242 (2004) R. Poguntke et al. 10 9. Helton, W.S., N¨aswall, K.: Short stress state questionnaire. Eur J Psychol Assess
31(1), 20–30 (2015)
¨ ( )
(
)
10. J¨onsson, P., Wallerg˚ard, M., ¨Osterberg, K., Hansen, r.M.e.a.: Cardiovascular and
cortisol reactivity and habituation to a virtual reality version of the trier social
stress test: A pilot study. References Wirth, M., Gradl, S., Poimann, D., Schaefke, H., Matlok, J., Koerger, H., Es-
kofier, B.M.: Assessment of perceptual-cognitive abilities among athletes in virtual
environments: Exploring interaction concepts for soccer players. In: Proc 2018 De-
signing Interactive Sys Conf. pp. 1013–1023. ACM, New York, NY, USA (2018) (
)
25. Yeh, S.C., Rizzo, A., Zhu, W., Stewart, J., McLaughlin, M., Cohen, I., Jung, Y.,
Peng, W.: An integrated system: Virtual reality, haptics and modern sensing tech-
nique (vhs) for post-stroke rehabilitation. In: Proc ACM Symposium Virtual Real-
ity Software Technology. pp. 59–62. VRST ’05, ACM, New York, NY, USA (2005) 26. Zhai, J., Barreto, A.: Stress recognition using non-invasive technology. Proc Int
Florida Artificial Intelligence Research Society Conf. pp. 395–400 (2006)
|
https://openalex.org/W3086140434
|
https://link.springer.com/content/pdf/10.1007/s10516-020-09514-7.pdf
|
English
| null |
Bounded Responsibility and Bounded Ethics of Science and Technology
|
Axiomathes
| 2,020
|
cc-by
| 11,680
|
Axiomathes (2020) 30:597–616
https://doi.org/10.1007/s10516-020-09514-7(0123456789().,-volV)(0123456789().,-volV) Axiomathes (2020) 30:597–616
https://doi.org/10.1007/s10516-020-09514-7(0123456789().,-volV)(0123456789().,-volV) https://doi.org/10.1007/s10516-020-09514-7(0123456789().,-volV)(0123456789().,-volV) ORIGINAL PAPER & Gu¨nter Abel
abel@tu-berlin.de 1
Institute of Philosophy, Technical University Berlin (TUB), Sekr. H 72; Room H 7150/51,
Straße des 17. Juni 135, 10623 Berlin, Germany Bounded Responsibility and Bounded Ethics of Science
and Technology Gu¨nter Abel1 Received: 4 August 2020 / Accepted: 31 August 2020 / Published online: 16 September 2020
The Author(s) 2020 1 What is at Stake? In what follows, what will be at stake is responsibility in science and technology. More precisely, what is at stake in these fields are, on the one hand, specific
questions regarding e.g. the different types of responsibility in science and
technology, the basic rules of proper scientific practice, or the validity of scientific
standards. On the other hand, there is the more fundamental question of where the
normativity of the ethics of science and technology comes from and how it
functions. This Where-from-question can be completed by the two further questions
of why we need an ethics of science and technology at all and what exactly it is for. These three W-questions are basal. They reach beyond the specific questions
mentioned above. The challenge that the answers to these latter questions face can be emphasized
as follows: Where does normativity come from when the classical and metaphysical
reservoirs of convenience are no longer at our disposal the way they used to be? Such reservoirs traditionally used to be available, e.g., in religious instances or in a
realm of previously secured ethical values and norms, in other words: in a
metaphysical universalism. How do we free ourselves from the predicament of
requiring normativity but not being able to import it from some external domain or
external authorities? But fortunately there are starting points that can help us out here. In this paper, I
will particularly elucidate the following three starting points with focus on the ethics
of science and technology. First (a) we develop the conception of a human-oriented bounded responsibility
and bounded ethics focused on domain-specific as well as concrete problem solving
(Sects. 2 and 3). Then (b) we can, from a reflective point of view, go back into what
I call practice-internal normativity (Sects. 3 and 4). With this term I want to address
that type of normativity that should not be conceived in the sense of external rules
and criteria, but in the sense of human and practice-internal rule following. That is
the kind of normativity that we are interested in under the sketched conditions of the
loss of a metaphysical comfort zone. The thesis is that this normativity is always
already presupposed in precisely those human life, knowledge, science, and
technology practices in which it is internally embodied and relied upon. The
normativity we are interested in here is always internal, not external normativity. Abstract The leading question of this paper is: Where does the normativity of the ethics of
science and technology come from? This is a challenging question given that the
traditional reservoirs of convenience (like metaphysical universalism) are no longer
at our disposal the way they used to be. The paper is divided into eight sections: (1)
It is specified what challenges a non-foundationalist justification and normativity
has to meet. (2) A three-dimensional conception of responsibility is developed based
on the human triangular I–We–World relations. (3) The concepts of bounded
responsibility and bounded ethics of science and technology are formulated. (4) The
principle of reflective equilibrium is introduced as a principle of rationality, and it is
shown how this principle generates rational and reasonable justifications in the
ethics of science and technology. (5) Against this background, a reconception of
internal and external responsibilities of science is given. (6) The type of responsi-
bility demanded is exemplified by today’s climate research. (7) The paper argues for
a hand-in-hand model of uncertainties in the sciences and for ethical obligations to
preserve the conditions of human life on earth. The ethical argument is spelled out
in terms of ethical care, preservation, and precaution. (8) Additionally, some
arguments are developed to answer the question of why it is reasonable at all to
preserve human life on earth. Keywords Normativity in ethics of science Bounded responsibility Bounded
ethics Principle of reflective equilibrium Internal and external responsibilities
Uncertainties in the sciences Climate research 123 123 598 Axiomathes (2020) 30:597–616 1 What is at Stake? Finally (c) we are, as finite human beings, systematically (not only contingently)
cut off from a realm of universalistic norms and values. But at the same time we can
shape and justify the relation between, e.g., our considered moral judgments and our
general ethical principles in such a way that the validity as well as the justification
of the values and norms is warranted. This is where the Principle of Reflective
Equilibrium comes into play. I would like to apply this principle in view of the
above-mentioned predicament, i.e. the loss of metaphysical comfort zones, as well
as in view of the foundation of bounded responsibility and bounded ethics (Sect. 4). Trivially, in this altered perspective everything depends on the realization that it
is ourselves, as humans, who actively, in an evidence-based and problem-solving 123 Axiomathes (2020) 30:597–616 599 way, and in virtue of our practice-internal normativities try to maintain our human
life practices and expand our competencies and our scope of action. way, and in virtue of our practice-internal normativities try to maintain our human
life practices and expand our competencies and our scope of action. Likewise, we can name further areas of the image and concept of man illustrated
in this paper. Furthering these areas is, humanely viewed, a central task of the ethics
of science and technology. These areas include the possibilities of: (a) taking an
active part in shaping and orienting our life practices; (b) furthering milieus in
which our human capacities can develop; (c) opening spaces for the generation of
something new, i.e. milieus of creativity; (d) warranting human education in the age
of scientific and technological civilization; (e) opening, securing, expanding, and
strengthening the realms of human autonomy; and (f) keeping open and
strengthening our human disposition to make rational and reasonable decisions. This latter point must be emphasized particularly in view of irrational and
unreasonable decisions, which are always possible. Reasonability is a human
disposition, not a natural property. We can choose rationality and reasonability or
not. The humane ethics of science and technology must not lose sight of these
crucial points. But let us first focus on the concepts of three-dimensional responsibility
(Sect. 2), bounded responsibility, and bounded ethics (Sect. 3). In all following
deliberations (Sects. 2 to 8), I will also make reference to the three major challenges
of our time: climate change, pollution, and pandemics. 1 What is at Stake? We will be able to elucidate
the conception of the responsibility of science and technology using the example of
climate research (Sect. 6). These elucidations will be carried out in such a way that
we, on the one hand, not only do not deny uncertainties in the sciences and its
modelings, but rather make them more precise and spell them out explicitly
(Sect. 7). On the other hand, however, it is emphasized that the ethical obligation to
preserve the conditions of human life by means of appropriate measures of
preservation, precaution, and care is independent from the remaining uncertainties
in scientific theories, models, and chaotic developments of dynamic systems. Some
deliberations on the questions of why it is rational and reasonable at all to preserve
the conditions of human life on this planet constitute the conclusion of this paper
(Sect. 8). Throughout these points and sections the above-mentioned normativity
plays the ultimately decisive role in the ethics of science and technology. 2 Three-dimensional Responsibility In what follows, I want to make the case for a three-dimensional scenario that
constitutes a significant expansion of the classical field of ethical responsibility,
care, preservation, and precaution. In this view, the transition from an ethics
particularly focused on subjectivity and intersubjectivity into the triangular
responsibility and ethics of the I–We–World/Nature relations, i.e. into a, in this
sense, three-dimensional responsibility and three-dimensional ethics, is imperative. Responsibility is a complex and multilayered phenomenon. In sum, the word
means to stand up for one’s own actions, ascribe them to oneself or other persons or
institutions, and account for them. And thus it means to be held accountable for the
consequences of one’s own actions (or one’s omission to act). This aspect of 12 3 600 Axiomathes (2020) 30:597–616 standing up for one’s actions is completed by the aspect of taking responsibility in
the sense of actively participating in the development of solutions to concrete
problems. The latter aspect stands out especially when we have to face the
challenges of life, society, and nature with future-oriented solutions. Facing
responsibility and contributing to solutions to those challenges is what is at stake. The second sense of the talk of responsibility is currently important in view of the
challenges in terms of climate change, environmental pollution, and pandemics. Responsibility in the first sense means that science and technology must be
accountable for their actions and artifacts. In the second sense of the talk of
responsibility we expect science and technology to provide future-oriented and
sustainable solutions (e.g., to develop and provide a vaccine in the case of the
current coronavirus pandemic). As human beings we do not live secondarily, but primordially in our above-
mentioned triangular human I–We–World/Nature relations. In this sense, man is the
relational being par excellence. Obviously, the single components of these
triangulations cannot be strictly isolated against one another. I deliberately chose
the triangular model. We know the triangle as a musical instrument. One of this
instrument‘s characteristic features is that when one of its three sides is struck, the
other two sides chime as well. Transferring this triangular model, we can assume
that the inseparability of our human I–We–World/Nature relations also has
consequences for our moral and ethical responsibilities in the world, towards other
persons, ourselves, and nature. If one of the relations becomes topical or even
conflictive, the other two are always already at play. 3 Bounded Responsibility and Bounded Ethics The human triangular I–We–World/Nature relations can also be examined in terms
of their interconnections, entanglements, situatedness, embodiments, and entrench-
ments, i.e. in terms of their different types of boundedness. This internal
boundedness to concrete contexts, challenges, situations, and problems requires,
when it comes to responsibility and ethics, what we can call bounded responsibility
and bounded ethics.1 These two conceptions are not defined by or dependent on
abstract, formal, and universalistic principles. Rather they can be seen as
conceptions deeply rooted in our human life practices themselves. This fundamental change of perspective also bears consequences for the answers
to our three W-questions regarding the normativity of the ethics of science and
technology. The vector of attention is shifting. The consequence is that we should
not expect or look for the solutions to problems of our life, knowledge, and science
practices in a realm of a universalistic responsibility, ethics, and quasi-eschatolog-
ical theories. We should rather, being the finite thinking subjects we are, focus our
attention on the concrete problems and challenges right in front of our eyes that
require sustainable solutions (e.g. environmental or climate- and pandemic-related
problems). Whether or not the concepts of bounded responsibility and bounded
ethics can provide ethically responsible, justified, and justifiable solutions to the
respective domain-specific and concrete problems is thus of crucial importance. This is the first sense of the talk of bounded responsibility and bounded ethics. A second sense of this talk lies in the fact that the concrete, considered, and
ethically responsible solutions to problems must have the status of justified or, if
necessary, justifiable solutions. Consequently, justified and considered judgments
and actions are of particular importance in our life practices. Given that scenario, we
have to ask whether there is a principle which could take up the functions of the
former metaphysical comfort zone and science-related ethical universalism. I would
like to propose ‘‘The Principle of Reflective Equilibrium’’ as an appropriate
candidate for these functions (see upcoming Sect. 4). A third sense of the talk of ‘bounded responsibility’ and ‘bounded ethics’ results
from the irreducible but heterogeneous variety of concrete and highly diverse
challenges in the context of ethical responsibilities. Thus it is important to know
what kind and domain of concrete challenges in terms of responsibility and ethics
we are dealing with, for example: (a) with responsibility in the domain of human
health (e.g. 2 Three-dimensional Responsibility The triangular model transports another important message. We are always, even
in view of ever trans-subjective ethics, dealing with not only a bipolar boundedness
of I–We relations, but with a tripolar boundedness in the sense of our human I–We–
World/Nature relations. This tripolar understanding of the talk of trans-subjective is
important in this context because the bipolar talk of an inter-subjective ethics (e.g.,
an inter-subjective discourse ethics) primarily focuses on the relations between the
subjects involved and thus, so to speak, runs the risk of leaving out nature. In the
proposed three-dimensional model of the I–We–World/Nature relations, however,
nature is included from the start (which is particularly relevant these days in view of
the current environmental, climate-, and pandemic-related challenges). We do not
have to bring nature into play in a second step (or by means of an additional material
argument). Nature is always already included, whether we like it or not, and it has
ethical values of its own. In the light of this expansion, I would like to argue the case for this kind of three-
dimensional conception of responsibility and ethics. This point is crucial not only in
view of the current debates on climate change, environmental issues, and
pandemics. It is also relevant particularly because from now on the question of
the normativity of the ethics of science and technology does not only refer to each
one of us as an individual first-person subject. And neither does it simply refer to
our fellow human beings as co-subjects. Instead, nature, surroundings, and
environment as well as human physical health are included as legitimate recipients
of responsibility and ethics. They are conceived as new and equal residents in the
house of ethics. If these findings seem trivial,—then all the better. 123 Axiomathes (2020) 30:597–616 601 1 I use these two expressions with reference to Herbert A. Simon’s concept of ‘‘bounded rationality’’. See
Simon (1956). The concept of bounded rationality was significantly extended and expanded in Gigerenzer
and Selten (2001). 3 Bounded Responsibility and Bounded Ethics a doctor’s decision for or against performing a high-risk surgical
procedure); (b) with responsibility for a section of nature and environment (e.g. with
questions concerning the use of chemicals in farming and agriculture); (c) with a
specific responsibility in view of animal welfare (animal ethics); or (d) with the
effects a certain type of diet can have on our health and wellbeing. Simply put, the
profiles, problems, challenges, and solutions of moral and ethical responsibility can
present themselves very differently in the various fields, respects, and perspectives 12 123 602 Axiomathes (2020) 30:597–616 depending on whether we are dealing with bounded responsibility in cases of, e.g.,
medical, ecological, animal-related, dietary, or other problems and challenges. Likewise, the responsibilities of, e.g., a pilot, a teacher, a climatologist, a football
coach, a conductor, a prosecutor, or a member of another profession are obviously
very different. Hoping for a universalistic authority, i.e. the one and only ultimate
authority, or a ‘tertium comparationis’ in these cases would not only be misleading. It would be ultimately irresponsible and could not be reasonably justified. y
p
y j
We certainly can and must ask and determine what characteristics the different
types of profession-bounded responsibility have in common. But our experiential
realities and real life practices require (first of all and basically) multi-dimensional,
concrete, and complex responsibilities of a cooperative and problem-solving kind,
not one-dimensional, abstract, and universalistic ones. Critically viewed, it simply
cannot be made plausible to conceive of the irreducibly many different types of
responsibility merely as special cases of the one and only universalism, without
typical individualities and differences among one another, and to try to subsume
them under such a construction like ‘the one universalistic concept of responsibil-
ity’. The alternatively proposed idea of bounded responsibility and bounded ethics
thus also aims at bringing the individuality of challenges concerning ethics and
responsibility as well as the individuality of ethos- and ethics-bounded problem
solving into the focus of attention. Bounded responsibility and bounded ethics are,
so to speak, about nothing less than staying true and committed to humankind and
the preservation of the conditions of human life. It must be noted here that the sketched sense of domain-specific, problem-related,
and bounded ethics is not simply to be understood in the sense of the talk of ‘applied
ethics’. Even the term ‘applied ethics’ is slightly misleading. 3 Bounded Responsibility and Bounded Ethics For this wording
presupposes the distinction between ‘pure and universalistic ethics’ on the one hand
and an ‘application of this ethics to concrete situations and challenges’ on the other
hand. Precisely this dualism, however, is what the concept of bounded responsibility
and ethics is not about. Rather, the talk of the boundedness and justification of, e.g.,
considered moral judgments, ethical principles, actions, and concrete solutions has
to do with those considered (and thus not random and arbitrary) judgments,
decisions, and actions required in the concrete human practices, situations,
problems, and challenges themselves (as, e.g., in the intensive care unit of a
hospital). Hence, we could also speak of ‘situated responsibility and ethics’. 4 The Principle of Reflective Equilibrium As soon as we need justification in a situation where questions or even conflicts in
the sketched I–We–World/Nature triangulation occur, we search for a method of
justification and rational conflict resolution. Against the background of the
described scenario (Sect. 3), this needs to be a method and principle that can
perform the task without recourse to an abstract universalism and without
universalistic and ultimate justifications. I believe that the most promising principle 123 603 Axiomathes (2020) 30:597–616 for this task is the Principle of Reflective Equilibrium.2 This principle seeks (by
means of reciprocally adjusting and adapting the respective components in question)
to either prove a given state of balance, of equilibrium (and thus of coherence) of
the entire system to be already justified, or to create new justifications and secure
them for the time being. for this task is the Principle of Reflective Equilibrium.2 This principle seeks (by
means of reciprocally adjusting and adapting the respective components in question)
to either prove a given state of balance, of equilibrium (and thus of coherence) of
the entire system to be already justified, or to create new justifications and secure
them for the time being. The method of reflective equilibrium can successfully be applied in the following
domains: (1) in the domain of inductive logic (as illustrated by Nelson Goodman in
view of the relation between considered judgments and deductions on the one hand,
and general rules on the other); (2) in the domain of the sciences (regarding the
relation of single scientific judgments to the general rules of scientific theories,
which Goodman has also illustrated); (3) in the domain of moral philosophy and
ethics (regarding the relation of everyday moral judgments on the one hand and
general moral and ethical rules and principles on the other hand). I explicitly want to include in this list (4) the points of overlap between ethics and
science and thus the domain of the ethics of science and technology. Accordingly, I
would like to use the principle of reflective equilibrium in view of the question of
which normative requirements the ethics of science must meet in order to contribute
to the orientation of humans and their actions. Furthermore (5), I believe that we
can, with recourse to the principle of reflective equilibrium, provide a satisfying
characterization of the triangular dynamics and states of our human I–We–World/
Nature relations. 2 This principle was formulated by Nelson Goodman and John Rawls and then further developed by
Catherine Z. Elgin. See Goodman (1983) and Rawls (1971). Rawls (1971, p. 20) explicitly makes
reference to Goodman’s method in order to emphasize that making reciprocal adjustments between
general principles and considered judgments is not only characteristic of moral and legal philosophy, but
fundamental to the entire field of deductive and inductive rules and conclusions. On the epistemological
aspect of this principle, see Elgin (1996, chap. IV) and (2003). 3 On this last type of equilibrium, particularly the equilibrium of comprehension and the equilibrium of
action, see Abel (2018a). 4 The Principle of Reflective Equilibrium The principle can in my opinion also (6) successfully be applied in
view of the processes and states of successful and/or unsuccessful and conflicting
human communication and cooperation. The two latter domains (5) and (6)
primarily have to do with the important role of the principle of reflective
equilibrium in the field of language-, sign-, and action-based equilibria of
comprehension and action.3 The relation between a generally accepted everyday moral judgment on the one
hand and an (also accepted) general ethical principle on the other hand can help
illustrate what the principle of reflective equilibrium is about. Think of, e.g., the
relation between the moral judgment ‘The fact that Peter pays for the oranges he put
in his basket at the grocery store makes it a morally good action’ and the general
ethical principle ‘Things that are for sale have to be paid for’. As long as the relation
between both sides functions directly, fluently, connectively, and (for the time
being) unquestionably, there is no problem. But questions, irritations, disturbances,
or conflicts regarding the individual judgment or the general principle and/or their
relation can always arise. Think of, e.g., the relation between the moral judgment
‘Isolating the elderly in order to protect them from contracting the coronavirus is a
morally good action’ (which judgment has actually been made in the context of the 12 3 604 Axiomathes (2020) 30:597–616 corona pandemic) and the general ethical principle ‘Humans must not be confined’. In this case, the relation between the moral judgment and the general ethical
principle does not function fluidly anymore. As a consequence, we no longer view
the judgment as justified, but rather exclude it from the category of considered and
justified judgments. Such conflicts not only occur in the relations between moral judgments and
ethical principles. As mentioned earlier, they can also be found within the sciences. Think of, for instance, the relation between physical judgments of the type ‘‘The
astronomical observations XYZ and the calculations ABC show that the earth
revolves around the sun’’ and the (pre-Copernican) principle ‘‘The earth is the static
center of the universe that is orbited by the sun’’. 4 Goodman (1983, p. 64). John Rawls, who coined the term ‘‘reflective equilibrium’’, explains his choice
as follows: ‘‘It is an equilibrium because at last our principles and judgments coincide’’. And it deserves
to be called ‘‘reflective since we know to what principles our judgments conform and the premises of their
derivation.’’ See Rawls (1971, p. 20). 4 The Principle of Reflective Equilibrium In this perspective, the principle of
equilibrium embodies two different performance profiles at the same time: on the
one hand (a) the principle includes the request to make explicit a so far assumed 12 3 Axiomathes (2020) 30:597–616 605 state of being justified; on the other hand (b) the principle helps, if necessary, to
generate (or reject) new justifications in the face of new challenges. The first case
has to do with being able to make explicit, when requested, the state we are usually
in (in the above-mentioned example: trusting the considered judgment just as much
as the general principle). That also means having to show that both (in our example:
judgment and principle/rule) are valid and well-justified in their relation to each
other and thus in an equilibrium we accept. Such a state deserves to be called a (for the time being) satisfying and justified
state. ‘‘For the time being’’ in this context means as long as no critical requests arise
and the directness, fluency, connectiveness, and self-evidence of the assumption of
being justified are warranted. But as soon as questions, disturbances, irritations, and
conflicts occur, we apply the principle of reflective equilibrium. If in the course of
the then made adjustments, balances, and improvements no equilibrium is achieved,
we are usually willing to modify and revise both judgment and rule and sometimes
even abandon them and replace them with different and new judgments and rules. We find ourselves in a quasi-revolutionary situation when not just one of the two
sides (sentence or theory; judgment or principle), but the entire construction itself
cannot be maintained anymore. In this case, new paradigms and new background
assumptions are required. In both respects (making explicit a given being justified; generating required
justifications) the principle of reflective equilibrium can be conceived as a human
principle of rationality (see Abel 2016). The principle is also important in view of
our appropriate reactions to entirely new and challenging situations as well as in
view of the opening of a new space of possible and creative solutions. I would like
to bring creativity into play here in the sense that the processes of reciprocal
adjustments (conceived as processes of improvements of balance regarding the
change and interplay of the components involved) can lead to creative, new, and
innovative improvements. 5 On the role of creativity in this context, see Abel (2009). 4 The Principle of Reflective Equilibrium In this case of conflict between
considered judgment and general principle (and in contrast to the above-mentioned
conflict between moral judgment and general principle), it is a well-known
historical and systematic fact that not the object-related propositional scientific
sentence, but the (up to that point justified) general theory of the universe lost its
validity. In cases where questions, disturbances, and conflicts in the relation between
moral judgment and ethical principle arise (or between a physical sentence and a
scientific theory), we search for a method to either restore or rearrange the fluid
functioning of the relations (for the time being). This is the crucial achievement of
the principle of reflective equilibrium. In the reflective process characteristic of this
principle, the considered judgments/sentences are pondered against each other and,
if possible, brought into a coherent balance, a reflective equilibrium, by means of
adjustments. Both the general principle’s and the considered judgment’s being
justified, in ethics as well as in science, derive from the prevailing circumstances,
i.e. from those life or knowledge practices under which they are established,
justified, and accepted. I would like to call this the pragmatic dimension of the
principle of reflective equilibrium. Nelson Goodman illustrated the crucial
mechanism of the dynamic and adjusting processes of this relation and thus was
the first one to formulate the principle of reflective equilibrium: ‘‘A rule is amended
if it yields an inference we are unwilling to accept; an inference is rejected if it
violates a rule we are unwilling to amend. The process of justification is the delicate
one of making mutual adjustments between rules and accepted inferences; and in
the agreement achieved lies the only justification needed for either.’’4 At this point I would like to emphasize the internal relation between the principle
of reflective equilibrium and the talk of bounded responsibility and bounded ethics
(introduced in Sect. 3). As finite thinking subjects—God does not need a principle
of reflective equilibrium!—, we are committed to the humane principle of
equilibrium as well as to the humane boundedness, situatedness, and entanglement
in the circumstances of our life practices. 4 The Principle of Reflective Equilibrium Such improvements can, e.g., also be required in the sciences (and thus in, e.g.,
the climate, environmental, and pandemic sciences). In the sciences, an improve-
ment usually consists in an increase in the precision of the used models, theories,
and simulations. Such improvements can be imperative in the face of new data or
new empirical observations. The new data and observations are from then on
included as components in the (nowadays primarily mathematical and statistical)
models. The activities involved in these processes can be conceived as modeling-
relevant creativities.5 But the principle of reflective equilibrium can not just be conceived of as a
principle of rationality. It can, at the same time, be understood as a principle of
humanity. This is possible simply because the principle is a crucial human (and not a
divine) method. And the processes of reciprocal adjusting as well as the states of
successful balance are characteristic of and desirable to us humans across the entire
spectrum of our triangular I–We–World/Nature relations and thus across the entire
spectrum of our human experience, perception, speech, thought, action, and
creativity. Accordingly, the idea of an ethics of science and technology is essentially 123 123 606 Axiomathes (2020) 30:597–616 a human-related, human-bounded, human-based, human-oriented, and human-
orienting matter. In other words: it is a humane matter. Humanity, rationality, and
normativity go hand in hand. An ethics of science and technology must be
ultimately grounded and anchored in human life, i.e. in our human life practices and
circumstances, if such an ethics is supposed to have normative power for us. And it
must, at the same time, refer to those life, knowledge, science, and technology
practices if it indeed wants to be relevant and orienting for the human triangulation
of the I–We–World/Nature relations (and not just get lost in intellectual finger
exercises). My answer to the three W-questions posed in Sect. 1 regarding the normativity of
the ethics of science and technology (Where does it come from?, Why normativity at
all?, What is normativity for?) is thus the following: The required normativity and
ethical responsibility can, critically viewed, only be searched for and only be found
where we are dealing with what I earlier called the practice-internal normativity
and responsibility of our human life, communication, cooperation, action, and
orientation practices. 6 On the concept of practice-internal normativity, see Abel (2018b). This paper examines the question of
the practice-internal normativity particularly in view of (a) the fluid functioning of speaking a language
and (b) successful knowing-how (e.g. riding a bicycle or tying a necktie). In the present paper, I expand
this concept of practice-internal normativity to our human life practices in total. 4 The Principle of Reflective Equilibrium The required normativities and responsibilities are not to be
found in a separate and external realm of metaphysical and universalistic ideas, but
internally in our triangularly bounded life practices themselves. We can reflect
ourselves into the individual rules, logics, and mechanisms of these practices. And
we do so with the intention of finding and elucidating the human origins and goals
of the normativities and responsibilities and making them a guideline for the ethics
of science and technology. The application of the principle of reflective equilibrium
makes it possible and also necessary to examine whether or not the background
assumptions brought to light by such a reflection are justified and whether or not
they can be justified. The principle of reflective equilibrium thus explicitly includes
the principle of critique. Critically viewed, however, this critique and examination
itself can always and only be internal, not external critique.6 7 On this distinction see Lenk (1991, p. 56 ff). 5 The Internal and External Responsibilities of Science Within the described scenario (Sects. 1 to 4), we can now address other and more
specific aspects in terms of responsibility in science and technology. These include
the distinction between two types of responsibility, (a) the science- and technology-
internal responsibility and (b) the science- and technology-external responsibility.7
This distinction also constitutes the crucial difference between the ethos of
individual scientists on the one hand, and the ethics of the sciences as specific
scientific disciplines on the other hand. Science-internal/ethos responsibility means the obligation towards the rules of
proper scientific work with the goal of generating, expanding, and securing
knowledge as opposed to merely subjective opinions and ideologies. Internal/ethos 123 Axiomathes (2020) 30:597–616 607 responsibility in the sense of, e.g., scientific best practice, a code of norms, and an
ethics of professions inside the scientific community includes, among others, the
following values and norms: the obligation to justify beliefs, hypotheses, theories,
and models; the obligation not to manipulate data; including new data and
observations in the examination; ensuring the transparency of data collection and
data evaluation; revising and modifying previous models and theories in the face of
new data and observations; the obligation to subject one’s own theories and models
to discussion and criticism; the willingness to consider alternative models and
theories; the obligation to reexamine previously used models in the light of new
insights, data, and observations; making improvements in terms of an increase in the
precision of models and theories; the willingness to extend, modify, revise, and, if
necessary, abandon a hypothesis, theory, model, or simulation. In terms of science-external/ethical responsibility of scientists and the sciences,
different types of responsibility can be distinguished as well. The following four
types help us meet some of the challenges of modern societies. (1) A first type of responsibility can be found in the area of actively intervening
research (e.g. in scientific and technological experiments, in which human beings
are the immediate test subjects and thus the direct objects of research, like in the
coronavirus vaccination tests). (2) A second type of responsibility can be found in
those areas of scientific research that deal with consequences in the areas of, e.g.,
biotechnology, gene technology, nuclear technology, or nanomedicine. (3) A third
type refers to responsibility in terms of consequences of certain man-made scientific
and technological developments themselves. 8 On the latter see, e.g., the recommendations of the Leopoldina (German National Academy of Sciences;
April 13th, 2020) under the title Coronavirus-Pandemie—Die Krise nachhaltig u¨berwinden (Coronavirus
Pandemic—Sustainably Overcoming the Crisis). See on this also the statement of researchers of the
Helmholtz Association under the title Systemische Epidemiologische Analyse der COVID-19-Epidemie
(Systemic Epidemiological Analysis of the COVID-19 epidemic, also April 13th, 2020). 5 The Internal and External Responsibilities of Science Think of, e.g., the consequences of
scientific or technological developments for climate change and environmental
pollution. (4) Finally, as already mentioned, a fourth type of responsibility science and
technology have to face must be emphasized. Science and technology have an
obligation to make substantial and sustainable contributions to (a) the preservation,
precaution, and improvement of the conditions of human life on earth and to (b) the
shaping of the future of modern societies. (4) Finally, as already mentioned, a fourth type of responsibility science and
technology have to face must be emphasized. Science and technology have an
obligation to make substantial and sustainable contributions to (a) the preservation,
precaution, and improvement of the conditions of human life on earth and to (b) the
shaping of the future of modern societies. It must be emphasized, however, that the remarks regarding the fourth type of
responsibility by no means imply a desire to maneuver science and technology into
the role of political decision makers. That is definitely not the case. The social and
political decisions regarding concrete measures and programs lie in politics, not in
science. Science and technology must, however, face the responsibility of providing
contributions and recommendations in view of rational, intelligent, and reasonable
decisions in the political realm. And they do so in various ways and by providing
various scientific and technological competencies, disciplines, practices, and
professions. The handling of questions concerning climate change and the
coronavirus pandemic are current examples of this.8 Making a recommendation
in
no
way
means
entering
the
field
of
political
consulting. Rather,
a 12 3 3 608 Axiomathes (2020) 30:597–616 recommendation from the sciences or technologies is, so to speak, the spelling out
of an answer to the (inner-scientific and inner-technological) question of what the
respective scientific or technological analyses, results, and predictions mean and
what consequences follow from them. It would be unscientific and ethically
irresponsible if the sciences tried to keep their findings contained to themselves (e.g. in the case of climate change or pandemic research). Earlier we made a distinction between internal and external responsibilities of the
sciences. But the four illustrated types of responsibility show that, across the board,
internal and external responsibilities are at the same time tightly connected and
interwoven. 5 The Internal and External Responsibilities of Science It should also have become obvious that the distinction of these two
ways of responsibility does not suggest that science and technology can be viewed
as ethically neutral affairs. Science and technology must take a perspectival
responsibility for their own practices, processes, and products and justify them if
requested. Neutrality can, strictly speaking, neither be directly achieved here nor is
it the crucial strategic goal and norm. Rather, the epistemic, the epistemological, and
the ethical goal and norm is constituted of the preservation, protection, and
improvement of the human life practices and the conditions of human life on earth. On more detailed examination of this task, we must distinguish a variety of
different types, tasks, and conflict situations of science-internal as well as of
science-external responsibilities and their overlaps. This variety cannot be presented
and discussed in detail here. Hans Lenk has addressed this subject and made some
fine-grained conceptual distinctions in this context (see Lenk, e.g., 1991, p. 61 ff. and p. 64 and recently 2020). Using the question of responsibility in climatology as
an example, I would like to point out just one aspect. As Lenk correctly emphasizes,
we are not only dealing with direct responsibilities, but also with ‘‘indirect’’
responsibilities. Indirect responsibilities are not immediately given by the action
situation itself. Examples of ‘‘science-induced long distance effects’’ can be used to
illustrate what is meant by indirect responsibilities. Think of the delayed and remote
effects of interventions in nature, e.g. of the use of ecologically harmful pesticides
or plastic materials. But the sciences view themselves as obligated to the spirit of enlightenment and
thus essentially embody three key obligations that must be explicitly emphasized. First (1), there is the obligation to provide the best scientific results possible and to
maintain their priority over mere opinions and politically motivated ideologies. Second (2), there is an obligation to provide the best possible rationality in terms of
intellectually convincing and empirically rich arguments. And the third (3)
obligation, as I would like to emphasize once more, is to contribute to the concrete
improvement of life and to the solving of problems, crises, and unforeseen situations
in the age of science and technology by using the scientific and technological tools
and resources available at the time. The legitimacy, normativity, and benefit of science and technology are based on
these three pillars. 123 6 Responsibility Exemplified by Climate Research In the current (and often heated) discussions on climate research and its prognoses,
the reference to uncertainties concerning scientific explanations, theories, model-
ings, and forecasts often plays an important role. The situation is analogous in the
case of pandemic-related debates. Uncertainties in the sciences are particularly
brought up when, as in the case of so-called climate change sceptics, attempts to
stabilize and positively influence climate development are rejected because of
uncertainties regarding the theory. This is the case despite the fact that
overwhelming majority of scientists not only recommend the respective analyses,
diagnoses, therapies, and measures, but regard them as postulates that need to be
realized as soon as possible. Otherwise, there could be devastating consequences for
human life on earth and the planet itself. Regardless of these concerning findings,
many climate change sceptics misinterpret the reference to uncertainties in the
sciences as an excuse for inactivity or even as an ideological weapon. It must be noted here that the Intergovernmental Panel on Climate Change
(IPCC) explicitly discusses the question of how reliable, precise, and resilient the
current models of climate science are. But even if we cannot definitively eliminate uncertainties from science and
technology, this does not mean, in terms of ethical responsibility, that we are not
committed to the ethical principle of prevention, precaution, and care. This ethical
obligation towards our own human conditions of life receives its legitimacy from a
different source than the degree of reliability of statistical methods and scientific
(mathematical) modelings. Legitimacy rather arises from the ethical commitment to
prevention, precaution, and care particularly from two directions: firstly (1), from
the answer to the question of what actions (and omissions of actions) are ethically
imperative in order to preserve and secure the conditions of our functioning human
life practices; and secondly (2), from the answer to the question of what is
imperative under the rule of human rationality, of everyday practical prudence
(phro´nesis), and of reasonableness and what is not. The rule of prudence must by no means be misunderstood as a capitulating retreat
to ethically mediocre slogans such as ‘‘The ends justify the means’’ or ‘‘The
justification of moral judgments and ethical principles is ultimately a matter of cost–
benefit calculation’’. We have heard the latter slogan particularly in connection with
ethical utilitarianism and the min–max rule in the context of the rational choice
theory. 5 The Internal and External Responsibilities of Science And the obligation of scientists to actively take part in public
debates (e.g. currently in debates on climate change, environmental issues, and the
coronavirus pandemic) is based on these pillars, too. The sciences must, according
to their own self-conception, always be involved in order to not just be a vacuous 123 123 Axiomathes (2020) 30:597–616 609 ceremony of hypotheses, models, theories, and simulations, but beneficial to our
human life, knowledge, science, and technology practices.9 9 On the role and task of philosophy in the public, social, and political domain, see Abel
(2020/forthcoming). 6 Responsibility Exemplified by Climate Research In contrast however, the rule of prudence does not formulate a mediocrity,
but a human peak performance. In book VI of his Nicomachean Ethics, Aristotle
emphasizes the practical prudence (phro´nesis) in its own relevance towards and in
addition to theoretical knowledge (episteme). Practical prudence means the ability
to appropriately act in concrete individual situations with regard to the factors, 12 123 610 Axiomathes (2020) 30:597–616 goals, and insights internally related to our human conduct of life and thus to our life
practices in the sense of a pragmatic knowledge. Practical prudence is, in this sense,
always bounded prudence. And the question of the legitimacy of this type of
obligation to provide care, precaution, and prevention (given, e.g., the results of
today’s climate research) is an everyday relevant practical and thus ethical question. Moreover, this ethical question is primarily not a question of the sciences and hence
cannot be answered with scientific means, methods, and models. I would like to illustrate this point using the example of the obligations of a
physician. Kant used this example in his Critique of Pure Reason (Kant 1956, B
852f). A slightly modified version of this example can help illustrate the point. A
patient suffering from a severe headache consults a doctor. The doctor’s initial
diagnosis is migraines, but he is not entirely sure. He tries to comfort (or even
reject) the patient by telling him that there still are too many uncertainties
regarding his diagnosis. And it could very well be the case that another doctor
might make a more positive diagnosis. Thus he, the doctor, is still too far away
from an absolutely certain and perfect knowledge required in advance in order to
confirm the diagnosis and treat the headache appropriately. And thus the doctor, in
his own opinion, does justifiably (sic!) not believe that it is his duty to actively
care and take precautions in the given case. He feels sorry for the patient, but his
obligation to provide absolute certainty regarding his knowledge forces him to
inaction, in ethical terms, to the omission of a treatment. In view of this example
we have to explicitly emphasize that the doctor obviously is, due to his medical
ethos and due to the ethics of care, precaution, and prevention, obligated to act. What do we learn from this example? 6 Responsibility Exemplified by Climate Research First of all, it is needless to say that the physician from our example would likely
be prosecuted for failure to provide assistance. This way, the entire process turns
from a process of ethics into a legal matter. For as a doctor, he must act. He may not
act from a position of absolute certainty (since such certainty is never actually
available anyway). Rather, his actions are based on what we can, with reference to
Kant, call the ‘‘pragmatic belief’’ (Kant 1956, B 852). This term describes the
pragmatic interaction of sufficiently subjective and sufficiently justified belief in
order to enter into the action (even if the doctor does not have absolute knowledge
in this case). Neither the doctor nor the patient need any further justification. 7 Uncertainties in the Sciences Uncertainties and susceptibility to error in the sciences (and thus in climate,
environmental, and pandemic science, too) cannot be entirely eliminated. All
science is subject to uncertainties. And there is also the fact that the individual
sciences themselves are primarily defined by their limits and boundaries. But at the
same time, all sciences constantly try to improve their hypotheses, models, and
theories and try to avoid problems that can arise from limited perspectives. In what
follows, we will therefore focus on illustrating the inner connection of (a) the quasi-
natural uncertainties in the sciences and (b) the measures of prevention, precaution,
and care that are ethically imperative in order to prevent damage to or even the Axiomathes (2020) 30:597–616 611 destruction of the conditions and foundations of human life. With this question, we
are obviously dealing with an important point of overlap of scientific and theoretical
analysis and ethical obligation. destruction of the conditions and foundations of human life. With this question, we
are obviously dealing with an important point of overlap of scientific and theoretical
analysis and ethical obligation. In terms of the sciences, we can, according to Dagfinn Føllesdal, distinguish at
least three types of uncertainties: (a) uncertainties in theories, (b) uncertainties in
models, and (c) uncertainties in chaotic systems.10 On (a): Uncertainty of theories:—In scientific theories (e.g. theories on climate
change), hypotheses are made and then tested in terms of whether or not they match
our empirical observations. Uncertainty exists here in the sense that it is always
possible that the prognoses made by means of mathematical models and statistical
methods do not match our empirical observations. Also, competing (and sometimes even mutually exclusive) theories, in the sense
of Willard Van Orman Quine’s thesis of underdeterminacy, always remain possible. According to this thesis (which I strongly agree with), every theory is systematically
underdetermined in terms of the data base it receives its input from (e.g. an
astrophysical theory on the beginning and development of the entire universe). There is always a relation between a ‘‘meager output’’ and a ‘‘torrential input’’. The
question following from this finding is the question of ‘‘in what ways one’s theory
of nature transcends any available evidence’’ (Quine 1969, p. 83). This transcending
is always given and necessary, no matter how large an amount of data we are talking
about. 10 See Føllesdal (2011). This paper has only been published in Norwegian language so far. I would like to
thank Rune Nyrup for translating it to German for my personal use. I would also like to thank Dagfinn
Føllesdal for proofreading and authorizing Nyrup’s translation. In what follows, I will quote this German
version of Føllesdal’s paper. The quotation page numbers refer to this so far unpublished German version
by Nyrup. I would very much welcome a published English and German version of this important paper. 7 Uncertainties in the Sciences from R = 1 to R = 3, and
this new figure is incorporated in the equations of the model, this can result in
significant alterations in terms of the previously predicted number of new infections. The related curve of the predicted course of the pandemic would rise exponentially
instead of linearly. Against this background it becomes clear that models and
modelings are always accompanied by uncertainties. ‘‘If there are enough equations
and appropriate parameters, a model can be matched with almost any data’’
(Føllesdal, p. 3). The calculated predictions made by means of the model are supposed to match
our most recent data and observations. In this sense, scientific modelings are always
dynamic. As Føllesdal (p. 4) says, ‘‘we are more likely to trust a model that matches
observations that were not known yet at the time the model (or theory) was
formulated’’. This certainly also holds true for today’s models of climate change and
pandemic development. We could even go one step further. Because no matter how tight a modeling’s
restrictions in terms of the relation between model and reality may be, there always
remains the possibility of various equally legitimate relations between model and
reality. And thus there are always (as Hilary Putnam has shown) various equally
valid satisfaction relations and satisfaction objects.11 This degree of uncertainty
internally connected to models themselves cannot be eliminated, neither empirically
(no matter how much data we possess) nor theoretically (no matter how strict the
formal restrictions of our models may be). On (c): Uncertainty due to the chaotic development of systems:—Føllesdal (p. 6
f) reminds us of the famous butterfly scenario formulated by the meteorologist
Edward Lorenz (1917–2008). As is well-known, Lorenz simply wanted to re-run a
weather simulation on his computer. But Lorenz did not start this second run at the
beginning of the simulation, but at a later stage at which he entered the numbers his
printer had printed out for this stage. To Lorenz’s surprise, the second run lead to
results that were significantly different from the ones of the initial simulation. And
the reason for this was as surprising as it was simple: Lorenz’s computer had
calculated to six decimal places while his printer had only printed out the first three
decimal places. Thus, a number like 0,506127 was abbreviated and used in the
calculations as 0,506. 7 Uncertainties in the Sciences For, according to Quine, it is not an underdetermination that can ultimately
be empirically corrected somehow. It is rather a logical underdeterminacy. And
within this open realm of underdeterminacy, two different (and maybe even
mutually exclusive) but equally valid theories can be formulated. It must be noted, however, that this finding does by no means lead to a complete
and terminal uncertainty in the sciences. Rather, it is crucial that we still can and
must be able to compare and distinguish between good and less good hypotheses,
models, and methods. The crucial criterion for preference cannot be the recourse to
absolute and perfect knowledge. The criterion is rather provided by the answer to
the question of whether or not a hypothesis, model, or theory is able to explain our
observations more precisely and coherently. If a theory succeeds to do so, we are
justified in our belief that it is a good theory (for the time being). The ethos- as well
as ethics-based obligation in terms of responsibility resulting from this scenario of
uncertainties is the obligation to constantly test the hypotheses, models, and theories
with new empirical observations and new data and thus modify and improve them. On (b): Uncertainty of models:—A model is, as Føllesdal correctly emphasizes, a
representation of something that highlights certain characteristics and disregards
others. Today, particularly mathematical and statistical models are predominant in
the sciences. They operate with various parameters and items that are considered
relevant and incorporated in the equations of the model as well as in the modeling. In many cases, however, these are not items we can empirically observe, but 12 12 3 3 3 612 Axiomathes (2020) 30:597–616 estimated items that we adopt from other relevant fields and then incorporate and
apply in our models. Obviously even the smallest alterations of these items can have great effects on
the course and results of mathematical and statistical modeling. In the current
epidemiological modeling of the course of the coronavirus pandemic, e.g., this is the
case depending on whether the reproduction factor R (i.e. the number indicating
how many new infections are statistically caused by a single infected person) is
increased or decreased. If the parameter R increases, e.g. 11 See Putnam (1983). See also Abel (2008), in which I illustrate the relation of model and reality as a
sign-based and interpretation-determined relation. On this, see also the index entry ‘‘Modell’’ (‘‘model’’)
in Abel (2018c). 7 Uncertainties in the Sciences And this relatively small difference between the two numbers
lead to an entirely different course and meteorological result of the simulation. This
way Lorenz had demonstrated that even the smallest alteration of the initial 123 613 Axiomathes (2020) 30:597–616 conditions can have great consequences and that even an optimal model cannot
accurately predict the weather for more than a short period of time. conditions can have great consequences and that even an optimal model cannot
accurately predict the weather for more than a short period of time. In his famous paper, Lorenz writes: If the flap of a butterfly’s wings can be instrumental in generating a tornado, it
can equally be instrumental in preventing a tornado. (…) Since we do not
know exactly how many butterflies there are, nor where they are all located,
let alone which ones are flapping their wings at any instant, we cannot, if the
answer to our question is affirmative, accurately predict the occurrence of
tornados at a sufficiently distant future time. (Lorenz 1972, p. 1f) This butterfly effect is an example of a phenomenon that occurs in non-linear and
dynamic systems. We know uncertainties of the described type as well as the associated measures
of care and precaution from our everyday life. Føllesdal (p. 12 f) uses the example
of getting fire insurance to illustrate this point. The risk of my house burning down
is relatively small, but if it actually happened, it could possibly be devastating for
me. That is why it is obvious to me that I get appropriate insurance and believe that
my decision is rational and reasonable. In situations like this, in which what is at
stake is the prevention of real possible future catastrophes or even the destruction of
the conditions of human life, the illustrated principle of ethical care, prevention, and
precaution, and thus the responsibility of care, prevention, and precaution, come
into play (Lenk 1991, p. 64). Føllesdal emphasizes an aspect that is crucial in this context. When it comes to
the possibility of harm, there must be a realistic possibility, not just a merely
theoretical possibility. He uses a nice example to illustrate this. It may be
compatible with scientific theories and theoretically possible that I will be hit by a
large meteorite in the near future. 7 Uncertainties in the Sciences But it would not be rational, prudent, or
reasonable to get an insurance for this case, since the probability of such a collision
actually happening is extremely small. That would be just as unreasonable as the
even further-reaching decision to live my entire life under the assumption that I
have to avoid such a collision at any cost. 8 Epilogue: Why is it Reasonable at all to Preserve the Conditions
of Human Life on Earth? Imagine a doubting Thomas comes along and poses the question of why it is
reasonable and rational to preserve the conditions of human life on earth at all. The
answer to this question seems instantaneous and obvious. Who honestly does not
know why we should protect and preserve ourselves, other persons, our environ-
ment, as well as planet earth?! As soon as we have to explicitly spell out this self-
evidence, however, it seems that we (in Wittgenstein’s words) do not know the
answer anymore. In what follows, I would like to illustrate some aspects that
concern our self-interest as human beings and can be understood, directly or
indirectly, as an affirmative answer to this provocative question. It is presupposed in
this answer that this affirmation of life and not self-destruction is a primordial 12 3 123 614 Axiomathes (2020) 30:597–616 characteristic and presupposition of human life itself. This life-internal presuppo-
sition needs no proof. Rather, it is always already internally included in what we call
living our lives. Demanding any additional proof would be what Kant rightfully
called a ‘‘scandal of philosophy and human reason in general’’ (Kant 1956, B
XXXIX). (1)
If we do not take measures of care and precaution in terms of, e.g., climate
change (and accordingly in terms of viral pandemics), the threat of harm
becomes a real possibility that not only affects individual and isolated areas of
the conditions of human life on earth. It rather affects the conditions of life of
the human species itself as a whole and thus ultimately the survival of
humanity as a whole. Putting that on the line would not exactly be a sign of
reasonableness now, would it? (2) (2)
Humankind survives in the course of nature’s survival. This finding is trivial. At the same time, we must recall another triviality, i.e. the fact that
humankind needs nature, but nature does not need humankind. Do we really
want to abandon our human self-manifestation on earth in light of these
findings? By the way, in this context antique Stoicism introduced the concept
of ‘‘oikeiosis’’, i.e. the survival instinct. In the Stoa, this concept describes the
reasonable attitude and wish to bring one’s own life and one’s own self-
preservation as well as one’s self-care into a well-proportioned balance with
nature. 8 Epilogue: Why is it Reasonable at all to Preserve the Conditions
of Human Life on Earth? What is at
stake in these activities is certainly not just the mere existence and
continuation of biological, organic human life. It is rather the internally
connected pursuit of a good life (which idea was established by Aristotle). The punchline of this idea of a successful and good life can pointedly be
formulated as follows: from the moment on I (as a biological, organic
individual) wish to preserve my own biological, organic existence, I am
always already tied to the idea of living a good life. One could say that we orient ourselves towards well-proportioned relations as
well as successful states of equilibrium within the illustrated triangulation of
our human I–We–World/Nature relations. The idea of a good life is bounded
to its embodiment in this triangulation. Good life in this sense is always
bounded good life. It is a triangulation-based, triangulation-bounded, and
triangulation-oriented life. And a good life always already includes other
people, the world, nature, the environment, and the entire planet earth. Why
then should we unnecessarily put this reality of life at stake or even abandon it
entirely?! (3)
There is a lot of evidence that suggests that the active shaping of our relations
to ourselves, others, and the world is characteristic of human life. What is at
stake in these activities is certainly not just the mere existence and
continuation of biological, organic human life. It is rather the internally
connected pursuit of a good life (which idea was established by Aristotle). The punchline of this idea of a successful and good life can pointedly be
formulated as follows: from the moment on I (as a biological, organic
individual) wish to preserve my own biological, organic existence, I am
always already tied to the idea of living a good life. One could say that we orient ourselves towards well-proportioned relations as
well as successful states of equilibrium within the illustrated triangulation of
our human I–We–World/Nature relations. The idea of a good life is bounded
to its embodiment in this triangulation. Good life in this sense is always
bounded good life. It is a triangulation-based, triangulation-bounded, and
triangulation-oriented life. And a good life always already includes other
people, the world, nature, the environment, and the entire planet earth. Why
then should we unnecessarily put this reality of life at stake or even abandon it
entirely?! 8 Epilogue: Why is it Reasonable at all to Preserve the Conditions
of Human Life on Earth? As is well known, this important principle of the Stoa can be
understood as an invitation to live one’s life ‘‘in appropriate harmony with
nature (homologoumenos te physei zen)’’. It is safe to say that this principle is
as relevant today as ever. as relevant today as ever. (3)
There is a lot of evidence that suggests that the active shaping of our relations
to ourselves, others, and the world is characteristic of human life. What is at
stake in these activities is certainly not just the mere existence and
continuation of biological, organic human life. It is rather the internally
connected pursuit of a good life (which idea was established by Aristotle). The punchline of this idea of a successful and good life can pointedly be
formulated as follows: from the moment on I (as a biological, organic
individual) wish to preserve my own biological, organic existence, I am
always already tied to the idea of living a good life. One could say that we orient ourselves towards well-proportioned relations as
well as successful states of equilibrium within the illustrated triangulation of
our human I–We–World/Nature relations. The idea of a good life is bounded
to its embodiment in this triangulation. Good life in this sense is always
bounded good life. It is a triangulation-based, triangulation-bounded, and
triangulation-oriented life. And a good life always already includes other
people, the world, nature, the environment, and the entire planet earth. Why
then should we unnecessarily put this reality of life at stake or even abandon it
entirely?! (3) (3)
There is a lot of evidence that suggests that the active shaping of our relations
to ourselves, others, and the world is characteristic of human life. What is at
stake in these activities is certainly not just the mere existence and
continuation of biological, organic human life. It is rather the internally
connected pursuit of a good life (which idea was established by Aristotle). The punchline of this idea of a successful and good life can pointedly be
formulated as follows: from the moment on I (as a biological, organic
individual) wish to preserve my own biological, organic existence, I am
always already tied to the idea of living a good life. (3)
There is a lot of evidence that suggests that the active shaping of our relations
to ourselves, others, and the world is characteristic of human life. 8 Epilogue: Why is it Reasonable at all to Preserve the Conditions
of Human Life on Earth? (4) (4)
Kant formulated his famous categorical imperative for human beings as
follows: Act in such a way that the maxims of your actions were to become a
general law. On the grounds of the sketched triangulation of the human I– (4)
Kant formulated his famous categorical imperative for human beings as
follows: Act in such a way that the maxims of your actions were to become a
general law. On the grounds of the sketched triangulation of the human I– 123 Axiomathes (2020) 30:597–616 615 We–World/Nature relations, this imperative always also includes, next to the
responsibility for oneself, the responsibility towards other persons and nature. This imperative is directly relevant with regard to the internal as well as the
external responsibility of science and technology. With special focus on
today’s scientifically and technologically determined realities of life, the
following version of the categorical imperative can be formulated: ‘Act in
such a way that the maxims of your actions were to become a general law that
takes into account the preservation and expansion of human life practices and
conditions of life and provides possibilities for living a good life on earth.’12 Funding Open Access funding provided by Projekt DEAL. Open Access This article is licensed under a Creative Commons Attribution 4.0 International License,
which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as
you give appropriate credit to the original author(s) and the source, provide a link to the Creative
Commons licence, and indicate if changes were made. The images or other third party material in this
article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line
to the material. If material is not included in the article’s Creative Commons licence and your intended
use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain
permission directly from the copyright holder. To view a copy of this licence, visit http://
creativecommons.org/licenses/by/4.0/. 12 Hans Jonas (1984, p. 11) has proposed an imperative of responsibility for the age of technology. It
reads as follows: ‘‘Act so that the effects of your actions are compatible with the permanence of genuine
human life.’’ I agree with this formulation as it is. Jonas, however, bases this imperative on a number of
presuppositions that require further discussion. I explicitly disagree with Jonas’ ontological justification
of our norms and values as well as with his general strategy of basing ethics in metaphysics. But this
subject cannot be discussed here. Funding Open Access funding provided by Projekt DEAL. References Abel G (2008) Modell und Wirklichkeit. In: Dirks U, Knobloch E (eds) Modelle. Peter Lang Verla
Frankfurt am Main, pp 31–46 Abel G (2009) The riddle of creativity. In: Meusburger P, Funke J, Wunder E (eds) Milieus of creativity
(Proceedings of the 2nd international symposium on knowledge and space, Heidelberg 2006). Springer, Dordrecht, pp 53–72 Abel G (2016) Rethinking rationality: the use of signs and the rationality of interpretations. In: Wagner A,
Ariso JM (eds) Rationality reconsidered (Berlin Studies in Knowledge Research, vol 9). De Gruyter,
Berlin, pp 15–29 Abel G (2018a) Verstehensgleichgewichte und Horizont-Entschmelzung. Replik zum Beitrag von Marco
Brusotti. In: Dirks U, Wagner A (eds) Abel im Dialog. Perspektiven der Zeichen- und
Interpretationsphilosophie, vol 1. De Gruyter, Berlin, pp 204–223 Abel G (2018b) Die praxis-interne Normativita¨t des Sprechens, Denkens und Handelns. Replik zum
Beitrag von Catherine Z. Elgin. In: Dirks U, Wagner A (eds) Abel im Dialog. Perspektiven der
Zeichen- und Interpretationsphilosophie, vol 1. De Gruyter, Berlin, pp 499–511 Abel G (2018c) In: Dirks U, Wagner A (eds) Abel im Dialog. Perspektiven der Zeichen- un
Interpretationsphilosophie, vol 2. De Gruyter, Berlin Abel G (2020) Philosophie und O¨ ffentlichkeit. In: Olay C (ed) O¨ ffentlichkeit und Partizipation. Zwei
Schlu¨sselbegriffe demokratischer Praxis. Verlag Alber, Freiburg Elgin CZ (1996) Considered judgment. Princeton University Press, Princeton 96) Considered judgment. Princeton University Pre Elgin CZ (2003) Erkenntnistheoretisches Gleichgewicht. In: Vogel M, Wingert L (eds) Wissen zwischen
Entdeckung und Konstruktion. Erkenntnistheoretische Kontroversen. Suhrkamp, Frankfurt am
Main, pp 193–217 12 Hans Jonas (1984, p. 11) has proposed an imperative of responsibility for the age of technology. It
reads as follows: ‘‘Act so that the effects of your actions are compatible with the permanence of genuine
human life.’’ I agree with this formulation as it is. Jonas, however, bases this imperative on a number of
presuppositions that require further discussion. I explicitly disagree with Jonas’ ontological justification
of our norms and values as well as with his general strategy of basing ethics in metaphysics. But this
subject cannot be discussed here. 12 3 616 Axiomathes (2020) 30:597–616 Føllesdal D (2011) Klimaforskning, usikkerhet og forskningsformidling. In: Roll-Hansen N (ed) Status i
klimaforskningen (The state of Climate Research), (Vortrag an der Norwegischen Akademie der
Wissenschaften, 20, Januar 2010). Novus, Oslo, pp 47–65 Gigerenzer G, Selten R (eds) (2001) Bounded rationality: the adaptive toolbox. The MIT Press,
Cambridge g
Goodman N (1983) Fact, fiction, and forecast, 4th edn. Translated from German by Hadi Nasir Faizi. References Harvard University Press, Cambridge Goodman N (1983) Fact, fiction, and forecast, 4th edn. Harvard University Press, Cambridge
Jonas H (1984) The imperative of responsibility: in search of an ethics for the technological age. University of Chicago Press, Chicago Goodman N (1983) Fact, fiction, and forecast, 4th edn. Harvard University Press, Cambridge
Jonas H (1984) The imperative of responsibility: in search of an ethics for the technological
U i
it
f Chi
P
Chi Jonas H (1984) The imperative of responsibility: in search of an ethics for the technological ag
University of Chicago Press, Chicago University of Chicago Press, Chicago Kant I (1956) Kritik der reinen Vernunft (Second Edition B), ed by Raymund Schmidt, Meiner, Hambu Kant I (1956) Kritik der reinen Vernunft (Second Edition B), ed by Raymund Schmidt, Meiner, Hamburg
Lenk H (1991) Zu einer praxisnahen Ethik der Verantwortung in den Wissenschaften. In: Lenk H (ed)
Wissenschaft und Ethik. Reclam, Stuttgart Lenk H (1991) Zu einer praxisnahen Ethik der Verantwortung in den Wissenschaften. In: Lenk H (ed)
Wissenschaft und Ethik. Reclam, Stuttgart g
Lenk H (2020) Verantwortlichkeit in der Wissenschaft. In: Mieg HA, Lenk H (eds) Wissenschaftsver-
antwortung (Wissenschaftsforschung Jahrbuch 2019; Gesellschaft fu¨r Wissenschaftsforschung). Wissenschaftlicher Verlag Berlin (wvb), Berlin, pp 45–95 Leopoldina. Nationale Akademie der Wissenschaften (April 13th, 2020) Coronavirus-Pandemie—D
Krise nachhaltig u¨berwinden Lorenz E (1972) Predictability: Does the flap of a butterfly’s wings in Brazil set off a Tornado in Texas? In: Talk presented Dec 29, 1972, at the American Association for the Advancement of Science
(AAAS), Section on Environmental Sciences, New Approaches to Global Weather: GARP (The
Global Atmospheric Research Progam) Sheraton Park Plaza Hotel, Boston, MA. Lorenz‘s talk can
be downloaded here: http://eaps4.mit.edu/research/Lorenz/Butterfly_1972.pdf Putnam H (ed) (1983) Models and reality. In: Realism and reason. Cambridge University Pres
Cambridge, pp 1–25 Quine WVO (1969) Epistemology naturalized. In: Quine WVO (ed) Ontological relativity and other
essays. Columbia University Press, New York, pp 69–90 Rawls J (1971) A theory of justice. Harvard University Press, Cambridge Simon HA (1956) Rational choice and the structure of environments. Psychol Rev 63:129–138 Simon HA (1956) Rational choice and the structure of environments. Psyc Publisher’s Note Springer Nature remains neutral with regard to jurisdictional claims in published maps
and institutional affiliations. Publisher’s Note Springer Nature remains neutral with regard to jurisdictional claims in published map
and institutional affiliations. Translated from German by Hadi Nasir Faizi. Translated from German by Hadi Nasir Faizi. 123 123
|
https://openalex.org/W4226478667
|
https://cienciadigital.org/revistacienciadigital2/index.php/ConcienciaDigital/article/download/2104/5183
|
es
|
Reflexiones sobre los aspectos que influyen en la popularidad de las ciencias
|
Conciencia Digital
| 2,022
|
cc-by
| 7,092
|
ISSN: 2600-5859
Vol. 5 No. 1.3, pp. 148– 167, marzo 2022
www.concienciadigital.org
Reflexiones sobre los aspectos que influyen en la
popularidad de las ciencias
Reflections on the factors influencing the popularity of sciences
1
2
3
4
Ramón Antonio Abancin Ospina
https://orcid.org/0000-0002-2417-6671
Escuela Superior Politécnica de Chimborazo (ESPOCH), Facultad de Ciencias, Carrera de
Matemática, Grupo CIDED, Riobamba, Ecuador, Panamericana Sur, Km 11/2. Universidad
Simón Bolívar (USB), Valle de Sartenejas, Venezuela. ramon.abancin@espoch.edu.ec.
Zenaida Natividad Castillo Marrero
https://orcid.org/0000-0002-4424-8652
Escuela Superior Politécnica de Chimborazo (ESPOCH), Facultad de Ciencias, Carrera de
Matemática, Grupo CIDED, Riobamba, Ecuador, Panamericana Sur, Km 11/2, Universidad
Central de Venezuela, Facultad de Ciencias. zenaida.castillo@espoch.edu.ec.
Andrés Eloy Salazar Domínguez
https://orcid.org/0000-0001-7310-2241
Universidad Central de Venezuela, Los Chaguaramos, Caracas, Venezuela.
andres.salazar.d@ucv.ve
Paulina Elizabeth Valverde Aguirre
https://orcid.org/0000-0003-0458-7083
Escuela Superior Politécnica de Chimborazo (ESPOCH), Facultad de Ciencias, Carrera de
Matemática, Grupo CIDED, Riobamba, Ecuador, Panamericana Sur, Km 11/2.
Artículo de Investigación Científica y Tecnológica
Enviado: 07/01/2022
Revisado: 22/01/2022
Aceptado: 19/02/2022
Publicado:20/03/2022
DOI: https://doi.org/10.33262/concienciadigital.v5i1.3.2104
Cítese:
Abancin Ospina, R. A., Castillo Marrero, Z. N., Andrés Eloy Salazar Domínguez, &
Valverde Aguirre, P. E. (2022). Reflexiones sobre los aspectos que influyen en la
popularidad de las ciencias. ConcienciaDigital, 5(1.3), 148-167.
https://doi.org/10.33262/concienciadigital.v5i1.3.
CONCIENCIA DIGITAL, es una revista multidisciplinar, trimestral, que se publicará en soporte electrónico
tiene como misión contribuir a la formación de profesionales competentes con visión humanística y crítica que
sean capaces de exponer sus resultados investigativos y científicos en la misma medida que se promueva
mediante su intervención cambios positivos en la sociedad. https://concienciadigital.org
La revista es editada por la Editorial Ciencia Digital (Editorial de prestigio registrada en la Cámara Ecuatoriana
de Libro con No de Afiliación 663) www.celibro.org.ec
Esta revista está protegida bajo una licencia Creative Commons Attribution Non Commercial No Derivatives
4.0 International. Copia de la licencia: http://creativecommons.org/licenses/by-nc-nd/4.0/
Innovando
P á g i n a 148 | 167
ISSN: 2600-5859
Vol. 5 No. 1.3, pp. 148– 167, marzo 2022
www.concienciadigital.org
Palabras
Resumen
claves:
En torno a las ciencias, concurren aspectos que influyen en su
popularidad dentro del ámbito educativo y, también en el social,
repercutiendo en forma directa en las plazas vacantes dentro del
campo laboral. Bajo esta perspectiva, en el presente artículo se
analizan los eventos originados en el contexto académico,
vinculados al proceso de enseñanza y aprendizaje, que influyen
negativamente en la percepción de las ciencias, y que han ido
desfavoreciendo y condicionando su popularidad. El estudio fue
abordado bajo una orientación cualitativa, de tipo
descriptivo/exploratorio, con diseño de investigación documental,
apoyado en la realidad estudiantil, y basado en las experiencias
relacionadas con la construcción del conocimiento de las ciencias.
Se reconocen y estudian algunos aspectos que influyen en la
percepción y popularidad de las ciencias. Adicionalmente, se
presentan eventos reconocidos de la temática planteada, tales como:
primer contacto, desconocimiento, desinterés, doble efecto
vocacional, minoría y déficits de profesionales, todos concernientes
y relacionados con las ciencias.
ciencias,
enseñanza y
aprendizaje en
ciencias,
popularidad de
las ciencias,
vacantes.
Abstract
Keywords:
job openings,
science,
science
popularity,
teaching and
learning in
sciences.
Aspects that influence the popularity of science in the educational
and social spheres have a direct impact on job vacancies in the labor
market. From this perspective, the purpose of this article is to
analyze the events originating in the academic context, related to the
teaching, and learning process, which have a negative influence on
the perception of science, and have been disfavoring and
conditioning its popularity. The study was conducted under a
qualitative orientation, of a descriptive/exploratory type, with a
documentary research design, supported by the students' reality, and
based on experiences related to the construction of knowledge of
science. Some aspects that influence the perception and popularity
of the sciences are recognized and studied. In addition, we present
recognized events of the proposed topic, such as: first contact,
ignorance, disinterest, double vocational effect, minority, and
deficits of professionals, all concerning and related to the sciences.
Innovando
P á g i n a 149 | 167
ISSN: 2600-5859
Vol. 5 No. 1.3, pp. 148– 167, marzo 2022
www.concienciadigital.org
Introducción
El contacto de los individuos con actividades inherentes a un área del conocimiento les
permite obtener información, que, de alguna manera, induce percepciones respecto al
área, y en particular, les proporciona ideas que pueden ser correctas, aproximadas, o
erradas, sobre su respectivo ámbito de acción. En este sentido, las ciencias representan
un área privilegiada, una vez que, los miembros de la sociedad las comienzan a conocer
desde muy jóvenes a través de sus asignaturas escolares más elementales.
Específicamente, en la educación primaria se dan cita actividades estrechamente
relacionadas con biología y matemática, ya que son estas las que despiertan mayor interés
en los primeros momentos de la escolaridad. A lo largo de esta primera etapa los
conocimientos en el área de ciencias se van haciendo más complejos, de acuerdo con el
programa curricular de cada nivel educativo. Luego, en la educación media, comienzan a
emerger otras áreas como la física y la química. En todos los casos, la matemática se erige
como el eje articulador de un importante grupo de contenidos de otras disciplinas del
conocimiento; por tal razón, su presencia es de incuestionable valía dentro de la
trayectoria académica de los aprendices.
Por otra parte, si se analiza el contexto social, a pesar de que no siempre es explicita la
aplicabilidad de las ciencias en el entorno común de los individuos, es innegable que, en
el transcurrir de la vida misma, nos encontramos expuestos a los resultados de la
investigación científica y a los avances indetenibles de las ciencias. Los avances en
medicina, infraestructura, y tecnología, así como el entendimiento de fenómenos
naturales, son muestras del contacto humano con la ciencia, aun cuando esto pase
desapercibido. En los dos aspectos mencionados anteriormente (educativo y social),
existe un distanciamiento latente entre los conocimientos académicos adquiridos y la
utilidad que esto representa para el entorno. Esta situación apunta a preconcebir a las
ciencias como un área del saber poco útil y, por ende, carente de cualquier atractivo que
dinamice la profesionalización de los individuos en el área.
El panorama anterior plantea un dilema para los estudiantes en torno al área de ciencias,
el cual se ve reflejado en el desinterés por las asignaturas que componen estos saberes y;
a largo plazo, la inminente carencia de motivación por seguir estas profesiones.
Resumidamente, la desidia académica de la cual se suele hacer referencia desencadena
Innovando
P á g i n a 150 | 167
ISSN: 2600-5859
Vol. 5 No. 1.3, pp. 148– 167, marzo 2022
www.concienciadigital.org
eventos desafortunados que afectan directa o indirectamente la popularidad de las carreras
en ciencias, repercutiendo finalmente en la falta de profesionales cualificados para
desarrollar estas profesiones.
Precisamente, ese tipo de desinterés se gesta en los estudiantes por la falta de atractivo en
las profesiones que componen el área; en parte, por la ingente cantidad de inversión en
tiempo y esfuerzo intelectual que se requiere para aprender y dominar los contenidos
científicos, y, que muchas veces, estos no se llegan a conocer a profundidad con la
aplicabilidad practica que exigen. En cierto modo, esto coloca a los estudiantes en un
escenario de incertidumbre con respecto a la cobertura y alcance de las profesiones de
ciencias. Aunado a esto, la histórica fama desfavorable (área difícil) de las ciencias, la
cual conduce al rechazo o desaprobación de estas, ha sido la consecuencia directa de la
de la enseñanza del área en las instituciones educativas. Todo esto desemboca en un
distanciamiento del estudiante con las ciencias, en el que se descarta a temprana edad la
posibilidad del estudio de alguna de estas carreras.
A este respecto, la literatura se organiza tentativamente en tres grupos, los cuales no son
excluyentes ni exhaustivos. Primero un conglomerado de libros e investigaciones se
concentran en mejorar y motivar el proceso de enseñanza y aprendizaje de las ciencias en
los diferentes niveles y sistemas educativos. En esta dirección, se pueden encontrar diseño
de unidades didácticas para optimizar la enseñanza de las ciencias (Flórez & González,
2021); así como también didácticas de las ciencias para la praxis docente (Álvarez &
Valls, 2019), entre otros. Segundo existen estudios de carácter reflexivo sobre la
importancia de las ciencias, en los cuales se busca explicar la contextualización y
funcionalidad de los aprendizajes, para acercar la realidad académica de los alumnos, a
la experiencia cotidiana de los mismos (Martín, 2002). Tercero existen escasas
investigaciones orientadas en indagar lo que sucede alrededor de la búsqueda, selección
y elección de una profesión de las carreras de ciencias. A modo de ilustración se tienen
los trabajos de Martínez et al. (2021) y Chvanova & Garbín (2017), focalizados en la
disciplina de matemática.
No obstante, no existe una postura critico-reflexiva desde el ámbito académico que esté
orientada a puntualizar, desde el inicio, el conjunto de eventos en torno al proceso de
enseñanza y aprendizaje de las ciencias, a los cuales se enfrentan los estudiantes en las
Innovando
P á g i n a 151 | 167
ISSN: 2600-5859
Vol. 5 No. 1.3, pp. 148– 167, marzo 2022
www.concienciadigital.org
aulas de clases y; que pueden estar inoculando el rechazo y desinterés por el área,
devastando la popularidad de las ciencias.
En este trabajo se discuten algunos aspectos involucrados en el contexto, como lo son: el
continuismo tradicionalista de la academia, en cuanto a la enseñanza y aprendizaje de las
ciencias, y el surgimiento de situaciones aisladas que influyen perniciosamente en la
percepción preconcebida y simplista del individuo por las ciencias. Estos aspectos
influyen directamente en la selección, elección y decisión de los estudiantes por el estudio
de alguna carrera de las ciencias.
El punto clave del estudio es identificar y discutir eventos que se suceden en la trayectoria
de los estudiantes desde el Bachillerato hasta la Educación Superior, en torno a la
adquisición de conocimientos científicos. Se investigan propuestas de algunos autores
que señalan cómo los alumnos deben aprender ciencia, aprender a hacer ciencia y
aprender sobre la ciencia (Hodson, 1994); cómo diseñar actividades de enseñanza y
aprendizaje que permitan educar científicamente a la población, para que sea consciente
de los problemas del mundo, y, de la posibilidad de su actuación sobre los mismos,
además, de la capacidad de modificar situaciones, incluso las ampliamente aceptadas
(Martín, 2002). Usando como antesala estas ideas, el propósito del presente ejercicio
reflexivo, fue analizar eventos originados en el proceso de enseñanza y aprendizaje de las
ciencias, con el fin de detectar los aspectos que desfavorecen el área, tanto académica
como profesionalmente.
Abordar estos eventos claves permitirá tomar acciones preventivas o remediales,
tendientes a minimizar el rechazo de los aprendices por las ciencias, no solo de la arista
de lo académico, sino también desde lo social, en aspectos intrínsecos del ser como: el
recreacional (e.g., clubes), el entretenimiento (e.g., gamificación) y la emocionalidad
(e.g., satisfacción de resolver problemas) de vivir, hacer y sentir las ciencias como propias
cuando se estudian con técnicas alternativas.
Metodología
El estudio fue abordado bajo una orientación cualitativa, de tipo descriptivo/exploratorio,
con diseño de investigación documental, debido a que la naturaleza inductiva de esta
Innovando
P á g i n a 152 | 167
ISSN: 2600-5859
Vol. 5 No. 1.3, pp. 148– 167, marzo 2022
www.concienciadigital.org
aproximación metodológica ayuda a entender la realidad social como fruto de un proceso
histórico de construcción (Sandoval, 1996). Además, se desea observar y registrar un
fenómeno sin introducir modificaciones, tal como se presenta en una situación de espacio
y de tiempo dado (Rojas, 2015). Se revisó y recopiló información para sustentar el estudio
y familiarizarse con los conocimientos existentes dentro del campo al que pertenece el
objeto de estudio (Cabezas et al., 2018).
Concretamente, se persiguió analizar y generar una discusión y reflexión en torno a los
eventos que suceden en el proceso de enseñanza y aprendizaje y que pueden estar
impulsando una popularidad parcializada y no favorable para toda el área. En este
sentido, la ruta metodológica seguida por el estudio comprendió:
1) Un proceso de revisión documental que contemplo la indagación, identificación,
recolección y selección de trabajos disponibles en la Internet en repositorios
académicos como Google académico, relacionados con contenidos oportunos y
relevantes sobre el ámbito académico y profesional de las ciencias.
2) Análisis de documentos procedieron y creación de eventos (Primer contacto,
Desconocimiento, Desinterés, Doble efecto vocacional, Minoría y Déficits de
profesionales, todas con respecto a las ciencias) que facilitaron la organización,
comparación, contrastación e interpretación de la información recabada.
3) Reflexión y análisis de la información, definiendo la postura crítica propia de los
autores, contrastadas con referentes teóricos.
Resultados y Discusión
Eventos entorno al área de las ciencias
En este apartado se abordarán algunos de los más sobresalientes con la finalidad de
ilustrar y obtener un panorama de la temática planteada: ciencia y popularidad. Sin ser
exhaustivos, ni establecer un orden estricto, se intenta en primera instancia establecer un
escenario susceptible para las ciencias, basado en las vivencias que tienen las personas
con el área, como producto de la interacción con su entorno educativo. Luego ofrecer un
espacio de discusión y reflexión, sobre cómo el ámbito educativo puede influir en la
reputación del área.
Innovando
P á g i n a 153 | 167
ISSN: 2600-5859
Vol. 5 No. 1.3, pp. 148– 167, marzo 2022
www.concienciadigital.org
Primer contacto con el área de ciencias
El primer encuentro a nivel formal con las ciencias se da en la etapa escolar, a través de
las clases tradicionales en asignaturas elementales, entre la que destacan temas vinculado
con la biología, la física, la matemática y la química; las cuales van tomando forma
progresivamente, incrementando su grado de dificultad hasta llegar a la Educación
Superior.
En este sentido, es importante destacar la acción del educador que imparte conocimientos
en Ciencias Básicas a través de los cursos escolares, puesto que ésta será la primera
impresión que tendrán los educandos sobre la “ciencia”. Esta gran responsabilidad que
asumen docentes y/o profesores del área, que también recae sobre las instituciones de
educación (pública y privada), los planes, proyectos y directrices de desarrollo del sector
educativo y los entes a los que se encuentran adscritos. Esto presupone que, los
estudiantes al verse expuestos durante todos sus años de escolaridad a una serie de
conocimientos y disciplinas que resultan poco menos que ineludibles, estarán
influenciados de manera negativa, neutra o positiva, no por la ciencia como tal, sino por
las concepciones subjetivas de los alumnos desde sus primeros contactos con el área.
De acuerdo con lo anterior, los docentes y profesores siguen estrechamente ligados a
rutinas escolares monolíticas, propias de la profesión, las cuales están previstas por
obligatoriedad dentro de los currículos escolares oficiales de cada sistema educativo.
Estas clases, por lo general magistrales, están basadas de forma casi absoluta en
aprendizajes por transmisión, o el método partiendo de la teoría, que consiste en que el
profesor exponga de manera rigurosa, clara y precisa, los resultados de la actividad
científica; cuya intención es la aplicación del conocimiento en la resolución de problemas
cerrados y cuantitativos (Pozo, 1999). Una forma alterna a este modelo consiste en
presentar a los alumnos una teoría a estudiar, para después asignarles una lista de
problemas y/o ejercicios a solucionar, presuponiendo que cada problema tiene una única
solución correcta y el profesor la conoce con anterioridad (Sgibnev, 2013).
Bajo esta perspectiva, cualquier estudiante inscrito en el sistema educativo, pasa por la
experiencia de este tipo de clases propias de las actividades escolares relacionadas con
ciencias que, sin duda, lo ayudará en las formulaciones de sus propias concepciones
Innovando
P á g i n a 154 | 167
ISSN: 2600-5859
Vol. 5 No. 1.3, pp. 148– 167, marzo 2022
www.concienciadigital.org
epistemológicas acerca de esta área. Estas últimas, se refieren propiamente a las ideas
acerca del conocimiento en general, en tanto que pretende responder cómo se estructura,
cómo evoluciona y cómo se produce (Hammer, 1994), lo que guarda estrecha relación
con la forma como se concibe la ciencia, y cómo se aprende el conocimiento científico
(Campanario & Moya, 1999). Concretamente, el proceso de interacción y
experimentación de los estudiantes con las ciencias permite cristalizar una concepción
epistemológica individual sobre el área, de acuerdo con las experiencias que previamente
se obtengan en pro de la búsqueda del conocimiento.
Por tanto, si las clases de ciencias están planificadas bajo un esquema simple de
aprendizaje por transmisión o partiendo de la teoría, entonces es inevitable encontrarse
con: clases estructuradas sobre contenidos sin progresión lineal, descontextualizados y
muchas veces desactualizados por parte de los profesores y autores de libros de textos
elementales. Esta forma de distribución del conocimiento hace hincapié únicamente en
definiciones y resultados relevantes tales como: teoremas, propiedades, entre otros; que,
al ser reducidos a su mínima expresión por medio reglas mnemotécnicas, facilitan la
memorización y aplicación, pero dejan de lado la interpretación, la comprensión, el
análisis profundo y sistemático que requiere el estudio de las ciencias.
El inconveniente o la dificultad de esta forma de aprender ciencias para los estudiantes,
surge cuando es necesario articular varios de estos aprendizajes en la aplicación de algún
ejercicio y/o problema, con el propósito construir la solución. Cuestión que no resulta
fácil, cuando no hay una comprensión profunda de los conocimientos que se requieren
para tal fin; además, de las bien requeridas competencias, habilidades y destrezas para
resolver problemas, los cuales son adquiridas expandiendo las fronteras de las simples
aplicaciones de un recetario de fórmulas descontextualizadas. Entonces, la ausencia o
descoordinación de algunas de estas cualidades, desemboca irremediablemente en
intentos fallidos de alcanzar la solución a un problema; sembrando en el educando
frustración, desaliento, resignación y abandono; a la postre de generar una matriz de
opinión negativa en la que se estigmatiza la ciencia como área difícil e imposible de
aprender.
Esta reputación se extiende a medida que los estudiantes avanzan en los estudios
académicos, proyectándose fuera de las fronteras del ámbito educativo. Es en este punto,
Innovando
P á g i n a 155 | 167
ISSN: 2600-5859
Vol. 5 No. 1.3, pp. 148– 167, marzo 2022
www.concienciadigital.org
donde los medios de comunicación (e.g. prensa, radio, televisión, redes sociales), lejos de
promover el estudio de la ciencia para el progresivo desarrollo de la sociedad, refuerzan
la visión simplificada de un área complicada y solo para genios, a través de chistes,
parodias y sátiras. Finalmente, estas circunstancias, conducen a una desvalorización de la
ciencia y de la adquisición del conocimiento científico (Justi, 2006).
Un punto que destacar es que, aquellos responsables de la enseñanza de las ciencias
involuntariamente muestran solo la arista de la labor docente, dejando de lado otros
campos de acción de los profesionales en el área, tales como: la investigación y
aplicabilidad. Esto responde a la considerable carga académica de la que son objeto los
profesores, quienes deben presentar excesivo contenido “obligatorio” en el menor tiempo
posible. Lo que no da cabida para planificar actividades investigativas tendientes a
mostrar a los aprendices, la aplicabilidad de las ciencias, tanto dentro de las propias
disciplinas como en otras áreas del conocimiento. Se resalta pues, que las actividades de
carácter investigativo son tareas de los alumnos, vinculadas a la búsqueda de respuestas
para problemas de índole creativo o de investigación, sin una solución conocida de
antemano y que supone la presencia de las etapas básicas de una investigación validada
por la comunidad científica (Alekseev et al., 2002).
Por otro lado, aun cuando las actividades extracurriculares tienen un carácter opcional,
resultan una alternativa factible de enseñanza y aprendizaje de las ciencias, en virtud que
no se encuentra como mediador, la responsabilidad de una calificación. Entre uno de sus
propósitos, se encuentra incentivar el acercamiento a las ciencias, y, de alguna manera,
minimizar los obstáculos latentes dentro de las clásicas clases académicas, buscando
engendrar motivación, interés, gusto y disfrute en la realización de actividades
relacionadas con el área. Estas dinámicas comúnmente son viables dentro de clubes,
campamentos, festivales, ferias, revistas de ciencias, competencias escolares, concursos,
entre otros. Los resultados de estas actividades son beneficiosos, cuando se trata de
despertar interés y motivación por el aprendizaje en ciencia, y cuando los alumnos tengan
la oportunidad de participar.
Aquellos estudiantes que logran participar en este tipo de experiencias tienen la
oportunidad de conocer alternativas de enseñanza y aprendizaje de las ciencias. En el caso
de la enseñanza, resolución de problemas y desarrollo las capacidades metacognitivas; y
Innovando
P á g i n a 156 | 167
ISSN: 2600-5859
Vol. 5 No. 1.3, pp. 148– 167, marzo 2022
www.concienciadigital.org
en cuanto al aprendizaje, se encuentran estrategias que determinan condiciones favorables
para el descubrimiento, el cambio conceptual como punto de partida de las ideas
constructivistas y la investigación dirigida (Campanario & Moya, 1999). Además, se
puede incluir el desarrollo de competencias a través del método partiendo del problema.
Este último, consiste en presentar a los estudiantes situaciones problemáticas, inquietudes
o curiosidades de interés que ellos mismos planteen, con la finalidad de que sean ellos,
quienes comiencen a formularse preguntas con respecto al fenómeno a estudiar, e intenten
buscar respuestas a sus interrogantes, planteando hipótesis que luego serán aceptadas o
rechazadas (Sgibnev, 2013).
Aun cuando este tipo de actividades extraescolares también refleja la faceta docente de
un profesional de ciencias, suele ser más comprometida y cercana con la búsqueda de
resultados satisfactorios en el proceso de enseñanza y aprendizaje de los alumnos por el
área. Además, en condiciones ideales, el uso de algunas de las propuestas alternativas
mencionadas genera cierta aproximación del estudiante a la faceta investigativa, lo que,
sin lugar a duda, eleva el nivel de abstracción y comprensión de los fenómenos e incluye
al alumno como una pieza fundamental vinculada con su aprendizaje.
El desarrollo de actividades escolares y extraescolares ofrece un primer contacto directo
de los estudiantes con las ciencias que, hasta cierto punto no llega a mostrarles concreta
y explícitamente la labor de un profesional en esta área, pero si puede ofrecerles ciertos
vestigios de otras facetas como, por ejemplo: la investigación. Todo esto evidencia, la
desconexión por desconocimiento que tiene el estudiante, acerca de la verdadera labor y
panorama de desarrollo intelectual, con el que cuenta un individuo que ha decidido
profesionalizarse en el área de ciencias.
Desconocimiento por la labor de los profesionales de ciencias
Existe un marcado desconocimiento acerca de la totalidad de quehaceres ejecutados por
estos profesionales de las ciencias. Esto se refuerza al usar como base de referencia las
tradicionales clases en las instituciones educativas. Es decir, en ese primer contacto con
el área, los alumnos frecuentemente ven a sus diferentes profesores de ciencias, solamente
impartiendo clases. En tal sentido, no es descabellado suponer que la única labor que
desempeña un profesional en ciencias sea la docencia. Esto conduce a etiquetar a priori
Innovando
P á g i n a 157 | 167
ISSN: 2600-5859
Vol. 5 No. 1.3, pp. 148– 167, marzo 2022
www.concienciadigital.org
a todos los profesionales de ciencias bajo este abreviado rol; aun cuando, esta sea un área
que influye y se yuxtapone con la mayoría de las otras áreas del conocimiento.
Si bien los estudiantes tienen la oportunidad de ahondar en otras facetas de la ciencia por
medio de actividades extraescolares donde se fortalezcan otras áreas, no es menos cierto
que solo un grupo selecto es el que puede acceder a ellas. En estas actividades,
probablemente conocen a pequeña escala esta otra faceta de la profesión. Sin embargo,
las probabilidades de participación de los alumnos en este tipo de eventos son
relativamente bajas y dependen de diversas razones, entre las cuales se destacan: el
interés, los recursos económicos, el tiempo y el esfuerzo intelectual, tanto individual
como colectivo, por parte de las instituciones educativas y de las comunidades donde
estos se desarrollen. Esto conlleva, a que sea una minoría privilegiada la que tiene acceso
a este tipo de actividades, generando que la docencia siga siendo la cara visible y
predominante del área de las ciencias. Es así, como la gran mayoría de estudiantes están
privados de conocer los continuos avances de la ciencia, y sobre todo las múltiples
aplicaciones dentro del ámbito sociolaboral del área.
En relación con esto, y a la par de las plazas encontradas en el campo de la docencia e
investigación, se pueden hallar una diversidad de roles dentro de la faceta de la
aplicabilidad, los cuales pueden ir desde un maestro cervecero en una empresa de
elaboración de cervezas (profesional de química), hasta un especialista en análisis
numérico en una industria petrolera (profesional de matemática), entre otros. Por lo tanto,
es preciso puntualizar que, la docencia de corte tradicional da pie a la creencia de que las
personas estudiosas de las ciencias, solo pueden impartir clases; por otro lado, la
investigación a nivel escolar es realmente efectiva en el desarrollo cognitivo de los
estudiantes, al demostrar aproximaciones o simulaciones de la labor que persigue
únicamente la obtención del conocimiento y; finalmente, la aplicabilidad en la industria,
debe ser un puntal para rebatir el argumento de la docencia, como punto único de
desarrollo profesional, sin embargo, estos debates solo tienen lugar en contexto más
interno.
Desinterés por las carreras de ciencias
Innovando
P á g i n a 158 | 167
ISSN: 2600-5859
Vol. 5 No. 1.3, pp. 148– 167, marzo 2022
www.concienciadigital.org
La falta de interés por carreras en el marco de las ciencias puede atribuirse a la carencia
de información fidedigna del quehacer propio de cada disciplina. En particular, lo
importante e influyente que puede llegar a ser la labor de los profesionales para el
desarrollo de su área, y para las otras áreas del conocimiento. Esto se debe, en parte, a
que solo se cuenta con información parcial y/o vaga para difundir, lo que conlleva a malas
interpretaciones, y conduce a un sesgo pernicioso que influye sobre el interés del
estudiante por las carreras de ciencias.
Este desinterés aumenta cuando se observa a los profesores de ciencias impartir muchas
horas de clases, a la par de planificar, organizar, preparar clases y evaluar contenidos
programáticos, que, a su vez, requieren del diseño, implementación y corrección. Sumado
a esto está el tema de la investigación, que, al estar estrechamente vinculado con las
ciencias, capitaliza el desgano, porque requiere de un esfuerzo intelectual importante por
parte del profesor, que se dificulta más aun, cuando no se dispone de los conocimientos
necesarios para llevar a cabo una pesquisa por muy básica que esta sea.
Por otra parte, las instituciones educativas, quizás por cuestiones de tiempo o comodidad,
no se preocupan por actualizar y articular contenidos, haciendo parecer a las ciencias un
área del conocimiento desolada e infértil, en cuanto a asuntos de aplicabilidad y utilidad
para la sociedad.
La combinación de estas consideraciones sin duda influye en las concepciones de los
estudiantes con respecto a las profesiones de ciencias. Hecho que repercute a la hora del
proceso de búsqueda, selección, elección y decisión por un programa de estudio que le
permita convertirse en profesionales en algún área del conocimiento. Todo lo anterior,
funciona como un tejido conectivo que minimiza la factibilidad de las carreras del área
de las ciencias, por considerarlas improductivas, difíciles y con un panorama laboral
bastante reducido, lo que hace que no sean tomadas en cuentas seriamente como opción,
durante el proceso mencionado al inicio de este parágrafo.
Doble efecto de la deseabilidad vocacional
Es un problema latente que se presenta constantemente dentro de los procesos de
admisión para los programas de estudio de las carreras de ciencias, principalmente en las
instituciones públicas de Educación Superior. En efecto, como las carreras en ciencias no
Innovando
P á g i n a 159 | 167
ISSN: 2600-5859
Vol. 5 No. 1.3, pp. 148– 167, marzo 2022
www.concienciadigital.org
gozan de una alta popularidad entre los estudiantes como futura profesión, esto las hace
susceptible de ser utilizadas como carreras puente para acceder a la carrera deseada. Esta
forma de ingreso se conoce como el efecto trampolín. También es posible observar casos
como los que se detallan a continuación, cuando los estudiantes no logran el propósito de
ubicarse en la carrera que desean, por ejemplo: resignación con tal de obtener un título
universitario (tercer nivel); deserción escolar voluntaria (abandono) u obligatoria. Esta
última, es considerada como la expulsión de los programas de estudio, de acuerdo con las
normas y reglamentos de permanencia de la institución de Educación Superior.
Existe entonces la posibilidad de que los cupos ofrecidos por las instituciones de
Educación Superior cada nuevo año para estudiar alguna carrera en el área de las ciencias,
sean cubiertos en su totalidad en los procesos de admisión. Pero, esto no garantiza que
todos estudiantes seleccionados o admitidos, tengan la verdadera intención de estudiar o,
al menos de terminar con éxito, una carrera en esta área del conocimiento.
Adicionalmente, los aspirantes que usan esta forma de ingreso a los programas de estudio
en las instituciones de Educación Superior lo hacen por el doble efecto de la deseabilidad
vocacional, ascendente y descendente. El efecto ascendente, explica la tendencia a
enfocarse y alistarse en determinadas profesiones de alto rango (cotizadas), con el
propósito de lograr situarse en ellas; y el efecto descendente, cuando aceptan ocupaciones
de menor rango o puntaje de ingreso, en ocasiones con matices de resignación y
frustración (Rivas, 1995). Ejemplos de esta situación, se muestran en los estudios
realizados por Abancin & Strauss (2013a y 2013b).
Minoría de interesados por las carreras de ciencias
A pesar de la poca motivación por las carreras en el área, siempre surgen individuos
interesados en estudiar las ciencias, decantar este grupo resulta una tarea un tanto
compleja. En este sentido, con el tiempo y el transcurso de los lapsos académicos se
consolidan progresivamente los posibles candidatos a profesionales de ciencias. No
obstante, obtener un título académico en el área, requiere de un arduo trabajo y méritos
académicos suficientes que certifiquen las capacidades que se requieren para el ejercicio
de estas profesiones. Esto explica, en parte, la insuficiencia de estos profesionales en el
campo laboral, traduciéndose en un déficit y una sobre oferta de plazas de trabajo para
Innovando
P á g i n a 160 | 167
ISSN: 2600-5859
Vol. 5 No. 1.3, pp. 148– 167, marzo 2022
www.concienciadigital.org
los profesionales de ciencias, lo que irónicamente pudiera incrementar el desencanto para
aquellos que siguen la moda o las tendencias.
Déficit de profesionales de ciencias
El déficit de profesionales es un problema de vieja data dentro del campo laboral,
agravándose más ante la falta de personal cualificado para desenvolverse en alguna de las
tres facetas principales que revisten el desarrollo de las ciencias. Es frecuente
contrarrestar la insuficiencia de docentes de ciencias, contratando a estudiantes en
proceso de formación (no graduados), o profesionales en otras áreas de formación que
posean algún conocimiento con respecto al área de ciencias (e.g., ingenieros). En el
primer caso, es posible que los estudiantes no graduados no alcancen las competencias
básicas necesarias para el puesto y, además de ello, se encuentra latente la posibilidad de
que no culminen con éxitos sus estudios.
Esta solución paliativa bien puede aliviar la insuficiencia de profesores en la Educación
Media; sin embargo, lo que puede representar una solución a corto plazo para las
instituciones educativas, puede originar otro problema; ya que el empleo desacertado de
técnicas de enseñanza y aprendizaje puede traer como consecuencia la animadversión, el
desinterés y la falta de motivación por el estudio de estas profesiones.
Con respecto a los profesionales de otras áreas, aun cuando poseen ciertos conocimientos
del área de ciencias, precisan de una formación extra capaz de otorgarle saberes
especializados para el ejercicio de la profesión docente, indispensables en el background
de un profesional que se desempeñe bajo la figura de profesor. Al respecto Álvarez &
Valls (2019), consideran que la interdisciplinariedad del área hace que para los docentes
de la didáctica de las ciencias no sea suficiente con tener una buena formación científica
y en contenidos científicos; además, deben poseer formación proveniente de la filosofía
y de la historia de las ciencias; así como, estar familiarizados con aquellos recursos,
estrategias y habilidades que permitan la eficacia de los procesos de enseñanza y
aprendizaje, los cuales se adquieren a través de áreas como la psicología y la pedagogía.
Entonces, contrario a lo que se suele suponer, la labor docente requiere de unos
conocimientos y habilidades técnico-prácticas para lograr con éxito el proceso de la
enseñanza; ya que no resulta lo mismo saber que enseñar. Por ejemplo, un ingeniero
Innovando
P á g i n a 161 | 167
ISSN: 2600-5859
Vol. 5 No. 1.3, pp. 148– 167, marzo 2022
www.concienciadigital.org
puede saber matemática, pero esto por antonomasia no lo convierte un profesional
calificado para la enseñanza del área.
Por otro lado, para el desarrollo de las actividades académicas a nivel de Educación
Superior, es frecuente la constante búsqueda de profesionales que estén dispuestos a
impartir clases del área de ciencias. La solución es similar a la empleada en la Educación
Media, solo que en este caso se emplean individuos recién egresados de sus estudios de
pregrado, o profesionales de otras áreas del conocimiento. Las consecuencias de esta
solución alternativa apuntan en la misma dirección que las consideradas en párrafos ut
supra, pero en este caso, el daño en los estudiantes universitarios puede ser incalculable;
ello sin contar la pertinencia de los métodos de enseñanza empleados y la escasa o nula
actividad investigativa que soporta la docencia a nivel universitario. Además, esta
solución tiene fuertes limitaciones debido a que es solo aplicable para los cursos de los
niveles básicos; a niveles superiores, por el grado de exigencia, se necesitan profesionales
altamente calificados con aptitudes demostrables en docencia e investigación.
En cuanto a los profesionales de ciencias involucrados con la investigación, nos
encontramos con una comunidad aún más pequeña que la de los profesores, cuyo déficit
implica un constante problema dentro del área. Los profesionales de ciencias que desean
realizar actividades de investigación requieren de una adecuada formación académica,
derivada de años de estudios dedicados a la preparación académica a través de los
diferentes niveles de Educación Superior (pregrado y postgrado). Sin lugar a duda, esos
años de estudio a los que se hace mención, consolidan una o más líneas de investigación
que, que contribuyen a reforzar el área y al individuo con logros académicos, tales como:
trabajos de titulación de grado y posgrado, disertaciones, ponencias, artículos científicos
y/o libros, en los que se exponen y divulgan ideas y planteamientos de orden inédito.
Concretamente, los años de formación per se no son suficientes para convertirse en un
investigador exitoso; para ello se requiere de mucho trabajo extra, dedicación,
compromiso y creatividad para investigar, así como proponer, plantear y abordar
soluciones a problemas diversos. Al mismo tiempo, se precisa formar nuevas
generaciones de profesionales que continúen apoyando las líneas de investigación
existentes, o generen nuevas líneas, con miras a ampliar las fronteras del conocimiento.
Innovando
P á g i n a 162 | 167
ISSN: 2600-5859
Vol. 5 No. 1.3, pp. 148– 167, marzo 2022
www.concienciadigital.org
En este sentido, es común que la investigación científica se vea impulsada por
instituciones de Educación Superior.
En resumen, el déficit de profesionales en ciencias es alarmante. La situación se agrava
aún más, cuando la gran mayoría se dedica casi exclusivamente a la labor docente. Sin
embargo, no todo está perdido, aún hay un valioso grupo que se encuentra dedicado a la
investigación, así como aquellos que optan por realizar aplicaciones de sus hallazgos o
los de otros investigadores. Adicionalmente, existe un tercer grupo de profesionales
concentrados en actividades relacionadas directamente con industrias y/o empresas, y
distanciados de la docencia y la investigación, los cuales aportan con sus conocimientos
al desarrollo del aparato productivo y tecnológico de las naciones.
La figura1 ilustra de forma resumida la cadena de eventos e implicaciones existentes en
torno a la impopularidad de las ciencias, todas relacionadas con lo que posiblemente
sucede en torno al área académica circunscrita a esta.
Figura 1
Cadena de eventos en torno al área de ciencias
Innovando
P á g i n a 163 | 167
ISSN: 2600-5859
Vol. 5 No. 1.3, pp. 148– 167, marzo 2022
www.concienciadigital.org
Conclusiones
El bagaje de ideas esbozado a lo largo de esta investigación permite abrir un espacio para
la discusión y reflexión sobre aspectos y acontecimientos que subyacen dentro del ámbito
educativo, tales como: el primer contacto, el desconocimiento, el interés, el doble efecto
de la deseabilidad vocacional, la minoría y el déficit de profesionales en las ciencias, los
cuales influyen en la escasa o baja popularidad de las ciencias. Estos condicionantes, que
visiblemente desestiman la importancia de las ciencias frente a otras ramas del
conocimiento, son originados a lo largo del proceso de enseñanza y aprendizaje, en parte,
por el monolítico tradicionalismo que reviste el área, desde óptica educativa.
Principalmente se busca con esta discusión, que la enseñanza y aprendizaje de las ciencias
pueda darse desde la perspectiva del integracionismo colaborista, entendiendo que las
ciencias, como cualquier rama del saber, tiene su nivel de complejidad; pero también tiene
un sinnúmero de aplicaciones adicionales, a las que la simplista preconcepción, no tiene
acceso.
Por otra parte, comparados con otras profesiones, los profesionales en ciencias tienen una
desventaja adicional, no contemplada en investigaciones en el área. Aun cuando se
encuentran vinculados con su profesión desde cualquiera de las tres facetas descritas en
parágrafos anteriores, no logran presentar sus ramas del conocimiento desde la óptica de
las bondades, facilidades y privilegios. Esta falta de interés de los profesionales del área,
por demostrar la magnanimidad de las ciencias, abre la brecha para el desprestigio y el
descredito por parte de aquellos que no la conocen a profundidad, y, que tampoco están
vinculados con ella desde ningún punto de vista.
La vigencia de este ejercicio reflexivo estará demarcada por las adecuaciones que se
hagan en pro de mejorar las técnicas de enseñanza y aprendizaje de las ciencias, así como
las demostraciones de la ciencia en lo cotidiano, toda vez que nos encontramos en
presencia de una generación que, al encontrarse fuertemente influenciada por la
tecnología (nativos digitales), se resiste a aprender como históricamente lo hemos venido
haciendo. Se espera entonces un cambio de paradigma en el proceso de enseñanza y
aprendizaje de las ciencias mediante el cual se presente a las ciencias en forma atractiva
haciendo uso del lenguaje tecnológico. Esto ayudaría a entender y aceptar el papel
relevante e influyente que juegan las ciencias en los progresos tecnológicos, sociales y
Innovando
P á g i n a 164 | 167
ISSN: 2600-5859
Vol. 5 No. 1.3, pp. 148– 167, marzo 2022
www.concienciadigital.org
culturales Todo esto contribuirá a la captación de individuos para el estudio de las
ciencias, hecho que a futuro permitirá un abastecimiento significativo de profesionales
cualificados para cubrir la demanda constante dentro del campo laboral, dentro y fuera de
la academia.
Finalmente, es preciso tomar en cuenta que el proceso de enseñanza y aprendizaje de las
ciencias debe ser visto desde una perspectiva articulada e integracionista de contenidos
que prevean aspectos tales como la contextualización y la funcionalidad. Recordemos
que, muchas veces, durante el proceso de enseñanza y aprendizaje, resulta difícil salir del
contexto exclusivamente académico, y, colocar ejemplos y/o actividades útiles que
transciendan más allá de la barrera académica intramuros, pero es un esfuerzo que merece
la pena realizar
Referencias Bibliográficas
Abancin, R. & Strauss, V. (2013a). Trayectoria académica de los estudiantes de las
licenciaturas en matemáticas de la Universidad Simón Bolívar durante la última
década. En A. Ramírez e Y. Morales. (Eds.), Memorias. I CEMACYC (pp. 15021504). Red de Educación Matemática de América Central y El Caribe.
http://ciaemredumate.org/memorias-icemacyc/memorias_completo.html
Abancin, R. & Strauss, V. (2013b). Perfil e inclinación vocacional en matemáticas de los
estudiantes del Programa Ciclo de Iniciación Universitaria de la Universidad
Simón Bolívar. En A. Ramírez e Y. Morales. (Eds.), Memorias. I CEMACYC (pp.
1112-1125). Red de Educación Matemática de América Central y El Caribe.
http://ciaemredumate.org/memorias-icemacyc/memorias_completo.html
Alekseev, N. G., Leontovich, A. V., Obujov, A. S. & Fomina, L. F. (2002). El concepto
del desarrollo de las actividades de carácter investigativo con estudiantes.
Issledovatelskaya rabota shkolnikov (Actividades de carácter investigativo de
estudiantes), 1, 24-33.
Álvarez, J. & Valls, C. (2019). Didáctica de las ciencias, ¿de dónde venimos y hacia
dónde vamos? Universitas Tarraconensis. Revista de Ciències de l’Educació, 2,
5-19, https://raco.cat/index.php/UTE/article/view/369759.
Cabezas, E., Naranjo, D. & Torres, J. (2018). Introducción a la metodología de la
investigación científica. Universidad de las Fuerzas Armadas ESPE.
Campanario, J. & Moya, A. (1999). ¿Cómo enseñar ciencias? Principales tendencias y
propuestas. Enseñanza de las ciencias: revista de investigación y experiencias
didácticas, 17(2), 179-192.
https://raco.cat/index.php/Ensenanza/article/view/21572.
Innovando
P á g i n a 165 | 167
ISSN: 2600-5859
Vol. 5 No. 1.3, pp. 148– 167, marzo 2022
www.concienciadigital.org
Chvanova, A. & Garbín, S. (2017). La formación matemática y la resolución de
“problemas para investigar”: Una aproximación según el enfoque integral de Ken
Wilber.
Revista
Paradigma,
38(1),
353–379.
DOI:
10.37618/PARADIGMA.1011-2251. 2017.p353–379.id 614.
Flórez, E. & González, M. (2021). Diseño de unidades didácticas mediante el aprendizaje
basado en problemas para la enseñanza de las ciencias. Revista Científica, 41(2),
134-149. https://doi.org/10.14483/23448350.17472.
Hammer, D. (1994). Epistemological beliefs in introductory physics. Cognition and
instruction, 12, 151-183.
Hodson, D. (1994). Hacia un enfoque más crítico del trabajo de laboratorio, Enseñanza
de las Ciencias, 12, 299-313.
Justi, R. (2006). La enseñanza de las ciencias basada en la elaboración de modelos.
Enseñanza de las ciencias, 24(2), 173-184.
Martín, M. (2002). Enseñanza de las ciencias ¿Para qué? Revista Electrónica de
Enseñanza de las Ciencias, 1(2), 57-63.
http://reec.uvigo.es/volumenes/volumen1/REEC_1_2_1.pdf.
Martínez, G., Cervantes. & Jiménez, L. (2021). Experiences of Mexican teenage students
when choosing a math degree: A mathematical narrative identity study.
Uniciencia, 35(1), 245-264. DOI: http://dx.doi.org/10.15359/ru.35-1.15.
Pozo, J. (1999). Sobre las relaciones entre el conocimiento cotidiano de los alumnos y el
conocimiento científico: del cambio conceptual a la integración jerárquica.
Enseñanza de las Ciencias, número extra, 15-29.
Rivas, F. (1995). Manual de asesoramiento y orientación vocacional. Síntesis.
Rojas, M. (2015). Tipos de Investigación científica: una simplificación de la complicada
incoherente nomenclatura y clasificación. REDVET. Revista Electrónica de
Veterinaria, 16(1), 1-14. https://www.redalyc.org/articulo.oa?id=63638739004.
Sandoval, C. (1996). Investigación cualitativa. Instituto Colombiano para el Fomento de
la Educación Superior. Bogotá, Colombia.
Sgibnev, A.I. (2013). Problemas de carácter investigativo para principiantes. Moskovski
centr neprerivnogo obrazovaniya (Centro de educación continua de Moscú),
Moscú, Rusia.
Innovando
P á g i n a 166 | 167
ISSN: 2600-5859
Vol. 5 No. 1.3, pp. 148– 167, marzo 2022
www.concienciadigital.org
El artículo que se publica es de exclusiva responsabilidad de los autores y no
necesariamente reflejan el pensamiento de la Revista Conciencia Digital.
El artículo queda en propiedad de la revista y, por tanto, su publicación parcial y/o total
en otro medio tiene que ser autorizado por el director de la Revista Conciencia Digital.
Innovando
P á g i n a 167 | 167
|
|
https://openalex.org/W2732932618
|
https://bmcanesthesiol.biomedcentral.com/track/pdf/10.1186/s12871-017-0379-2
|
English
| null |
Case report: anaesthetic management of radical gastrectomy for gastric cancer associated with anti-N-methyl-D-aspartate receptor encephalitis
|
BMC anesthesiology
| 2,017
|
cc-by
| 4,313
|
Open Access © The Author(s). 2017 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0
International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and
reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to
the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver
(http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. Abstract Background: Anti-N-methyl-D-aspartate receptor (NMDAR) encephalitis is a rare neurological disorder that is
caused by the production of antibodies against NMDARs. As many anaesthetic drugs interact with NMDARs
and may worsen the disease and because the disease poses risks, such as cardiovascular events, hyperthermia
and respiratory insufficiency, while under anaesthesia, administering anaesthesia to patients with this disorder
is clinically challenging. Case presentation: A 55-year-old man with gastric cancer associated with anti-NMDAR encephalitis who was
diagnosed 8 months prior was admitted to Peking University Cancer Hospital for tumour resection. Before surgery, the
patient’s symptoms had been successfully controlled via aggressive immunotherapy. Radical gastrectomy was
performed under general anaesthesia induced with remifentanil, propofol, and cisatracurium and maintained
with sevoflurane and remifentanil. The patient had a favourable recovery without any adverse symptoms or
post-operative complications. Conclusions: Adequate preparation for surgery is essential for the anaesthetic management of patients with
anti-NMDAR encephalitis. These rare patients may benefit from general anaesthesia induced using remifentanil,
propofol and cisatracurium and maintained using sevoflurane and remifentanil. Additionally, the use of NMDA
antagonists, such as ketamine, nitrous oxide and tramadol, should be avoided. Keywords: Case report, Anaesthetic management, Anti-N-methyl-D-aspartate receptor encephalitis, Gastric cancer that tumour resection in combination with aggressive
immunotherapy (corticosteroids and/or immunoglobulin
i.v.) can facilitate earlier functional recovery [6–8], but
associated with a high rate of recurrence and mortality
[9, 10]. Moreover, the interactions of various anaesthetic
drugs with NMDARs may aggravate this disease and
lead to increased risk with respect to general anaesthesia
for tumour resection, such as cardiovascular events,
hyperthermia and respiratory insufficiency; this risk
poses a novel challenge for anaesthetic management
during surgical procedures. This report provides the first
description of anaesthetic management in a male patient
with anti-NMDAR encephalitis who presented with
gastric cancer. We discuss the specific considerations
and certain principles related to the planning of general Case report: anaesthetic management of
radical gastrectomy for gastric cancer
associated with anti-N-methyl-D-aspartate
receptor encephalitis Case report: anaesthetic management of
radical gastrectomy for gastric cancer
associated with anti-N-methyl-D-aspartate
receptor encephalitis Lei Ding1, Hongyu Tan1*
, Ziyu Li2, Jiafu Ji2 and Xuejun Song1 Lei Ding1, Hongyu Tan1*
, Ziyu Li2, Jiafu Ji2 and Xuejun Song1 * Correspondence: hongyutan0062@sina.com
1Key laboratory of Carcinogenesis and Translational Research (Ministry of
Education/Beijing), Department of Anaesthesiology, Peking University Cancer
Hospital & Institute, Beijing 100142, China
Full list of author information is available at the end of the article Ding et al. BMC Anesthesiology (2017) 17:90
DOI 10.1186/s12871-017-0379-2 Ding et al. BMC Anesthesiology (2017) 17:90
DOI 10.1186/s12871-017-0379-2 Background Anti-N-methyl-D-aspartate receptor (NMDAR) enceph-
alitis
is
recognized
as
a
rare
autoimmune-induced
disorder in which autoantibodies generated in the body
bind NMDA receptors in the brain, causing a series of
neurological dysfunctions, such as psychosis, involuntary
movements,
autonomic
nervous
instability,
central
hypoventilation, seizure and hyperthermia [1–3]. Studies
have demonstrated that these disorders commonly affect
females in association with the presence of a mature
NMDAR ovarian teratoma [2, 4, 5]. It has been reported * Correspondence: hongyutan0062@sina.com
1Key laboratory of Carcinogenesis and Translational Research (Ministry of
Education/Beijing), Department of Anaesthesiology, Peking University Cancer
Hospital & Institute, Beijing 100142, China
Full list of author information is available at the end of the article Page 2 of 5 Ding et al. BMC Anesthesiology (2017) 17:90 (1 L·min−1), air (1 L·min−1), sevoflurane (1.5–2.0%) and
remifentanil (0.3 μg·kg−1·min−1). Neuromuscular blockade
was maintained with intermittent cisatracurium. The
monitored parameters included ECG, ABP, capnography,
pulse oximetry and the bispectral index (BIS). The
patient’s intraoperative systolic blood pressure was
100–135 mmHg, his heart rate was 60–80 beats·min−1
and his BIS was 40–60. Surgery was completed without
any complications. The durations of surgery and anaesthe-
sia were 2 h 22 min and 3 h 18 min, respectively. Intraop-
eratively, total blood loss was 80 ml, urine output was
200 ml, and total infusion volume was 1600 ml. The
patient was then transferred to the ICU with a tracheal
tube and mechanical ventilation, administered a low dose
of propofol for sedation and monitored closely. Consider-
ing that the patient was in convalescence from anti-
NMDAR encephalitis, the neurologist suggested that there
was no need to use corticosteroids or immunoglobulin. The patient was stable and successfully extubated two
days
after
surgery. No
evidence
of
post-operative
complications or worsened neurological symptoms were
observed. With an uneventful recovery and disappearance
of the quiver, the patient was discharged on the 26th post-
operative day after the risk of recurrence of anti-NMDAR
encephalitis was evaluated. At the 2-month follow-up, he
was symptom-free and exhibited no signs of any post-
operative complications. anaesthesia for the population of patients with anti-
NMDAR encephalitis. Case presentation The subject was a 55-year-old man (162 cm, 64 kg) with
a 5-year history of stomach-ache that had worsened
during the prior year. He also complained of hypologia,
depression, insomnia and hypomnesis during the previ-
ous 2 years. Eight months prior to surgery at our hos-
pital, he was admitted to Peking Union Medical College
Hospital for medical evaluation immediately after he
developed left upper limb twitching. Cerebrospinal
fluid analysis revealed the following: cells 280 × 106 L−1
(normal values 0–8 × 106 L−1); lymphocyte 75% (normal
values 49–73%); neutrophil 24% (normal values 0–2%);
glucose 2.9 mmol·L−1 (normal values 2.8–4.5 mmol·L−1);
protein 0.8 g·L−1 (normal values 0.1–0.4 g·L−1); IgG
61.30 mg·L−1 (normal values 10.00–40.00 mg·L−1); and
positive antigen-specific oligoclonal bands and NMDAR
antibody. Tests for paraneoplastic antibodies, including
Hu, Yo, Ri, amphiphysin, CV2 and Ma2, were all negative. A previous PET scan and electronic gastroscopy did not
show obvious lesions. The patient was diagnosed with
anti-NMDAR encephalitis and treated with intravenous
methylprednisolone and immunoglobulin for 8 days,
followed by oral prednisone for 2 months. Eventually, his
symptoms gradually improved. Two months later, gastros-
copy and pathology revealed a malignant lesion in the
gastric fundus and cardia (0.6 × 0.7 cm2). Based on previ-
ous reports, a neurologist suggested that the perioperative
risk for this patient with anti-NMDAR encephalitis was
extremely high if the patient underwent gastric cancer sur-
gery, even if this surgery occurred during the recovery
period, and recommended that the surgery be performed
in our hospital—one of the most advanced and authorita-
tive hospitals on gastric cancer surgery in China—by an
experienced perioperative medical management team. Discussion inhibition of the NMDA pathway and worsen the clinical
presentation of anti-NMDAR encephalitis. However, in
most cases, a detailed anaesthetic procedure was not pro-
vided, and the post-operative course was not described. Therefore, the choice of anaesthetics for patients with
anti-NMDAR encephalitis requires additional study. Furthermore, due to the complex condition of patients
with anti-NMDAR encephalitis, including high fever, auto-
nomic dysfunction, and central ventilation dysfunction,
attention should be paid to adverse reactions, such as car-
diovascular events, hyperthermia, respiratory insufficiency
and delayed (or difficult) extubation, during the induction
and maintenance of general anaesthesia and after surgery. Anaesthesiologists should also be prepared for PSH, which
is frequently observed in combination with this disorder. The readily available vasopressors, beta-blockers, anti-
hypertensives, and anti-cholinergics during a case are pru-
dent to ensure that any autonomic instability can be dealt
with in a timely manner. Because PSH has been described
in patients suffering from severe traumatic brain injury,
the management principles for PSH should be followed
for anti-NMDAR encephalitis patients [31, 32]. Patients undergoing surgical resection of tumours
commonly require general anaesthesia. However, anti-
NMDAR encephalitis presents anaesthesiologists with
many risks and challenges. First, many anaesthetic drugs inhibit NMDAR and can
therefore induce the same symptoms as those observed
in anti-NMDAR encephalitis [13, 18]. N2O reduces
NMDAR-mediated excitatory currents in the basolateral
amygdala, an area associated with anaesthesia-induced
amnesia and the formation of aversive memories, fear,
and addictive behaviour [19]. Ketamine is a well-known
NMDAR antagonist that inhibits glutamate-triggered
calcium influx [20]. The effects of certain anaesthetic
drugs on NMDARs remain unclear. Research has demon-
strated that halogenated anaesthetics, such as sevoflurane,
inhibit
NMDA-gated
currents
and
NMDA-induced
mitochondrial membrane depolarization; however, their
enhancing effects on GABA receptors may be dominant
and may blunt the autonomic hyperactivity observed in
patients with anti-NMDAR encephalitis [1, 21–25]. Propofol acts by enhancing GABAergic transmission
and may also inhibit NMDARs in vitro [4, 26, 27]; how-
ever, the clinical relevance of this inhibition has not
been established. Moreover, drugs that primarily act on
GABA receptors, including pentobarbital, diazepam,
and midazolam, may also have indirect interactions
with NMDARs. Sufentanil and cisatracurium appear to
have no significant effects on NMDARs [28]. The conditions of cases reported by Chen W et al. [29]
and Lapedbie et al. [30] all deteriorated to some degree
after anaesthesia, although all cases ultimately survived. Discussion Anti-NMDAR encephalitis was first identified as a type
of autoimmune limbic encephalitis in 2007. This disease
has been commonly associated with malignancies such
as germ cell tumours of ovarian teratomas and breast
cancer but rarely gastric cancer, with unclear aetiology
and incidence [2, 6–8, 11, 12]. Although there are several
case reports on the anaesthetic management of anti-
NMDAR encephalitis associated with ovarian teratomas,
this report is the first description of the anaesthetic
management of a patient with gastric cancer that led to
this condition. Radical gastrectomy was scheduled after the adminis-
tration of chemotherapy for 4 months. Prior to surgery,
the patient still exhibited a slight but very rare quiver in
the left upper limb, but blood tests were all negative for
NMDAR antibodies. Therefore, the patient was consid-
ered to be in convalescence. Dexamethasone (10 mg)
was administered as a pre-anaesthetic medication. Upon
the patient’s arrival to the operating room, invasive blood
pressure monitoring was established. The patient’s blood
pressure was 150/75 mmHg, his heart rate was 90
beats·min−1, and his arterial oxygen saturation was
97% when breathing room air. To ensure stable vital
signs, vasopressors, beta blockers, anti-hypertensives and
anti-cholinergics were readily available. General anaesthe-
sia was intravenously induced with remifentanil (100 μg),
cisatracurium (20 mg) and propofol (150 mg) to facilitate
tracheal intubation and was maintained with oxygen Anti-NMDAR encephalitis is classified as a paraneo-
plastic syndrome and involves the production of auto-
antibodies against NMDARs induced by nerve tissue
containing the NMDAR subunits in the tumour [2, 13]. Dysregulation of NMDARs has been linked to schizophre-
nia, Alzheimer’s disease and Parkinson’s disease [14, 15]. Inactivation of inhibitory gamma-amino butyric acid
(GABA)-ergic interneurons, which express high concen-
trations of NMDARs, also plays a key role in the patho-
physiology of this disease [13]. Clinical manifestations
during the early stage are characterized by psychiatric
symptoms. Late stages are often accompanied by par-
oxysmal sympathetic hyperactivity (PSH) that includes Page 3 of 5 Page 3 of 5 Ding et al. BMC Anesthesiology (2017) 17:90 hyperthermia, tachycardia or hypertension, hypoventilation,
and motor or complex seizures [13, 16, 17]. Various treat-
ment modalities, including first-line immunotherapy (corti-
costeroids and/or IV Ig and/or plasma exchange) and the
early removal of an underlying tumour, may be associated
with a good prognosis. However, recovery may require
3–4 months of hospitalization followed by several
months of rehabilitation. Moreover, 12% of patients
relapse [9, 10]. Discussion In
another hospital, 3 patients with similar conditions who
recovered after immunotherapy unfortunately relapsed
several days after anaesthesia for ovarian teratoma resec-
tion and did not survive to discharge (not reported). This
outcome suggests that certain forms of anaesthesia may
play significant roles in inducing recurrence and death
among patients with anti-NMDAR encephalitis. In our patient, we used remifentanil, cisatracurium
and propofol to induce anaesthesia and sevoflurane,
remifentanil and cisatracurium for maintenance. Vaso-
pressors,
beta-blockers,
anti-hypertensives
and
anti-
cholinergics were readily available. As Lapebie et al. [30]
reported a case who was administered sevoflurane and
propofol during the operation and a high dose of propofol
for post-surgery sedation. We hypothesized that his deteri-
oration after surgery may have been attributed not only to
the combination of sevoflurane and propofol but also to
the high dose of propofol. Thus, we used a low dose of
propofol only during induction and chose sevoflurane as
the single anaesthetic during maintenance. All medica-
tions were given at the minimum effective dose and
stopped as soon as the operation was completed to reduce
potential reactions with NMDARs. As mentioned above,
patients with anti-NMDAR encephalitis may also exhibit
autonomic dysfunction and central ventilation dys-
function, and some anaesthetic drugs may induce or
aggravate cardiovascular events, respiratory insufficiency
and delayed (or difficult) extubation. Several cases deterio-
rated after extended periods of time following surgery. Therefore, when administering anaesthesia to patients
with anti-NMDAR encephalitis, it is wise to avoid the
use of drugs that act via NMDARs, including ketamine,
N2O and tramadol. Medications that indirectly interact
with NMDARs can still be considered for use. Several
important medications, including fentanyl, sufentanil,
remifentanil, propofol, sevoflurane, isoflurane, desflur-
ane, vecuronium, rocuronium and cisatracurium, have
been well tolerated during surgery in certain reported
cases. Chen W et al. [29] reported three cases that
underwent anaesthesia for ovarian teratoma resection
with midazolam, fentanyl, propofol and rocuronium for
induction and sevoflurane, fentanyl and rocuronium for
maintenance. All patients survived the surgery and were
discharged with mild psychiatric symptoms. Lapebie
et al. [30] hypothesized that anaesthesia using both pro-
pofol
and
sevoflurane
simultaneously
may
facilitate Ding et al. BMC Anesthesiology (2017) 17:90 Page 4 of 5 Page 4 of 5 Ding et al. Ethics approval and consent to participate Ethics approval and consent to participate
Not applicable. Ethics approval and consent to participate Funding Not applicable. Received: 23 December 2016 Accepted: 14 June 2017 Received: 23 December 2016 Accepted: 14 June 2017 Competing interests
Th
h
d
l
h Competing interests
The authors declare that they have no conflicts of interest to disclose. Discussion BMC Anesthesiology (2017) 17:90 Page 4 of 5 Early extubation without adequate time of observation,
assessment or medication in some cases may induce or
worsen cardiovascular events or result in reintubation if
the patient relapsed. To ensure adequate time to nurse
and monitor the patient and to provide safe and stable
post-operative recovery, we kept the patient intubated and
sedated with a low dose of propofol, as propofol is a
short-acting drug that may not affect NMDARs suffi-
ciently to worsen neurologic symptoms. The patient was
extubated after observation for one day, and we ensured
there was no sign of deterioration or dysfunction of spon-
taneous breathing. In the report by Chen W et al. [29], the
three patients were extubated on the 1st, 5th and 90th day
and discharged on the 3rd, 5th and 8th week, respectively,
after surgery, depending on the status of anti-NMDAR
encephalitis. However, all patients developed obvious
neurological and psychiatric symptoms and received
immunoglobulin after surgery. By contrast, our patient
was extubated and discharged early and recovered well
without any neurologic symptoms, recurrence or worsen-
ing post-surgery, even in the absence of immunotherapy
after surgery. We suspect that this result may be attributed
to the reasonable management of anaesthesia (without
midazolam) and the effective control of his disease prior
to surgery. Availability of data and materials The datasets supporting the conclusions of this article are available in the
case repository of Peking University Cancer Hospital & Institute. Because the
medical records include identifying/confidential patient data, we cannot
deposit datasets in publicly available repositories. Author details
1 In this case report, we present successful anaesthetic
management of radical gastrectomy for gastric cancer
associated with anti-NMDAR encephalitis and highlight
specific aspects of anaesthetic management for this rare
type of encephalitis. For patients with this encephalitis,
NMDA antagonists, such as ketamine, nitrous oxide and
tramadol, should be avoided, whereas benzodiazepines,
opioids, muscle relaxants and curares, which have been
demonstrated to have no significant effects on the
NMDA pathway, are preferred. Medications that have
indirect interactions with NMDARs can be considered
but should be used with caution. Finally, adequate prep-
aration, including ensuring the availability of vasoactive
agents and monitoring throughout the perioperative
period, particularly after surgery, is of vital importance. 1Key laboratory of Carcinogenesis and Translational Research (Ministry of
Education/Beijing), Department of Anaesthesiology, Peking University Cancer
Hospital & Institute, Beijing 100142, China. 2Key laboratory of Carcinogenesis
and Translational Research (Ministry of Education/Beijing), Department of
Gastrointestinal Surgery, Peking University Cancer Hospital & Institute, Beijing
100142, China. 1Key laboratory of Carcinogenesis and Translational Research (Ministry of
Education/Beijing), Department of Anaesthesiology, Peking University Cancer
Hospital & Institute, Beijing 100142, China. 2Key laboratory of Carcinogenesis and Translational Research (Ministry of Education/Beijing), Department of
Gastrointestinal Surgery, Peking University Cancer Hospital & Institute, Beijing
100142, China. Abbreviations
BIS: Bispectral index; GABA: Gamma amino acid butyric acid; NMDAR: N-methyl-
D-aspartate receptor; PSH: Paroxysmal sympathetic hyperactivity Publisher’s Note Springer Nature remains neutral with regard to jurisdictional claims in
published maps and institutional affiliations. Acknowledgements We thank all the doctors and nurses of Peking University Cancer Hospital &
Institute who assisted with the anaesthesia and post-operative care of the
case patient. References 1. Pryzbylkowski PG, Dunkman WJ, Liu R, Chen L. Case report: anti-N-methyl-D-
aspartate receptor encephalitis and its anesthetic implications. Anesth
Analg. 2011;113:1188–91. 2. Dalmau J, Gleichman AJ, Hughes EG, Rossi JE, Peng X, Lai M, et al. Anti-
NMDA-receptor encephalitis: case series and analysis of the effects of
antibodies. Lancet Neurol. 2008;7:1091–8. 2. Dalmau J, Gleichman AJ, Hughes EG, Rossi JE, Peng X, Lai M, et al. Anti-
NMDA-receptor encephalitis: case series and analysis of the effects of
antibodies. Lancet Neurol. 2008;7:1091–8. 3. Sansing LH, Tuzun E, Ko MW, Baccon J, Lynch DR, Dalmau J. A patient with
encephalitis associated with NMDA receptor antibodies. Nat Clin Pract
Neurol. 2007;3:291–6. There is scarce literature to date describing anaes-
thetic management for patients with anti-NMDAR
encephalitis, and further investigations are necessary to
develop detailed guidelines for anaesthesiologists to assess
surgery-related risk factors of anti-NMDAR encephalitis
and to develop a stable perioperative anaesthetic plan for
patients with this condition. 4. Kawano H, Hamaguchi E, Kawahito S, Tsutsumi YM, Tanaka K, Kitahata H,
et al. Anaesthesia for a patient with paraneoplastic limbic encephalitis with
ovarian teratoma: relationship to anti-N-methyl-D-aspartate receptor
antibodies. Anaesthesia. 2011;66:515–8. 5. Kamei S, Kuzuhara S, Ishihara M, Morita A, Taira N, Togo M, et al. Nationwide
survey of acute juvenile female non-herpetic encephalitis in Japan:
relationship to anti-N-methyl-D-aspartate receptor encephalitis. Intern Med. 2009;48:673–9. 6. Iizuka T, Sakai F, Ide T, Monzen T, Yoshii S, Iigaya M, et al. Anti-NMDA
receptor encephalitis in Japan: long-term outcome without tumour
removal. Neurology. 2008;70:504–11. Authors’ contributions LD contributed to the collection of data and writing of the manuscript. HT
contributed to the collection of data and anaesthesia administration. ZL and
JJ performed the surgery. XS contributed to revising the manuscript. All
authors read and approved the final manuscript. Consent for publication Written informed consent was obtained from the patient for publication of
this case report. A copy of the written consent is available for review by the
Editor of this journal. Abbreviations
BIS Bi
t l i d 7. Dalmau J, Tuzun E, Wu HY, Masjuan J, Rossi JE, Voloschin A, et al. Paraneoplastic anti-N-methyl-D-aspartate receptor encephalitis associated
with ovarian teratoma. Ann Neurol. 2007;61:25–36. Page 5 of 5 Page 5 of 5 Ding et al. BMC Anesthesiology (2017) 17:90 Ding et al. BMC Anesthesiology (2017) 17:90 8. Pascual-Ramirez J, Munoz-Torrero JJ, Bacci L, Trujillo SG, Garcia-Serrano
N. Anesthetic management of ovarian teratoma excision associated
with anti-N-methyl-D-aspartate receptor encephalitis. Int J Gynaecol
Obstet. 2011;115:291–2. 8. Pascual-Ramirez J, Munoz-Torrero JJ, Bacci L, Trujillo SG, Garcia-Serrano
N. Anesthetic management of ovarian teratoma excision associated
with anti-N-methyl-D-aspartate receptor encephalitis. Int J Gynaecol
Obstet. 2011;115:291–2. 8. Pascual-Ramirez J, Munoz-Torrero JJ, Bacci L, Trujillo SG, Garcia-Serrano
N. Anesthetic management of ovarian teratoma excision associated
with anti-N-methyl-D-aspartate receptor encephalitis. Int J Gynaecol
Obstet. 2011;115:291–2. 9. McKeon A. The importance of early and sustained treatment of a common
autoimmune encephalitis. Lancet Neurol. 2013;12:123–5. 9. McKeon A. The importance of early and sustained treatment of a common
autoimmune encephalitis. Lancet Neurol. 2013;12:123–5. 9. McKeon A. The importance of early and sustained treatment of a common
autoimmune encephalitis. Lancet Neurol. 2013;12:123–5. 10. Titulaer MJ, McCracken L, Gabilondo I, Armangue T, Glaser C, Iizuka T, et al. Treatment and prognostic factors for long-term outcome in patients with
anti-NMDA receptor encephalitis: an observational cohort study. Lancet
Neurol. 2013;12:157–65. 11. Vitaliani R, Mason W, Ances B, Zwerdling T, Jiang Z, Dalmau J. Paraneoplastic encephalitis, psychiatric symptoms, and hypoventilation in
ovarian teratoma. Ann Neurol. 2005;58:594–604. 12. Gultekin SH, Rosenfeld MR, Voltz R, Eichen J, Posner JB, Dalmau J. Paraneoplastic limbic encephalitis: neurological symptoms, immunological
findings and tumour association in 50 patients. Brain. 2000;123:1481–94. 13. Dalmau J, Lancaster E, Martinez-Hernandez E, Rosenfeld MR, Balice-Gordon
R. Clinical experience and laboratory investigations in patients with anti-
NMDAR encephalitis. Lancet Neurol. 2011;10:63–74. 14. Mony L, Kew JN, Gunthorpe MJ, Paoletti P. Allosteric modulators of NR2B-
containing NMDA receptors: molecular mechanisms and therapeutic
potential. Br J Pharmacol. 2009;157:1301–17. 15. Hughes EG, Peng X, Gleichman AJ, Lai M, Zhou L, Tsou R, et al. Cellular and
synaptic mechanisms of anti-NMDA receptor encephalitis. J Neurosci. 2010;
30:5866–75. 16. Pruss H, Dalmau J, Harms L, Holtje M, Ahnert-Hilger G, Borowski K, et al. Retrospective analysis of NMDA receptor antibodies in encephalitis of
unknown origin. Neurology. 2010;75:1735–9. 17. Granerod J, Ambrose HE, Davies NW, Clewley JP, Walsh AL, Morgan D, et al. 31.
Perkes I, Baguley IJ, Nott MT, Menon DK. A review of paroxysmal
sympathetic hyperactivity after acquired brain injury. Ann Neurol. 2010;
68:126–35. 32.
Bower RS, Sunnarborg R, Rabinstein AA, Wijdicks EF. Paroxysmal
sympathetic hyperactivity after traumatic brain injury. Neurocrit Care.
2010;13:233–4. Abbreviations
BIS Bi
t l i d Causes of encephalitis and differences in their clinical presentations in
England: a multicentre, population-based prospective study. Lancet Infect
Dis. 2010;10:835–44. 18. Dilger JP. The effects of general anaesthetics on ligand-gated ion channels. Br J Anaesth. 2002;89:41–51. 19. Ranft A, Kurz J, Becker K, Dodt HU, Zieglgansberger W, Rammes G,
et al. Nitrous oxide (N2O) pre- and postsynaptically attenuates NMDA
receptor-mediated neurotransmission in the amygdala. Neuropharmacology. 2007;52:716–23. 20. Weiner AL, Vieira L, McKay CA, Bayer MJ. Ketamine abusers presenting to
the emergency department: a case series. J Emerg Med. 2000;18:447–51. 21. Martin DC, Plagenhoef M, Abraham J, Dennison RL, Aronstam RS. Volatile
anesthetics and glutamate activation of N-methyl-D-aspartate receptors. Biochem Pharmacol. 1995;49:809–17. 22. Hollmann MW, Liu HT, Hoenemann CW, Liu WH, Durieux ME. Modulation of
NMDA receptor function by ketamine and magnesium. Part II: interactions
with volatile anesthetics. Anesth Analg. 2001;92:1182–91. 23. Solt K, Eger EI, Raines DE. Differential modulation of human N-methyl-D-
aspartate receptors by structurally diverse general anesthetics. Anesth
Analg. 2006;102:1407–11. 23. Solt K, Eger EI, Raines DE. Differential modulation of human N-methyl-D-
aspartate receptors by structurally diverse general anesthetics. Anesth
Analg. 2006;102:1407–11. 24. Criswell HE, Ming Z, Pleasant N, Griffith BL, Mueller RA, Breese GR. Macrokinetic analysis of blockade of NMDA-gated currents by substituted
alcohols, alkanes and ethers. Brain Res. 2004;1015:107–13. 24. Criswell HE, Ming Z, Pleasant N, Griffith BL, Mueller RA, Breese GR. Macrokinetic analysis of blockade of NMDA-gated currents by substituted
alcohols, alkanes and ethers. Brain Res. 2004;1015:107–13. 25. Fodale V, Santamaria LB. In clinical practice, coadministration of sevoflurane
or propofol could antagonize remifentanil stimulation of N-methyl-D-
aspartate receptors. Anesthesiology. 2005;102:695–6. 25. Fodale V, Santamaria LB. In clinical practice, coadministration of sevoflurane
or propofol could antagonize remifentanil stimulation of N-methyl-D-
aspartate receptors. Anesthesiology. 2005;102:695–6. 26. Kingston S, Mao L, Yang L, Arora A, Fibuch EE, Wang JQ. Propofol inhibits
phosphorylation of N-methyl-D-aspartate receptor NR1 subunits in neurons. Anesthesiology. 2006;104:763–9. Ding et al. BMC Anesthesiology (2017) 17:90 31.
Perkes I, Baguley IJ, Nott MT, Menon DK. A review of paroxysmal
sympathetic hyperactivity after acquired brain injury. Ann Neurol. 2010;
68:126–35.
32.
Bower RS, Sunnarborg R, Rabinstein AA, Wijdicks EF. Paroxysmal
sympathetic hyperactivity after traumatic brain injury. Neurocrit Care.
2010;13:233–4. Abbreviations
BIS Bi
t l i d • We accept pre-submission inquiries
• Our selector tool helps you to find the most relevant journal
• We provide round the clock customer support
• Convenient online submission
• Thorough peer review
• Inclusion in PubMed and all major indexing services
• Maximum visibility for your research
Submit your manuscript at
www.biomedcentral.com/submit
Submit your next manuscript to BioMed Central
and we will help you at every step: Submit your next manuscript to BioMed Central
and we will help you at every step: Submit your next manuscript to BioMed Central
and we will help you at every step: • We accept pre-submission inquiries
• Our selector tool helps you to find the most relevant journal
• We provide round the clock customer support
• Convenient online submission
• Thorough peer review
• Inclusion in PubMed and all major indexing services
• Maximum visibility for your research
Submit your manuscript at
www.biomedcentral.com/submit
Submit your next manuscript to BioMed Central
and we will help you at every step: 27. Orser BA, Bertlik M, Wang LY, MacDonald JF. Inhibition by propofol (2,6
di-isopropylphenol) of the N-methyl-D-aspartate subtype of glutamate
receptor in cultured hippocampal neurones. Br J Pharmacol. 1995;116:
1761–8. 28. Sato Y, Kobayashi E, Murayama T, Mishina M, Seo N. Effect of N-methyl-D-
aspartate receptor epsilon1 subunit gene disruption of the action of general
anesthetic drugs in mice. Anesthesiology. 2005;102:557–61. 29. Chen W, Sang N, Luo A, et al. Anesthetic management for ovarian
cystectomy in patients with anti-N-methyl-D-aspartate receptor encephalitis
undergoing general anesthesia. Chin J Anesthesiol. 2014;34(9):1069–72. 30. Lapebie FX, Kennel C, Magy L, Projetti F, Honnorat J, Pichon N, et al. Potential side effect of propofol and sevoflurane for anesthesia of
anti-NMDA-R encephalitis. BMC Anesthesiol. 2014;14:5. 30. Lapebie FX, Kennel C, Magy L, Projetti F, Honnorat J, Pichon N, et al. Potential side effect of propofol and sevoflurane for anesthesia of
anti-NMDA-R encephalitis. BMC Anesthesiol. 2014;14:5.
|
https://openalex.org/W3123638574
|
https://www.dora.lib4ri.ch/empa/islandora/object/empa%3A24793/datastream/PDF/De_Luca-2021-Microstructure_and_defects_in_a-%28published_version%29.pdf
|
English
| null |
Microstructure and defects in a Ni-Cr-Al-Ti γ/γ’ model superalloy processed by laser powder bed fusion
|
Materials & design
| 2,021
|
cc-by
| 15,274
|
⁎ Corresponding authors.
E-mail addresses: anthony.deluca@empa.ch (A. De Luca),
christoph.kenel@northwestern.edu (C. Kenel).
1 both authors contributed equally to this work. Materials and Design journal homepage: www.elsevier.com/locate/matdes H I G H L I G H T S a b s t r a c t • Solidification and liquation cracking are
eliminated in a model Ni-Cr-Al-Ti alloy. • Ductility-dip cracking of high-angle-
grain-boundaries
is
the
active
mechanism. • The inherent weakness of grain bound-
aries in Nickel superalloys is evidenced. • Trace O in the powder lead to the in-situ
formation of Al2O3 oxide dispersoids. • Trace O in the powder lead to the in-situ
formation of Al2O3 oxide dispersoids. a b s t r a c t a b s t r a c t Article history:
Received 14 September 2020
Received in revised form 14 January 2021
Accepted 24 January 2021
Available online 28 January 2021
Keywords:
Additive manufacturing
Laser powder bed fusion
Nickel superalloy
Cracking mechanism Article history:
Received 14 September 2020
Received in revised form 14 January 2021
Accepted 24 January 2021
Available online 28 January 2021 Additive manufacturing (AM) of non-weldable high-γ’ Ni base superalloys is challenging due to various issues,
but notably because of their inherent cracking propensity. Typically, the segregation of melting point-
depressant elements to grain boundaries (GB) drastically increases the solidification interval, allowing the high
processing-induced stresses in the parts to pull apart the liquid film at GBs. To achieve a better understanding
of the consolidation process of nickel superalloys as well as the origin of defects and cracks, a simplified model
γ/γ’-strengthened Ni-Cr-Al-Ti alloy with reduced solidification interval, related to the commercial CM247LC
alloy, is investigated under a large parameter survey. The consolidation behavior is typical of nickel superalloys
produced by AM, with the optimal condition being a compromise between cracking and porosity. The cracking
mechanism is, however, changed to solid-state cracking, localized at high-angle GBs, and likely due to the lack
of GB strengthening phases and the inherently low strength of this simplified alloy. Transmission electron mi-
croscopy and atom probe tomography reveal elemental segregation of Ti, and to a lower extent Cr and Al, to
the solidification cell boundaries, in agreement with Calphad calculations. No γ’ precipitates are observed in
the as-processed condition, indicating that all elements remain in solid solution. No chemical differences are ob-
served between cracked and non-cracked boundaries. Trace amounts of oxygen contained in the powder lead to
Al2O3 slag formation, as well as nano oxide dispersoid incorporation. Sulfur, a critical contaminant in superalloys,
is detected but rendered harmless by the formation of TiS nanoprecipitates. Keywords:
Additive manufacturing
Laser powder bed fusion
Nickel superalloy
Cracking mechanism © 2021 The Author(s). Published by Elsevier Ltd. This is an open access article under the CC BY license (http://
creativecommons.org/licenses/by/4.0/). Contents lists available at ScienceDirect Contents lists available at ScienceDirect Microstructure and defects in a Ni-Cr-Al-Ti γ/γ’ model superalloy
processed by laser powder bed fusion Microstructure and defects in a Ni-Cr-Al-Ti γ/γ’ model superalloy
processed by laser powder bed fusion Anthony De Luca a,⁎,1, Christoph Kenel b,⁎,1, Seth Griffiths a, Shreyas S. Joglekar a,
Christian Leinenbach a, David C. Dunand b a Empa – Swiss Federal Laboratories for Materials Science and Technology, Überlandstrasse 129, 8600 Dübendorf, Switzerland
b Department of Materials Science and Engineering, McCormick School of Engineering, Northwestern University, 2220 Campus Drive, Evanston, IL 60208, USA Materials and Design 201 (2021) 109531 Materials and Design 201 (2021) 109531 1. Introduction Additive manufacturing (AM) of γ’-containing Ni-base superalloys
has attracted much interest due to potential replacement of convention-
ally cast parts to achieve optimized designs, including internal cooling https://doi.org/10.1016/j.matdes.2021.109531
0264-1275/© 2021 The Author(s). Published by Elsevier Ltd. This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/). A. De Luca, C. Kenel, S. Griffiths et al. Materials and Design 201 (2021) 109531 present study, thus has the potential to shed light on the validity of
alloying concepts that have been established decades ago on complex
commercial alloys for processes quite different from the capabilities of
modern AM machines. Such concepts include: i) the critical influence
of the Al + Ti content on processability, ii) the importance of grain-
boundary strengthening elements, iii) the solidification challenges asso-
ciated with heavily segregating elements, often also acting as grain
boundary strengtheners, iv) the detrimental nature of large solidifica-
tion intervals, v) the importance of controlling powder contamination,
vi) the formation of dispersoids during L-PBF from strong oxide forming
elements present in the alloy. Individually, all these effects have been
observed on various commercial alloys processed by L-PBF, depending
on alloy composition and processing conditions. In order to deepen
the understanding of the key factors and also interactions between
these challenges, studying selected model alloys can provide insight
into the alloy behavior without interference due to the compositional
complexity of commercial alloys. and repair [1]. Based on their alloy design optimized for slow casting
into polycrystalline, directionally solidified or even monocrystalline
parts, such alloys are typically highly alloyed to maximize strengthening
contributions from solid solution, carbide formation and a high volume
fraction of γ’-Ni3(Al,Ti) precipitates [2,3]. However, these alloys are typ-
ically difficult to weld and, consequently, have proven to be challenging
for AM processing. Typically, cracks are observed and classified as
(i) solidification cracks due to segregation in the liquid and rupture of
remaining liquid films, (ii) liquation cracks by melting of low-melting
point phases previously formed by segregation, (iii) ductility-dip cracks
formed in the solid-state when the alloy has minimal ductility and can-
not withstand residual stresses and (iv) strain-age cracking occurring
during post-process heat treatment due to the formation of second
phases and an increase in yield stress [1]. 1. Introduction p
y
[ ]
Research on AM of γ/γ’ Ni-base superalloys has predominantly fo-
cused on the commercial alloys Inconel 738LC [4–17], due to strong
commercial interest for industrial gas turbines, as well as CM247LC,
originally developed for directional solidification casting, and its parent
MarM247 [1,18–25]. Further alloys studied for AM include CMSX-4,
Rene 104, and others [26–35]. Being the final product of decades of
alloy development and process optimization, all the above alloys are
highly alloyed and have complex microstructures. Solidification cracks
in laser powder bed fusion (L-PBF) processed IN738LC were attributed
to strong Zr segregation upon solidification [4], in agreement with cast-
ing literature [36]. Additionally, higher Si content of the powder was ob-
served to lead to increased solidification cracking [5]. Recent atom
probe studies reveal that Si and Zr segregation is only observed at
high-angle grain boundaries, while C and B segregate to every grain
boundary [9]. High-angle grain boundaries have been identified as sus-
ceptible to solidification cracking in several alloys [4,10,33]. As a result
of several studies into the segregation behavior and resulting cracking,
reduction of Zr and Si has been adopted as a successful alloy modifica-
tion strategy to reduce solidification cracking in IN738LC processed by
L-PBF [5,9]. However, atom probe data on modified IN738LC with
lowered Zr and Si suggest that the actual grain boundary segregation
level of Zr and Si is unchanged by the alloy modification, indicating
that the actual cracking mechanism is more complex [9]. Liquation
cracking is observed as a second cracking mechanism, typically after di-
rected energy deposition, and is related to re-melting of carbides or for-
mation of γ’/γ eutectics [10,14–16]. Additionally, Al-Si-W-based oxide
formation during L-PBF has been reported as another cause for cracking
in IN738LC with 70 ppm oxygen [13]. In CM247LC, solidification crack-
ing has been studied in connection to its Hf content [24]. Interestingly,
both an increase [24] and a decrease [37] in Hf lead to lower cracking
after laser powder bed fusion (L-PBF), suggesting a complex interplay
between Hf and other alloying additions. High dislocation densities in
solidification cell walls are attributed to localized crack formation due
to resulting thermal stresses [18,19]. Similar to IN738LC, high angle
grain boundaries are generally found to be susceptible to cracking
across various alloys [1,33,38]. 1. Introduction Apart from alloy-specific adaptions,
higher levels of B, Zr, Si, and S are generally observed to increase crack-
ing in γ/γ’, as well as solid solution strengthened, Ni-base alloys during
AM, in agreement with existing welding literature [4,9,12,24,33,39–43]. While B and Zr are deliberately added to increase the creep perfor-
mance, Si and S are impurity elements. Here, the laser powder bed fusion of a Ni-8Cr-5.5Al-1Ti (wt%) model
alloy is studied. This model alloy inherits its Cr, Al and Ti content from
CM247LC but eliminates all other alloying elements. This provides a
model Ni-base superalloy with a high Al + Ti content, high γ’ fraction
and solvus temperature and a narrow freezing range free of any addi-
tional phases. It provides insight into the processing characteristics
and defect formation with reduced interference from the complex com-
position of established Ni-base superalloys. L-PBF processing maps are
created, taking into account resulting material density, crack formation
and melt pool metrics. The formed defects are characterized in detail to
study their origin, nature and location. In-depth electron microscopy
provides insight into the potential cracking mechanism and formation
of native oxide and sulfide dispersoids in the alloy. Atom probe tomog-
raphy is employed to study the formation of enriched zones within the
supersaturated γ matrix present after processing. The observed behav-
ior is compared to commercial Ni-base alloys and conclusions for future
alloy and process development are drawn. 2.1. Pre-alloyed powder and laser powder bed fusion The Ni-Cr-Al-Ti experimental pre-alloyed powder was inert-gas at-
omized by Nanoval (Berlin, Germany) with its composition indicated
in Table 1. The powder also contained trace amounts of O and S whose
concentration, as determined by melt combustion methods, is also re-
ported in Table 1. The pre-alloyed powder size distribution has an aver-
age size d50 = 25 μm (d10-d90 = 12–48 μm). Micrographs of the powder
are presented in Supplementary Fig. 1. While the powders are typically
spherical, with smooth surfaces, a cross-sectional investigation reveals
the presence of internal porosity in some powders, which will ulti-
mately lead to porosity in the printed parts. A 63 μm sieve was
employed to remove powder agglomerates prior to printing. The acqui-
sition of a X-ray powder diffraction pattern, allowed the identification of
the diffraction peak position and thus the lattice parameter a = 3.506 Å. Considering the FCC crystal structure of nickel, and the alloy's composi-
tion, a density of 8.399 g/cm3 for the model alloy is estimated. Cubic 5 × 5 × 5 mm samples were fabricated using a L-PBF machine
Sisma MySint 100 (Sisma S.p.A., Italy) equipped with a 200 W, 1070 nm
fiber-laser operating in continuous wave mode, with a 55 μm spot size. The cubes were built on 34.5 mm diameter stainless steel build plates,
using a bidirectional scan strategy (90 degree rotation between layers), Despite the success of alloy modification to suppress cracking in se-
lected alloys, this approach requires extensive studies into each alloy. Identification of the problematic alloy component, adaption of alloy
specifications and processing of custom-produced alloy batches,
followed by in-depth analysis, is a lengthy process. Additionally, the
complex nature of highly alloyed Ni-base superalloys gives rise to a
multitude of interactions in the optimized alloys, making the generali-
zation of results difficult. Interestingly, processing studies of model al-
loys are scarce in the literature, which is largely focused on existing
commercial alloys originally developed for casting, with varying de-
grees of weldability. Studying simplified model alloys, as we do in the 3.1. Model alloy characteristics Fig. 1 shows the calculated solidification characteristics of the Ni-Cr-
Al-Ti model alloy using the TCNI5 database. The alloy is a prototype
Ni-base superalloy featuring a high γ’ fraction and a high γ’ solvus tem-
perature (Fig. 1a). No phases beyond γ, γ’ and liquid are predicted to be
stable. The predicted equilibrium freezing range is 13 °C (Fig. 1b). The
theoretical freezing range remains <100 °C under Scheil conditions as-
suming no diffusion within the solid but perfect mixing in the liquid. This continuously removes elements preferentially partitioning to the
solid from the remaining melt, which then becomes enriched in segre-
gating elements. In the model alloy, Ti is predicted to partition most
strongly to the liquid upon rapid solidification (Fig. 1c). Ni is depleted
in the liquid and preferentially partitions to the solid. Cr weakly parti-
tions to the liquid. Al increases in the liquid by 50% in the course of
solidification while Ti increases 4-fold. While the Scheil conditions pro-
vide insight into potential segregation, it remains a simplification of a
complex process. The assumption of an infinite diffusion coefficient in
the liquid and perfect mixing does not necessarily hold in rapid solidifi-
cation, as experienced in L-PBF, where there is little time for concentra-
tion equilibration throughout the melt pool. The Calphad calculations
are compared to DSC measurements on L-PBF specimens (Table 2). The experimentally obtained γ’ solvus is higher than predicted
(+36 °C), whereas the extrapolated solidus is slightly lower (−13 °C). The experimentally measured liquidus is in good agreement (−2 °C)
with the predicted value. The determined freezing range for the used
alloy is 24 °C. Scanning electron microscopy (SEM) was conducted on a FEI
NanoSEM 230 in backscatter mode (BSE), or with the Through the
Lens Detector (TLD) to image crack surfaces. The composition of ob-
served phases was measured by EDX using an Oxford Instruments de-
tector. Electron backscatter diffraction (EBSD) was performed on a FEI
Quanta 650 ESEM equipped with an Oxford Aztec EBSD detector, with
step sizes of 1 μm and 0.4 μm. Data post-processing was performed in
AztecCrystal. y
A lamella for transmission electron microscopy (TEM) analysis was
extracted from the region at the tip of a crack (Supplementary Fig. 2)
located in the specimen center, with a FEI Helios NanoLab 600i focused
ion beam (FIB). The lamella was extracted perpendicular to the build di-
rection. 2.3. Phase transformation temperatures The layer thickness t (30 μm) and hatch spacing h (75 μm) were kept
constant throughout the study, and the laser power P and scanning
speed v were varied from 100 to 175 W, and from 100 to 1250 mm/s, re-
spectively. Argon shielding gas kept oxygen content in the build cham-
ber below 0.01% during processing. The parts were removed from the
build plates by electro discharge machining (EDM). The phase transformation temperatures of the model alloy produced
by L-PBF, in as-printed condition, were determined by differential scan-
ning calorimetry (DSC) measurements, conducted using a NETZSCH
DSC 404C Pegasus thermal analyzer. Two samples of 13.7 and 20.1 mg
were used, with their surfaces ground with SiC grinding paper to
P4000 to ensure a better thermal conduction with the crucible. The ex-
periments were carried out under high-purity Ar atmosphere
(99.9999% Ar) with a flow rate of 40 ml/min. The Al2O3 crucibles were
heated at a rate of 10 K/min from room temperature to 1430 °C and
cooled down at the same rates. Only the heating thermograms are con-
sidered in this study and compared with Thermocalc simulations, con-
ducted using the TCNI5 database. Time-transformation-temperature
diagram calculations are performed using TC Prisma with the TCNI5
and MOBNI5 databases. 2.4. Microhardness The microhardness of samples with various printing parameters was
measured with a Fischerscope HM2000 hardness tester, with a load of
1.8 N, for 60 s. Between 10 and 20 indentations were made per sample,
typically in one line parallel to the build direction to asses any effect of
build height on mechanical properties. No significant trend in the inden-
tation position (i.e. top or bottom of the sample) was observed, nor be-
tween samples printed with various conditions. Across all samples
tested, we measured an average microhardness of 3130 ± 160 MPa. A Leica VZ700C optical microscope was employed to measure the
crack density of the samples, and approximately 250–300 images at
200× magnification were stitched together to generate one uncom-
pressed image of the cube's vertical cross-section. The image analysis
was performed using ImageJ. The uncompressed stitched images were
filtered with a 3 pixels median filter, followed by manual thresholding
to generate a binary image. The analyze particle function of ImageJ
was applied to the binarized images. Particles smaller than 20 pixels,
touching edges, or with a circularity above 0.35 (pores) were filtered. The cracks were fitted by ellipses, with the long dimension taken as
the crack length. Additionally, horizontally inclined ellipses (± 20 de-
grees) were filtered, as lack of fusion defects and slags were not re-
moved by the circularity filter, and cracks typically propagate
vertically through the part. Table 1 Model alloy nominal composition and impurity elements in the pre-alloyed powder. O
and S determined by melt combustion (*). Ni
Cr (wt%/at.%)
Al (wt% /at.%)
Ti (wt% /at.%)
O (wt.ppm)*
S (wt.ppm)*
Bal
8 / 8.4
5.5 / 11.1
1 / 1.1
180
40 Ni
Cr (wt%/at.%)
Al (wt% /at.%)
Ti (wt% /at.%)
O (wt.ppm)*
S (wt.ppm)*
Bal
8 / 8.4
5.5 / 11.1
1 / 1.1
180
40 2 Materials and Design 201 (2021) 109531 A. De Luca, C. Kenel, S. Griffiths et al. followed by a contour strategy (with the same parameter than in the
part). A large parameter field was surveyed to investigate the effects
of printing parameters on consolidation quality. The volumetric energy
density E (J/mm3) referenced throughout this manuscript is calculated
using the following formula: laser atom probe tomography was performed with a CAMECA LEAP
5000XS Atom-Probe Tomograph (Cameca Instruments, USA) at a
pulse frequency of 500 kHz, specimen temperature of 40 K and 25 pJ
pulse energy using an ultraviolet laser (355 nm) focused to the diffrac-
tion limit. Data processing was performed in IVAS 3.8.5. Data plotting is performed in Python (Anaconda, Continuum Analyt-
ics). Perceptually uniform colormaps are retrieved from the cmocean
package [44]. E ¼
P
v h t
ð1Þ E ¼
P
v h t ð1Þ 2.2. Microstructure and defect characterization The consolidated parts densities were measured by the Archimedes
method in ethanol. The specimens were then cold mounted in epoxy,
ground, and polished down to 1 μm diamond suspension. The final
polishing was done with 50 nm colloidal silica. All specimens were
ground to reveal the X-Z plane, allowing to image the top melt pools. Specimens for Electron Backscatter Diffraction (EBSD) measurements
were extensively lapped with silica and Ar ion beam polished (Leica
EM TIC 3X). Selected specimens were etched with Glyceregia (15 ml
HCl, 10 ml glycerol, 5 ml NHO3) for melt pool and microstructure anal-
ysis by optical microscopy. 3.2. Laser powder bed fusion correlated to an increased crack frequency and crack length. Despite
the very high energy density used to consolidate certain specimens,
no keyhole porosity was observed in the investigated parameter field. Although the inhomogeneous distribution of the lack of fusion defects
prevents us to precisely estimate the true porosity from micrographs,
the crack density could be measured in a smaller parameter field
(125–175 W, 500–1000 mm/s) (Fig. 2b). A strong relationship is ob-
served between crack density and energy input, also displayed in
Fig. 2f. At 56 J/mm3, no crack was observed in an entire cross-section,
and the crack density reaches a saturation at ~2 mm/mm2, in the inves-
tigated field. Additionally, slag is incorporated into the consolidated ma-
terial (Fig. 2c). With increasing energy input, less slag is observed within
the parts (cf. Fig. 2c and f). Fig. 2 shows the consolidated results from material density, crack
density, slag fraction and melt pool overlap measurements. Multiple se-
ries of cubes were consolidated by L-PBF, and cover a wide range of pa-
rameters from 100 to 175 W and 100 to 1250 mm/s, with an energy
density input as low as 44 J/mm3 and as high as 556 J/mm3. Hatch spac-
ing (75 μm) and layer thickness (30 μm) are kept constant. Fig. 2a shows
a part density map, as measured by the Archimedes method, as a func-
tion of scanning speed and laser power. To highlight regions of low and
high energy input in this map, calculated isocontours of energy density
are overlaid. The highest density achieved is 7.965 ± 0.006 g/cm3
(150 W and 1000 mm/s, equivalent to 66.7 J/mm3), the lowest is
7.800 ± 0.001 g/cm3 (125 W and 1250 mm/s, equivalent to 44
J/mm3). Although not as prominent, a decrease of density is also
observed in the top left corner of the map. The melt-pool widths and depths were measured on the top layers
of etched cross-sections and converted to vertical and horizontal over-
laps, between layers and lines respectively, reported in Fig. 2d and
Supplementary Fig. 5. The lateral and vertical overlaps are calculated
as OL = 100∙(1-hatch/width) and OV = 100∙(1-layer thickness/depth), re-
spectively. The melt pool width-to-depth ratio is around 3 for high-
density specimens, comparable to observations on commercial
CM247LC investigated in previous studies on the same L-PBF machine
[37]. 3.2. Laser powder bed fusion The highest densities are achieved for melt pool overlaps between
30 and 50% vertically and 55 to 65% horizontally (Supplementary
Fig. 5). At low vertical and/or horizontal overlap, the lack of fusion de-
fects reduce the material density. Crack density increases with increased
melt pool overlap (Fig. 2e). Deeper and wider melt pools are observed
for higher energy inputs, enhancing the columnar growth of grains
across many layers, and thus correlate with the occurrence of cracks. Material density and crack density are compared based on the volumet-
ric energy density (Fig. 2f). Upon achieving maximum density, cracks
start to appear while the incorporation of slag is reduced. Higher energy
inputs lead to more cracks being formed and thus an overall lower den-
sity. The maximum density is achieved at 66.6 J/mm3. Based on Fig. 2a, a
laser power of 100 W is generally insufficient to consolidate the powder,
leading to outliers in the density curve in Fig. 2f. The upper envelope of
density is formed by values obtained at 125 to 175 W. Further studies
into the detailed defect characteristics are conducted on specimens pro-
duced at 150 W, 1000 mm/s (highest density, low cracking) and 175 W,
750 mm/s (near peak density, increased cracking). For comparison, a porosity value of 0.34% was determined on a cube
full cross section using optical microscopy and pore thresholding for the
sample with highest density (150 W, 1000 mm/s), Supplementary
Fig. 4. The observed porosity is identified as gas porosity, as all pores
are spherical. The discrepancy between Archimedes method and optical
imaging of cross-sections can be explained by i) the high porosity con-
tent of the powder (cf. Supplementary Fig. 1), estimated to be at least
2%, and ii) the presence of contour porosity. As the study herein was fo-
cused on the bulk consolidation, the contouring strategy is not opti-
mized, which leads to the formation of vertically aligned pores,
typically at one hatch distance of the part's edges, and expected to rep-
resent a significant amount of the total porosity. All samples are ex-
pected to be equally affected, regardless of the printing parameters. Additionally, surface roughness is known to affect density estimation
by Archimedes method. The Archimedes method thus underestimates
the true material density in the core of all specimens. 3.1. Model alloy characteristics Scanning transmission electron microscopy (STEM) was per-
formed on a FEI Titan Themis microscope operated at 300 kV and
equipped with a probe spherical aberration corrector and a SuperEDX
system (ChemiSTEM technology) with four silicon drift detectors for
energy-dispersive X-ray (EDX) spectroscopy. A convergence semi
angle of 25 mrad was used in combination with an annular dark field
(ADF) detector with inner and outer collection semiangles of 53 and
200 mrad, respectively. The semi-quantitative EDX data processing
was performed in Velox 2.12, with a pre-filtering applied to improve
the counting statistic per pixel. Atom probe sample tips were prepared with a FEI Helios Nanolab
600 FIB, the wedge being sampled from the specimen center. Pulsed- 3 Fig. 1. Ni-Cr-Al-Ti model alloy design and characteristics. a) Phase fraction, b) Scheil solidification and c) elemental enrichment in the liquid calculated for the Ni-8.4Cr-11.1Al-1.1Ti
(at. %) model alloy using the Calphad approach. Only γ-(Ni, Cr), γ’-Ni3(Al,Ti) and liquid are stable, with >50% γ’ below 800 °C. The alloy has a low predicted equilibrium solidification
range of 13 °C. Under Scheil conditions, Ti shows the strongest segregation tendency to the liquid, reducing the solidus temperature together with Al. A. De Luca, C. Kenel, S. Griffiths et al. Materials and Design 201 (2021) 109531 A. De Luca, C. Kenel, S. Griffiths et al. Materials and Design 201 (2021) 109531 Fig. 1. Ni-Cr-Al-Ti model alloy design and characteristics. a) Phase fraction, b) Scheil solidification and c) elemental enrichment in the liquid calculated for the Ni-8.4Cr-11.1Al-1.1Ti
(at. %) model alloy using the Calphad approach. Only γ-(Ni, Cr), γ’-Ni3(Al,Ti) and liquid are stable, with >50% γ’ below 800 °C. The alloy has a low predicted equilibrium solidification
range of 13 °C. Under Scheil conditions, Ti shows the strongest segregation tendency to the liquid, reducing the solidus temperature together with Al. 3.2. Laser powder bed fusion To assess the origin of the density variation in the investigated
parameter field, optical microscopy was conducted on all samples (cf. Supplementary Fig. 4). Overall, the strong decrease in part density in
the bottom right corner of the map is due to a higher frequency of
lack of fusion defects, while in the top left corner of the map, it is Table 2
Thermal properties determined by DSC (Supplementary Fig. 3) and by Calphad
calculated using Thermocalc software with the TCNI5 database. γ’ solvus (°C)
Lowest
melting (°C)
Solidus (°C)
Liquidus (°C)
ΔTL-S (°C)
DSC
1111
1368
1381 (onset)
1405
24
Calphad
1074
1394
1407
13 3.3. Microstructure and defects Grain columns
extend over multiple build layer thicknesses (layer thickness:
30 μm)). No secondary phases in the grain, at the grain boundaries,
nor any dendritic structure is observed by SEM, consistent with minimal
segregation upon solidification, in agreement with Calphad predictions. Four types of defects are observed: i) cracks, ii) lack of fusion defects, iii)
gas pores and iv) alumina slag. Cracks follow grain boundaries and ap-
pear along the build direction (Fig. 3b). Locally, the cracks appear jagged
when propagating through an area with small grain columns. When fol-
lowing a vertically aligned grain boundary, the cracks appear straight. High-magnification imaging shows smooth crack faces, indicating
solid-state grain boundary decohesion as the main cracking mechanism. Liquid phase cracking is excluded based on the absence of segregating
liquid, the lack of observation of any secondary phases and the absence
of a dendritic structure on the crack surfaces. where they form upon a subsequent melting, and are incorporated in
the host matrix due to strong melt pool convection. Such embedded
slag lenses with sharp corners are likely to reduce the fatigue and
high-temperature strength of the material due to crack initiation. The
presence of alumina slag at the interfaces of lack of fusion defects addi-
tionally indicates that once the slag is present it effectively separates the
molten alloy. This is consistent with the observation of lack of fusion de-
fects at high energy densities (cf. Supplementary Fig. 4). While typi-
cally formed due to insufficient heat input and incomplete melting,
here the alumina slags hinder coalescence of adjacent melt tracks, creat-
ing a similar defect as classical lack of fusion. Fig. 4 shows EBSD data obtained on a specimen processed at 150 W
and 1000 mm/s, achieving maximum density. The microstructure is
highly columnar with individual grains spanning over 500 μm vertically
(in the build direction), indicating epitaxial growth of grains through
>15 layer thicknesses (layer thickness: 30 μm). The inverse pole figure
coloring shows no strong preferred orientation alignment with the
build direction. Grains close to 100 (red), 110 (green) and 111 (blue)
orientations grow into large columns. Inverse pole figure colored
maps for the x and y directions are shown in Supplementary Fig. 6,
along with the unit cell orientation. After processing, the alloy contains Lack of fusion defects are observed even at the process conditions
where maximum density is achieved (Fig. 3c). 3.3. Microstructure and defects Fig. 3 shows the grain microstructure and characteristic defects ob-
served in our L-PBF -processed Ni-Cr-Al-Ti model alloy. As cracks are
wider at higher energy density, the crack surface analysis was con-
ducted on the sample printed at 175 W - 750 mm/s. In general, a fine- 4 Materials and Design 201 (2021) 109531 A. De Luca, C. Kenel, S. Griffiths et al. . 2. Laser powder bed fusion processing. Maps of a) material density, b) crack density, c) incorporated slag area fraction, and d) horizontal melt pool overlap as a function of laser
wer and scan speed at a constant layer thickness of 30 μm and hatch of 75 μm. Maps are linearly interpolated between measured conditions. For a), isoenergy density lines are
own overlaid. e) Crack density as a function of vertical and horizontal melt pool overlap. f) Material density, crack density and slag fraction as a function of volumetric energy
nsity. Cracking occurs as soon as maximal densification is achieved at 66.6 J/mm3. Slagging decreases with increased energy input. De Luca, C. Kenel, S. Griffiths et al. Materials and Design 201 (2021) 109531 Fig. 2. Laser powder bed fusion processing. Maps of a) material density, b) crack density, c) incorporated slag area fraction, and d) horizontal melt pool overlap as a function of lase
power and scan speed at a constant layer thickness of 30 μm and hatch of 75 μm. Maps are linearly interpolated between measured conditions. For a), isoenergy density lines are
shown overlaid. e) Crack density as a function of vertical and horizontal melt pool overlap. f) Material density, crack density and slag fraction as a function of volumetric energy
3 Fig. 2. Laser powder bed fusion processing. Maps of a) material density, b) crack density, c) incorporated slag area fraction, and d) horizontal melt pool overlap as a function of laser
power and scan speed at a constant layer thickness of 30 μm and hatch of 75 μm. Maps are linearly interpolated between measured conditions. For a), isoenergy density lines are
shown overlaid. e) Crack density as a function of vertical and horizontal melt pool overlap. f) Material density, crack density and slag fraction as a function of volumetric energy
density. Cracking occurs as soon as maximal densification is achieved at 66.6 J/mm3. Slagging decreases with increased energy input. grained, columnar microstructure is observed (Fig. 3a). 3.3. Microstructure and defects Gas pores from hollow
powder particles also persist in the microstructure, appearing spherical. The free surfaces of lack of fusion defects, as well as the part's surface
(Fig. 3c inset), are partially coated with alumina slag. Slag lenses embed-
ded in the metallic matrix are likely drawn away from the free surfaces 5 Materials and Design 201 (2021) 109531 A. De Luca, C. Kenel, S. Griffiths et al. Fig. 3. Microstructure and processing-related defects. a) Columnar grain structure spanning over multiple layers (layer thickness: 30 μm) revealed by BSE SEM. The build direction z is
indicated and valid for all figures. b) Cracks formed aligned with the columnar grain structure. Magnified view (right) shows smooth crack faces indicating solid-state cracking. c) Lack of
fusion defects and gas pores from hollow powder particles. Magnified view (right) shows the formation and incorporation of alumina slag lenses at free interfaces and within the metallic
matrix. Fig. 3. Microstructure and processing-related defects. a) Columnar grain structure spanning over multiple layers (layer thickness: 30 μm) revealed by BSE SEM. The build direction z is
indicated and valid for all figures. b) Cracks formed aligned with the columnar grain structure. Magnified view (right) shows smooth crack faces indicating solid-state cracking. c) Lack of
fusion defects and gas pores from hollow powder particles. Magnified view (right) shows the formation and incorporation of alumina slag lenses at free interfaces and within the metallic
matrix. (Supplementary Fig. 2) to provide insight into the local microstructure
of susceptible grain boundaries (Fig. 5a). The crack plane is perpendicu-
lar to the lamella and opens horizontally in mode I along a grain bound-
ary. A high dislocation density is observed within the grains consistent
with the material exceeding its yield strength and being subjected to
high residual stresses (Fig. 5b). Closer inspection reveals the presence
of small dispersoids in the alloy, which further pin the dislocations. Local chemical analysis confirms two types of dispersoids present after
processing: Al2O3 and Ti-,Cr- and S-rich particles (Fig. 5c), the Cr con-
taining particles being relatively rare. The Ti:S ratio of 1:1, suggests
(Ti,Cr)S. These precipitates are found to form as individual Al2O3 and
(Ti,Cr)S dispersoids, and regularly also as co-precipitates where both
types occur together. Co-precipitates have a globular shape with distinct
parts being either Al2O3 or (Ti,Cr)S type. 3.3. Microstructure and defects Large area mapping shows the
presence of O and S at distinct precipitate locations, where the occur-
rence of both elements indicates co-precipitation (Fig. 5d). The two
types of dispersoids being comparable in size, shape and contrast, it is
difficult to differentiate them without measuring their composition. Counting 200 particles, the radius of both Al2O3 and (Ti,Cr)S precipitates
is estimated at 11.6 ± 5.6 nm. The Al2O3 nanoparticles are, however,
more prevalent than (Ti,Cr)S. Neither γ’ nor any other phase are ob-
served, indicating that the cooling rate upon L-PBF is sufficiently high
(and that subsequent temperature excursions are short enough) to sup-
press γ’ precipitation and preserve a supersaturated fcc Ni-Cr-Al-Ti ma-
trix. The initial cooling rate on solidification is very high, and is
estimated to be 1.1 ± 0.4 106 K/s using [45]: many small angle grain boundaries with 2–15° misorientation (Fig. 4b). They appear inhomogeneously distributed, forming vertical bands
with a distance comparable to the hatch spacing used for processing
(75 μm). Pockets of small, misoriented grains are formed locally be-
tween large grain columns (Fig. 4c). The length of these pockets is
in the order of the layer thickness of 30 μm. The abrupt change in
grain orientation and size indicates a pronounced layer-by-layer effect
upon building, leading to nucleation and termination of grains. The
nucleation of grains and their growth over at least one layer, again, in-
dicates no dominant selected crystal direction upon solidification. Cracks are correlated with high angle grain boundaries present in
the alloy (Fig. 4d) and intragranular fracture is not observed. Cracks
are clearly identified from the band contrast map (Supplementary
Fig. 6d). The disorientation angle between the grains adjacent to the
cracks, in Fig. 4d, is >40° across all cracks. The overall texture of the
alloy is rather weak without any distinct fiber textures observed
(Fig. 4e). A tendency for alignment of 110 and 100 directions close
to the build direction is observed, whereas 111 appears to be compa-
rably unfavorable. This is also visible by a comparably low number of
blue grains in Fig. 4a. Inverse pole figures along the principal direc-
tions also show this slight alignment of 110 with the build direction,
alignment of 100 with the transverse x direction, and alignment of
100 and orientations close to 〈112〉and 〈113〉with the transverse y di-
rection (Supplementary Fig. 6e). many small angle grain boundaries with 2–15° misorientation (Fig. 3.3. Microstructure and defects The build direction (z) is indicated and valid for (a-c); the layer height (~30 μm) is also
ustrated. (d) Magnified view (shown in a)) of selected cracked grain boundaries visualized by a spatial map of the Euler angle Φ. Disorientation angles across the cracks are indicated. (e)
le figures derived from the full area shown in (a) for 100, 110, and 111 directions along the build orientation z. De Luca, C. Kenel, S. Griffiths et al. Materials and Design 201 (2021) 109531 Fig. 4. Grain structure and orientation (a) Inverse pole figure map along the build direction (z). Cracked high angle grain boundaries (GB) are marked with arrows. (b) Grain boundary
map with high angle grain boundaries (>15°) in black and small-angle grain boundaries (2–15°) in blue. Small-angle grain boundaries are concentrated in vertical bands along the build
direction. The crack locations are indicated with arrows. (c) Higher resolution of the center area in (a) showing pockets of misoriented grains between large columnar grains growing in
different orientations overlaid with the grain boundary map (small angle: gray, high angle: black). The build direction (z) is indicated and valid for (a-c); the layer height (~30 μm) is also
illustrated. (d) Magnified view (shown in a)) of selected cracked grain boundaries visualized by a spatial map of the Euler angle Φ. Disorientation angles across the cracks are indicated. (e)
Pole figures derived from the full area shown in (a) for 100, 110, and 111 directions along the build orientation z. are observed in the top-most layer that did not experience any further
thermal cycles preventing further grain boundary movement. Based
on the performed TEM measurements, no differences (neither struc-
tural nor chemical) between the cracked and intact grain boundaries
are observed. λ1 ¼ 97 5 ∂T
∂t
−0:360:01 λ1 ¼ 97 5 ∂T
∂t
−0:360:01
ð2Þ ð2Þ with a measured cell spacing λ1 = 0.65 ± 0.070 μm. p
g
1
μ
Chemical mapping (Fig. 5 d,e) also reveals enrichment of Ti, from
~1 at.% in the cells, to ~2 at.% in the solidification cell boundaries. Enrich-
ment in Cr and Al in the cell boundary areas is also observed, while Ni is
depleted. The measured Ti content is close to the segregation values es-
timated from DSC and Scheil calculations, however, intrinsic heat treat-
ment during L-PBF likely reduced the maximum amount of segregation
prior to observation. 3.3. Microstructure and defects 4b). They appear inhomogeneously distributed, forming vertical bands
with a distance comparable to the hatch spacing used for processing
(75 μm). Pockets of small, misoriented grains are formed locally be-
tween large grain columns (Fig. 4c). The length of these pockets is
in the order of the layer thickness of 30 μm. The abrupt change in
grain orientation and size indicates a pronounced layer-by-layer effect
upon building, leading to nucleation and termination of grains. The
nucleation of grains and their growth over at least one layer, again, in-
dicates no dominant selected crystal direction upon solidification. Cracks are correlated with high angle grain boundaries present in
the alloy (Fig. 4d) and intragranular fracture is not observed. Cracks
are clearly identified from the band contrast map (Supplementary
Fig. 6d). The disorientation angle between the grains adjacent to the
cracks, in Fig. 4d, is >40° across all cracks. The overall texture of the
alloy is rather weak without any distinct fiber textures observed
(Fig. 4e). A tendency for alignment of 110 and 100 directions close
to the build direction is observed, whereas 111 appears to be compa-
rably unfavorable. This is also visible by a comparably low number of
blue grains in Fig. 4a. Inverse pole figures along the principal direc-
tions also show this slight alignment of 110 with the build direction,
alignment of 100 with the transverse x direction, and alignment of
100 and orientations close to 〈112〉and 〈113〉with the transverse y di-
rection (Supplementary Fig. 6e). Fig. 5 shows detailed TEM micrographs of the alloy close to a crack
tip. The TEM lamella is extracted by FIB in front of the open crack 6 A. De Luca, C. Kenel, S. Griffiths et al. A. De Luca, C. Kenel, S. Griffiths et al. Materials and Design 201 (2021) 109531 g. 4. Grain structure and orientation (a) Inverse pole figure map along the build direction (z). Cracked high angle grain boundaries (GB) are marked with arrows. (b) Grain boundary
ap with high angle grain boundaries (>15°) in black and small-angle grain boundaries (2–15°) in blue. Small-angle grain boundaries are concentrated in vertical bands along the build
ection. The crack locations are indicated with arrows. (c) Higher resolution of the center area in (a) showing pockets of misoriented grains between large columnar grains growing in
ferent orientations overlaid with the grain boundary map (small angle: gray, high angle: black). 3.3. Microstructure and defects The (Ti,Cr)S particles are predominantly observed
in the solidification cell boundaries, highlighted by their higher Ti con-
tent (Fig. 5c). (Ti,Cr)S appears as dark spots in the Ti map. The Al2O3 pre-
cipitates are found throughout the metal matrix and are visible as dark
spots in the Al map. Detailed tracing of the grain boundaries observed in
Fig. 5a and overlay with the chemical map reveals grain boundary
movement (Fig. 5e). Several solidification cells can share a common ori-
entation and later be part of the same grain, but different cell colonies
are expected to have a grain boundary along their common solidifica-
tion cell boundary. However, the resulting grain boundary location
does not coincide with the original solidification cell boundaries, with
an estimated movement 0–0.5 μm. This indicates a slight grain growth
during the complex thermal history during L-PBF including several
rapid heating and cooling cycles. This is occurring most likely after the
cracking occurred along those Ti-enriched grain boundaries, as cracks 3.4. Local chemical structure Atom probe measurements were conducted to study the local chem-
ical structure, and are shown in Fig. 6. Tip compositions are indicated in
Table 3, and the mass-to-charge spectrum of the largest tip (No. 2) is
shown in Supplementary Fig. 7. In agreement with TEM, no second
phases or γ’ are observed within the tip (Fig. 6a). Ti enrichment is ob-
served within a ~ 110 nm wide zone across the APT tip (Fig. 6b). Based on TEM observations (Fig. 5), this region is identified as a solidifi-
cation cell boundary. Zone lines dominate the observed compositional
fluctuations for Ni, Cr and Al (Cr and Al evaporate preferentially from
zone lines increasing the apparent local concentration). A compositional
profile along the tip axis is obtained from a reduced cylinder volume
(20 nm diameter) placed in the tip center, outside of the poles and
zone lines (Fig. 6c). Ti increases from ~1 to ~1.9 at.% (+90%) while Cr in-
creases from ~7.5 to 9 at.% (+20%). Ni compensates for the local enrich-
ment and consequently shows a drop. No enrichment is observed for Al. The observed decrease in Al concentration is an artefact of the diverging
zone lines, leading to a reduced contribution of the high-evaporation in-
tensity areas to the cylinder volume further down the tip. The 7 Materials and Design 201 (2021) 109531 A. De Luca, C. Kenel, S. Griffiths et al. Fig. 5. STEM HAADF microstructural characterization. a) Low magnification image of a cracked boundary ahead of the crack tip (central). The build direction is out of plane. b) High
dislocation densities are observed within the grains. Dispersoids embedded in the matrix (arrows) lead to dislocation-dispersoid interaction. c) EDS maps of Al2O3 and (Ti,Cr)S co-
precipitates. d) EDS maps for Ti, Cr, Al, Ni, O and S along the cracked grain boundary. e) Overlay of large area EDS Ti map and traced grain boundaries identified from HAADF
micrographs. Grain boundaries are shifted by ~0–0.5 μm from the original solidification cell boundaries. EDS maps are adjusted for visualization, data extends beyond the displayed
range (e.g. in precipitates). Fig. 5. STEM HAADF microstructural characterization. a) Low magnification image of a cracked boundary ahead of the crack tip (central). The build direction is out of plane. b) High
dislocation densities are observed within the grains. Dispersoids embedded in the matrix (arrows) lead to dislocation-dispersoid interaction. 3.4. Local chemical structure Based on the calculated TTT (Time-Temperature-Trans-
formation) diagram for Ni-8Cr-5.5Al-1Ti (wt%) and the absence of γ’
in the center of the produced parts, the alloy experienced less than
3
ms
at
970
°C,
the
temperature
of
fastest
γ’
formation
(Supplementary Fig. 8). This is consistent with the observed high
cooling rate of 1.1 ± 0.4 106 K/s at solidification and also shows that
the subsequent thermal history does not exceed this threshold. Residual
heat buildup in the part during the 15 min of processing on top of a cen-
ter position (total processing time: 30 min) also does not lead to γ’ for-
mation and can thus be estimated to not exceed ~520 °C. continuation of zone lines and poles throughout the full tip indicates
similar crystal orientations above and below the enrichment zone. This is in agreement with TEM measurements showing several solidifi-
cation cells belonging to the same grain. g
g
g
A comparison of compositional profiles from APT and TEM EDS
across the solidification cell boundary is shown in Fig. 7. Both tech-
niques are subject to different limitations and artefacts, e.g. TEM-EDS
is dependent on the lamella thickness while APT is sensitive to peak
overlap in the mass spectrum. Thus, they can deliver complementary in-
formation. Fitting of Gaussian profiles allows to estimate the 95% per-
centile width of the zone as 4σ. Both techniques reveal a Ti enriched
zone with a width of 110–120 nm. The TEM-EDS profiles measure a
higher matrix level of Ti (~1.4 at.%), due to the limited integration
width of each profile. Manual integration of each cell improves the
EDX counting statistic, allowing to estimate a cell core composition of
~1 at.% Ti, comparable to APT (~1.1 at.%). Both techniques deliver a sim-
ilar maximum enrichment of ~1.9 at.% Ti. Chromium is also observed to
segregate to the solidification cell boundaries, as revealed by TEM-EDS
and APT. TEM-EDS suggests a similar width of the Cr distribution
(~120 nm) compared to the Ti enrichment, while APT suggests a zone
width of ~300 nm. Cr is heavily affected by the presence of zone lines
and poles in APT, artificially widening the zone with a low-Cr tail;
thus the TEM measurement is considered more reliable. 3.4. Local chemical structure Although Al is
observed to segregate as well to the cell boundaries, the precise quanti-
fication of its segregation appears particularly challenging by TEM, as
the thickness of the sample drastically affects the absorption of the Al
K-line (1.5 keV). It should be remembered that any ex-situ measure-
ments underestimate segregation at the final stage of solidification
due to a certain amount of diffusion of solutes in the solid-state dur-
ing cooling. Additionally, in beam-based AM processing, the material
is cyclically heated and cooled, and may also experience elevated tem-
peratures for prolonged times due to build-up of residual heat in the 3.4. Local chemical structure Mean and standard deviations are weighted using the tip ion count. Table 3
Atom probe tip composition. Concentrations of alloying elements (Ni, Cr, Al, Ti), Co (from Ni metal), impurities (V, Fe, Cu) as well as trace elements (C and Si, the latter measured using
the Si2+ signal). Contributions from Ga, O and H are ignored. B is below the detection limit of 3 ppm. No S peaks were detected in the mass spectra due to overlap with Ni. Tip #3 is shown in
Fig. 6. Tip #2 fractured in the Ti-enriched zone. Mean and standard deviations are weighted using the tip ion count. Table 3
Atom probe tip composition. Concentrations of alloying elements (Ni, Cr, Al, Ti), Co (from Ni metal), impurities (V, Fe, Cu) as well as trace elements (C and Si, the latter measured using
the Si2+ signal). Contributions from Ga, O and H are ignored. B is below the detection limit of 3 ppm. No S peaks were detected in the mass spectra due to overlap with Ni. Tip #3 is shown in
Fig. 6. Tip #2 fractured in the Ti-enriched zone. Mean and standard deviations are weighted using the tip ion count. Tip No. Ion count (M)
Ni (at.%)
Cr (at.%)
Al (at.%)
Ti (at.%)
Co (at.%)
V + Fe + Cu (at.ppm)
C (at.ppm)
Si2+ (at.ppm)
1
26
77.3
8.7
12.4
1.1
0.4
427
41
81
2
102
78.3
8.7
11.6
1.2
0.1
200
71
142
3
50
77.6
8.7
12.3
1.3
0.1
192
50
145
4
32
78.1
8.8
11.4
1.3
0.3
354
62
187
Weighted mean Weighted SD
78.0
8.7
11.9
1.2
0.2
250
61
142
0.4
0.1
0.4
0.1
0.2
100
13
32 produced part. Based on the calculated TTT (Time-Temperature-Trans-
formation) diagram for Ni-8Cr-5.5Al-1Ti (wt%) and the absence of γ’
in the center of the produced parts, the alloy experienced less than
3
ms
at
970
°C,
the
temperature
of
fastest
γ’
formation
(Supplementary Fig. 8). This is consistent with the observed high
cooling rate of 1.1 ± 0.4 106 K/s at solidification and also shows that
the subsequent thermal history does not exceed this threshold. Residual
heat buildup in the part during the 15 min of processing on top of a cen-
ter position (total processing time: 30 min) also does not lead to γ’ for-
mation and can thus be estimated to not exceed ~520 °C. produced part. 3.4. Local chemical structure c) EDS maps of Al2O3 and (Ti,Cr)S co-
precipitates. d) EDS maps for Ti, Cr, Al, Ni, O and S along the cracked grain boundary. e) Overlay of large area EDS Ti map and traced grain boundaries identified from HAADF
micrographs. Grain boundaries are shifted by ~0–0.5 μm from the original solidification cell boundaries. EDS maps are adjusted for visualization, data extends beyond the displayed
range (e.g. in precipitates). Fig. 6. Local chemical structure measured by atom probe tomography. a) Volumetric reconstruction of a tip showing the distribution of Ni, Cr, Al and Ti atoms. No second phase or small
clusters are observed. b) Concentration contour plots averaged over a slice thickness of 10 nm from the tip center. Ti and Cr are enriched in a solidification cell boundary. For Ni, Cr and Al
the presence of zone lines dominates over the compositional change. c) Concentration profile along the tip center indicated in a), spanning a solidification cell boundary but outside the
poles and zone lines. Ti and Cr are enriched, Ni is depleted. Al is dominated by the diverging zone lines. Fig. 6. Local chemical structure measured by atom probe tomography. a) Volumetric reconstruction of a tip showing the distribution of Ni, Cr, Al and Ti atoms. No second phase or small
clusters are observed. b) Concentration contour plots averaged over a slice thickness of 10 nm from the tip center. Ti and Cr are enriched in a solidification cell boundary. For Ni, Cr and Al
the presence of zone lines dominates over the compositional change. c) Concentration profile along the tip center indicated in a), spanning a solidification cell boundary but outside the
poles and zone lines. Ti and Cr are enriched, Ni is depleted. Al is dominated by the diverging zone lines. 8 Materials and Design 201 (2021) 109531 A. De Luca, C. Kenel, S. Griffiths et al. Table 3
Atom probe tip composition. Concentrations of alloying elements (Ni, Cr, Al, Ti), Co (from Ni metal), impurities (V, Fe, Cu) as well as trace elements (C and Si, the latter measured using
the Si2+ signal). Contributions from Ga, O and H are ignored. B is below the detection limit of 3 ppm. No S peaks were detected in the mass spectra due to overlap with Ni. Tip #3 is shown in
Fig. 6. Tip #2 fractured in the Ti-enriched zone. 4.1. Model alloy characteristics The present model alloy is inspired by CM247LC, a complex indus-
trial Ni-base superalloy with a nominal composition of Ni-9.5 W-
9.2Co-8.1Cr-5.6Al-3.2Ta-1.4Hf-0.7Ti-0.5Mo-0.075C-0.015Zr-0.015B
(wt%). This alloy, optimized for casting, is highly alloyed with W, Ta and
Hf to promote high-temperature strength and carbide formation, com-
bined with Al and Ti to form a high volume fraction of γ’. IN738LC
(Ni-16Cr-8.5Co-1.75Mo-2.6 W-1.75Ta-0.9Nb-3.4Al-3.4Ti-0.01B-0.05Zr
wt%) is a casting alloy of similar complexity and similar high Al + Ti
content (>6 at.%). Additive manufacturing of CM247LC, IN738LC and
other high γ’-containing Ni base superalloys remains challenging due
to the segregation tendency of alloy constituents, especially Zr, B and
Hf, leading to cracking along grain boundaries with impurity elements
such as Si [4,5,9,24]. Eliminating heavily segregating elements and
studying a simplified model alloy thus provides insight into the process-
ing characteristics and defect formation with reduced interference from
the complex composition of these established Ni-base superalloys. Fig. 7. Comparison of Ti enrichment in solidification cell boundaries. a) Ti and b) Cr concentration profiles derived from APT and TEM EDS. TEM data is averaged over 91 measured
boundaries. The full segregation zone width is estimated as 4σ based on a Gaussian fit of the data. The width from APT data is corrected for the non-orthogonal measurement direction
of the line profile. The large Cr distribution width measured by APT is influenced by the presence of poles. Fig. 7. Comparison of Ti enrichment in solidification cell boundaries. a) Ti and b) Cr concentration profiles derived from APT and TEM EDS. TEM data is averaged over 91 measured
boundaries. The full segregation zone width is estimated as 4σ based on a Gaussian fit of the data. The width from APT data is corrected for the non-orthogonal measurement direction
of the line profile. The large Cr distribution width measured by APT is influenced by the presence of poles. 9 A. De Luca, C. Kenel, S. Griffiths et al. Materials and Design 201 (2021) 109531 boundaries and liquation cracking. The absence of any strong segrega-
tion thus rules out solidification and liquation as the cause of cracking
for the model alloy. The present Ni-Cr-Al-Ti model alloy has a narrow freezing range of
only 13 °C under equilibrium conditions. This is significantly smaller
than for commercial Ni-base superalloys (IN738LC: 117 °C, CM247LC:
130 °C, calculated with the TCNI5 database). 4.1. Model alloy characteristics Additionally, it has a low
content of C (~60 at.ppm by APT) and Si (~140 at.ppm) and no measur-
able Zr or B. The model alloy thus combines the experimentally ob-
served beneficial characteristics that have been attributed to enhanced
AM processability and reduced cracking while maintaining a high γ’ vol-
ume fraction: i) low segregation tendency of major alloying elements
eliminating solidification and liquation cracking, ii) low combined (or
even absence) of B and Zr, and iii) minimal Si. The smooth crack surfaces are indicative of cracking in the solid state
during processing by decohesion along grain boundaries. The grain
boundaries are natural weak points in the structure, especially if they
are oriented perpendicular to the predominant tensile stresses [46]. Under AM processing conditions high thermal stresses are induced in
the material, with the highest tensile stresses occurring parallel to the
build plane [47]. This renders the columnar microstructure inherently
susceptible to cracking, as the grain boundaries are subjected to normal
tensile loads. The high internal stresses are consistent with the observed
high-density dislocation networks formed within grains. If the fracture
strength of the grain boundary is lower than the internal stress, a
crack will form and propagate. Due to the simplified nature of the
model alloy, no grain boundary strengthening phase was created upon
solidification. The observed cracking is thus considered to be a type of
ductility-dip cracking. Despite these characteristics, the processing maps (Fig. 2) reveal the
typical behavior of high-γ’ nickel superalloys processed by L-PBF: a
trade-off between densification and cracking [22]. As cracks are ob-
served in samples fabricated with volumetric energy densities for
which full densification is not yet achieved, such an alloy cannot be suc-
cessfully processed in a crack-free condition without further measures,
such as hot isostatic pressing to close cracks in post-processing steps. In the literature, several mechanisms are discussed that can cause
transient low ductility at elevated temperature such as i) embrittlement
by impurities, especially S, ii) formation of precipitates that increase
high-temperature strength but reduce ductility and iii) grain boundary
sliding where the grain boundaries do not withstand a persistent high
temperature creep load and fracture [48]. The model alloy studied in
thisworkcontains40ppmS,whichhasbeenshowntoleadtoasignificant
reduction of hot ductility in pure nickel [40,49]. However, in technical al-
loys, S is efficiently gettered by Ti, Zr and lanthanoids forming stable sul-
fides [40]. 4.2. Microstructure and crack formation Typical of nickel alloys produced by additive manufacturing, direc-
tional growth is prominent along the build direction, leading to a colum-
nar microstructure with layer-to-layer epitaxy. The BSE and EBSD
micrographs highlight the columnar nature of the grain growth, with
grains that can be longer than 0.5 mm. However, no pronounced fiber
texture is clearly identified for the model alloy. The predominant grain
orientations are 100 and 110, with a tendency to grow into large col-
umns. Published research on IN738LC typically reports 100 textures in
the studied parameter fields [4,6,7]. In CM247LC, mixed 100/110 tex-
tures along the build direction have been observed after L-PBF using a
unidirectional scan strategy; typically, higher energy inputs lead to re-
duced texture as melt pool sizes increase and thermal gradients are re-
duced [21]. In our simplified alloy, cracks appear to propagate only
along high-angle grain boundaries, as it has been observed abundantly
in related literature. Over the complete cross-section, all grains with
cracked boundaries have disorientation angles larger than 30°. Based
on the EBSD data on the x-z plane, the material contains 77 mm/mm2
high angle grain boundaries (>15°) of which 15% have disorientation
angles over 50°, 23% over 40° and 22% over 30°. This provides plenty
of susceptible grain boundaries for crack formation. However, this crite-
rion is not sufficient to predict crack formation, as most high angle grain
boundaries do not crack. The comparison between Fig. 4a, b, and d indi-
cates that cracks are also preferentially formed in areas close to a large
number of small-angle grain boundaries with locally high stored energy
and dislocation densities indicating high stress in the solid state. The
TEM micrographs did not reveal significant differences between the
structures of a cracked and nearby non-cracked grain boundaries, both
exhibiting similar Ti segregation in adjacent solidification cell bound-
aries, and Al2O3/(Ti,Cr)S nanoparticle distribution within the grains. A reduction of ductility by the formation of coherent precipitates
such as γ’ during processing and the following cyclic heating can be
ruled out as no precipitates were detected by TEM or APT, within the so-
lidification cells or at their Ti-enriched boundaries. The cell boundaries
would be particularly expected to form γ’ due to a higher γ’ solvus at
higher Al and Ti contents. The atom probe tip was extracted from the
center of a 5x5x5 mm3 SLM L-PBF specimen. 4.2. Microstructure and crack formation As such, the volume ob-
served is buried ~2.5 mm (i.e., ~ 83 layers) within the part. The observed
volume has thus experienced a complex thermal history after initial
melting and solidification, including several solid-state heating cycles
with decaying magnitude, as well as a low-intensity heat treatment
through heat accumulation within the part during the L-PBF process. For the tested specimen size, this cyclical heat treatment is insufficient
to achieve γ’ formation. The
third
mechanism,
grain
boundary
sliding
leading
to
high-temperature fracture, is considered the most likely cause for
crack formation in this model alloy. In the absence of grain boundary
strengthening elements, such as Zr and B, or any grain boundary phases,
such as carbides or borides, the model alloy provides little resistance to
such a cracking mechanism. Additionally, the alloy has an increased
yield strength due to supersaturation of Al and Ti within the γ matrix
during L-PBF and suppression of γ’ formation. The solid solution
strengthening contribution ΔσSS in nickel can be estimated using The crack surfaces of the model alloy appear smooth in nature, un-
like those observed in CM247LC, from which the current alloy is derived
[18,37]. Due to the heavy segregation of melting point depressant ele-
ments such as Hf, CM247LC suffers from solidification cracking as well
as from liquation cracking. In this case, the grain boundary is being
pulled apart while a liquid remains, leading to crack surfaces with den-
dritic features. While Ti appears to segregate to solidification cell
boundaries in the model alloy (up to 2 at.%), it does not lead to solidifi-
cation cracking. This local segregation of Ti is expected to reduce the
local melting point only slightly. Using the composition of the solidifica-
tion cell boundaries determined by APT (Ni-8.7Cr-12Al-2Ti, at.%), the
calculated solidus is 1375 °C (TCNI5). This is only 7 °C higher than the
lowest melting detected by DSC (Table 2). However, the calculated
local solidus reduction compared to the bulk value of only −19 °C is
considered unlikely to lead to remelting of the solidification cell ΔσSS ¼
∑ki
1
n∙ci
n
ð3Þ ΔσSS ¼
∑ki
1
n∙ci
n ð3Þ with kithe element-specific strengthening coefficient, ci the solute con-
centration, and n ¼ 1
2 [50,51]. The estimated ΔσSS for the model alloy is
148 MPa for the bulk concentration, and 167 MPa in the Ti-rich solidifi-
cation cell boundaries. 4.1. Model alloy characteristics In the studied model alloy, S indeed reacts with Ti, and to a
lesser extent Cr, forming stable (Ti,Cr)S particles. While these particles
act as obstacles for dislocations and thus increase the yield strength (see
4.4), they prevent free S in the matrix and its detrimental effects. 4.2. Microstructure and crack formation 4.3. Slag formation in oxygen-containing nickel alloy Slag located on the freshly solidified melt tracks has is present on the
last layer (top surface) of all printed parts (cf. inset of Fig. 3c), regardless
of the printing parameters. Additionally, as the successive melt tracks
partially overlap, the subsequent laser track remelts the metal alloy as
well as the slag. Depending on processing parameter, the slag remains
in place or floats again to the fresh surface. If the energy input is high
enough, the higher melt pool temperature, and the associated stronger
melt flow and larger melt pool sizes, potentially partially re-dissolves or
breaks up the slag to create more dispersoids. At low energy input, the
slag is covered by the fresh melt track, forming lenses which are embed-
ded in the matrix after solidification. Lack of fusion defects are likely due
to the poor wettability of the metallic melt on the oxide lenses, locally
hindering consolidation. Additionally, a higher fraction of oxide slag
might be ejected from the melt pool, alongside metal spatters, as energy
density increases. This hypothesis is consistent with the estimated slag
area fraction, which reaches values as high as ~0.06% at 55 J/mm3,
close to the estimated total Al2O3 in the alloy, and decreases to under
0.01% above 140 J/mm3. In terms of successful processing strategies,
the need for excessively high energy input to prevent embedded slag
is however not compatible with the need for low energy input to pre-
vent cracking. In a slag-forming alloy, optimal processing conditions
thus become a compromise between cracking and slag/porosity forma-
tion (see Fig. 2f). The formation of Al2O3-based slag is observed in all processed spec-
imens (Figs. 2 and 3). The O content of the Ni-Cr-Al-Ti model alloy pow-
der is 180 ppm, comparable to the lower concentration range reported
by Engeli et al. for IN738LC powder batches (160–1000 ppm) [5]. How-
ever, oxide slag formation has been reported in IN738LC with only
70 ppm oxygen after L-PBF [13]. Hastelloy X and In718 have been
found to form Cr and Al-rich surface oxides on powders recovered
after EBM [53]. The presence of Al2O3 and TiN in the powder later
leads to defects in EBM-manufactured In718 parts with increased defect
frequency with increasing powder recycling cycles [54]. 4.3. Slag formation in oxygen-containing nickel alloy Considering the O content of the powder, the theoretical matrix den-
sity of 8.4 g/cm3, and the density of Al2O3, the as processed material can
contain up to 0.08 vol% of oxide, assuming all measured O in the powder
is scavenged into Al2O3. To rule out oxygen pick up from the process
chamber atmosphere during L-PBF, control experiments were con-
ducted in an atmosphere containing up to 0.1% oxygen. No noticeable
differences were observed in terms of slag formation, as compared to
the normal processing condition with 0.01% oxygen. The oxide exists
in two forms: as separated slag and dispersed as nanoparticles. In cast-
ing, any slag formed on the top of the melt is skimmed off before casting,
but this is inherently impossible to do in additive manufacturing. In the
absence of a dedicated in-situ monitoring experiment, the precise
mechanism behind the slag formation remains unclear. However,
based on the current experimental evidence, a possible mechanism is il-
lustrated in Fig. 8. 4.2. Microstructure and crack formation Additional strengthening of ~150 MPa is pro-
vided by natively formed dispersoids through the Orowan mechanism
(see 4.4 and Fig. 5). In combination, these effects increase the yield
strength of the as-processed material by ~300 MPa, at room tempera-
ture. With increased yield stress, the material can build up high residual 10 A. De Luca, C. Kenel, S. Griffiths et al. Materials and Design 201 (2021) 109531 available as free solute. The concept of O gettering and native disper-
soid formation has been successfully used to create in-situ oxide and
nitride dispersion strengthened steels processed by wire-fed arc
melting [57] and L-PBF [58]. For the present Ni base alloy, however,
a significant amount of the formed Al2O3 particles accumulate at the
melt pool surface and form a buoyant, low-density Al2O3 slag. The
bad wettability between Ni and Al2O3 then potentially prevents re-
introduction of the oxide into the melt pool, leading to steady slag
agglomeration at the melt pool sides, which then is incorporated
as slag lenses, as shown in Fig. 3. stresses that may then cause grain boundary cracking along the most
vulnerable direction, i.e., the long columnar high angle grain boundaries
oriented perpendicular to the horizontal tensile stress. This is in agree-
ment with welding literature, where straight, precipitation-free grain
boundaries were observed to lead to cracks, while a small amount of
grain boundary carbides, as well as tortuous grain boundaries, provide
higher resistance [52]. 4.4. Role and potential of natively formed dispersoids While molten Ni can dissolve a high concentration of oxygen
(>10 at.% at 1700 °C) [55], the model alloy contains three very potent
oxide-forming elements: Cr, Al and Ti. According to the experimental
evidence, Al appears to have the strongest affinity with O during the
melting of this model alloy. Ti and Cr were found in the slag at ~1 at.%,
and Ni at ~4%. Excess O thus predominantly reacts with Al to form
Al2O3 dispersoids, that separate from the molten alloy. The newly
formed nanoparticles are then dispersed throughout the melt pool,
based on the strong Marangoni convection driven by the surface tension
gradients. Both sulfur and oxygen have been shown to reduce or even
invert the surface tension gradients in liquid Fe and Ni [56], thus possi-
bly affected surface segregation. As demonstrated by TEM, both O and S
are gettered by Al and Ti, respectively, forming dispersoids and are not The presence of oxygen and sulfur in the powder, and their strong
affinity to aluminum and titanium, respectively, leads to the in situ
formation of Al2O3 and (Ti,Cr)S dispersoids within the melt pool upon
L-PBF. Due to the strong Marangoni flow in the melt pool, the nanopar-
ticles appear evenly distributed, as evidenced by TEM (Fig. 5). The pres-
ence of a second phase in the melt during solidification can induce grain
nucleation, and grain refinement when present in sufficiently high
number density, as observed with Al3Zr/Al3Sc in aluminum alloys,
their crystal structure promoting grain inoculation [59,60]. However,
this does not appear to be the case with Al2O3 in nickel nor with in
situ ODS steels [57]. Based on TEM-EDX mapping, the solidification
cell boundaries are revealed by their higher Ti content. Comparing the Fig. 8. Slag formation and particle incorporation. a) Upon laser melting, liquid oxide slag is formed on top of the melt pool due to local heating by the laser. The low-density ionic liquid
separates from the metallic melt and is carried to the melt pool side by the Marangoni convection. b) After solidification, oxides are present as trapped nanoparticles (not to scale) within
the metallic matrix and as μm-size slag lenses. Fig. 8. Slag formation and particle incorporation. a) Upon laser melting, liquid oxide slag is formed on top of the melt pool due to local heating by the laser. 4.4. Role and potential of natively formed dispersoids The low-density ionic liquid
separates from the metallic melt and is carried to the melt pool side by the Marangoni convection. b) After solidification, oxides are present as trapped nanoparticles (not to scale) within
the metallic matrix and as μm-size slag lenses. 11 A. De Luca, C. Kenel, S. Griffiths et al. Materials and Design 201 (2021) 109531 under service conditions and negative effects on processability needs
to be achieved. Ti map to the distribution of O and S shows that larger Al2O3 and (Ti,Cr)S
nanoparticles are regularly found at, or close to, grain and cell bound-
aries. This indicates that the dispersoids formed in the melt are at
least partially rejected by the solidification front and pushed into the re-
maining liquid. The location of dispersoids at the grain boundaries,
which have moved slightly away from the solidification cell boundaries
due to the thermal history imposed during L-PBF, indicates that these
particles also can lead to grain boundary pinning. This might improve
high temperature creep properties or impede grain growth during
solutionizing and heat treatment required to obtain the final γ/γ’
microstructure. The current GB cracking mechanism highlights the inherent
weakness of high angle grain boundaries subjected to large tensile
residual stresses. One option to mitigate GB cracking would be the
control of the grain microstructure to prevent excessive columnar
growth of grains, and achieve an equiaxed microstructure, which
however decreases creep resistance. This has been achieved in
electron-beam melting controlling the thermal gradients [35]. How-
ever, this is challenging for nickel alloys due the high thermal gradi-
ent involved in L-PBF manufacturing, and the difficulty to induce
grain inoculation by a second phase. Controlled additions of GB
strengthening elements, i.e. to form carbides and borides, is thus
an interesting potential area for alloy modification. Considering
that carbide formers are usually heavily segregating elements such
as Hf and Zr, this creates potentially conflicting requirements re-
quiring a trade-off and optimized additions. To further improve
the strength of the matrix, solid solution strengthening elements,
such as Co and Fe [2,3], can be added to increase the yield strength
of the alloy above the residual tensile stress in the part, which is
the expected source of cracking in the material. 4.4. Role and potential of natively formed dispersoids This is similar in magnitude to the effect from solid-
solution strengthening of Cr, Al and Ti in the supersaturated γ phase
(see 4.2). 5. Conclusions To investigate the defect formation in additively-produced high-
γ’ nickel-base superalloys, the commercial CM247LC alloy composi-
tion was simplified to contain only four of its core components: Ni,
Cr, Al, and Ti. The model alloy successfully prevented the typical so-
lidification/liquation cracking which often affect L-PBF processing. The simplified composition comes, as expected, at the cost of re-
duced alloy strength which leads to the cracking of high angle
grain boundaries in the solid state due to the high internal stress
from thermal gradients. A successful high-γ’ superalloy for L-PBF ap-
plications can thus safely contain Cr, Al and Ti, but will require a
combination of grain boundary strengthening phases and solid solu-
tion strengthening elements to resist cracking under stress. Segre-
gating elements such as Hf and Zr are ideally avoided, or added in
controlled amounts. Additionally, there is a need to identify contam-
ination levels in reported studies on AM more accurately in order to
assess their criticality. Here, the presence of slag is an indication of
excess O, which can lead to lack of fusion defects and potentially
cracking. Interestingly, if the slagging issue can be mitigated, the
trace oxygen in the powder allows for the in-situ formation of
oxide dispersoids, which provide additional strength to the mate-
rial. Ultimately, alloy modifications to increase processability and
to mitigate the various defect-forming mechanisms of high-γ’ Ni-
base superalloys seem required. However, such changes need to
have the ultimate applications and the required mechanical proper-
ties of these alloys in mind. If such changes are implemented in
existing, optimized alloys, inferior mechanical properties would be
a likely result, albeit better processability would be achieved. 4.4. Role and potential of natively formed dispersoids While the volume fraction of dispersoids remains low in the studied
alloy, it can be expected that they will lead to dispersoid strengthening
of the matrix, as evidenced by the observed dislocation-dispersoid in-
teraction (Fig. 5b). While Al2O3 is a less stable dispersoid in Ni–Cr alloys
compared to other oxides such as Y2O3 [61], its coarsening is still ex-
pected to be slow during following heat treatments. The dispersoids
may also have the potential to interact with the high volume fraction
of γ’ precipitates that can form during subsequent heat treatments. The strengthening contribution of the dispersoids from the Orowan
mechanism ΔσOr can be calculated using Lastly, nanometric dispersoids, either formed natively or added de-
liberately, allow to strengthen the metal matrix independent of the
presence of efficient solid solution strengthening elements. This concept
is classically used in oxide dispersion strengthened alloys but has been
recently revisited in light of the potential to process ODS alloys by AM
[66–72]. If the dispersoids can be distributed homogenously at a small
size, without slag formation, this approach might allow designing alloys
for AM that do not rely on high additions of elements deleterious to the
AM process but rather maintain a simple, low segregation alloy matrix
with a narrow freezing range. ΔσOr ¼ M 0:4
π
Gb
ffiffiffiffiffiffiffiffiffiffiffi
1−ν
p
ln
2
ffiffiffiffiffiffiffiffiffiffiffi
1:5∙〈R〉
p
b
λ
ð4Þ ð4Þ where M = 3.07 [62], b = 0.249 nm [63], G = 78.9 GPa [63], ν=0.296
[64], 〈R〉is the mean dispersoid radius and λ is the interparticle distance
[65]. Based on the measured 〈R〉= 11.6 ± 5.6 nm and λ =
191 ± 114 nm (uncorrected) or λ = 213 ± 116 nm (corrected for
TEM lamella thickness of 100 nm) the estimated ΔσOr is between 133
and 149 MPa. This is similar in magnitude to the effect from solid-
solution strengthening of Cr, Al and Ti in the supersaturated γ phase
(see 4.2). where M = 3.07 [62], b = 0.249 nm [63], G = 78.9 GPa [63], ν=0.296
[64], 〈R〉is the mean dispersoid radius and λ is the interparticle distance
[65]. Based on the measured 〈R〉= 11.6 ± 5.6 nm and λ =
191 ± 114 nm (uncorrected) or λ = 213 ± 116 nm (corrected for
TEM lamella thickness of 100 nm) the estimated ΔσOr is between 133
and 149 MPa. 4.5. Future alloy development and modification The present investigation conducted on a model Ni-Cr-Al-Ti su-
peralloy, as well as the results reported in the literature on more
complex superalloys, highlight some specific alloy design criteria
that need to be fulfilled to achieve defect-free parts of γ/γ’ Ni base
superalloys by L-PBF. p
y
y
The results reported in this paper indicate that defects like porosity,
slag formation and – as a result – lack-of-fusion defects are related to the
powder quality. The experimental powder batch was not optimized, like
commercial alloy powders, with regard to internal gas porosity. While
its quality is sufficient for the purpose of this study, the detected amount
of internal porosity is assumed to be detrimental to part integrity. More
importantly, the accurate control of trace contaminants in the powder is
required. A tight control on the oxygen and oxide content of the powder
is important to prevent Al2O3 slag formation. In general, slag formation
in high Al/Ti containing Ni alloys during L-PBF needs to be further stud-
ied, as it is only scarcely reported in the literature, but some results in-
dicate that it can occur at low oxygen contents (< 100 ppm) [13]. The
presence of trace amounts of S does not appear to be critical in this sys-
tem, as it is gettered by Ti and Cr forming nanometer-sized (Ti,Cr)S. Other elements detected in the alloy by atom probe are Co, Fe, V, Cu,
Si, and C but they are deemed innocuous at their low concentrations. It is however of crucial importance for the developing additive
manufacturing field to report on trace contaminants, as they can have
detrimental effects if present in excess. With regard to the high sensitivity of γ/γ’ Ni superalloys to solidifi-
cation and liquation cracking, elements which tend to heavily segregate
to solidification cell boundaries and induce a significant decrease of the
melting point, i.e. Hf and Zr, need to be added in optimized, small
amounts. For these elements, a trade-off between positive effects References [26] M. Ramsperger, L. Mújica Roncery, I. Lopez-Galilea, R.F. Singer, W. Theisen, C. Körner, Solution heat treatment of the single crystal nickel-base superalloy CMSX-
4 fabricated by selective electron beam melting, Adv. Eng. Mater. 17 (2015)
1486–1493, https://doi.org/10.1002/adem.201500037. [1] L. Carter, M. Attallah, R. Reed, Laser Powder Bed Fabrication of Nickel-base Superal-
loys: Influence of Parameters; Characterisation, Quantification and Mitigation of
Cracking, Superalloys 2012: 12th International Symposium on Superalloys, 2012 10. [2] R.C. Reed, The Superalloys: Fundamentals and Applications, Cambridge University
Press, 2006. [27] M. Ramsperger, R.F. Singer, C. Körner, Microstructure of the nickel-base superalloy
CMSX-4 fabricated by selective electron beam melting, Metall. Mater. Trans. A 47
(2016) 1469–1480, https://doi.org/10.1007/s11661-015-3300-y. [3] M.J. Donachie, S.J. Donachie, Superalloys: A Technical Guide, 2nd Edition, ASM Inter-
national 2002. [28] R. Acharya, R. Bansal, J.J. Gambone, S. Das, A microstructure evolution model for the
Processing of single-crystal alloy CMSX-4 through scanning laser epitaxy for turbine
engine hot-section component repair (part II), Metall and Materi Trans B. 45 (2014)
2279–2290, https://doi.org/10.1007/s11663-014-0183-z. [4] M. Cloots, P.J. Uggowitzer, K. Wegener, Investigations on the microstructure and
crack formation of IN738LC samples processed by selective laser melting using
Gaussian and doughnut profiles, Mater. Des. 89 (2016) 770–784, https://doi.org/
10.1016/j.matdes.2015.10.027. [29] A. Basak, R. Acharya, S. Das, Additive manufacturing of single-crystal superalloy
CMSX-4 through scanning laser epitaxy: computational modeling, experimental
process development, and process parameter optimization, Metallurgical and Mate-
rials Transactions A: Physical Metallurgy and Materials Science. 47 (2016)
3845–3859, https://doi.org/10.1007/s11661-016-3571-y. [5] R. Engeli, T. Etter, S. Hövel, K. Wegener, Processability of different IN738LC powder
batches by selective laser melting, J. Mater. Process. Technol. 229 (2016) 484–491,
https://doi.org/10.1016/j.jmatprotec.2015.09.046. [6] F. Geiger, K. Kunze, T. Etter, Tailoring the texture of IN738LC processed by selective
laser melting (SLM) by specific scanning strategies, Mater. Sci. Eng. A 661 (2016)
240–246, https://doi.org/10.1016/j.msea.2016.03.036. [30] J. Yang, F. Li, Z. Wang, X. Zeng, Cracking behavior and control of Rene 104 superalloy
produced by direct laser fabrication, J. Mater. Process. Technol. 225 (2015) 229–239,
https://doi.org/10.1016/j.jmatprotec.2015.06.002. [7] K. Kunze, T. Etter, J. Grässlin, V. Shklover, Texture, anisotropy in microstructure and
mechanical properties of IN738LC alloy processed by selective laser melting (SLM),
Mater. Sci. Eng. A 620 (2015) 213–222, https://doi.org/10.1016/j.msea.2014.10.003. [31] J. Li, H.M. Wang, Microstructure and mechanical properties of rapid directionally so-
lidified Ni-base superalloy Rene’41 by laser melting deposition manufacturing,
Mater. Sci. Eng. A 527 (2010) 4823–4829, https://doi.org/10.1016/j.msea.2010.04. 062. [8] L. Rickenbacher, T. Etter, S. Hövel, K. References Wegener, High temperature material properties
of IN738LC processed by selective laser melting (SLM) technology, Rapid Prototyp. J. 19 (2013) 282–290, https://doi.org/10.1108/13552541311323281. [32] E. Cadel, D. Lemarchand, S. Chambreland, D. Blavette, Atom probe tomography in-
vestigation of the microstructure of superalloys N18, Acta Mater. 50 (2002)
957–966, https://doi.org/10.1016/S1359-6454(01)00395-0. [9] A. Hariharan, L. Lu, J. Risse, A. Kostka, B. Gault, E.A. Jägle, D. Raabe, Misorientation-
dependent solute enrichment at interfaces and its contribution to defect formation
mechanisms during laser additive manufacturing of superalloys, Physical Review
Materials 3 (2019)https://doi.org/10.1103/PhysRevMaterials.3.123602. [33] E. Chauvet, P. Kontis, E.A. Jägle, B. Gault, D. Raabe, C. Tassin, J.-J. Blandin, R. Dendievel, B. Vayre, S. Abed, G. Martin, Hot cracking mechanism affecting a non-
weldable Ni-based superalloy produced by selective electron Beam Melting, Acta
Mater. 142 (2018) 82–94, https://doi.org/10.1016/j.actamat.2017.09.047. [10] A. Ramakrishnan, G.P. Dinda, Direct laser metal deposition of Inconel 738, Mater. Sci. Eng. A 740–741 (2019) 1–13, https://doi.org/10.1016/j.msea.2018.10.020. [11] P. Belaygue, D.A.J. Cornu, C. CROZET, R. Giraud, Z. Hervier, R.L. Baptiste, C. Mayer, J. Montagnon, Nickel-based superalloys, FR3085967A1, https://patents.google.com/
patent/FR3085967A1/en 2020. (Accessed 29 April 2020). [34] L.E. Murr, E. Martinez, X.M. Pan, S.M. Gaytan, J.A. Castro, C.A. Terrazas, F. Medina, R.B. Wicker, D.H. Abbott, Microstructures of Rene 142 nickel-based superalloy fabricated
by electron beam melting, Acta Mater. 61 (2013) 4289–4296, https://doi.org/10. 1016/j.actamat.2013.04.002. [12] R. Engeli, T. Etter, H. Meidani, Gamma prime precipitation strengthened nickel-base
superalloy for use in powder based additive manufacturing process, EP2886225B1,
https://patents.google.com/patent/EP2886225B1/en 2017. (Accessed 29 April
2020). [35] P. Kontis, E. Chauvet, Z. Peng, J. He, A.K. da Silva, D. Raabe, C. Tassin, J.-J. Blandin, S. Abed, R. Dendievel, B. Gault, G. Martin, Atomic-scale grain boundary engineering
to overcome hot-cracking in additively-manufactured superalloys, Acta Mater. 177
(2019) 209–221, https://doi.org/10.1016/j.actamat.2019.07.041. [13] C. Qiu, H. Chen, Q. Liu, S. Yue, H. Wang, On the solidification behaviour and cracking
origin of a nickel-based superalloy during selective laser melting, Mater. Charact. 148 (2019) 330–344, https://doi.org/10.1016/j.matchar.2018.12.032. [36] D. Heydari, A.S. Fard, A. Bakhshi, J.M. Drezet, Hot tearing in polycrystalline Ni-based
IN738LC superalloy: influence of Zr content, J. Mater. Process. Technol. 214 (2014)
681–687, https://doi.org/10.1016/j.jmatprotec.2013.10.001. [14] J. Xu, X. Lin, Y. Zhao, P. Guo, X. Wen, Q. Li, H. Yang, H. Dong, L. Xue, W. Huang, HAZ
liquation cracking mechanism of IN-738LC superalloy prepared by laser solid
forming, Metall and Mat Trans A. 49 (2018) 5118–5136, https://doi.org/10.1007/
s11661-018-4826-6. [37] S. Griffiths, H. Ghasemi Tabasi, T. Ivas, X. Maeder, A. Declaration of Competing Interest The authors declare that they have no known competing financial
interests or personal relationships that could have appeared to influ-
ence the work reported in this paper. [16] M. Zhong, H. Sun, W. Liu, X. Zhu, J. He, Boundary liquation and interface cracking
characterization in laser deposition of Inconel 738 on directionally solidified Ni-
based superalloy, Scr. Mater. 53 (2005) 159–164, https://doi.org/10.1016/j. scriptamat.2005.03.047. [17] J. Xu, H. Gruber, R. Boyd, S. Jiang, R.L. Peng, J.J. Moverare, On the strengthening and
embrittlement mechanisms of an additively manufactured nickel-base superalloy,
Materialia. 10 (2020) 100657, https://doi.org/10.1016/j.mtla.2020.100657. Acknowledgments [18] V.D. Divya, R. Muñoz-Moreno, O.M.D.M. Messé, J.S. Barnard, S. Baker, T. Illston, H.J. Stone, Microstructure of selective laser melted CM247LC nickel-based superalloy
and its evolution through heat treatment, Mater. Charact. 114 (2016) 62–74,
https://doi.org/10.1016/j.matchar.2016.02.004. The research leading to this work was funded by the US Army Re-
search Office (W911NF-18-1-0129). Atom-probe tomography was per-
formed at the Northwestern University Center for Atom-Probe
Tomography (NUCAPT), electron microscopy was performed at
Northwestern's NUANCE center. The LEAP tomograph at NUCAPT was
purchased and upgraded with grants from the NSF-MRI (DMR-
0420532) and ONR-DURIP (N00014-0400798, N00014-0610539,
N00014-0910781, N00014-1712870) programs. NUCAPT and NUANCE
received support from the MRSEC program (NSF DMR-1720139) at
the Materials Research Center and the SHyNE Resource (NSF ECCS-
1542205). NUCAPT received support from the Initiative for Sustainabil-
ity and Energy (ISEN) at Northwestern University. This work made use
of the MatCI Facility which receives support from the MRSEC Program
(NSF DMR-1720139) of the Materials Research Center at Northwestern
University. The authors kindly thank R. Figi (Empa) for conducting the
chemical analysis of the powder. [19] X. Wang, L.N. Carter, B. Pang, M.M. Attallah, M.H. Loretto, Microstructure and yield
strength of SLM-fabricated CM247LC Ni-Superalloy, Acta Mater. 128 (2017)
87–95, https://doi.org/10.1016/j.actamat.2017.02.007. [20] R. Muñoz-Moreno, V.D. Divya, S.L. Driver, O.M.D.M. Messé, T. Illston, S. Baker, M.A. Carpenter, H.J. Stone, Effect of heat treatment on the microstructure, texture and
elastic anisotropy of the nickel-based superalloy CM247LC processed by selective
laser melting, Mater. Sci. Eng. A 674 (2016) 529–539, https://doi.org/10.1016/j. msea.2016.06.075. [21] L.N. Carter, C. Martin, P.J. Withers, M.M. Attallah, The influence of the laser scan
strategy on grain structure and cracking behaviour in SLM powder-bed fabricated
nickel superalloy, J. Alloys Compd. 615 (2014) 338–347, https://doi.org/10.1016/j. jallcom.2014.06.172. [22] L.N. Carter, X. Wang, N. Read, R. Khan, M. Aristizabal, K. Essa, M.M. Attallah, Process
optimisation of selective laser melting using energy density model for nickel based
superalloys, Mater. Sci. Technol. 32 (2016) 657–661, https://doi.org/10.1179/
1743284715Y.0000000108. [23] S. Catchpole-Smith, N. Aboulkhair, L. Parry, C. Tuck, I.A. Ashcroft, A. Clare, Fractal
scan strategies for selective laser melting of ‘unweldable’ nickel superalloys, Addi-
tive Manufacturing. 15 (2017) 113–122, https://doi.org/10.1016/j.addma.2017.02. 002. Appendix A. Supplementary data [24] R. Engeli, T. Etter, F. Geiger, Ni-base superalloy composition and method for slm pro-
cessing such ni-base superalloy composition, EP3257956A1, https://patents.google. com/patent/EP3257956A1/en 2017. (Accessed 28 April 2020). Supplementary data to this article can be found online at https://doi. org/10.1016/j.matdes.2021.109531. [25] Y.S. Lee, M.M. Kirka, S. Kim, N. Sridharan, A. Okello, R.R. Dehoff, S.S. Babu, Asymmet-
ric cracking in mar-M247 alloy builds during Electron beam powder bed fusion ad-
ditive manufacturing, Metall and Mat Trans A. 49 (2018) 5065–5079, https://doi. org/10.1007/s11661-018-4788-8. Data availability The data that support the findings of this study are available from
the corresponding author upon reasonable request. 12 A. De Luca, C. Kenel, S. Griffiths et al. Materials and Design 201 (2021) 109531 [15] X. Zhang, H. Chen, L. Xu, J. Xu, X. Ren, X. Chen, Cracking mechanism and susceptibil-
ity of laser melting deposited Inconel 738 superalloy, Mater. Des. 183 (2019)
108105, https://doi.org/10.1016/j.matdes.2019.108105. References De Luca, K. Zweiacker, R. Wróbel, J. Jhabvala, R.E. Logé, C. Leinenbach, Combining alloy and process modifica-
tion for micro-crack mitigation in an additively manufactured Ni-base superalloy, 13 A. De Luca, C. Kenel, S. Griffiths et al. Materials and Design 201 (2021) 109531 Additive Manufacturing. 36 (2020) 101443, https://doi.org/10.1016/j.addma.2020. 101443. Additive Manufacturing. 36 (2020) 101443, https://doi.org/10.1016/j.addma.2020. 101443. [57] H. Springer, C. Baron, A. Szczepaniak, E.A. Jägle, M.B. Wilms, A. Weisheit, D. Raabe,
Efficient additive manufacturing production of oxide- and nitride-dispersion-
strengthened materials through atmospheric reactions in liquid metal deposition,
Mater. Des. 111 (2016) 60–69, https://doi.org/10.1016/j.matdes.2016.08.084. [38] Y. Chen, K. Zhang, J. Huang, S.R.E. Hosseini, Z. Li, Characterization of heat affected
zone liquation cracking in laser additive manufacturing of Inconel 718, Mater. Des. 90 (2016) 586–594, https://doi.org/10.1016/j.matdes.2015.10.155. [58] M.P. Haines, N.J. Peter, S.S. Babu, E.A. Jägle, In-situ synthesis of oxides by reactive
process atmospheres during L-PBF of stainless steel, Additive Manufacturing. 33
(2020) 101178, https://doi.org/10.1016/j.addma.2020.101178. [39] D. Tomus, P.A. Rometsch, M. Heilmaier, X. Wu, Effect of minor alloying elements on
crack-formation characteristics of Hastelloy-X manufactured by selective laser melt-
ing, Additive Manufacturing. 16 (2017) 65–72, https://doi.org/10.1016/j.addma. 2017.05.006. (2020) 101178, https://doi.org/10.1016/j.addma.2020.101178. [59] A.B. Spierings, K. Dawson, T. Heeling, P.J. Uggowitzer, R. Schäublin, F. Palm, K. Wegener, Microstructural features of Sc- and Zr-modified Al-Mg alloys processed
by selective laser melting, Mater. Des. 115 (2017) 52–63, https://doi.org/10.1016/
j.matdes.2016.11.040. [40] N.L. Richards, M.C. Chaturvedi, Effect of minor elements on weldability of nickel base
superalloys, Int. Mater. Rev. 45 (2000) 109–129, https://doi.org/10.1179/
095066000101528331. [60] J.R. Croteau, S. Griffiths, M.D. Rossell, C. Leinenbach, C. Kenel, V. Jansen, D.N. Seidman, D.C. Dunand, N.Q. Vo, Microstructure and mechanical properties of Al-
Mg-Zr alloys processed by selective laser melting, Acta Materialia (2018)https://
doi.org/10.1016/j.actamat.2018.04.053. [41] R.T. Holt, W. Wallace, Impurities and trace elements in nickel-base superalloys, In-
ternational Metals Reviews. 21 (1976) 1–24, https://doi.org/10.1179/imtr.1976.21. 1.1. [61] D. Srinivasan, R. Corderman, P.R. Subramanian, Strengthening mechanisms (via
hardness analysis) in nanocrystalline NiCr with nanoscaled Y2O3 and Al2O3 disper-
soids, Mater. Sci. Eng. A 416 (2006) 211–218, https://doi.org/10.1016/j.msea.2005. 09.109. [42] D. Tomus, T. Jarvis, X. Wu, J. Mei, P. Rometsch, E. Herny, J.-F. Rideau, S. Vaillant, Con-
trolling the microstructure of hastelloy-X components manufactured by selective
laser melting, Phys. Procedia 41 (2013) 823–827, https://doi.org/10.1016/j.phpro. 2013.03.154. [62] P.S. Follansbee, G.T. Gray, The response of single crystal and polycrystal nickel to
quasistatic and shock deformation, Int. J. Plast. 7 (1991) 651–660, https://doi.org/
10.1016/0749-6419(91)90049-5. [43] T. References Etter, A. KÜNZLER, H. Meidani, High temperature nickel-base superalloy for use in
powder based manufacturing process, EP3120953A1, https://patents.google.com/
patent/EP3120953A1/en 2017. (Accessed 29 April 2020). (
)
[63] H.J. Frost, M.F. Ashby, Deformation-Mechanism Maps: The Plasticity and Creep of
Metals and Ceramics, Pergamon Press, Oxford, 1982. [44] K. Thyng, C. Greene, R. Hetland, H. Zimmerle, S. DiMarco, True colors of oceanogra-
phy: guidelines for effective and accurate colormap selection, Oceanography. 29
(2016) 9–13, https://doi.org/10.5670/oceanog.2016.66. [64] H.M. Ledbetter, R.P. Reed, Elastic properties of metals and alloys, I. iron, nickel, and
iron-nickel alloys, Journal of Physical and Chemical Reference Data 2 (1973)
531–618, https://doi.org/10.1063/1.3253127. (
)
p
g
g
[45] H.A. Davies, N. Shohoji, D.H. Warrington, Rapid Solidification Processing II, ed. by R
Mehrabian, BH Kear and M. Cohen, Claitor's Pub. Div., Baton Rouge. (1980) 153. ,
p //
g/
/
[65] A. Kelly, Strengthening Methods in Crystals, Elsevier Publishing Company, 1971. [65] A. Kelly, Strengthening Methods in Crystals, E [46] E. Alabort, D. Barba, S. Sulzer, M. Lißner, N. Petrinic, R.C. Reed, Grain boundary prop-
erties of a nickel-based superalloy: characterisation and modelling, Acta Mater. 151
(2018) 377–394, https://doi.org/10.1016/j.actamat.2018.03.059. [66] T. Boegelein, S.N. Dryepondt, A. Pandey, K. Dawson, G.J. Tatlock, Mechanical re-
sponse and deformation mechanisms of ferritic oxide dispersion strengthened
steel structures produced by selective laser melting, Acta Mater. 87 (2015)
201–215, https://doi.org/10.1016/j.actamat.2014.12.047. [47] N. Kalentics, E. Boillat, P. Peyre, C. Gorny, C. Kenel, C. Leinenbach, J. Jhabvala, R.E. Logé, 3D laser shock peening - a new method for the 3D control of residual stresses
in selective laser melting, Mater. Des. 130 (2017) 350–356, https://doi.org/10.1016/
j.matdes.2017.05.083. [67] R. Streubel, M.B. Wilms, C. Doñate-Buendía, A. Weisheit, S. Barcikowski, J.H. Schleifenbaum, B. Gökce, Depositing laser-generated nanoparticles on powders for
additive manufacturing of oxide dispersed strengthened alloy parts via laser
metal deposition, Jpn. J. Appl. Phys. 57 (2018), 040310, https://doi.org/10.7567/
JJAP.57.040310. [48] F.F. Noecker, J.N. Dupont, Metallurgical investigation into ductility dip cracking in
Ni-based alloys: part II, Weld. J. 88 (2009) 62–77. [49] C.L. White, J.H. Schneibel, R.A. Padgett, High temperature embrittlement of NI and
Ni-Cr alloys by trace elements, MTA. 14 (1983) 595–610, https://doi.org/10.1007/
BF02643776. JJ
[68] M.B. Wilms, R. Streubel, F. Frömel, A. Weisheit, J. Tenkamp, F. Walther, S. Barcikowski, J.H. Schleifenbaum, B. Gökce, Laser additive manufacturing of oxide
dispersion strengthened steels using laser-generated nanoparticle-metal composite
powders, Procedia CIRP. 74 (2018) 196–200, https://doi.org/10.1016/j.procir.2018. 08.093. [50] L.A. Gypen, A. References Deruyttere, Multi-component solid solution hardening, J. Mater. Sci. 12 (1977) 1028–1033, https://doi.org/10.1007/BF00540987. [51] H.A. Roth, C.L. Davis, R.C. Thomson, Modeling solid solution strengthening in nickel
alloys, Metall. Mater. Trans. A 28 (1997) 1329–1335, https://doi.org/10.1007/
s11661-997-0268-2. [69] R.M. Hunt, K.J. Kramer, B. El-Dasher, Selective laser sintering of MA956 oxide disper-
sion strengthened steel, J. Nucl. Mater. 464 (2015) 80–85, https://doi.org/10.1016/j. jnucmat.2015.04.011. [52] N.E. Nissley, J.C. Lippold, Ductility-dip cracking susceptibility of nickel-based weld
metals: part 2 ― microstructural characterization, Weld. J. 88 (2009) 131–140. [70] C. Kenel, K. Dawson, J. Barras, C. Hauser, G. Dasargyri, T. Bauer, A. Colella, A.B. Spierings, G.J. Tatlock, C. Leinenbach, K. Wegener, Microstructure and oxide particle
stability in a novel ODS γ-TiAl alloy processed by spark plasma sintering and laser
additive manufacturing, Intermetallics. 90 (2017) 63–73, https://doi.org/10.1016/j. intermet.2017.07.004. [53] E. Hryha, R. Shvab, H. Gruber, A. Leicht, L. Nyborg, Surface oxide state on metal pow-
der and its changes during additive manufacturing: an overview, La Metallurgia
Italiana. 6 (2018). [54] H. Gruber, C. Luchian, E. Hryha, L. Nyborg, Effect of powder recycling on defect for-
mation in electron beam melted alloy 718, Metall Mater Trans A. 51 (2020)
2430–2443, https://doi.org/10.1007/s11661-020-05674-8. [71] C. Kenel, G. Dasargyri, T. Bauer, A. Colella, A.B. Spierings, C. Leinenbach, K. Wegener,
Selective laser melting of an oxide dispersion strengthened (ODS) γ-TiAl alloy to-
wards production of complex structures, Materials & Design. 134 (2017) 81–90,
https://doi.org/10.1016/j.matdes.2017.08.034. [55] J.P. Neumann, T. Zhong, Y.A. Chang, The Ni−O (nickel-oxygen) system, Bull. Alloy
Phase Diagr. 5 (1984) 141–144, https://doi.org/10.1007/BF02868949. [72] T. Bauer, K. Dawson, A. Colella, K. Wegener, Processing ODS modified In625 using
selective laser melting, in: B. Dave (Ed.), Solid Freefrom Fabrication Symposium,
TX, USA, Austin, 2015. [56] P. Sahoo, T. Debroy, M.J. McNallan, Surface tension of binary metal—surface active
solute systems under conditions relevant to welding metallurgy, Metall. Trans. B
19 (1988) 483–491, https://doi.org/10.1007/BF02657748. 14 14
|
https://openalex.org/W2946214183
|
https://europepmc.org/articles/pmc7075395?pdf=render
|
English
| null |
Tadalafil attenuates ischemic damage as well as reperfusion injury in the rat ovary
|
Journal of the Turkish-German Gynecological Association
| 2,020
|
cc-by
| 4,391
|
Çağdaş Şahin1,
Nuri Yıldırım1,
İsmet Hortu1,
Ali Akdemir1,
Serdar Özşener1,
Gürkan Yiğittürk2
Oytun Erbaş3 1Department of Obstetrics and Gynecology, Ege University Faculty of Medicine, İzmir, Turkey
2Department of Histology and Embryology, Muğla Sıtkı Koçman University Faculty of Medicine, Muğla, Turkey
3Department of Physiology, Demiroğlu Bilim University Faculty of Medicine, İstanbul, Turkey Address for Correspondence: Çağdaş Şahin
e.mail: cagdasdr@yahoo.com ORCID: orcid.org/0000-0001-7346-3987
©Copyright 2020 by the Turkish-German Gynecological Education and Research Foundation - Available online at www.jtgga.org
Journal of the Turkish-German Gynecological Association published by Galenos Publishing House.
DOI: 10.4274/jtgga.galenos.2019.2018.0121 35 35 Original Investigation Original Investigation Tadalafil attenuates ischemic damage as well as
reperfusion injury in the rat ovary Nuri Yıldırım1,
İsmet Hortu1,
Ali Akdemir1,
Serdar Özşener1,
Gürkan Yiğittürk2,
Oytun Erbaş3 Abstract Objective: Tadalafil is a selective phosphodiesterase type-5 inhibitor with a long half-life. It has a dual function in ischaemic and re-perfused
tissues, i.e. vasodilatation and anti-oxidant effects. These features of tadalafil distinguish it from other anti-oxidants. We investigated the dual
effect of tadalafil on ischaemia and reperfusion injury in the rat ovary. Material and Methods: We established five study groups. Group 1 (n=6): sham-operated; group 2 (n=6): torsion; group 3 (n=6): torsion
and Tadalafil; group 4 (n=6): torsion/de-torsion; and group 5 (n=6): torsion/de-torsion and tadalafil. Ovarian samples were harvested from
animals and evaluated in terms of histopathologic changes, tissue malondialdehyde (MDA) concentrations, lactate production, and plasma cyclic
guanosine monophosphate (cGMP). Results: Follicular degeneration, oedema, haemorrhage, and inflammatory cells were significantly decreased in group 5 in comparison with
group 4. Group 2 and group 3 were compared in terms of vascular congestion and haemorrhage; these parameters were significantly decreased
in group 3. In addition, significantly decreased MDA and lactate concentrations were observed in group 5 in comparison with group 4. Increased
cGMP concentrations were detected in group 3 and group 5. Conclusion: We conclude that tadalafil might be useful in protecting the ovary against ischaemia and reperfusion injury. In the evet of ovarian
torsion, it will provide a greater therapeutic effect than only performing de-torsion of the ovary or using other anti-oxidant agents. (J Turk Ger
Gynecol Assoc 2020; 21: 35-40) Keywords: Phosphodiesterase type-5, tadalafil, ischemia-reperfusion injury, vasodilatation; anti-oxidant Received: 24 September, 2018 Accepted: 8 May, 2019 Animals Thirty mature, female Sprague-Dawley albino rats were used
in this study. All rats were aged 12 weeks and weighed 200-
220 g. Animals were housed in steel cages maintained in a
temperature-controlled room (21±1 °C) under a 12-h light/
dark cycle and fed ad libitum. This study was approved by the
intuitional animal care committee, and all procedures were
performed according to the experimental guidelines of Ege
University (SPK-HADYEK 34562/2015/24). Patient approval has
not been obtained as it is performed on animals. The oestrous
stage was determined by taking a vaginal smear from all
animals, and cell types were identified under a microscope
using the Papanicolaou staining procedure. Oestrous was
confirmed in the smear specimens from 30 rats, which were
included in the experiment. The rate of vascular congestion, stromal haemorrhage
and oedema, follicular degeneration, and infiltration of
inflammatory cells in sections for each animal were scored
from 0 to 3 according to the severity of injury. A score of 0
represents normal histology, and <33%, 33-66%, and >66%
pathologic findings in the ovarian sections were scored as 1, 2,
and 3, respectively (8). Histopathologic evaluation of tissue samples Ovarian samples were evaluated using a light microscope. Specimens were fixed in 10% buffered formalin, then an
increasing alcohol series was used to dehydrate samples. Subsequently, samples were cleared with xylene and
embedded in paraffin. Tissue sections were sliced at 4-µm
thickness and slides were stained with haematoxylin and
eosin (H&E) prior to histologic analysis. An Olympus BX51
microscope connected to an Olympus C-5050 digital camera
(Olympus Corp., Tokyo, Japan) was used for the analysis and
photography of sections. Histologic sections were evaluated
in terms of primordial and developing follicles. In the histology
of the ovary, primordial follicles are located beneath of the
cortex, surrounded by a single layer of granulosa cells. Primary
follicles are encircled by a single layer of cuboidal granulosa
cells. The identification of stratified granulosa cells indicates
secondary follicles, and stratum granulosum and antral
space are major features of tertiary follicles. The pyknotic
appearance of the nucleus and collapsed ooplasm, with or
without irregular granulosa cells, indicate a degenerated
follicle. Tadalafil has a dual function as a vasodilator and antioxidant. These characteristics distinguish it from other antioxidants
used to prevent IR injury. In the current study, we investigated
the effect of tadalafil on the ischemic stage and on reperfusion
injury. Introduction The skin of the abdominal area was trimmed and cleaned with
povidone iodine. A 2 cm midline incision was performed on
the abdomen, and the uterus and ovaries were detected. brings another problematic condition, reperfusion damage. The reoxygenation of ischemic tissues results in the production
of reactive oxygen species (ROS), including superoxide anions
(O2-), hydrogen peroxide, and hydroxyl radicals (OH-), among
others. These ROS damage phospholipids and proteins of
the cell membrane and promote mitochondrial permeability
which can cause a reduction in ATP and lead to cell death (2). At this stage, the use of antioxidant agents helps to support the
self-antioxidant defence mechanism of cells. In the sham-surgery group (group 1, n=6), laparotomy was
performed and the abdomen was closed 1 min later without
performing any surgical procedures. In the torsion group
(group 2, n=6), ischemia was created for 3 h by applying
atraumatic vascular clips to the vascular pedicles of ovaries
on both sides. The incision was subsequently closed with
3/0 silk sutures. In the torsion and tadalafil group (group 3,
n=6), ischemia was performed, as described for group 2, 30
min after administering 20 mg/kg of tadalafil [(Cialis, Lilly,
IN, United States of America (USA)] via oral gavage. In the
torsion/detorsion group (group 4, n=6), 3 h of ischemia was
created, as in group 2, followed by 3 h of reperfusion. In the
torsion/detorsion and tadalafil group (group 5, n=6), torsion
was created for 3 h, followed by tadalafil administration 30
min prior to 3 h of detorsion/reperfusion. At the end of the
reperfusion stage, both ovaries were harvested for histologic
and biochemical evaluation. One of the phosphodiesterase type-5 (PDE-5) inhibitors is
tadalafil which has been used in the treatment of erectile
dysfunction (3). As PDE-5 catalyses the hydrolysis of 3'5'-cyclic
guanosine monophosphate (cGMP), PDE-5 inhibitors cause an
increase in cGMP. Nitric oxide (NO) is a potent vasodilator, and
works via the secondary messenger cGMP. PDE-5 inhibitors
facilitate the accumulation of cGMP within cells, and also
facilitate NO-mediated vasodilation of vascular smooth muscle
in mammals. Recent studies have demonstrated a potential
beneficial effect of PDE-5 inhibitors on IR injury in the brain (4),
kidney (5), and heart (6). These authors found that increasing
cGMP attenuates lipid peroxidation (7) and nicotinamide-
adenine dinucleotide phosphate [NAD(P)H] oxidase activity,
which are the main sources of ROS production in oxidative
stress (6). Introduction When the ischemic period is extended, the associated cell
damage becomes irreversible. During the ischemic stage, the
production of adenosine triphosphate (ATP) decreases and
anaerobic glycolysis begins. Decreasing ATP concentrations
leads to the cessation of sodium-potassium pump channel
function and subsequent water influx into cells, resulting in cell
swelling. If ischemia persists, cells proceed to an irreversible
stage. At this stage, severe swelling is seen in the mitochondria,
as well as cell membrane damage. Cell death usually results
in necrosis. Ovarian torsion is an emergency condition in gynaecology
practice. It is particularly important when diagnosed in the
reproductive period. Ischemia-reperfusion (IR) injury can
damage ovarian tissue and also reduce the ovarian reserve
(1). The time of diagnosis is important due to the diminishing
ovarian reserve. However, it usually takes some time to achieve
a diagnosis given the non-specific diagnostic symptoms. In
addition, although restoration of the blood supply of ovarian
tissue can reduce ischemic damage, it can also cause
reperfusion injury. Reinstating the blood supply of ischemic tissue leads to
recovery of cells in the reversible stage. However, this situation Şahin et al. Tadalafil attenuates ischemic damage as well as reperfusion injury in the rat ovary J Turk Ger Gynecol Assoc 2020; 21: 35-40 36 The skin of the abdominal area was trimmed and cleaned with
povidone iodine. A 2 cm midline incision was performed on
the abdomen, and the uterus and ovaries were detected. In the sham-surgery group (group 1, n=6), laparotomy was
performed and the abdomen was closed 1 min later without
performing any surgical procedures. In the torsion group
(group 2, n=6), ischemia was created for 3 h by applying
atraumatic vascular clips to the vascular pedicles of ovaries
on both sides. The incision was subsequently closed with
3/0 silk sutures. In the torsion and tadalafil group (group 3,
n=6), ischemia was performed, as described for group 2, 30
min after administering 20 mg/kg of tadalafil [(Cialis, Lilly,
IN, United States of America (USA)] via oral gavage. In the
torsion/detorsion group (group 4, n=6), 3 h of ischemia was
created, as in group 2, followed by 3 h of reperfusion. In the
torsion/detorsion and tadalafil group (group 5, n=6), torsion
was created for 3 h, followed by tadalafil administration 30
min prior to 3 h of detorsion/reperfusion. At the end of the
reperfusion stage, both ovaries were harvested for histologic
and biochemical evaluation. Statistical analysis Mann-Whitney U-test was used to compare the biochemical
data and histopathologic scores between groups. The results
were considered statistically significant if the p-value was
<0.05. Statistical analyses were performed using SPSS software
version 16.0 (Chicago, IL, USA). Measurement of plasma cGMP and lactic acid concentrations Measurement of plasma cGMP and lactic acid concentrations
After administering tadalafil, plasma samples were collected
and stored at -80 °C until use for the cyclic nucleotide assay. Enzyme-linked immunosorbent assay (Cusabio, Biotech Co. Ltd. Wuhan, China) was used to determine the plasma cGMP
level. The ultraviolet detection method was used to measure
the L-lactic acid concentrations in plasma samples. Increased MDA concentrations were found in the torsion
(group 2) and torsion/detorsion (group 4) groups compared
with the sham-surgery group (group 1, p<0.01). Decreased
MDA concentrations were measured in the torsion/tadalafil
(group 3) and torsion/detorsion/tadalafil (group 5) groups,
but this decrease only reached statistical significance in the
torsion/detorsion/tadalafil group (group 5, p<0.001). Similar
findings were also observed for the lactate results. Increased
tissue lactate concentrations were found in the torsion (group
2) and torsion/detorsion (group 4) groups. Importantly, lactate
concentrations were normalised in the groups that received
tadalafil (groups 3 and 5). Plasma cGMP concentrations
reflected the effect of tadalafil treatment, and a statistically
significant increase in cGMP concentrations was found in
the groups that were administered tadalafil (groups 3 and 5,
p<0.01). The biochemical results are presented in Table 2. Determination of lipid peroxidation and total protein
concentrations (p<0.05), oedema (p<0.05), vascular congestion (p<0.001),
haemorrhage (p<0.05), and infiltration of inflammatory
cells (p<0.05) were observed in the torsion group (group 2). When tadalafil was administered before torsion, a statistically
significant decrease in vascular congestion (p<0.05) and
haemorrhage (p<0.05) was found for group 3 compared with
the torsion-only group (group 2). Tissue samples were homogenised in KCl (150 mM)
and centrifuged at 5000 g for 10 min. Lipid peroxidation
was determined by analysis of the supernatant, with
malondialdehyde
(MDA)
concentrations
measured
as
thiobarbituric acid-reactive substances in each tissue sample
(9). Trichloroacetic acid and thiobarbituric acid reactive
substances reagents were mixed with tissue samples and
incubated at 100 °C for 60 min. The samples were centrifuged
at 3000 rpm for 20 min after cooling on ice, and the absorbance
of the supernatant was read at 535 nm. The standard calibration
curve obtained using tetraethoxypropane was used to calculate
tissue MDA concentrations, which were expressed as nmol/µg
protein. Bradford’s method was used to determine the total
protein level in the tissue samples, with bovine serum albumin
used as the standard (10). When we evaluated the reperfusion effect, severe tissue
damage was observed after restoration of the ovarian blood
supply in group 4. Follicular degeneration and infiltration
of inflammatory cells were more prominent in the torsion/
detorsion-only group (group 4), and all abnormal findings were
significantly decreased after adding tadalafil (group 5) when
compared with group 4. A comparison of scores between
groups in terms of histopathologic abnormalities is shown in
Table 1. Experimental design Animals were anaesthetised with 50 mg/kg ketamine and 7 mg/
kg xylazine hydrochloride (Alfasan Int. BV, the Netherlands). Şahin et al. Tadalafil attenuates ischemic damage as well as reperfusion injury in the rat ovary Şahin et al. Tadalafil attenuates ischemic damage as well as reperfusion injury in the rat ovary J Turk Ger Gynecol Assoc 2020; 21: 35-40 37 Determination of lipid peroxidation and total protein
concentrations Discussion The histopathologic results of ovarian tissue samples of the
five groups are presented in Figure 1, with no histopathologic
changes observed in the group that received sham surgery
(group 1). In contrast, increased follicular degeneration The aim in cases of ovarian torsion is to reduce the extent of
necrotic tissue and preserve ovarian function. For this purpose,
the ischemic period should be shortened and reperfusion Table 1. Histopathologic findings in the groups
Group 1
Group 2
Group 3
Group 4
Group 5
Follicular degeneration
0.16±0.16
1.0±0.25*
0.5±0.22
2.66±0.21
0.66±0.21††
Vascular congestion
0.33±0.21
2.66±0.21**
1.5±0.22#
2.5±0.34
1.83±0.30
Oedema
0.5±0.22
1.16±0.27*
1.33±0.21
2.16±0.30
1.16±0.16†
Haemorrhage
0.16±0.16
1.83±0.30*
0.66±0.33#
2.33±0.33
1.0±0.25†
Infiltration by inflammatory cells
0.16±0.16
0.83±0.16*
1.0±0.25
1.66±0.21
0.83±0.16†
Group 1: Sham operation, Group 2: Torsion, Group 3: Torsion and tadalafil, Group 4: Torsion/detorsion, Group 5: Torsion/detorsion and tadalafil, *: P<0.05,
group 1 vs group 2, **: P<0.001, group 1 vs group 2, #: P<0.05, group 2 vs group 3, ##: P<0.001, group 2 vs group 3, †: p<0.01, group 4 vs group 5, ††: P<0.001,
group 4 vs group 5 Table 1. Histopathologic findings in the groups Group 1: Sham operation, Group 2: Torsion, Group 3: Torsion and tadalafil, Group 4: Torsion/detorsion, Group 5: Torsion/detorsion and tadalafil, *: P<0.05,
group 1 vs group 2, **: P<0.001, group 1 vs group 2, #: P<0.05, group 2 vs group 3, ##: P<0.001, group 2 vs group 3, †: p<0.01, group 4 vs group 5, ††: P<0.001,
group 4 vs group 5 Şahin et al. Tadalafil attenuates ischemic damage as well as reperfusion injury in the rat ovary J Turk Ger Gynecol Assoc 2020; 21: 35-40 38 inhibitor in ischemic ovaries was also revealed in our results. Tadalafil has a similar function to other PDE-5 inhibitors like
sildenafil; however, it is more selective than sildenafil for the
binding of PDE-5 (16) and has a longer half-life (17.5 vs 4.5 h,
respectively) (17). These features mean that tadalafil is longer
acting. Tadalafil augments the effect of NO by decreasing
cGMP degradation. NO plays a major role in inhibiting NAD(P)
H oxidase and limiting neutrophil and platelet adhesion,
aggregation, and activation (18). injury should be prevented. Many antioxidant drugs have
been investigated for their efficiency in preventing oxidative
damage during the reperfusion period (11,12). One of them,
tadalafil, has antioxidant activity, and attenuates the generation
of ROS under oxidative stress (6). Discussion In addition, tadalafil also
possess a vasodilation effect, leading to an increase in cGMP
concentrations. These functions provide a valuable effect
during the ischemic period of certain organs, such as the heart
and kidney (13,14). In the current study, we demonstrated
decreased vascular congestion and haemorrhage in ischemic
ovaries with the use of tadalafil. Our findings are similar to
those obtained by Lledo-Garcia et al. (15), who studied the use
of sildenafil for renal ischemia and reported the effectiveness
of administering sildenafil in warm ischemic kidneys during the
immediate post-transplant period. The effectiveness of a PDE-5 Tadalafil has a similar function to other PDE-5 inhibitors like
sildenafil; however, it is more selective than sildenafil for the
binding of PDE-5 (16) and has a longer half-life (17.5 vs 4.5 h,
respectively) (17). These features mean that tadalafil is longer
acting. Tadalafil augments the effect of NO by decreasing
cGMP degradation. NO plays a major role in inhibiting NAD(P)
H oxidase and limiting neutrophil and platelet adhesion,
aggregation, and activation (18). Increased tissue MDA indicates lipid peroxidation because MDA
concentrations increase under conditions of oxidative stress
(19). MDA impairs the ionic transport and enzymatic activity of
cells, causing major changes in cell membrane permeability,
resulting in damage and breakages that separate cell and
organelle contents (20). In the event of ischemia, energy Figure 1. a. No pathologic changes were detected in the sham-operated animals. (v) vessel, (sf) secondary follicle, (pf)
primary follicles, (cl) corpus luteum. b. Haemorrhaging (h) and oedema (*) were detected in the 3-h torsion group. c. Decreased vascular congestion (vc), and Haemorrhaging (h) were observed in the torsion and tadalafil group. d. Vascular
congestion (vc), haemorrhaging (h), and oedema (*) were observed in the torsion/de-torsion group. e. Decreased oedema
(*) and haemorrhaging were detected in the torsion/de-torsion tadalafil group. Haematoxylin and eosin staining was
performed. Scale bars represent 250 µm Figure 1. a. No pathologic changes were detected in the sham-operated animals. (v) vessel, (sf) secondary follicle, (pf)
primary follicles, (cl) corpus luteum. b. Haemorrhaging (h) and oedema (*) were detected in the 3-h torsion group. c. Decreased vascular congestion (vc), and Haemorrhaging (h) were observed in the torsion and tadalafil group. d. Vascular
congestion (vc), haemorrhaging (h), and oedema (*) were observed in the torsion/de-torsion group. e. Decreased oedema
(*) and haemorrhaging were detected in the torsion/de-torsion tadalafil group. Haematoxylin and eosin staining was
performed. References 1. Bayer AI, Wiskind AK. Adnexal torsion: can the adnexa be saved? Am J Obstet Gynecol 1994; 171: 1506-10. 1. Bayer AI, Wiskind AK. Adnexal torsion: can the adnexa be saved? Am J Obstet Gynecol 1994; 171: 1506-10. 2. Toyokuni S. Reactive oxygen species-induced molecular damage
and its application in pathology. Pathol Int 1999; 49: 91-102. 2. Toyokuni S. Reactive oxygen species-induced molecular damage
and its application in pathology. Pathol Int 1999; 49: 91-102. The effectiveness of PDE-5 inhibitors on reperfusion injury
in ovaries has been confirmed by two studies (21,22). The
investigators demonstrated an antioxidant effect of PDE-5
inhibitors on reperfusion injury. The vasodilator feature of PDE-5
inhibitors also contributes to this effect. Therefore, in the current
study, we investigated the vasodilator effect of tadalafil during
the ischemic stage and found attenuated vascular damage in
the ischemia groups that were administered tadalafil. These
findings indicate that tadalafil has a dual function to reduce
ischemia and reperfusion damage in the ovary. 3. Özkıdık M, Gökce Mİ, Yaman Ö. Efficacy of tadalafil treatment on erectile
dysfunction in patients under dutasteride treatment: A prospective non-
randomized comparative study. Turk J Urol 2018; 44: 294-7. 3. Özkıdık M, Gökce Mİ, Yaman Ö. Efficacy of tadalafil treatment on erectile
dysfunction in patients under dutasteride treatment: A prospective non-
randomized comparative study. Turk J Urol 2018; 44: 294-7. 4. Altaş M, Aras M, Meydan S, Nacar E, Ulutaş KT, Serarslan Y, et al. Effects of tadalafil on ischemia/reperfusion injury in rat brain. Acta
Neurol Belg 2014; 114: 33-40. 5. Küçük A, Yucel M, Erkasap N, Tosun M, Koken T, Ozkurt M, et al. The effects of PDE5 inhibitory drugs on renal ischemia/reperfusion
injury in rats. Mol Biol Rep 2012; 39: 9775-82. 6. Koka S, Das A, Salloum FN, Kukreja RC. Phosphodiesterase-5
inhibitor tadalafil attenuates oxidative stress and protects against
myocardial ischemia/reperfusion injury in type 2 diabetic mice. Free Radic Biol Med 2013; 60: 80-8. A limitation of this study is the absence of long-term observations
for both the biochemical and histologic parameters. Thus,
future long-term studies should be performed to determine
whether the changes in histologic and biochemical parameters
are transient or permanent. 7. Keller JN, Hanni KB, Mattson MP, Markesbery WR. Cyclic nucleotides
attenuate lipid peroxidation-mediated neuron toxicity. Neuroreport
1998; 9: 3731-4. 8. Guven S, Muci E, Unsal MA, Yulug E, Alver A, Kadioglu Duman M,
et al. Peer-review: Externally peer-reviewed. Author Contributions: Surgical and Medical Practices: Ç.Ş.,
İ.H., O.E.; Concept: Ç.Ş., N.Y., O.E.; Design: Ç.Ş., G.Y., O.E.; Data
Collection or Processing: İ.H., A.A.; Analysis or Interpretation:
Ç.Ş., S.Ö., O.E.; Literature Search: Ç.Ş., A.A., N.Y.; Writing: Ç.Ş.,
A.A., O.E. Informed Consent: Patient approval has not been obtained as
it is performed on animals. Informed Consent: Patient approval has not been obtained as
it is performed on animals. Discussion Scale bars represent 250 µm Table 2. Tissue biochemical parameters in groups
Group 1
Group 2
Group 3
Group 4
Group 5
MDA, (nmoL/µg protein)
0.06±0.01
0.75±0.21**
0.41±0.15
1.66±0.20
0.29±0.09##
L-Lactate Level (mmoL/L)
6.4±0.80
10.7±1.58*
8.72±1.71
21.3±1.66
13.41±1.07#
Plasma cGMP Level (pmol/L)
10.7±1.45
13.7±1.53
29.2±2.7†
17.9±1.6
37.8±5.07#
Group 1: Sham operation, Group 2: Torsion, Group 3: Torsion and tadalafil, Group 4: Torsion/detorsion, Group 5: Torsion/detorsion and tadalafil, *: p<0.05,
group 1 vs group 2, **: P<0.01, group 1 vs group 2, †: P<0.01, group 2 vs group 3, #: P< 0.01, group 4 vs group 5, ##: P<0.001, group 4 vs group 5 Table 2. Tissue biochemical parameters in groups Table 2. Tissue biochemical parameters in groups Şahin et al. Şahin et al. Tadalafil attenuates ischemic damage as well as reperfusion injury in the rat ovary J Turk Ger Gynecol Assoc 2020; 21: 35-40 39 Conflict of Interest: No conflict of interest is declared by the
authors. Financial Disclosure: The authors declared that this study
received no financial support. Financial Disclosure: The authors declared that this study
received no financial support. Ethics Committee Approval: SPK-HADYEK 34562/2015/24. production is interrupted, which reduces the concentration of
ATP in cells. These cells begin anaerobic energy production,
increasing the lactic acid content and decreasing the pH level
of cells. Arikan et al. (21) previously investigated the effect of
tadalafil on IR injury in rat ovaries, and demonstrated decreased
MDA concentrations and increased catalase (CAT) and
superoxide dismutase (SOD) activities, which are scavenger
enzymes for ROS, after using tadalafil (21). Additionally, they
observed reduced histopathologic damage in groups that
received tadalafil, which led the authors to conclude that
tadalafil had a protective effect against IR injury. Similarly,
increased MDA and lactate concentrations were ameliorated
by tadalafil in our study, and these biochemical findings are
supported by the histopathologic results of the tadalafil groups. Another PDE-5 inhibitor, sildenafil, has also been investigated
in ovarian IR injury. The authors found changes in MDA,
myeloperoxidase
(MPO),
SOD,
glutathione
peroxidase
(antioxidant enzyme) between treated and untreated groups
(22). MPO is secreted by neutrophils and is used as a marker
of neutrophil activation in IR injury. These authors observed
decreased MDA and MPO concentrations and increased tissue
antioxidant enzyme concentrations, as well as an improved
histologic appearance, in groups treated with sildenafil (22). Informed Consent: Patient approval has not been obtained as
it is performed on animals. References The effects of carbon dioxide pneumoperitoneum on ovarian
blood flow, oxidative stress markers, and morphology during
laparoscopy: a rabbit model. Fertil Steril 2010; 93: 1327-32. The current management of ovarian torsion includes the
protection of ovaries after detorsion, and avoids oophorectomy
where possible (23). In this situation, prophylactic measures
against injury are implemented, which affect ovarian function
(24). Sometimes, the diagnosis of ovarian torsion takes time
due to its non-specific symptoms. However, prompt diagnosis
of ovarian torsion is important to preserve ovarian function. Therefore, the use of tadalafil in patients with suspected
ovarian torsion will provide a greater therapeutic benefit than
if treatment is only started following ovary detorsion. This
treatment resembles the use of acetylsalicylic acid in patients
with suspected myocardial infarction in the ischemic stage. 9. Olson BR, Hoffman GE, Sved AF, Stricker EM, Verbalis JG. Cholecystokinin induces c-fos expression in hypothalamic
oxytocinergic neurons projecting to the dorsal vagal complex. Brain Res 1992; 569: 238-48. 10. Bradford MM. A rapid and sensitive method for the quantitation of
microgram quantities of protein utilizing the principle of protein-
dye binding. Anal Biochem 1976; 72: 248-54. 11. Akdemir A, Sahin C, Erbas O, Yeniel AO, Sendag F. Is ursodeoxycholic
acid crucial for ischemia/reperfusion-induced ovarian injury in rat
ovary? Arch Gynecol Obstet 2015; 292: 445-50. 12. Ugurel V, Cicek AC, Cemek M, Demirtas S, Kocaman AT, Karaca T. Antioxidant and antiapoptotic effects of erdosteine in a rat model of
ovarian ischemia-reperfusion injury. Iran J Basic Med Sci 2017; 20:
53-8. Şahin et al. Tadalafil attenuates ischemic damage as well as reperfusion injury in the rat ovary Şahin et al. J Turk Ger Gynecol Assoc 2020; 21: 35-40 40 18. Wink DA, Mitchell JB. Chemical biology of nitric oxide: Insights
into regulatory, cytotoxic, and cytoprotective mechanisms of nitric
oxide. Free Radic Biol Med 1998; 25: 434-56. 13. Ahmad N, Wang Y, Ali AK, Ashraf M. Long-acting phosphodiesterase-5
inhibitor, tadalafil, induces sustained cardioprotection against
lethal ischemic injury. Am J Physiol Heart Circ Physiol 2009; 297:
387-91. 19. Carden DL, Granger DN. Pathophysiology of ischaemia-reperfusion
injury. J Pathol 2000; 190: 255-66. 14. Gasanov F, Aytac B, Vuruskan H. The effects of tadalafil on renal
ischemia reperfusion injury: an experimental study. Bosn J Basic
Med Sci 2011; 11:158-62. 20. Erkanli Senturk G, Erkanli K, Aydin U, Yucel D, Isiksacan N, Ercan
F, et al. The protective effect of oxytocin on ischemia/reperfusion
injury in rat urinary bladder. References Peptides 2013; 40: 82-8. 15. Lledo-Garcia E, Rodriguez-Martinez D, Cabello-Benavente R,
Moncada-Iribarren I, Tejedor-Jorge A, Dulin E, et al. Sildenafil
improves immediate posttransplant parameters in warm-ischemic
kidney transplants: experimental study. Transplant Proc 2007; 39:
1354-6. 21. Arikan DC, Bakan V, Kurutas EB, Sayar H, Coskun A. Protective
effect of tadalafil on ischemia/reperfusion injury of rat ovary. J
Pediatr Surg 2010; 45: 2203-9. 22. Celik M, Aksoy AN, Aksoy H, Aksoy Y, Halici Z. Sildenafil reduces
ischemia-reperfusion injury in rat ovary: biochemical and
histopathological evaluation. Gynecol Obstet Invest 2014; 78: 162-7. 16. Daugan A, Grondin P, Ruault C, Le Monnier de Gouville AC,
Coste H, Linget JM, et al. The discovery of tadalafil: a novel and
highly selective PDE5 inhibitor. 2: 2,3,6,7,12,12a-hexahydropyrazi
no[1’,2’:1,6]pyrido[3,4-b]indole-1,4-dione analogues. J Med Chem
2003; 46: 4533-42. 23. Oelsner G, Shashar D. Adnexal torsion. Clin Obstet Gynecol 2006;
49: 459-63. 24. Özler A, Turgut A, Soydinç HE, Sak ME, Evsen MS, Alabalik U, et al. The biochemical and histologic effects of adnexal torsion and early
surgical intervention to unwind detorsion on ovarian reserve: an
experimental study. Reprod Sci 2013; 20: 1349-55. 17. Porst H, Padma-Nathan H, Giuliano F, Anglin G, Varanese L, Rosen
R. Efficacy of tadalafil for the treatment of erectile dysfunction at 24
and 36 hours after dosing: a randomized controlled trial. Urology
2003; 62: 121-5.
|
https://openalex.org/W4284967133
|
https://www.researchsquare.com/article/rs-1832078/latest.pdf
|
English
| null |
Monthly Pan Evaporation Modelling using Hybrid machine learning algorithms in a semi-arid environment
|
Research Square (Research Square)
| 2,022
|
cc-by
| 15,725
|
Monthly Pan Evaporation Modelling using Hybrid
machine learning algorithms in a semi-arid
environment environment
Mustafa Al-Mukhtar ( mmalmukhtar@gmail.com )
University of Technology https://orcid.org/0000-0002-8850-0899
Ahmed Elbeltagi
Mansoura University Faculty of Agriculture
N. L. Kushwaha
Indian Agricultural Research Institute
Dinesh Kumar Vishwakarma
G B Pant University of Agriculture and Technology: Govind Ballabh Pant University of Agriculture &
Technology
Research Article
Keywords: Additive regression, Pan Evaporation, machine learning, REPTree
Posted Date: July 8th, 2022
DOI: https://doi.org/10.21203/rs.3.rs-1832078/v1
License: This work is licensed under a Creative Commons Attribution 4.0 International License. Read Full License environment
Mustafa Al-Mukhtar ( mmalmukhtar@gmail.com )
University of Technology https://orcid.org/0000-0002-8850-0899
Ahmed Elbeltagi
Mansoura University Faculty of Agriculture
N. L. Kushwaha
Indian Agricultural Research Institute
Dinesh Kumar Vishwakarma
G B Pant University of Agriculture and Technology: Govind Ballabh Pant University of Agriculture &
Technology
Research Article
Keywords: Additive regression, Pan Evaporation, machine learning, REPTree
Posted Date: July 8th, 2022
DOI: https://doi.org/10.21203/rs.3.rs-1832078/v1
License: This work is licensed under a Creative Commons Attribution 4.0 International License. Read Full License Research Article License: This work is licensed under a Creative Commons Attribution 4.0 International License. R
d F ll Li Monthly Pan Evaporation Modelling using Hybrid machine learning
1
algorithms in a semi-arid environment
2
3
4
Ahmed
Elbeltagi1,
Mustafa
Al-Mukhtar2,*,
N. L. Kushwaha3,
Dinesh
Kumar
5
Vishwakarma4
6
7
1Agricultural Engineering Dept., Faculty of Agriculture, Mansoura University, Mansoura; 35516,
8
Egypt; ahmedelbeltagy81@mans.edu.eg
9
10
2
Civil Engineering Department. University of Technology -Iraq; mmalmukhtar@gmail.com
11
12
3 Division of Agricultural Engineering, ICAR-Indian Agricultural Research Institute, New Delhi-
13
110012, India, nand.kushwaha@icar.gov.in
14
15
4 Department of Irrigation and Drainage Engineering, G.B. Pant University of Agriculture and
16
Technology, Pantnagar, Uttarakhand 263145, India, dinesh.vishwakarma4820@gmail.com
17
18
19
20
Abstract
21
Evaporation is one of the most critical hydrologic processes that have direct impacts on
22
agricultural efficiency, the planning and operation of water resources projects. Hence, an
23
accurate estimation of evaporation is essential for proper management of water resources. 24
However, the non-linearity, non-stationary, and stochastic features of the evaporation process
25
constitute the major problem in developing reliable and robust predictive models. As such,
26
machine learning (ML) algorithms has been identified as efficient alternative methods to
27
overcome such as complexity. The purpose of this study was to explore the applicability of
28
coupling the additive regression model (AR) with four different machine-learning algorithms-
29
Random Subspace (RSS), M5 Pruned (M5P), Reduced Error Pruning Tree (REPTree), and
30
Bagging for predicting pan evaporation rates. The evaluated methods were applied using data
31
from three different agroclimatic stations in Iraq i.e. Baghdad, Mosul, and Basrah. The best-input
32
combinations were determined using the regression model. Results revealed that the best
33 Monthly Pan Evaporation Modelling using Hybrid machine learning
1
algorithms in a semi-arid environment
2 The statistical indices MAE, RMSE, RAE, RRSE, and r from AR-M5P at
37
Baghdad- Mosul during testing were 33.82, 45.05, 24.75, 28.50, and 0.972- 25.82, 35.95, 23.75,
38
29.64, and 0.956, respectively. The findings of this study demonstrated the superior performance
39
of the applied methods which can be employed to address other environmental problems. 40 temperatures. All the ML models performed well in predicting evaporation at the investigated
35
locations. However, the AR-M5P was found to be the best performance among the other
36
evaluated methods. The statistical indices MAE, RMSE, RAE, RRSE, and r from AR-M5P at
37
Baghdad- Mosul during testing were 33.82, 45.05, 24.75, 28.50, and 0.972- 25.82, 35.95, 23.75,
38
29.64, and 0.956, respectively. The findings of this study demonstrated the superior performance
39
of the applied methods which can be employed to address other environmental problems. 40
41
Keywords: Additive regression; Pan Evaporation; machine learning; REPTree
42
43
44
1. Introduction
45
Evaporation is defined as a physical process where the water molecules escaped from the
46
surface once enough energy is absorbed that overcomes the vapour pressure (Malik et al., 2021). 47
Evaporation hence constitutes the majority of losses that might be occurred in any water system
48
which could be thence exacerbated water scarcity. This is especially true in arid to semi-arid
49
areas where the molecules have enough heat energy to escape. Therefore, an accurate estimation
50
of the evaporation losses play a pivotal role in better water resources management, crop water
51
demands and irrigation scheduling (Fan et al., 2016; Gong et al., 2021; Kushwaha et al., 2021). 52 41
Keywords: Additive regression; Pan Evaporation; machine learning; REPTree
42
43 Evaporation is defined as a physical process where the water molecules escaped from the
46
surface once enough energy is absorbed that overcomes the vapour pressure (Malik et al., 2021). 47
Evaporation hence constitutes the majority of losses that might be occurred in any water system
48
which could be thence exacerbated water scarcity. This is especially true in arid to semi-arid
49
areas where the molecules have enough heat energy to escape. Therefore, an accurate estimation
50
of the evaporation losses play a pivotal role in better water resources management, crop water
51
demands and irrigation scheduling (Fan et al., 2016; Gong et al., 2021; Kushwaha et al., 2021). Monthly Pan Evaporation Modelling using Hybrid machine learning
1
algorithms in a semi-arid environment
2 predictions are achieved by incorporating wind speed, relative humidity, the minimum, and mean
34
temperatures. All the ML models performed well in predicting evaporation at the investigated
35
locations. However, the AR-M5P was found to be the best performance among the other
36
evaluated methods. The statistical indices MAE, RMSE, RAE, RRSE, and r from AR-M5P at
37
Baghdad- Mosul during testing were 33.82, 45.05, 24.75, 28.50, and 0.972- 25.82, 35.95, 23.75,
38
29.64, and 0.956, respectively. The findings of this study demonstrated the superior performance
39
of the applied methods which can be employed to address other environmental problems. 40
41
Keywords: Additive regression; Pan Evaporation; machine learning; REPTree
42
43
44
1. Introduction
45
Evaporation is defined as a physical process where the water molecules escaped from the
46
surface once enough energy is absorbed that overcomes the vapour pressure (Malik et al., 2021). 47
Evaporation hence constitutes the majority of losses that might be occurred in any water system
48
which could be thence exacerbated water scarcity. This is especially true in arid to semi-arid
49
areas where the molecules have enough heat energy to escape. Therefore, an accurate estimation
50
of the evaporation losses play a pivotal role in better water resources management, crop water
51
demands and irrigation scheduling (Fan et al., 2016; Gong et al., 2021; Kushwaha et al., 2021). 52
In arid and semi-arid regions, high rates of evaporation are typically be witnessed in the
53
summer season. Thence, water losses into the atmosphere from reservoirs, river basins, and
54
natural lakes might be exacerbated leading to deterioration of water levels (Boers et al., 1986;
55
Sayl et al., 2016, Khan et al., 2019). Therefore, an accurate quantification of water losses from
56
water bodies is crucially important to be considered for proper planning and managing of any
57
water resources project (Moazenzadeh et al., 2018; Vishwakarma et al., 2022). Recently, the
58
impact of climate changes has exacerbated the influence of evaporation on surface water balance
59 predictions are achieved by incorporating wind speed, relative humidity, the minimum, and mean
34
temperatures. All the ML models performed well in predicting evaporation at the investigated
35
locations. However, the AR-M5P was found to be the best performance among the other
36
evaluated methods. Monthly Pan Evaporation Modelling using Hybrid machine learning
1
algorithms in a semi-arid environment
2 52 In arid and semi-arid regions, high rates of evaporation are typically be witnessed in the
53
summer season. Thence, water losses into the atmosphere from reservoirs, river basins, and
54
natural lakes might be exacerbated leading to deterioration of water levels (Boers et al., 1986;
55
Sayl et al., 2016, Khan et al., 2019). Therefore, an accurate quantification of water losses from
56
water bodies is crucially important to be considered for proper planning and managing of any
57
water resources project (Moazenzadeh et al., 2018; Vishwakarma et al., 2022). Recently, the
58
impact of climate changes has exacerbated the influence of evaporation on surface water balance
59 (Sartori, 2000), where the global warming has negative influence on the relationship between
60
evaporation and water management (Eames et al., 1997; Kushwaha et al., 2022). 61 (Sartori, 2000), where the global warming has negative influence on the relationship between
60
evaporation and water management (Eames et al., 1997; Kushwaha et al., 2022). 61 Evaporation can be estimated in two ways; either directly such as the pan evaporation
62
(PE) method or indirectly like mass transfer, water and energy balance, and Penman methods
63
(Lundberg, 1993; Zhao et al., 2013). However, the Class A pan method is globally used for
64
estimating evaporation as it is well adapted to relatively estimate the evaporation levels in
65
different climatic characteristics regions (Masoner et al., 2008). Accordingly, the evaporation
66
amount of 60 cm or 20 cm diameter pans can be converted into that amount of Class A pan. 67
Nonetheless, the costly nature of the class A method represents the essential obstacle of its
68
application in many developing countries (Ashrafzadeh et al., 2019; Wu et al., 2020). In order to
69
be reliably predictive, the evaporation losses models should be accounting for the driving
70
meteorological variables such as relative humidity (RH), sunshine hours (Sh), wind speed (WS),
71
rainfall (RF), minimum (Tmin), maximum (Tmax), and mean (Tmean) temperatures. As such,
72
many of empirical models have been configured for predicting evaporation rates from
73
metrological variables such as Penman-Monteith; Priestley-Taylor; and Thornthwaite equations. Monthly Pan Evaporation Modelling using Hybrid machine learning
1
algorithms in a semi-arid environment
2 (2020), the performance of hybridized extreme learning machine (ELM) model with
96
particle swarm optimization (PSO) was explored to estimate the daily ETo in the arid region of
97
Northwest China. The comparison of the obtained results with those counterparts from the
98
original ELM, artificial neural networks (ANN) and random forests (RF) models as along with
99
six empirical models indicated a superior performance of ELM-PSO models for estimating ETo
100
more accurately than others. A comparative study on the performance of ElasticNet Linear
101
Regression, Extreme Gradient Boosting, Long Short‑Term Memory; in addition to two empirical
102
techniques i.e. Stephens‑Stewart and Thornthwaite was carried out by Abed et al. (2021) in two
103
weather stations in Malaysia. They found that the ML models outperformed the empirical models
104
with the same input configurations. The Bat algorithm (Bat) was coupled with Gradient boosting
105 between predictors and predictands. In the literature, many successful applications of machine
83
learning methods were reported in various topics of hydrology and climatology. For instance,
84
rainfall (Salih et al., 2020; Adnan et al., 2021), streamflow (Parisouj et al., 2020; Feng and Tian,
85
2020), drought (Malik et al., 2020a; Parisouj et al., 2020), surface water quality (Rezaie-Balf et
86
al., 2020; Chen et al., 2020), groundwater (Mosavi et al., 2021; Rahman et al., 2020) and many
87
others (Al-Mukhtar, 2019; Ghaemi et al., 2019; Keshtegar et al., 2019; Majhi et al., 2020; Yang
88
et al., 2020). As a case in point, the applicability of deep neural network architecture with long
89
short-term memory (Deep-LSTM) cells to estimate daily pan evaporation with minimum input
90
features was investigated in a study by Majhi et al. (2020). They proposed to that end number of
91
input combinations to predict the daily evaporation losses in three areas of Chhattisgarh state in
92
India. The investigation suggested that the proposed Deep-LSTM model was able to successfully
93
model the daily evaporation losses with improved accuracy as compared to multilayer artificial
94
neural network and empirical methods (Hargreaves and Blaney–Criddle). In another study by
95
Zhu et al. (2020), the performance of hybridized extreme learning machine (ELM) model with
96
particle swarm optimization (PSO) was explored to estimate the daily ETo in the arid region of
97
Northwest China. Monthly Pan Evaporation Modelling using Hybrid machine learning
1
algorithms in a semi-arid environment
2 74
However, the stochasticity features in addition to the non-linearity and non-stationary of the
75
meteorological variables employed in building a predictive model necessitate developing
76
rigorous and reliable intelligent models that could be capable to eliminate the stochasticity
77
inherited in the evaporation-meteorological variables relationship (Elbeltagi et al., 2022; Kisi et
78
al., 2017a; Salih et al., 2020; Khan et al., 2018; Naganna et al., 2019). 79
Owing to its capacity in tackling the complexity accompanied by highly stochastic
80 Owing to its capacity in tackling the complexity accompanied by highly stochastic
80
features of many environmental problems (Chia et al., 2020), machine learning (ML) methods
81
have been recently identified as paramount method to address various aspects of the association
82 Owing to its capacity in tackling the complexity accompanied by highly stochastic
80
features of many environmental problems (Chia et al., 2020), machine learning (ML) methods
81
have been recently identified as paramount method to address various aspects of the association
82 between predictors and predictands. In the literature, many successful applications of machine
83
learning methods were reported in various topics of hydrology and climatology. For instance,
84
rainfall (Salih et al., 2020; Adnan et al., 2021), streamflow (Parisouj et al., 2020; Feng and Tian,
85
2020), drought (Malik et al., 2020a; Parisouj et al., 2020), surface water quality (Rezaie-Balf et
86
al., 2020; Chen et al., 2020), groundwater (Mosavi et al., 2021; Rahman et al., 2020) and many
87
others (Al-Mukhtar, 2019; Ghaemi et al., 2019; Keshtegar et al., 2019; Majhi et al., 2020; Yang
88
et al., 2020). As a case in point, the applicability of deep neural network architecture with long
89
short-term memory (Deep-LSTM) cells to estimate daily pan evaporation with minimum input
90
features was investigated in a study by Majhi et al. (2020). They proposed to that end number of
91
input combinations to predict the daily evaporation losses in three areas of Chhattisgarh state in
92
India. The investigation suggested that the proposed Deep-LSTM model was able to successfully
93
model the daily evaporation losses with improved accuracy as compared to multilayer artificial
94
neural network and empirical methods (Hargreaves and Blaney–Criddle). In another study by
95
Zhu et al. Monthly Pan Evaporation Modelling using Hybrid machine learning
1
algorithms in a semi-arid environment
2 The comparison of the obtained results with those counterparts from the
98
original ELM, artificial neural networks (ANN) and random forests (RF) models as along with
99
six empirical models indicated a superior performance of ELM-PSO models for estimating ETo
100
more accurately than others. A comparative study on the performance of ElasticNet Linear
101
Regression, Extreme Gradient Boosting, Long Short‑Term Memory; in addition to two empirical
102
techniques i.e. Stephens‑Stewart and Thornthwaite was carried out by Abed et al. (2021) in two
103
weather stations in Malaysia. They found that the ML models outperformed the empirical models
104
with the same input configurations. The Bat algorithm (Bat) was coupled with Gradient boosting
105 in a study by Dong et al. (2021). Its performance was compared with random forest (RF) and
106
original CatBoost (CB) for forecasting daily pan evaporation in arid and semi-arid regions of
107
northwest China. They pointed out that the hybrid model outperformed the other models and
108
presented comprehensive performance results (seasonally and spatially) compared to CatBoost
109
and random forest. Emadi et al. (2021) evaluated the applications of wavelet-hybrids artificial
110
neural networks (WANN), adaptive neuro-fuzzy inference system (WANFIS), and gene
111
expression programming (WGEP) to estimate monthly evaporation in a study area in the
112
Northwest and central part of Iran. They compared their results with those standalone models. It
113
was revealed that the WGEP method has superiority in terms of performance and accuracy in
114
comparison to the others and single models. 115 in a study by Dong et al. (2021). Its performance was compared with random forest (RF) and
106
original CatBoost (CB) for forecasting daily pan evaporation in arid and semi-arid regions of
107
northwest China. They pointed out that the hybrid model outperformed the other models and
108
presented comprehensive performance results (seasonally and spatially) compared to CatBoost
109
and random forest. Emadi et al. (2021) evaluated the applications of wavelet-hybrids artificial
110
neural networks (WANN), adaptive neuro-fuzzy inference system (WANFIS), and gene
111
expression programming (WGEP) to estimate monthly evaporation in a study area in the
112
Northwest and central part of Iran. They compared their results with those standalone models. It
113
was revealed that the WGEP method has superiority in terms of performance and accuracy in
114
comparison to the others and single models. Monthly Pan Evaporation Modelling using Hybrid machine learning
1
algorithms in a semi-arid environment
2 115 From the above-mentioned literature, it is demonstrable the superiority of the ML
116
performances in comparison to other methods. However, the hybrid technique, where two or
117
more models are combined and coupled (Chia et al., 2020), has recently drew more attention in
118
climate and hydrology studies because of its capacity to capture the various patterns in data
119
series by combining multi-technique features in one algorithm (Ghaemi et al., 2019). However,
120
the generalization of the capability of these models over various climatic zones is arguable owing
121
to the fact that each climatic regions is associated with certain characteristics of stochasticity and
122
non-stationarity (Al-Mukhtar 2019). Therefore, it is essential to investigate newly developed
123
models and explore their applicability for specific climatic features. As such, the main purpose of
124
this study was to present new hybrid approaches of bagging and random subspace-based
125
reduced-error pruning tree (REPTree) classifiers for modeling pan evaporation rates. Using these
126
methods in water-related subjects have been rarely reported in the literature. Therefore, this
127 study represents a novel framework to increase the prediction accuracy of applyin
128
learning in solving such complex physical relationships. 129
2. Materials and methods
130
2.1 Study area and data
131
The study area encompasses three different areas in Iraq which are Baghdad, Basrah, a
132
The latitude- longitude- altitude of the above stations are 33°20′26″N- 44°24′03″E-
133
30°31′58″N- 47°47′50″E- 6 m a.s.l, and 36°20′06″N- 43°07′08″E- 228 m a.s.l, re
134
These areas are situated in the middle, south, and north of Iraq, respectively (
135
Accordingly, the meteorological parameters which include T max., T min., T mean, W
136
to predict the monthly pan evaporation were collected for the study areas. The coll
137
spans over the period of 1990–2013 for Baghdad and Mosul stations, and 1990–2012 f
138
on a monthly time scale. The collected data were subdivided into two datasets i.e
139
training and 25% for testing. The detailed statistical characteristics of the climatic
140
used in modeling configurations are listed in Table 1. As it can be noticed, th
141
parameters ranges from Tmin = 0.7–32.9 °C, Tmax=12.9-47.70 °C, RH%=20-82%, W
142
m/s, and PE=48.70-624.80 mm at Baghdad. Where, Tmin = 4.7–34.60 °C, Tmax=1
143
°C, RH%=17-80%, WS= 1.7-7.7 m/s, and PE=41.40-645.90 mm at Basrah. Monthly Pan Evaporation Modelling using Hybrid machine learning
1
algorithms in a semi-arid environment
2 Lastly, Tm
144
27.40 °C, Tmax=8.30-46.40 °C, RH%=19-88%, WS= 0.2-3.7 m/s, and PE=21.50-464
145 study represents a novel framework to increase the prediction accuracy of applying machine
128
learning in solving such complex physical relationships. 129 study represents a novel framework to increase the prediction accuracy of applying machine
128
learning in solving such complex physical relationships. 129 2. Materials and methods
130 The study area encompasses three different areas in Iraq which are Baghdad, Basrah, and Mosul. 132
The latitude- longitude- altitude of the above stations are 33°20′26″N- 44°24′03″E- 41 m a.s.l,
133
30°31′58″N- 47°47′50″E- 6 m a.s.l, and 36°20′06″N- 43°07′08″E- 228 m a.s.l, respectively. 134
These areas are situated in the middle, south, and north of Iraq, respectively (Figure 1). 135
Accordingly, the meteorological parameters which include T max., T min., T mean, WS, and RH
136
to predict the monthly pan evaporation were collected for the study areas. The collected data
137
spans over the period of 1990–2013 for Baghdad and Mosul stations, and 1990–2012 for Basrah,
138
on a monthly time scale. The collected data were subdivided into two datasets i.e. 75% for
139
training and 25% for testing. The detailed statistical characteristics of the climatic parameters
140
used in modeling configurations are listed in Table 1. As it can be noticed, the climatic
141
parameters ranges from Tmin = 0.7–32.9 °C, Tmax=12.9-47.70 °C, RH%=20-82%, WS= 1.4-2.5
142
m/s, and PE=48.70-624.80 mm at Baghdad. Where, Tmin = 4.7–34.60 °C, Tmax=14.60-48.90
143
°C, RH%=17-80%, WS= 1.7-7.7 m/s, and PE=41.40-645.90 mm at Basrah. Lastly, Tmin = -2.2–
144
27.40 °C, Tmax=8.30-46.40 °C, RH%=19-88%, WS= 0.2-3.7 m/s, and PE=21.50-464.10 mm at
145
Mosul station. 146 Five evolutionary ML methods were evaluated in this study for forecasting PE, which are
148
Additive Regression (AR), Additive Regression- Random Subspace (AR-RSS), AR-Bagging,
149
Additive Regression- Reduced Error Pruning Tree (AR-REPTree), and AR-M5 Pruned models. 150
A brief description on the individual methods are given in the followings. 151 2.2.1 Additive regression AR
152
AR is a non-parametric regression method suggested by Friedman and Stuetzle, (1981). 153
contrast to the ordinary regression, AR uses one smoother function to describe the relationsh
154
between predictors and predictands. As such, it can overcome the issue of curse dimensional
155
inherited in other p-dimensional smoother. The additive model takes the following form:
156
𝐸𝐸ൣ𝑦𝑦𝑖𝑖|𝑥𝑥𝑖𝑖1, … , 𝑥𝑥𝑖𝑖𝑖𝑖൧= 𝛽𝛽𝜊𝜊+ ∑
𝑓𝑓𝑖𝑖
𝑖𝑖
𝑗𝑗=1
(𝑥𝑥𝑖𝑖𝑗𝑗) 1
157
158
Where ∑
𝑓𝑓𝑖𝑖
𝑖𝑖
𝑗𝑗=1
(𝑥𝑥𝑖𝑖𝑗𝑗) are the smooth functions fitted from the data, 𝛽𝛽𝜊𝜊 is the regressi
159
coefficient. 160
2.2.2 Random Subspace (RSS)
161 2.2.1 Additive regression AR
152 AR is a non-parametric regression method suggested by Friedman and Stuetzle, (1981). 2. Materials and methods
130 176 One of the attractive features of RSS is being sensibly adapted for high-dimensional
174
problems where the number of features is much larger than the number of training points
175
(Arabameri et al., 2021). 176
2.2.3 M5 Pruned (M5P)
177
M5 model tree method (Quinlan, 1992) is a tree based model used in solving predictor-
178
predictand regression problems of numerical values (Kisi et al., 2017b). In this method, two main
179
steps are adopted in building the M5 model i.e. data splitting into subsets at each node; and
180
constructing a multivariate regression for each node (Malik et al., 2020a). In the first step, the
181
data is split by computing the standard deviation reduction (SDR) at each leaf (Eq. 3). So that the
182
standard deviation of the classes values reaching to a node is treated as an error index at that
183
node. Subsequently, the expected reduction of that error is calculated by testing each attribute at
184
that node. Thence, the subsets data are selected based on maximizing the expected error
185
reduction (Al-Mukhtar, 2021a). 186 𝑠𝑠𝑇
|𝑇𝑇𝑖|𝑇𝑖𝑠𝑠𝑇𝑖 174 2.2.3 M5 Pruned (M5P)
177
M5 model tree method (Quinlan, 1992) is a tree based model used in solving predictor-
178
predictand regression problems of numerical values (Kisi et al., 2017b). In this method, two main
179
steps are adopted in building the M5 model i.e. data splitting into subsets at each node; and
180
constructing a multivariate regression for each node (Malik et al., 2020a). In the first step, the
181
data is split by computing the standard deviation reduction (SDR) at each leaf (Eq. 3). So that the
182
standard deviation of the classes values reaching to a node is treated as an error index at that
183
node. Subsequently, the expected reduction of that error is calculated by testing each attribute at
184
that node. Thence, the subsets data are selected based on maximizing the expected error
185
reduction (Al-Mukhtar, 2021a). 2. Materials and methods
130 In
153
contrast to the ordinary regression, AR uses one smoother function to describe the relationship
154
between predictors and predictands. As such, it can overcome the issue of curse dimensionality
155
inherited in other p-dimensional smoother. The additive model takes the following form:
156 𝐸𝑦𝑖𝑥𝑖𝑥𝑖𝑖𝛽𝜊𝑓𝑖𝑖𝑗𝑥𝑖𝑗 𝐸𝐸ൣ𝑦𝑦𝑖𝑖|𝑥𝑥𝑖𝑖1, … , 𝑥𝑥𝑖𝑖𝑖𝑖൧= 𝛽𝛽𝜊𝜊+ ∑
𝑓𝑓𝑖𝑖
𝑖𝑖
𝑗𝑗=1
(𝑥𝑥𝑖𝑖𝑗𝑗) 1
157
158𝑓𝑖𝑖𝑗𝑥𝑖𝑗𝛽𝜊 𝐸𝐸ൣ𝑦𝑦𝑖𝑖|𝑥𝑥𝑖𝑖1, … , 𝑥𝑥𝑖𝑖𝑖𝑖൧= 𝛽𝛽𝜊𝜊+ ∑
𝑓𝑓𝑖𝑖
𝑖𝑖
𝑗𝑗=1
(𝑥𝑥𝑖𝑖𝑗𝑗) 1
157
158𝑓𝑖𝑖𝑗𝑥𝑖𝑗𝛽𝜊 158
Where ∑
𝑓𝑓𝑖𝑖
𝑖𝑖
𝑗𝑗=1
(𝑥𝑥𝑖𝑖𝑗𝑗) are the smooth functions fitted from the data, 𝛽𝛽𝜊𝜊 is the regression
159
coefficient. 160 Where ∑
𝑓𝑓𝑖𝑖
𝑖𝑖
𝑗𝑗=1
(𝑥𝑥𝑖𝑖𝑗𝑗) are the smooth functions fitted from the data, 𝛽𝛽𝜊𝜊 is the regression
159
coefficient. 160 2.2.2 Random Subspace (RSS)
161 RSS is one of the machine learning ensemble methods which is used for decision trees. In
162
contrast to other trees-based decision methods, the method uses a systematic construction of
163
decision trees in which each tree is being independently generated based on parallel learning
164
algorithm (Ho, 1998). Additionally, its structure as an ensemble learning method works on
165
reducing the correlation between learners by randomly sampling subset of the training points and
166
features instead of the entire both dataset. Thence, the learners produce different models that can
167
be reliably averaged. The generated trees are randomly clustered into subspaces via a majority
168
voting method. So that, the majority of voting is used in the subspace ensemble system for the
169
sample of X, and is calculated using the following equation:
170 𝛽𝑥𝑎𝑎𝑎𝑎𝑎𝑥𝑦𝑦𝛿𝑠𝑠𝑠𝐶𝑏𝑥𝑦𝑏 2 2 𝛽𝛽(𝑥𝑥) = 𝑎𝑎𝑎𝑎𝑎𝑎𝑎𝑎𝑎𝑎𝑥𝑥𝑦𝑦𝑦𝑦(−1,1) ∑𝛿𝛿𝑠𝑠𝑠𝑠𝑠𝑠ቀ𝐶𝐶𝑏𝑏(𝑥𝑥)ቁ,𝑦𝑦
𝑏𝑏
2
171 𝛿 Where 𝛿𝛿 is the Kronecker symbol, and y ∈ {-1, 1} is a decision (class label) of the classifier,
172 𝐶𝑏𝑥 𝐶𝐶𝑏𝑏(𝑥𝑥) is the classifier of each subspace b (Skurichina and Duin, 2002). 173 One of the attractive features of RSS is being sensibly adapted for high-dimensional
174
problems where the number of features is much larger than the number of training points
175
(Arabameri et al., 2021). 176 One of the attractive features of RSS is being sensibly adapted for high-dimensional
174
problems where the number of features is much larger than the number of training points
175
(Arabameri et al., 2021). 2. Materials and methods
130 The algorithm is based on the principle of information gain and reducing th
209
variance error (Chen et al., 2019). The data is split based on the information gain reach at eac
210
node and then the subtrees are pruned by the reduced error. The algorithm starts from every non
211
leaf subtree in the test data where the change in misclassification is examined which arises whe
212
the subtree is replaced by the most common classified class at the node (Quinlan, 1987). Th
213
subtree would be replaced by a leaf when the new induced tree has equal or less error tha
214
before. The process is repeated over until any further replacements increases the variance erro
215
of the test data. 216
2.2.5 Bagging
217
Bagging or bootstrap aggregating (Breiman, 1996) is the most common ensemble learnin
218 prediction accuracy (Arabameri et al., 2021). The non-leaf nodes starting from the tree bottom
197
are examined so that the subtree at a node is pruned depending on the least estimated error. If the
198
linear model is opted, the subtree at this node is pruned as a leaf. The prediction accuracy is
199
ultimately enhanced by the smoothing process where the predicted value at the leaf is adjusted
200
by the equation below:
201 𝑃𝑃𝑆𝑠𝑖𝑃𝑃𝑆𝑖𝑘𝑀𝑆 4 4 Where 𝑃𝑃𝑃𝑃(𝑆𝑆𝑖𝑖) is the predicted value at 𝑆𝑆𝑖𝑖, 𝑛𝑛𝑖𝑖number of training cases, 𝑆𝑆𝑖𝑖 is the case follow a
203
branch of subtree 𝑆𝑆, 𝑘𝑘 is the smoothing factor, 𝑀𝑀(𝑆𝑆) is the value given by the model at 𝑆𝑆,
204
2.2.4 Reduced Error Pruning Tree (REPTree)
205 REPTree is one of the pruning algorithm used in machine learning that characterize as simple
206
and computationally speed (Quinlan, 1987). It has been commonly used as a baseline method for
207
the purpose of comparison with other pruning methods (Mohamed et al., 2012; Ganatra and
208
Bhensdadia, 2012). The algorithm is based on the principle of information gain and reducing the
209
variance error (Chen et al., 2019). The data is split based on the information gain reach at each
210
node and then the subtrees are pruned by the reduced error. The algorithm starts from every non-
211
leaf subtree in the test data where the change in misclassification is examined which arises when
212
the subtree is replaced by the most common classified class at the node (Quinlan, 1987). 2. Materials and methods
130 186 𝑠𝑠𝑇𝑇𝑖𝑖𝑠𝑠𝑇𝑖 SDR = 𝑠𝑠𝑠𝑠(𝑇𝑇) −∑
|𝑇𝑇𝑖𝑖|
|𝑇𝑇|
𝑖𝑖
× 𝑠𝑠𝑠𝑠(𝑇𝑇𝑖𝑖) 3
187 𝑠𝑠𝑇𝑖 SDR = 𝑠𝑠𝑠𝑠(𝑇𝑇) −∑
|𝑇𝑇𝑖𝑖|
|𝑇𝑇|
𝑖𝑖
× 𝑠𝑠𝑠𝑠(𝑇𝑇𝑖𝑖) 3
187 𝑠𝑠𝑇𝑖 SDR = 𝑠𝑠𝑠𝑠(𝑇𝑇) −∑
|𝑇𝑇𝑖𝑖|
|𝑇𝑇|
𝑖𝑖
× 𝑠𝑠𝑠𝑠(𝑇𝑇𝑖𝑖) 3
187 𝑠𝑠𝑇𝑖 3 𝑇 Where T is a set of cases in the data that reach a node, 𝑠𝑠𝑠𝑠 is the standard deviation, 𝑇𝑇𝑖𝑖 is the
188
subset of cases that have the ith outcomes of the potential test. 189 Where T is a set of cases in the data that reach a node, 𝑠𝑠𝑠𝑠 is the standard deviation, 𝑇𝑇𝑖𝑖 is the
188
subset of cases that have the ith outcomes of the potential test. 189 In the second step, a multivariate linear regression model is constructed for each node at
190
the model subtree. The M5 model compare the accuracy of the constructed linear model with the
191
subtree at this node to ensure the same level of information. The decision on selection the
192
optimal model is concluded based on the lower estimated error from either the obtained linear
193
model or the model subtree. To minimize the standard error, the linear models are simplified by
194
eliminating parameters using a greedy search method to remove variables which have little
195
contribution to the model. Finally, the pruning and smoothing processes are set up to improve the
196 prediction accuracy (Arabameri et al., 2021). The non-leaf nodes starting from the tree bottom
197
are examined so that the subtree at a node is pruned depending on the least estimated error. If th
198
linear model is opted, the subtree at this node is pruned as a leaf. The prediction accuracy
199
ultimately enhanced by the smoothing process where the predicted value at the leaf is adjuste
200
by the equation below:
201
𝑃𝑃𝑃𝑃(𝑆𝑆) =
𝑠𝑠𝑖𝑖×𝑃𝑃𝑃𝑃(𝑆𝑆𝑖𝑖)+𝑘𝑘×𝑀𝑀(𝑆𝑆)
𝑠𝑠𝑖𝑖+𝑘𝑘
4
202
Where 𝑃𝑃𝑃𝑃(𝑆𝑆𝑖𝑖) is the predicted value at 𝑆𝑆𝑖𝑖, 𝑛𝑛𝑖𝑖number of training cases, 𝑆𝑆𝑖𝑖 is the case follow
203
branch of subtree 𝑆𝑆, 𝑘𝑘 is the smoothing factor, 𝑀𝑀(𝑆𝑆) is the value given by the model at 𝑆𝑆,
204
2.2.4 Reduced Error Pruning Tree (REPTree)
205
REPTree is one of the pruning algorithm used in machine learning that characterize as simp
206
and computationally speed (Quinlan, 1987). It has been commonly used as a baseline method fo
207
the purpose of comparison with other pruning methods (Mohamed et al., 2012; Ganatra an
208
Bhensdadia, 2012). 2. Materials and methods
130 The
213
subtree would be replaced by a leaf when the new induced tree has equal or less error than
214
before. The process is repeated over until any further replacements increases the variance error
215
of the test data. 216 Bagging or bootstrap aggregating (Breiman, 1996) is the most common ensemble learning
218
method which is used to improve the accuracy performance of forecasting models (Li et al.,
219 2020) by reducing the variation of a noisy data. In Bagging, multiple learning algorithms are
220
combined to obtain better predictive performance so that a stronger learners are constructed from
221
weak ones (Saha et al., 2016). In contrast to other ensemble learning, a bootstrap replication of
222
the original dataset is used to generate training sets and trains the base learners on these sub
223
datasets (Al-Mukhtar, 2021b). Then, the Bagging averages out the resulting models in regression
224
problems (Tyralis et al., 2019). 225 2020) by reducing the variation of a noisy data. In Bagging, multiple learning algorithms are
220
combined to obtain better predictive performance so that a stronger learners are constructed from
221
weak ones (Saha et al., 2016). In contrast to other ensemble learning, a bootstrap replication of
222
the original dataset is used to generate training sets and trains the base learners on these sub
223
datasets (Al-Mukhtar, 2021b). Then, the Bagging averages out the resulting models in regression
224
problems (Tyralis et al., 2019). 225 3. Results
226
The forecast results for the best data-driven models for each station (Baghdad and Mosul) are
227
shown in the sections below. The projections offered are based on validation data sets for time
228
series of evaporation, which is often used to characterize agricultural meteorological events such
229
as droughts and for irrigation system design. The applied models were set up using data from
230
three different climatic characteristics stations in Iraq. The parameters of the machine learning
231
algorithm used for modeling PE in these three regions were listed as shown in Table 2. 232
3.1 Input selection using best subset model
233 The forecast results for the best data-driven models for each station (Baghdad and Mosul) are
227
shown in the sections below. 2. Materials and methods
130 The projections offered are based on validation data sets for time
228
series of evaporation, which is often used to characterize agricultural meteorological events such
229
as droughts and for irrigation system design. The applied models were set up using data from
230
three different climatic characteristics stations in Iraq. The parameters of the machine learning
231
algorithm used for modeling PE in these three regions were listed as shown in Table 2. 232
3.1 Input selection using best subset model
233 The selection of the optimal input parameters is a critical step in modelling for the best
234
performance of the chosen models. For the optimal input combination, many combinations of
235
meteorological parameters were used. Tables 3 and 4 provide the statistical analysis of the five
236
combinations that were examined in this research. At two stations in Baghdad and Mosul, the
237
optimal input combination was chosen using the seven statistical criteria of MSE, R², Adjusted
238
R², Mallows' Cp, Akaike's AIC, Schwarz's SBC, Amemiya's PC, with the results presented in
239
Tables 3 and 4. The smallest and nearest to zero values of MSE, Mallows' Cp, Akaike's AIC,
240
Schwarz's SBC, Amemiya's PC and the highest and near to 1 values of R², Adjusted R²
241
considered as best input combination in subset linear regression analysis. 242 The bold blue row in Table 3 is observed as the optimum input combination because it
243
contains the lowest values of MSE of 1733.377, Mallows' Cp of 4.229, Akaike's AIC of
244
2151.826, Schwarz's SBC of 2166.478 and Amemiya's PC of 0.103, and the highest values of R2
245
(0.934) and Adj-R2 (0.934) of all input combinations at the Baghdad station. A similar result was
246
seen in Table 4, where the bold blue row was observed as the optimum input combination, with
247
the lowest values of MSE of 979.668, Mallows' Cp of 5.00, Akaike's AIC of 1988.474,
248
Schwarz's SBC of 2006.789 and Amemiya's PC of 0.061, and the highest values of R2 (0.940)
249
and Adj-R2 (0.939) among all the input combinations at the Mosul station. 250
3.2 Sensitivity analysis
251
The inputs combinations predominantly influence on the performance of the models. Some may
252
provide a positive contribution to the accuracy of the chosen model, while others might make a
253
negative contribution. 2. Materials and methods
130 The selection of the most important relevant factors was carried out using
254
sensitivity analysis to capture the optimal performance of daily PE models at two stations in Iraq. 255
Tables 5 and 6, as well as Figures 2 and 3 show the findings of the regression analysis that was
256
conducted. The results of the regression analysis on all input parameters revealed that Tmax, Tmin,
257
T, RH and W, with absolute standard error coefficients of 0.000, 0.000, 0.038, 0.039 and 0.018,
258
were identified as the most influential input parameters for estimation of evaporation at the
259
Baghdad, whereas, absolute standard error coefficients were 0.000, 0.172, 0.213, 0.061 and
260
0.015 at Mosul station, respectively. The standardized coefficients of the input variable for
261
sensitivity analysis are shown in Figures 2 and 3 for Baghdad and Mosul station, respectively. 262
3.3 Modelling of pan evaporation
263
In the present study, five evolutionary machine learning, Additive Regression, AR-RSS, AR-
264
Bagging AR-REPTree and AR-M5P models were applied for forecasting monthly evaporation
265 The bold blue row in Table 3 is observed as the optimum input combination because it
243
contains the lowest values of MSE of 1733.377, Mallows' Cp of 4.229, Akaike's AIC of
244
2151.826, Schwarz's SBC of 2166.478 and Amemiya's PC of 0.103, and the highest values of R2
245
(0.934) and Adj-R2 (0.934) of all input combinations at the Baghdad station. A similar result was
246
seen in Table 4, where the bold blue row was observed as the optimum input combination, with
247
the lowest values of MSE of 979.668, Mallows' Cp of 5.00, Akaike's AIC of 1988.474,
248
Schwarz's SBC of 2006.789 and Amemiya's PC of 0.061, and the highest values of R2 (0.940)
249
and Adj-R2 (0.939) among all the input combinations at the Mosul station. 250 The inputs combinations predominantly influence on the performance of the models. Some may
252
provide a positive contribution to the accuracy of the chosen model, while others might make a
253
negative contribution. The selection of the most important relevant factors was carried out using
254
sensitivity analysis to capture the optimal performance of daily PE models at two stations in Iraq. 255
Tables 5 and 6, as well as Figures 2 and 3 show the findings of the regression analysis that was
256
conducted. 2. Materials and methods
130 The values of MAE, RMSE, RAE, RRSE and r criteria during the training and
271
testing periods for AR, AR-RSS, AR-Bagging, AR-REPTree and AR-M5P models are presented
272
in Table 7. As evaluated for Baghdad station from Table 7, the AR, AR-RSS, AR-Bagging, AR-
273
REPTree and AR-M5P models provided MAE = 30.34, 31.12, 31.33, 33.313 and 29.65; RMSE
274
= 41.19, 41.50, 40.14, 44.35 and 39.58; RAE = 21.18, 21.73, 21.87, 23.25 and 20.70; RRSE =
275
25.27, 25.47, 24.63, 27.21 and 24.29; r = 0.968, 0.967, 0.970, 0.962 and 0.970 during training
276
period. In addition, the AR, AR-RSS, AR-Bagging, AR-REPTree and AR-M5P models provided
277
MAE = 35.51, 45.72, 37.74, 37.81 and 33.82; RMSE = 48.68, 59.18, 47.35, 50.13 and 45.05;
278
RAE = 25.98, 33.46, 27.62, 27.67 and 24.75; RRSE = 30.80, 37.44, 29.96, 31.72 and 28.50; r =
279
0.966, 0.949, 0.962, 0.958 and 0.972 during testing period, respectively. Table 7 showing the
280
AR-M5P model attained the most accurate simulation during the testing stage. Therefore, AR-
281
M5P model was the best performed model according to the statistical criteria (i.e., minimum
282
MAE, RMSE, RAE and RRSE values, and maximum r values) in testing stage followed by AR-
283
Bagging model closely. 284 The monthly PE was estimated using AR, AR-RSS, AR-Bagging, AR-REPTree and AR-M5P
269
models based on MAE, RMSE, RAE, RRSE and r for both training and testing stages at
270
Baghdad station. The values of MAE, RMSE, RAE, RRSE and r criteria during the training and
271
testing periods for AR, AR-RSS, AR-Bagging, AR-REPTree and AR-M5P models are presented
272
in Table 7. As evaluated for Baghdad station from Table 7, the AR, AR-RSS, AR-Bagging, AR-
273
REPTree and AR-M5P models provided MAE = 30.34, 31.12, 31.33, 33.313 and 29.65; RMSE
274
= 41.19, 41.50, 40.14, 44.35 and 39.58; RAE = 21.18, 21.73, 21.87, 23.25 and 20.70; RRSE =
275
25.27, 25.47, 24.63, 27.21 and 24.29; r = 0.968, 0.967, 0.970, 0.962 and 0.970 during training
276
period. In addition, the AR, AR-RSS, AR-Bagging, AR-REPTree and AR-M5P models provided
277
MAE = 35.51, 45.72, 37.74, 37.81 and 33.82; RMSE = 48.68, 59.18, 47.35, 50.13 and 45.05;
278
RAE = 25.98, 33.46, 27.62, 27.67 and 24.75; RRSE = 30.80, 37.44, 29.96, 31.72 and 28.50; r =
279
0.966, 0.949, 0.962, 0.958 and 0.972 during testing period, respectively. 2. Materials and methods
130 The results of the regression analysis on all input parameters revealed that Tmax, Tmin,
257
T, RH and W, with absolute standard error coefficients of 0.000, 0.000, 0.038, 0.039 and 0.018,
258
were identified as the most influential input parameters for estimation of evaporation at the
259
Baghdad, whereas, absolute standard error coefficients were 0.000, 0.172, 0.213, 0.061 and
260
0.015 at Mosul station, respectively. The standardized coefficients of the input variable for
261
sensitivity analysis are shown in Figures 2 and 3 for Baghdad and Mosul station, respectively. 262
3.3 Modelling of pan evaporation
263
I
h
d
fi
l i
hi
l
i
Addi i
R
i
AR RSS AR
264 The inputs combinations predominantly influence on the performance of the models. Some may
252
provide a positive contribution to the accuracy of the chosen model, while others might make a
253
negative contribution. The selection of the most important relevant factors was carried out using
254
sensitivity analysis to capture the optimal performance of daily PE models at two stations in Iraq. 255
Tables 5 and 6, as well as Figures 2 and 3 show the findings of the regression analysis that was
256
conducted. The results of the regression analysis on all input parameters revealed that Tmax, Tmin,
257
T, RH and W, with absolute standard error coefficients of 0.000, 0.000, 0.038, 0.039 and 0.018,
258
were identified as the most influential input parameters for estimation of evaporation at the
259
Baghdad, whereas, absolute standard error coefficients were 0.000, 0.172, 0.213, 0.061 and
260
0.015 at Mosul station, respectively. The standardized coefficients of the input variable for
261
sensitivity analysis are shown in Figures 2 and 3 for Baghdad and Mosul station, respectively. 262
3.3 Modelling of pan evaporation
263 In the present study, five evolutionary machine learning, Additive Regression, AR-RSS, AR-
264
Bagging, AR-REPTree and AR-M5P models, were applied for forecasting monthly evaporation
265 and results were compared with classic AR to see the accuracy improvement of the new
266
methods. For this purpose, the MAE, RMSE, RAE, RRSE and r measures were considered. 267 The monthly PE was estimated using AR, AR-RSS, AR-Bagging, AR-REPTree and AR-M5P
269
models based on MAE, RMSE, RAE, RRSE and r for both training and testing stages at
270
Baghdad station. 2. Materials and methods
130 Table 7 showing the
280
AR-M5P model attained the most accurate simulation during the testing stage. Therefore, AR-
281
M5P model was the best performed model according to the statistical criteria (i.e., minimum
282
MAE, RMSE, RAE and RRSE values, and maximum r values) in testing stage followed by AR-
283
Bagging model closely. 284 25.27, 25.47, 24.63, 27.21 and 24.29; r = 0.968, 0.967, 0.970, 0.962 and 0.970 during training
276
period. In addition, the AR, AR-RSS, AR-Bagging, AR-REPTree and AR-M5P models provided
277
MAE = 35.51, 45.72, 37.74, 37.81 and 33.82; RMSE = 48.68, 59.18, 47.35, 50.13 and 45.05;
278
RAE = 25.98, 33.46, 27.62, 27.67 and 24.75; RRSE = 30.80, 37.44, 29.96, 31.72 and 28.50; r =
279
0.966, 0.949, 0.962, 0.958 and 0.972 during testing period, respectively. Table 7 showing the
280
AR-M5P model attained the most accurate simulation during the testing stage. Therefore, AR-
281
M5P model was the best performed model according to the statistical criteria (i.e., minimum
282
MAE, RMSE, RAE and RRSE values, and maximum r values) in testing stage followed by AR-
283
Bagging model closely. 284 The temporal variation along with the scatter plots (right side) of the simulated versus
285
observed monthly evaporation data for the AR, AR-RSS, AR-Bagging, AR-REPTree and AR-
286
M5P models was plotted in Figure 4 (a through e) during the testing stage. In scatter plots, the
287
regression line provided the coefficient of determination (R2) as 0.934 for the Additive
288 Regression (AR) model, 0.902 for the AR-RSS model, 0.925 for AR-Bagging model, 0.918 for
289
AR-REPTree model, and 0.944 for AR-M5P model during the testing stage, respectively. The
290
regression line (RL) and the line of 1:1 were close to each other for all models. The RL was
291
above the best fit (1:1) for AR, AR-RSS, AR-Bagging, AR-REPTree and AR-M5P models. This
292
means that at Baghdad station, the five models slightly overpredict the monthly PE values. Radar
293
charts display MAE and RSME of AR, AR-RSS, AR-Bagging, AR-REPTree and AR-M5P
294
models during testing at Baghdad station is plotted in Figure 7. As can be raised from Figure 7,
295
the applied models were very close to each other. In other words, AR-REPTree was seen as the
296
furthest from the observed point which introduces the AR-REPTree model as the worst model. 2. Materials and methods
130 297
On the opposite side, AR-M5P was the closest model to the observed point based on the standard
298
deviation, correlation, and RMSE (Figure 9). This demonstrates the superiority of the AR-M5P
299
model in comparison to the others. 300 Regression (AR) model, 0.902 for the AR-RSS model, 0.925 for AR-Bagging model, 0.918 for
289
AR-REPTree model, and 0.944 for AR-M5P model during the testing stage, respectively. The
290
regression line (RL) and the line of 1:1 were close to each other for all models. The RL was
291
above the best fit (1:1) for AR, AR-RSS, AR-Bagging, AR-REPTree and AR-M5P models. This
292
means that at Baghdad station, the five models slightly overpredict the monthly PE values. Radar
293
charts display MAE and RSME of AR, AR-RSS, AR-Bagging, AR-REPTree and AR-M5P
294
models during testing at Baghdad station is plotted in Figure 7. As can be raised from Figure 7,
295
the applied models were very close to each other. In other words, AR-REPTree was seen as the
296
furthest from the observed point which introduces the AR-REPTree model as the worst model. 297
On the opposite side, AR-M5P was the closest model to the observed point based on the standard
298
deviation, correlation, and RMSE (Figure 9). This demonstrates the superiority of the AR-M5P
299
model in comparison to the others. 300 3.3.2 Training and testing the selected models at Mosul station
301 3.3.2 Training and testing the selected models at Mosul station
301 The monthly PE was estimated using AR, AR-RSS, AR-Bagging, AR-REPTree and AR-M5P
302
models based on MAE, RMSE, RAE, RRSE and r for both training and testing stages at Mosul
303
station. The values of MAE, RMSE, RAE, RRSE and r criteria during the training and testing
304
periods for AR, AR-RSS, AR-Bagging, AR-REPTree and AR-M5P models are given in Table 8. 305
As evaluated for Mosul station from Table 8, the AR, AR-RSS, AR-Bagging, AR-REPTree and
306
AR-M5P models provided MAE = 23.62, 21.97, 22.46, 26.66 and 22.75; RMSE = 33.96, 29.38,
307
29.97, 38.09 and 29.21; RAE = 20.42, 19.00, 19.42, 23.05 and 19.67; RRSE = 26.24, 22.71,
308
23.16, 29.43 and 22.57; r = 0.965, 0.974, 0.972, 0.957 and 0.974 during training period. In
309
addition, the AR, AR-RSS, AR-Bagging, AR-REPTree and AR-M5P models provided MAE =
310
29.68, 26.93, 27.37, 27.01 and 25.82; RMSE = 42.34, 37.31, 37.94, 38.62 and 35.95; RAE =
311 27.30, 24.77, 25.17, 24.84 and 23.75; RRSE = 34.92, 30.77, 31.29, 31.85 and 29.64; r = 0.945,
312
0.959, 0.959, 0.962 and 0.956 during testing period, respectively. Table 8 proves that the AR-
313
M5P model outperformed the other models during the testing period according to the statistical
314
criteria (i.e., minimum MAE, RMSE, RAE and RRSE values, and maximum r values) in testing
315
stage followed by AR-RSS model. 316 The temporal variation along with the scatter plots (right side) of the simulated versus
317
observed monthly evaporation data for the AR, AR-RSS, AR-Bagging, AR-REPTree and AR-
318
M5P models was plotted in Figure 5 (a through e) during the testing stage. The coefficient of
319
determination (R2) was 0.894 for the AR model, 0.921 for the AR-RSS model, 0.921 for AR-
320
Bagging model, 0.926 for AR-REPTree model, and 0.915 for AR-M5P model during the testing
321
stage, respectively. It can be revealed that the RL and the line of fit (1:1) were close to each other
322
for all applied models. The RL was above the best fit (1:1) for AR, AR-RSS, AR-Bagging, AR-
323
REPTree and AR-M5P models which implies that at Mosul station, the five models slightly
324
overpredict the monthly PE values. Radar charts display MAE and RSME of AR, AR-RSS, AR-
325
Bagging, AR-REPTree and AR-M5P models during testing at Mosul station is plotted in Figure
326
8. 3.3.2 Training and testing the selected models at Mosul station
301 The use of all of these models in
353
various contexts may only be conceivable after they have been calibrated with fresh data. It was
354
discovered that all of the heuristic models significantly overestimated the pan evaporation
355
values, particularly for the Baghdad, Mosul, and Basrah stations, with the exception of one. One
356
possible explanation for this might be the disparity between the training, test, and validation data
357 The values of MAE, RMSE, RAE, RRSE and r criteria during the validation period AR-M5P
335
models are presented in Table 9. As evaluated for Basrah station from Table 9, the AR-M5P
336
models provided MAE, RMSE, RAE, RRSE and r = 47.23, 67.23, 31.19, 39.30 and 0.942,
337
respectively. 338 The values of MAE, RMSE, RAE, RRSE and r criteria during the validation period AR-M5P
335
models are presented in Table 9. As evaluated for Basrah station from Table 9, the AR-M5P
336
models provided MAE, RMSE, RAE, RRSE and r = 47.23, 67.23, 31.19, 39.30 and 0.942,
337
respectively. 338 The temporal variation along with the scatter plots (right side) of the simulated versus
339
observed monthly evaporation data for the AR, AR-RSS, AR-Bagging, AR-REPTree and AR-
340
M5P models was plotted in Figure 6 (a through e) during the testing stage. In scatter figure, the
341
coefficient of determination (R2) was 0.887. The fitted RL and the perfect line of fit (1:1) were
342
close to each other. The RL was above the best fit (1:1) for AR-M5P models. This means that at
343
Basrah station, the model slightly overpredict the monthly PE values. 344 According to the results of the subset regression analysis, the best input combination for the
346
Baghdad station was selected as T, RH, and W, and the best input combination for the Mosul
347
station was selected as Tmin, T, RH, and W, indicating that all of these variables have an effect
348
on pan evaporation. According to the relevant literature, all of these factors have a physical
349
impact on pan evaporation. This demonstrates that the subset regression analysis was performed
350
correctly. The heuristic models AR-M5P outperform the other algorithm models at both stations
351
when compared to the other algorithms. As a result, the AR-M5P model was employed for the
352
validation of the best candidate model at the Basrah station. 3.3.2 Training and testing the selected models at Mosul station
301 It is noticed that all models were very close to each other, however, AR was the furthest from
327
the observed point while AR-M5P was the closest. Suggesting that AR-REPTree was the worst
328
model and AR-M5P was the best based on the standard deviation, correlation, and RMSE
329
(Figure 10). 330 3.4 Validation best candidate model at Basrah station
331 The best selected model was utilized for validation to predict of monthly evaporation at Basrah
332
station. AR-M5P model was found best algorithm for both stations i.e., Baghdad and Mosul,
333
therefore, AR-M5P model were used for validation of best candidate model at Basrah station. 334 The values of MAE, RMSE, RAE, RRSE and r criteria during the validation period AR-M5P
335
models are presented in Table 9. As evaluated for Basrah station from Table 9, the AR-M5P
336
models provided MAE, RMSE, RAE, RRSE and r = 47.23, 67.23, 31.19, 39.30 and 0.942,
337
respectively. 338
The temporal variation along with the scatter plots (right side) of the simulated versus
339
observed monthly evaporation data for the AR, AR-RSS, AR-Bagging, AR-REPTree and AR-
340
M5P models was plotted in Figure 6 (a through e) during the testing stage. In scatter figure, the
341
coefficient of determination (R2) was 0.887. The fitted RL and the perfect line of fit (1:1) were
342
close to each other. The RL was above the best fit (1:1) for AR-M5P models. This means that at
343
Basrah station, the model slightly overpredict the monthly PE values. 344
4. Discussion
345
According to the results of the subset regression analysis, the best input combination for the
346
Baghdad station was selected as T, RH, and W, and the best input combination for the Mosul
347
station was selected as Tmin, T, RH, and W, indicating that all of these variables have an effect
348
on pan evaporation. According to the relevant literature, all of these factors have a physical
349
impact on pan evaporation. This demonstrates that the subset regression analysis was performed
350
correctly. The heuristic models AR-M5P outperform the other algorithm models at both stations
351
when compared to the other algorithms. As a result, the AR-M5P model was employed for the
352
validation of the best candidate model at the Basrah station. 3.3.2 Training and testing the selected models at Mosul station
301 The use of all of these models in
353
various contexts may only be conceivable after they have been calibrated with fresh data. It was
354
discovered that all of the heuristic models significantly overestimated the pan evaporation
355
values, particularly for the Baghdad, Mosul, and Basrah stations, with the exception of one. One
356
possible explanation for this might be the disparity between the training, test, and validation data
357 ranges at this station. As a result, extrapolating the results of the applicable models becomes
358
challenging. 359 ranges at this station. As a result, extrapolating the results of the applicable models becomes
358
challenging. 359
The results of this study were validated with other recent works ( Chen et al., 2019;
360
Kumar et al., 2021; Kushwaha et al., 2021; Lin et al., 2013; Malik et al., 2020b; Vishwakarma et
361
al., 2022) conducted in different continents of the world. Lin et al. (2013) investigated the
362
performance of two different ML techniques (i.e., SVM and backpropagation network) for
363
estimating daily evaporation values. They demonstrated the superiority of the applied support
364
vector machine to estimate the daily PE values and revealed that it can be used as promising
365
alternative for evaporation prediction. The predictability of five ML methods [i.e., multi-model
366
artificial neural network (MM-ANN), MARS, SVM, multi-gene genetic programming (MGGP),
367
and M5Tree] to predict the monthly PE in India was investigated by Malik et al. (2020a), who
368
made a similar commitment. They reported that the MM-ANN and MGGP algorithms were
369
superior in prediction performance when compared to the MARS and SVM algorithms, as well
370
as the M5Tree method as indicated by lowest RMSE. Kushwaha et al., (2021) evaluated four ML
371
algorithms (i.e., SVM, RT, REPTree, and RSS) under diverse climate conditions in Northern
372
India. They concluded that SVM outperformed over other applied algorithms as it has a high
373
value of correlation coefficient and Willmott index and low value of MAE and RMSE. Similarly,
374
Chen et al. (2019) evaluated the prediction of monthly PE from SVM at 6 different stations,
375
located in the Yangtze River in China. They proved that SVM was better than the traditional
376
methods for estimating PE. 3.3.2 Training and testing the selected models at Mosul station
301 In parallel to the above literature, the findings of this study
377
confirmed that the AR-M5P hybrid algorithm was more accurate than other applied algorithms in
378
terms of predicting the pan evaporation rates at the selected stations. 379 Overall, our findings indicate that hybrid models have a stronger predictive value in real-
380
world situations and maybe employed more effectively in watersheds with little data. In addition
381
to predicting pan evaporation, these types of models may be used to forecast a wide range of
382
hydrological and water resources phenomena, including ETo, suspended and bed sediment loads,
383
rainfall, and groundwater contamination. Especially in developing countries where technical
384
skills and understanding of the processes occurring in the watershed are lacking, these algorithms
385
could be used in data-poor watersheds or for measuring some phenomena that are time-
386
consuming or expensive, such as suspended or bed load in rivers, or nitrate and other heavy
387
metals measurement in groundwater. 388 Overall, our findings indicate that hybrid models have a stronger predictive value in real-
380
world situations and maybe employed more effectively in watersheds with little data. In addition
381
to predicting pan evaporation, these types of models may be used to forecast a wide range of
382
hydrological and water resources phenomena, including ETo, suspended and bed sediment loads,
383
rainfall, and groundwater contamination. Especially in developing countries where technical
384
skills and understanding of the processes occurring in the watershed are lacking, these algorithms
385
could be used in data-poor watersheds or for measuring some phenomena that are time-
386
consuming or expensive, such as suspended or bed load in rivers, or nitrate and other heavy
387
metals measurement in groundwater. 388 380 In this study, five machines learning evolutionary were applied for forecasting monthly
390
evaporation and results were compared with classic AR to see the accuracy improvement of the
391
new methods. The developed models encompass Additive Regression, AR-RSS, AR-Bagging,
392
AR-REPTree and AR-M5P models. Data from three different climatic characteristics regions in
393
Iraq were employed for the sake of models evaluations using several statistical metrics (MAE,
394
RMSE, RAE, RRSE and r). The best input combination was determined based on the regression
395
subset. 3.3.2 Training and testing the selected models at Mosul station
301 As such, the optimal input combinations for the Baghdad station was T, RH, and W, and
396
the best input combination for the Mosul station was Tmin, T, RH, and W, indicating that all of
397
these variables affect pan evaporation. It was concluded that the hybrid models have a stronger
398
predictive capability in real-world situations and maybe employed more effectively in
399
watersheds with little data. However, the AR-M5P was found to be the best performance among
400
the other evaluated methods as it show the least error indices values. 401 Acknowledgment
404
The author would like to express their gratitude to the anonymous reviewer of this manuscript
405
for their valuable comments. 406
407
Contributions
408
Ahmed Elbeltagi, Mustafa Al-Mukhtar: Conceptualization; Data curation; Formal analysis
409
Investigation; Methodology; Software; Supervision; Validation; Visualization; N. L. Kushwaha
410
Dinesh Kumar Vishwakarma: Roles/Writing - original draft; Writing - review & editing. 411
412
Conflict of interest: The authors declare no conflict of interest. 413
Funding: This research did not receive any specific grant from funding agencies in the public,
414
commercial, or not-for-profit sectors. 415
416
417
References
418
Abed, M., Imteaz, M.A., Ahmed, A.N., Huang, Y.F., 2021. Application of long short-term
419
memory neural network technique for predicting monthly pan evaporation. Scientific
420
Reports 11, 1–19. https://doi.org/10.1038/s41598-021-99999-y
421
Adnan, R.M., Petroselli, A., Heddam, S., Santos, C.A.G., Kisi, O., 2021. Comparison of differen
422
methodologies for rainfall–runoff modeling: machine learning vs conceptual approach. 423
Natural Hazards 105, 2987–3011. https://doi.org/10.1007/s11069-020-04438-2
424
Al-Mukhtar, M., 2021a. Modeling of pan evaporation based on the development of machine
425
learning methods. Theoretical and Applied Climatology 1–19. 426
Al-Mukhtar, M., 2021b. Modeling the monthly pan evaporation rates using artificial intelligence
427
methods: a case study in Iraq. Environmental Earth Sciences 80. 428
https://doi.org/10.1007/s12665-020-09337-0
429
Al-Mukhtar, M., 2019. Random forest , support vector machine , and neural networks to
430
modelling suspended sediment in Tigris. Environmental Monitoring and Assessment
431
191:673. https://doi.org/10.1007/s10661-019-7821-5
432 407
Contributions
408
Ahmed Elbeltagi, Mustafa Al-Mukhtar: Conceptualization; Data curation; Formal analysis;
409
Investigation; Methodology; Software; Supervision; Validation; Visualization; N. L. Kushwaha,
410
Dinesh Kumar Vishwakarma: Roles/Writing - original draft; Writing - review & editing. 411
412
Conflict of interest: The authors declare no conflict of interest. 413
Funding: This research did not receive any specific grant from funding agencies in the public,
414
commercial, or not-for-profit sectors. 3.3.2 Training and testing the selected models at Mosul station
301 415
416
417
References
418
Abed, M., Imteaz, M.A., Ahmed, A.N., Huang, Y.F., 2021. Application of long short-term
419
memory neural network technique for predicting monthly pan evaporation. Scientific
420
Reports 11, 1–19. https://doi.org/10.1038/s41598-021-99999-y
421
Adnan, R.M., Petroselli, A., Heddam, S., Santos, C.A.G., Kisi, O., 2021. Comparison of different
422
methodologies for rainfall–runoff modeling: machine learning vs conceptual approach. 423
Natural Hazards 105, 2987–3011. https://doi.org/10.1007/s11069-020-04438-2
424
Al-Mukhtar, M., 2021a. Modeling of pan evaporation based on the development of machine
425
learning methods. Theoretical and Applied Climatology 1–19. 426
Al-Mukhtar, M., 2021b. Modeling the monthly pan evaporation rates using artificial intelligence
427
h d
d i
i
l
h
i Abed, M., Imteaz, M.A., Ahmed, A.N., Huang, Y.F., 2021. Application of long short-term
419 Natural Hazards 105, 2987–3011. https://doi.org/10.1007/s11069-020-04438-2
424 Al-Mukhtar, M., 2021a. Modeling of pan evaporation based on the development of machine
425
learning methods. Theoretical and Applied Climatology 1–19. 426 Al-Mukhtar, M., 2021b. Modeling the monthly pan evaporation rates using artificial intelligence
427
methods: a case study in Iraq. Environmental Earth Sciences 80. 428 Al-Mukhtar, M., 2021b. Modeling the monthly pan evaporation rates using artificial intelligence
427 methods: a case study in Iraq. Environmental Earth Sciences 80. 428 https://doi.org/10.1007/s12665-020-09337-0
429 Arabameri, A., Pal, S.C., Rezaie, F., Nalivan, O.A., Chowdhuri, I., Saha, A., Lee, S., Moayedi,
433
H., 2021. Modeling groundwater potential using novel GIS-based machine-learning
434
ensemble techniques. Journal of Hydrology: Regional Studies 36, 100848. 435
https://doi.org/10.1016/j.ejrh.2021.100848
436
Ashrafzadeh, A., Ghorbani, M.A., Biazar, S.M., Yaseen, Z.M., 2019. Evaporation process
437
modelling over northern Iran: application of an integrative data-intelligence model with
438
the krill herd optimization algorithm. Hydrological Sciences Journal. 439
Boers, T.M., De Graaf, M., Feddes, R.A., Ben-Asher, J., 1986. A linear regression model
440
combined with a soil water balance model to design micro-catchments for water
441
harvesting in arid zones. Agricultural Water Management. https://doi.org/10.1016/0378-
442
3774(86)90038-7
443
Breiman, L., 1996. Bagging Predictors. Machine Learning 24, 123–140. 444
https://doi.org/10.1007/BF00058655
445
Chen, J.-L., Yang, H., Lv, M.-Q., Xiao, Z.-L., Wu, S.J., 2019. Estimation of monthly pan
446
evaporation using support vector machine in Three Gorges Reservoir Area, China. Theor
447
Appl Climatol 138, 1095–1107. https://doi.org/10.1007/s00704-019-02871-3
448
Chen, K., Chen, H., Zhou, C., Huang, Y., Qi, X., Shen, R., Liu, F., Zuo, M., Zou, X., Wang, J.,
449
Zhang, Y., Chen, D., Chen, X., Deng, Y., Ren, H., 2020. 3.3.2 Training and testing the selected models at Mosul station
301 Comparative analysis of surface
450
water quality prediction performance and identification of key water parameters using
451
different machine learning models based on big data. Water Research 171, 115454. 452
https://doi.org/10.1016/j.watres.2019.115454
453
Chen, W., Hong, H., Li, S., Shahabi, H., Wang, Y., Wang, X., Ahmad, B. Bin, 2019. Flood
454
susceptibility modelling using novel hybrid approach of reduced-error pruning trees with
455 Arabameri, A., Pal, S.C., Rezaie, F., Nalivan, O.A., Chowdhuri, I., Saha, A., Lee, S., Moayedi,
433
H., 2021. Modeling groundwater potential using novel GIS-based machine-learning
434
ensemble techniques. Journal of Hydrology: Regional Studies 36, 100848. 435
https://doi.org/10.1016/j.ejrh.2021.100848
436
Ashrafzadeh, A., Ghorbani, M.A., Biazar, S.M., Yaseen, Z.M., 2019. Evaporation process
437
modelling over northern Iran: application of an integrative data-intelligence model with
438
the krill herd optimization algorithm. Hydrological Sciences Journal. 439
Boers, T.M., De Graaf, M., Feddes, R.A., Ben-Asher, J., 1986. A linear regression model
440
combined with a soil water balance model to design micro-catchments for water
441
harvesting in arid zones. Agricultural Water Management. https://doi.org/10.1016/0378-
442
3774(86)90038-7
443
Breiman, L., 1996. Bagging Predictors. Machine Learning 24, 123–140. 444 Arabameri, A., Pal, S.C., Rezaie, F., Nalivan, O.A., Chowdhuri, I., Saha, A., Lee, S., Moayedi,
433
H., 2021. Modeling groundwater potential using novel GIS-based machine-learning
434
ensemble techniques. Journal of Hydrology: Regional Studies 36, 100848. 435 Breiman, L., 1996. Bagging Predictors. Machine Learning 24, 123–140. 444 an, L., 1996. Bagging Predictors. Machine Learning 24, 123–140. Breiman, L., 1996. Bagging Predictors. Machine Learning 24, 123–140. 444 https://doi.org/10.1007/BF00058655
445 Chen, W., Hong, H., Li, S., Shahabi, H., Wang, Y., Wang, X., Ahmad, B. Bin, 2019. Flood
454
susceptibility modelling using novel hybrid approach of reduced-error pruning trees with
455 bagging and random subspace ensembles. Journal of Hydrology 575, 864–873. 456
https://doi.org/10.1016/j.jhydrol.2019.05.089
457
Chia, M.Y., Huang, Y.F., Koo, C.H., 2020. Support vector machine enhanced empirical
458
reference evapotranspiration estimation with limited meteorological parameters. 459
Computers and Electronics in Agriculture. https://doi.org/10.1016/j.compag.2020.105577
460
Dong, L., Zeng, W., Wu, L., Lei, G., Chen, H., Kumar Srivastava, A., Gaiser, T., 2021. 461
Estimating the pan evaporation in northwest china by coupling catboost with bat
462
algorithm. Water (Switzerland) 13, 1–17. https://doi.org/10.3390/w13030256
463
Eames, I.W., Marr, N.J., Sabir, H., 1997. The evaporation coefficient of water: A review. 464
International Journal of Heat and Mass Transfer. https://doi.org/10.1016/S0017-
465
9310(96)00339-0
466 bagging and random subspace ensembles. Journal of Hydrology 575, 864–873. 456
https://doi.org/10.1016/j.jhydrol.2019.05.089
457
Chia, M.Y., Huang, Y.F., Koo, C.H., 2020. Support vector machine enhanced empirical
458
reference evapotranspiration estimation with limited meteorological parameters. 459
Computers and Electronics in Agriculture. https://doi.org/10.1016/j.compag.2020.105577
460
Dong, L., Zeng, W., Wu, L., Lei, G., Chen, H., Kumar Srivastava, A., Gaiser, T., 2021. 461
Estimating the pan evaporation in northwest china by coupling catboost with bat
462
algorithm. Water (Switzerland) 13, 1–17. https://doi.org/10.3390/w13030256
463
Eames, I.W., Marr, N.J., Sabir, H., 1997. The evaporation coefficient of water: A review. 464
International Journal of Heat and Mass Transfer. https://doi.org/10.1016/S0017-
465
9310(96)00339-0
466
Elbeltagi, A., Kushwaha, N.L., Srivastava, A., Zoof, A.T., 2022. Chapter 5 - Artificial
467
intelligent-based water and soil management, in: Poonia, R.C., Singh, V., Nayak, S.R. 468
(Eds.), Deep Learning for Sustainable Agriculture, Cognitive Data Science in Sustainable
469
Computing. Academic Press, pp. 129–142. https://doi.org/10.1016/B978-0-323-85214-
470
2.00008-2
471
Emadi, A., Zamanzad-Ghavidel, S., Fazeli, S., Zarei, S., Rashid-Niaghi, A., 2021. Multivariate
472
modeling of pan evaporation in monthly temporal resolution using a hybrid evolutionary
473
data-driven method (case study: Urmia Lake and Gavkhouni basins), Environmental
474
Monitoring and Assessment. Springer International Publishing. 475
https://doi.org/10.1007/s10661-021-09060-8
476 bagging and random subspace ensembles. Journal of Hydrology 575, 864–873. Elbeltagi, A., Kushwaha, N.L., Srivastava, A., Zoof, A.T., 2022. Chapter 5 - Artificial
467
intelligent-based water and soil management, in: Poonia, R.C., Singh, V., Nayak, S.R. 468
(Eds.), Deep Learning for Sustainable Agriculture, Cognitive Data Science in Sustainable
469
Computing. Academic Press, pp. 129–142. https://doi.org/10.1007/BF00058655
445 https://doi.org/10.1016/B978-0-323-85214-
470
2.00008-2
471
Emadi, A., Zamanzad-Ghavidel, S., Fazeli, S., Zarei, S., Rashid-Niaghi, A., 2021. Multivariate
472
modeling of pan evaporation in monthly temporal resolution using a hybrid evolutionary
473
data-driven method (case study: Urmia Lake and Gavkhouni basins), Environmental
474
Monitoring and Assessment. Springer International Publishing. 475
https://doi.org/10.1007/s10661-021-09060-8
476 Elbeltagi, A., Kushwaha, N.L., Srivastava, A., Zoof, A.T., 2022. Chapter 5 - Artificial
467
intelligent-based water and soil management, in: Poonia, R.C., Singh, V., Nayak, S.R. 468
(Eds.), Deep Learning for Sustainable Agriculture, Cognitive Data Science in Sustainable
469
Computing. Academic Press, pp. 129–142. https://doi.org/10.1016/B978-0-323-85214-
470
2.00008-2
471 Emadi, A., Zamanzad-Ghavidel, S., Fazeli, S., Zarei, S., Rashid-Niaghi, A., 2021. Multivariate
472
modeling of pan evaporation in monthly temporal resolution using a hybrid evolutionary
473
data-driven method (case study: Urmia Lake and Gavkhouni basins), Environmental
474
Monitoring and Assessment. Springer International Publishing. 475 Fan, J., Wu, L., Zhang, F., Xiang, Y., Zheng, J., 2016. Climate change effects on reference crop
477
evapotranspiration across different climatic zones of China during 1956–2015. Journal of
478
Hydrology 542, 923–937. https://doi.org/10.1016/j.jhydrol.2016.09.060
479 Feng, K., Tian, J., 2020. Forecasting reference evapotranspiration using data mining and limited
480
climatic data. European Journal of Remote Sensing 00, 1–9. 481 Feng, K., Tian, J., 2020. Forecasting reference evapotranspiration using data mining and limited
480
climatic data. European Journal of Remote Sensing 00, 1–9. 481 climatic data. European Journal of Remote Sensing 00, 1–9. 481 https://doi.org/10.1080/22797254.2020.1801355
482 Friedman, J.H., Stuetzle, W., 1981. Projection Pursuit Regression. Journal of the American
483
statistical Association 76, 817–823. 484 Ganatra, A., Bhensdadia, C.K., 2012. Improved Decision Tree Induction Algorithm with Feature
485
Selection, Cross Validation, Model Complexity and Reduced Error Pruning Data Center
486
Netwokring View project Big Data View project. Journal of Computer Science and
487
Information Technologies 3, 3427–3431. 488 Ghaemi, A., Rezaie-Balf, M., Adamowski, J., Kisi, O., Quilty, J., 2019. On the applicability of
489
maximum overlap discrete wavelet transform integrated with MARS and M5 model tree
490
for monthly pan evaporation prediction. Agricultural and Forest Meteorology 278,
491 107647. https://doi.org/10.1016/j.agrformet.2019.107647
492 Gong, D., Hao, W., Gao, L., Feng, Y., Cui, N., 2021. Extreme learning machine for reference
493
crop evapotranspiration estimation: Model optimization and spatiotemporal assessment
494
across different climates in China. Computers and Electronics in Agriculture 187,
495 Gong, D., Hao, W., Gao, L., Feng, Y., Cui, N., 2021. https://doi.org/10.1007/BF00058655
445 Extreme learning machine for reference
493 crop evapotranspiration estimation: Model optimization and spatiotemporal assessment
494
across different climates in China. Computers and Electronics in Agriculture 187,
495 crop evapotranspiration estimation: Model optimization and spatiotemporal assessment
494
across different climates in China. Computers and Electronics in Agriculture 187,
495 106294. https://doi.org/10.1016/j.compag.2021.106294
496 Ho, T.K., 1998. The Random Subspace Method for Constructing Decision Forests. Ieee
497
Transactions on Pattern Analysis and Machine Intelligence 20, 832–844. 498 Keshtegar, B., Heddam, S., Sebbar, A., Zhu, S.P., Trung, N.T., 2019. SVR-RSM: a hybrid
499
heuristic method for modeling monthly pan evaporation. Environmental Science and
500
Pollution Research 26, 35807–35826. https://doi.org/10.1007/s11356-019-06596-8
501
Khan, N., Shahid, S., Ismail, T. bin, Wang, X.-J., 2018. Spatial distribution of unidirectional
502
trends in temperature and temperature extremes in Pakistan. Theoretical and Applied
503
Climatology 136, 899–913. https://doi.org/10.1007/s00704-018-2520-7
504
Khan, N., Shahid, S., Juneng, L., Ahmed, K., Ismail, T., Nawaz, N., 2019. Prediction of heat
505
waves in Pakistan using quantile regression forests. Atmospheric Research 221, 1–11. 506
https://doi.org/10.1016/j.atmosres.2019.01.024
507
Kisi, O., Mansouri, I., Hu, J.W., 2017a. A New Method for Evaporation Modeling: Dynamic
508
Evolving Neural-Fuzzy Inference System. Advances in Meteorology. 509
https://doi.org/10.1155/2017/5356324
510
Kisi, O., Shiri, J., Demir, V., 2017b. Hydrological Time Series Forecasting Using Three
511
Different Heuristic Regression Techniques, 1st ed, Handbook of Neural Computation. 512
Elsevier Inc. https://doi.org/10.1016/B978-0-12-811318-9.00003-X
513
Kumar, M., Kumari, A., Kumar, D., Al-Ansari, N., Ali, R., Kumar, R., Kumar, A., Elbeltagi, A
514
Kuriqi, A., 2021. The Superiority of Data-Driven Techniques for Estimation of Daily P
515
Evaporation. Atmosphere 12, 701. https://doi.org/10.3390/atmos12060701
516
Kushwaha, N.L., Rajput, J., Elbeltagi, A., Elnaggar, A.Y., Sena, D.R., Vishwakarma, D.K.,
517
Mani, I., Hussein, E.E., 2021. Data Intelligence Model and Meta-Heuristic Algorithms-
518
Based Pan Evaporation Modelling in Two Different Agro-Climatic Zones: A Case Stud
519
from Northern India Atmosphere 12 1654 https://doi org/10 3390/atmos12121654
520 Keshtegar, B., Heddam, S., Sebbar, A., Zhu, S.P., Trung, N.T., 2019. SVR-RSM: a hybrid
499
heuristic method for modeling monthly pan evaporation. Environmental Science and
500
Pollution Research 26, 35807–35826. https://doi.org/10.1007/s11356-019-06596-8
501
Khan, N., Shahid, S., Ismail, T. bin, Wang, X.-J., 2018. Spatial distribution of unidirectional
502
trends in temperature and temperature extremes in Pakistan. Theoretical and Applied
503
Climatology 136, 899–913. https://doi.org/10.1007/s00704-018-2520-7
504 Khan, N., Shahid, S., Juneng, L., Ahmed, K., Ismail, T., Nawaz, N., 2019. Prediction of heat
505
waves in Pakistan using quantile regression forests. Atmospheric Research 221, 1–11. https://doi.org/10.1007/BF00058655
445 506
https://doi.org/10.1016/j.atmosres.2019.01.024
507 Kisi, O., Mansouri, I., Hu, J.W., 2017a. A New Method for Evaporation Modeling: Dynamic
508
Evolving Neural-Fuzzy Inference System. Advances in Meteorology. 509 Kisi, O., Shiri, J., Demir, V., 2017b. Hydrological Time Series Forecasting Using Three
511 Kisi, O., Shiri, J., Demir, V., 2017b. Hydrological Time Series Forecasting Using Three
511 Different Heuristic Regression Techniques, 1st ed, Handbook of Neural Computation. 512
Elsevier Inc. https://doi.org/10.1016/B978-0-12-811318-9.00003-X
513 Different Heuristic Regression Techniques, 1st ed, Handbook of Neural Computation. 512
Elsevier Inc. https://doi.org/10.1016/B978-0-12-811318-9.00003-X
513 Elsevier Inc. https://doi.org/10.1016/B978-0-12-811318-9.00003-X
513 Kumar, M., Kumari, A., Kumar, D., Al-Ansari, N., Ali, R., Kumar, R., Kumar, A., Elbeltagi, A.,
514
Kuriqi, A., 2021. The Superiority of Data-Driven Techniques for Estimation of Daily Pan
515
Evaporation. Atmosphere 12, 701. https://doi.org/10.3390/atmos12060701
516 Kumar, M., Kumari, A., Kumar, D., Al-Ansari, N., Ali, R., Kumar, R., Kumar, A., Elbeltagi, A.,
514
Kuriqi, A., 2021. The Superiority of Data-Driven Techniques for Estimation of Daily Pan
515
Evaporation. Atmosphere 12, 701. https://doi.org/10.3390/atmos12060701
516 Kushwaha, N.L., Rajput, J., Shirsath, P.B., Sena, D.R., Mani, I., 2022. Seasonal climate forecasts
521
(SCFs) based risk management strategies: A case study of rainfed rice cultivation in
522
India. Journal of Agrometeorology 24. https://doi.org/10.54386/jam.v24i1.775
523
Li, Z., Chen, T., Wu, Q., Xia, G., Chi, D., 2020. Application of penalized linear regression and
524
ensemble methods for drought forecasting in Northeast China. Meteorology and
525
Atmospheric Physics 132, 113–130. https://doi.org/10.1007/s00703-019-00675-8
526
Lin, G.-F., Lin, H.-Y., Wu, M.-C., 2013. Development of a support-vector-machine-based model
527
for daily pan evaporation estimation. Hydrological Processes 27, 3115–3127. 528
https://doi.org/10.1002/hyp.9428
529
Lundberg, A., 1993. Evaporation of intercepted snow - Review of existing and new measurement
530
methods. Journal of Hydrology. https://doi.org/10.1016/0022-1694(93)90239-6
531
Majhi, B., Naidu, D., Mishra, A.P., Satapathy, S.C., 2020. Improved prediction of daily pan
532
evaporation using Deep-LSTM model. Neural Computing and Applications 32, 7823–
533
7838. https://doi.org/10.1007/s00521-019-04127-7
534
Malik, A., Kumar, A., Kim, S., Kashani, M.H., Karimi, V., Sharafati, A., Ghorbani, M.A., Al-
535
Ansari, N., Salih, S.Q., Yaseen, Z.M., Chau, K.W., 2020a. Modeling monthly pan
536
evaporation process over the Indian central Himalayas: application of multiple learning
537
artificial intelligence model. Engineering Applications of Computational Fluid
538
Mechanics 14, 323–338. https://doi.org/10.1080/19942060.2020.1715845
539
Malik, A., Kumar, A., Kim, S., Kashani, M.H., Karimi, V., Sharafati, A., Ghorbani, M.A., Al-
540
Ansari, N., Salih, S.Q., Yaseen, Z.M., Chau, K.-W., 2020b. https://doi.org/10.1007/BF00058655
445 Modeling monthly pan
541
evaporation process over the Indian central Himalayas: application of multiple learning
542 Kushwaha, N.L., Rajput, J., Shirsath, P.B., Sena, D.R., Mani, I., 2022. Seasonal climate forecasts
521
(SCFs) based risk management strategies: A case study of rainfed rice cultivation in
522
India. Journal of Agrometeorology 24. https://doi.org/10.54386/jam.v24i1.775
523
Li, Z., Chen, T., Wu, Q., Xia, G., Chi, D., 2020. Application of penalized linear regression and
524
ensemble methods for drought forecasting in Northeast China. Meteorology and
525
Atmospheric Physics 132, 113–130. https://doi.org/10.1007/s00703-019-00675-8
526
Lin, G.-F., Lin, H.-Y., Wu, M.-C., 2013. Development of a support-vector-machine-based model
527
for daily pan evaporation estimation. Hydrological Processes 27, 3115–3127. 528 Lundberg, A., 1993. Evaporation of intercepted snow - Review of existing and new measurement
530
methods. Journal of Hydrology. https://doi.org/10.1016/0022-1694(93)90239-6
531
Majhi, B., Naidu, D., Mishra, A.P., Satapathy, S.C., 2020. Improved prediction of daily pan
532
evaporation using Deep-LSTM model. Neural Computing and Applications 32, 7823–
533
7838. https://doi.org/10.1007/s00521-019-04127-7
534 artificial intelligence model. Engineering Applications of Computational Fluid
543
Mechanics 14, 323–338. https://doi.org/10.1080/19942060.2020.1715845
544
Malik, A., Tikhamarine, Y., Al-Ansari, N., Shahid, S., Sekhon, H.S., Pal, R.K., Rai, P., Pande
545
K., Singh, P., Elbeltagi, A., Sammen, S.S., 2021. Daily pan-evaporation estimation in
546
different agro-climatic zones using novel hybrid support vector regression optimized b
547
Salp swarm algorithm in conjunction with gamma test. Engineering Applications of
548
Computational Fluid Mechanics 15, 1075–1094. 549
https://doi.org/10.1080/19942060.2021.1942990
550
Masoner, J.R., Stannard, D.I., Christenson, S.C., 2008. Differences in evaporation between a
551
floating pan and class a pan on land. Journal of the American Water Resources
552
Association. https://doi.org/10.1111/j.1752-1688.2008.00181.x
553
Moazenzadeh, R., Mohammadi, B., Shamshirband, S., Chau, K., 2018. Coupling a firefly
554
algorithm with support vector regression to predict evaporation in northern Iran. 555
Engineering Applications of Computational Fluid Mechanics 12, 584–597. 556
https://doi.org/10.1080/19942060.2018.1482476
557
Mohamed, W.N.H.W., Salleh, M.N.M., Omar, A.H., 2012. A comparative study of Reduced
558
Error Pruning method in decision tree algorithms. Proceedings - 2012 IEEE Internatio
559
Conference on Control System, Computing and Engineering, ICCSCE 2012 392–397. 560
https://doi.org/10.1109/ICCSCE.2012.6487177
561
Mosavi, A., Sajedi Hosseini, F., Choubin, B., Taromideh, F., Ghodsi, M., Nazari, B., Dineva,
562
A.A., 2021. Susceptibility mapping of groundwater salinity using machine learning
563
models. Environmental Science and Pollution Research 28, 10804–10817. 564
https://doi.org/10.1007/s11356-020-11319-5
565 artificial intelligence model. Engineering Applications of Computational Fluid
543
Mechanics 14, 323–338. https://doi.org/10.1007/BF00058655
445 https://doi.org/10.1080/19942060.2020.1715845
544
Malik, A., Tikhamarine, Y., Al-Ansari, N., Shahid, S., Sekhon, H.S., Pal, R.K., Rai, P., Pandey,
545
K., Singh, P., Elbeltagi, A., Sammen, S.S., 2021. Daily pan-evaporation estimation in
546
different agro-climatic zones using novel hybrid support vector regression optimized by
547
Salp swarm algorithm in conjunction with gamma test. Engineering Applications of
548
Computational Fluid Mechanics 15, 1075–1094. 549 artificial intelligence model. Engineering Applications of Computational Fluid
543
Mechanics 14, 323–338. https://doi.org/10.1080/19942060.2020.1715845
544
Malik, A., Tikhamarine, Y., Al-Ansari, N., Shahid, S., Sekhon, H.S., Pal, R.K., Rai, P., Pandey,
545
K., Singh, P., Elbeltagi, A., Sammen, S.S., 2021. Daily pan-evaporation estimation in
546
different agro-climatic zones using novel hybrid support vector regression optimized by
547
Salp swarm algorithm in conjunction with gamma test. Engineering Applications of
548
Computational Fluid Mechanics 15, 1075–1094. 549 https://doi.org/10.1080/19942060.2021.1942990
550 https://doi.org/10.1080/19942060.2021.1942990
550 Masoner, J.R., Stannard, D.I., Christenson, S.C., 2008. Differences in evaporation between a
551
floating pan and class a pan on land. Journal of the American Water Resources
552
Association. https://doi.org/10.1111/j.1752-1688.2008.00181.x
553 Masoner, J.R., Stannard, D.I., Christenson, S.C., 2008. Differences in evaporation between a
551
floating pan and class a pan on land Journal of the American Water Resources
552 Moazenzadeh, R., Mohammadi, B., Shamshirband, S., Chau, K., 2018. Coupling a firefly
554
algorithm with support vector regression to predict evaporation in northern Iran. 555
Engineering Applications of Computational Fluid Mechanics 12, 584–597. 556 https://doi.org/10.1080/19942060.2018.1482476
557 Mohamed, W.N.H.W., Salleh, M.N.M., Omar, A.H., 2012. A comparative study of Reduced
558
Error Pruning method in decision tree algorithms. Proceedings - 2012 IEEE International
559
Conference on Control System, Computing and Engineering, ICCSCE 2012 392–397. 560
https://doi.org/10.1109/ICCSCE.2012.6487177
561 Mohamed, W.N.H.W., Salleh, M.N.M., Omar, A.H., 2012. A comparative study of Reduced
558
Error Pruning method in decision tree algorithms. Proceedings - 2012 IEEE International
559
Conference on Control System, Computing and Engineering, ICCSCE 2012 392–397. 560
https://doi.org/10.1109/ICCSCE.2012.6487177
561 Mosavi, A., Sajedi Hosseini, F., Choubin, B., Taromideh, F., Ghodsi, M., Nazari, B., Dineva,
562
A.A., 2021. Susceptibility mapping of groundwater salinity using machine learning
563
models. Environmental Science and Pollution Research 28, 10804–10817. 564
https://doi.org/10.1007/s11356-020-11319-5
565 Naganna, S., Deka, P., Ghorbani, M., Biazar, S., Al-Ansari, N., Yaseen, Z., 2019. Dew Point
566
Temperature Estimation: Application of Artificial Intelligence Model Integrated with
567
Nature-Inspired Optimization Algorithms. Water. https://doi.org/10.3390/w11040742
568
Parisouj, P., Mohebzadeh, H., Lee, T., 2020. https://doi.org/10.1007/BF00058655
445 A critical review on equations employed for the calculation of the evaporation
592
rate from free water surfaces. Solar Energy. https://doi.org/10.1016/S0038-
593
092X(99)00054-7
594
Sayl, K.N., Muhammad, N.S., Yaseen, Z.M., El-shafie, A., 2016. Estimation the Physical
595
Variables of Rainwater Harvesting System Using Integrated GIS-Based Remote Sensing
596
Approach. Water Resources Management 30, 3299–3313. 597
https://doi.org/10.1007/s11269-016-1350-6
598
Skurichina, M., Duin, R., 2002. Bagging, Boosting and the Random Subspace Method for Linea
599
Classifier. Pattern Analysis and Application 5, 121–135. 600
https://doi.org/10.4028/www.scientific.net/msf.440-441.77
601
Tyralis, H., Papacharalampous, G., Langousis, A., 2019. A brief review of random forests for
602
water scientists and practitioners and their recent history inwater resources. Water
603
(Switzerland) 11. https://doi.org/10.3390/w11050910
604
Vishwakarma, D.K., Pandey, K., Kaur, A., Kushwaha, N.L., Kumar, R., Ali, R., Elbeltagi, A.,
605
Kuriqi, A., 2022. Methods to estimate evapotranspiration in humid and subtropical
606
climate conditions. Agricultural Water Management 261, 107378. 607 Salih, S.Q., Sharafati, A., Ebtehaj, I., Sanikhani, H., Siddique, R., Deo, R.C., Bonakdari, H.,
588
Shahid, S., Yaseen, Z.M., 2020. Integrative stochastic model standardization with genetic
589
algorithm for rainfall pattern forecasting in tropical and semi-arid environments. 590
Hydrological Sciences Journal 1–13. 591 Shahid, S., Yaseen, Z.M., 2020. Integrative stochastic model standardization with genetic
589
algorithm for rainfall pattern forecasting in tropical and semi-arid environments. 590
Hydrological Sciences Journal 1–13. 591
Sartori, E., 2000. A critical review on equations employed for the calculation of the evaporation
592
rate from free water surfaces. Solar Energy. https://doi.org/10.1016/S0038-
593
092X(99)00054-7
594
Sayl, K.N., Muhammad, N.S., Yaseen, Z.M., El-shafie, A., 2016. Estimation the Physical
595
Variables of Rainwater Harvesting System Using Integrated GIS-Based Remote Sensing
596
Approach. Water Resources Management 30, 3299–3313. 597
https://doi.org/10.1007/s11269-016-1350-6
598
Skurichina, M., Duin, R., 2002. Bagging, Boosting and the Random Subspace Method for Linear
599
Classifier. Pattern Analysis and Application 5, 121–135. 600 Sartori, E., 2000. A critical review on equations employed for the calculation of the evaporation
592
rate from free water surfaces. Solar Energy. https://doi.org/10.1016/S0038-
593 092X(99)00054-7
594 Sayl, K.N., Muhammad, N.S., Yaseen, Z.M., El-shafie, A., 2016. Estimation the Physical
595
Variables of Rainwater Harvesting System Using Integrated GIS-Based Remote Sensing
596
Approach. Water Resources Management 30, 3299–3313. 597 https://doi.org/10.1007/s11269-016-1350-6
598 Skurichina, M., Duin, R., 2002. Bagging, Boosting and the Random Subspace Method for Linear
599
Classifier. Pattern Analysis and Application 5, 121–135. 600 https://doi.org/10.4028/www.scientific.net/msf.440-441.77
601 https://doi.org/10.4028/www.scientific.net/msf.440-441.77
601 Tyralis, H., Papacharalampous, G., Langousis, A., 2019. https://doi.org/10.1007/BF00058655
445 Employing Machine Learning Algorithms for
569
Streamflow Prediction: A Case Study of Four River Basins with Different Climatic Zones
570
in the United States. Water Resources Management 34, 4113–4131. 571 Naganna, S., Deka, P., Ghorbani, M., Biazar, S., Al-Ansari, N., Yaseen, Z., 2019. Dew Point
566
Temperature Estimation: Application of Artificial Intelligence Model Integrated with
567
Nature-Inspired Optimization Algorithms. Water. https://doi.org/10.3390/w11040742
568
Parisouj, P., Mohebzadeh, H., Lee, T., 2020. Employing Machine Learning Algorithms for
569
Streamflow Prediction: A Case Study of Four River Basins with Different Climatic Zones
570
in the United States. Water Resources Management 34, 4113–4131. 571 https://doi.org/10.1007/s11269-020-02659-5
572 Quinlan, J.R., 1992. Learning with continuous classes. Australian Joint Conference on Artificial
573
Intelligence 92, 343–348. 574 Quinlan, J.R., 1992. Learning with continuous classes. Australian Joint Conference on Artificial
573 Intelligence 92, 343–348. 574 Quinlan, J.Ross., 1987. Simplifying decision trees. International journal of man-machine studies
575
27, 221–234. 576 Rahman, A.T.M.S., Hosono, T., Quilty, J.M., Das, J., Basak, A., 2020. Multiscale groundwater
577
level forecasting: Coupling new machine learning approaches with wavelet transforms. 578
Advances in Water Resources 141. https://doi.org/10.1016/j.advwatres.2020.103595
579
Rezaie-Balf, M., Attar, N.F., Mohammadzadeh, A., Murti, M.A., Ahmed, A.N., Fai, C.M.,
580
Nabipour, N., Alaghmand, S., El-Shafie, A., 2020. Physicochemical parameters data
581
assimilation for efficient improvement of water quality index prediction: Comparative
582
assessment of a noise suppression hybridization approach. Journal of Cleaner Production
583
122576. 584 level forecasting: Coupling new machine learning approaches with wavelet transforms. 578
Advances in Water Resources 141. https://doi.org/10.1016/j.advwatres.2020.103595
579
Rezaie-Balf, M., Attar, N.F., Mohammadzadeh, A., Murti, M.A., Ahmed, A.N., Fai, C.M.,
580
Nabipour, N., Alaghmand, S., El-Shafie, A., 2020. Physicochemical parameters data
581
assimilation for efficient improvement of water quality index prediction: Comparative
582
assessment of a noise suppression hybridization approach. Journal of Cleaner Production
583
122576. 584
Saha, M., Mitra, P., Nanjundiah, R.S., 2016. Autoencoder-based identification of predictors of
585
Indian monsoon. Meteorology and Atmospheric Physics 128, 613–628. 586
https://doi.org/10.1007/s00703-016-0431-7
587 Saha, M., Mitra, P., Nanjundiah, R.S., 2016. Autoencoder-based identification of predictors of
585
Indian monsoon. Meteorology and Atmospheric Physics 128, 613–628. 586 https://doi.org/10.1007/s00703-016-0431-7
587 Salih, S.Q., Sharafati, A., Ebtehaj, I., Sanikhani, H., Siddique, R., Deo, R.C., Bonakdari, H.,
588
Shahid, S., Yaseen, Z.M., 2020. Integrative stochastic model standardization with genetic
589
algorithm for rainfall pattern forecasting in tropical and semi-arid environments. 590
Hydrological Sciences Journal 1–13. 591
Sartori, E., 2000. https://doi.org/10.1007/BF00058655
445 A brief review of random forests for
602
water scientists and practitioners and their recent history inwater resources. Water
603
(Switzerland) 11. https://doi.org/10.3390/w11050910
604 water scientists and practitioners and their recent history inwater resources. Water
603
(Switzerland) 11. https://doi.org/10.3390/w11050910
604 (Switzerland) 11. https://doi.org/10.3390/w11050910
604 Vishwakarma, D.K., Pandey, K., Kaur, A., Kushwaha, N.L., Kumar, R., Ali, R., Elbeltagi, A.,
605
Kuriqi, A., 2022. Methods to estimate evapotranspiration in humid and subtropical
606
climate conditions. Agricultural Water Management 261, 107378. 607
https://doi.org/10.1016/j.agwat.2021.107378
608 Wu, L., Huang, G., Fan, J., Ma, X., Zhou, H., Zeng, W., 2020. Hybrid extreme learning machine
609
with meta-heuristic algorithms for monthly pan evaporation prediction. Computers and
610
Electronics in Agriculture 168, 105115. https://doi.org/10.1016/j.compag.2019.105115
611
Yang, X., Zhou, J., Fang, W., Wang, Y., 2020. An ensemble flow forecast method based on
612
autoregressive model and hydrological uncertainty processer. Water (Switzerland) 12, 1–
613
15. https://doi.org/10.3390/w12113138
614 autoregressive model and hydrological uncertainty processer. Water (Switzerland) 12, 1–
613
15. https://doi.org/10.3390/w12113138
614
Zhao, L., Xia, J., Xu, C. yu, Wang, Z., Sobkowiak, L., Long, C., 2013. Evapotranspiration
615
estimation methods in hydrological models. Journal of Geographical Sciences 23, 359–
616
369. https://doi.org/10.1007/s11442-013-1015-9
617
Zhu, B., Feng, Y., Gong, D., Jiang, S., Zhao, L., Cui, N., 2020. Hybrid particle swarm
618
optimization with extreme learning machine for daily reference evapotranspiration
619
prediction from limited climatic data. Computers and Electronics in Agriculture 173,
620
105430. https://doi.org/10.1016/j.compag.2020.105430
621
622
623
624
625
626
627
628
629
630
631 Zhao, L., Xia, J., Xu, C. yu, Wang, Z., Sobkowiak, L., Long, C., 2013. Evapotranspiration
615
estimation methods in hydrological models. Journal of Geographical Sciences 23, 359–
616
369. https://doi.org/10.1007/s11442-013-1015-9
617 Zhao, L., Xia, J., Xu, C. yu, Wang, Z., Sobkowiak, L., Long, C., 2013. Evapotranspiration
615
estimation methods in hydrological models. Journal of Geographical Sciences 23, 359–
616
369. https://doi.org/10.1007/s11442-013-1015-9
617 Zhu, B., Feng, Y., Gong, D., Jiang, S., Zhao, L., Cui, N., 2020. Hybrid particle swarm
618
optimization with extreme learning machine for daily reference evapotranspiration
619
prediction from limited climatic data. Computers and Electronics in Agriculture 173,
620
105430. https://doi.org/10.1016/j.compag.2020.105430
621 Zhu, B., Feng, Y., Gong, D., Jiang, S., Zhao, L., Cui, N., 2020. Hybrid particle swarm
618
optimization with extreme learning machine for daily reference evapotranspiration
619
prediction from limited climatic data. Computers and Electronics in Agriculture 173,
620
105430. https://doi.org/10.1007/BF00058655
445 https://doi.org/10.1016/j.compag.2020.105430
621 Table 1 Statistics of the measured meteorological parameters at study areas
632
Parameter
Station
Min. Max. mean
St. Dev
CV
skewness
Max. T (C°)
Baghdad
12.90
47.70
31.09
10.32
0.33
-0.13
Basrah
14.60
48.90
33.81
10.47
0.31
-0.17
Mosul
8.30
46.40
28.21
11.05
0.39
-0.01
Min. T (C°)
Baghdad
0.70
32.90
15.68
8.05
0.51
-0.06
Basrah
4.70
34.60
19.78
8.09
0.41
-0.17
Mosul
-2.20
27.40
13.20
8.21
0.62
0.11
RH (%)
Baghdad
20.00
82.00
43.93
16.88
0.38
0.49
Basrah
17.00
80.00
40.50
17.34
0.43
0.45
Mosul
19.00
88.00
51.51
20.33
0.39
0.07
Wind speed
(m/sec)
Baghdad
1.40
5.20
3.09
0.68
0.22
0.44
Basrah
1.70
7.70
4.14
1.11
0.27
0.67
Mosul
0.20
3.70
1.41
0.56
0.40
0.58
Pan
evaporation
(mm)
Baghdad
48.70
624.80
264.25
161.71
0.61
0.32
Basrah
41.40
645.90
286.75
169.75
0.59
0.22
Mosul
21.50
464.10
177.77
127.14
0.72
0.42
633
Table 2 The tuning parameters of the applied models
634
Model name
Description of parameters
Random Subspace (RSS)
Batch size-100, Classifier = REPTree, random seed-
1, subspace size = 0. 5, numbers of executions slots
= 1, number of iteration= 10
Additive Regression (AR)
Batch size-100, Classifier = Bagging, shrinkage=1,
number of iteration= 30
M5 Pruned (M5P)
Batch size-100, Minimum number of instances = 4
Reduced Error Pruning Tree
(REPTree)
Batch size-100, Initial count=0, number of folds =3,
random seed = 1, minimum proportion of the
variance = 0.001, minimum number = 2, max depth
= 1
Bagging
Batch size-100, bag Size percent= 100, Classifier =
REPTree, max depth = 0, numbers of executions
slots = 1, number of iteration= 10, random seed =1 632 Table 1 Statistics of the measured meteorological parameters at study areas Table 3 Inputs selection using regression analysis for modeling PE at Baghdad station No. https://doi.org/10.1007/BF00058655
445 of
variables
Variables
MSE
R²
Adjusted
R²
Mallows'
Cp
Akaike's
AIC
Schwarz's
SBC
Amemiya's
PC
1
T
1353.968
0.917
0.916
111.271
2078.702
2086.028
0.084
2
T / W
1073.850
0.934
0.934
30.399
2012.938
2023.927
0.067
3
Tmin / RH / W
979.540
0.940
0.939
3.963
1987.452
2002.104
0.061
4
Tmin / T / RH / W
979.668
0.940
0.939
5.000
1988.474
2006.789
0.061
5
Tmax / Tmin / RH / W
979.668
0.940
0.939
5.000
1988.474
2006.789
0.061
The best model for the selected selection criterion is displayed in green Table 5 Sensitivity analysis of input variables at Baghdad station
Source
Value
Standard
error
t
Pr > |t|
Lower
bound
(95%)
Upper
bound
(95%)
Tmax
0.000
0.000
Tmin
0.000
0.000
T
0.693
0.038
18.119
<0.0001
0.618
0.768
RH
-0.157
0.039
-3.995
<0.0001
-0.235
-0.080
W
0.206
0.018
11.189
<0.0001
0.170
0.242
Table 6 Sensitivity analysis of input variables at Mosul station
Source
Value
Standard
error
t
Pr > |t|
Lower
bound
(95%)
Upper
bound
(95%)
Tmax
0.000
0.000
Tmin
0.412
0.172
2.398
0.017
0.074
0.751
T
0.209
0.213
0.981
0.327
-0.210
0.629
RH
-0.320
0.061
-5.247
<0.0001
-0.441
-0.200
W
0.135
0.015
8.836
<0.0001
0.105
0.165
Table 7 MAE, RMSE, RAE, RRSE and r for meta-heuristics algorithms-based
models during the training and testing span at Baghdad station
Machine
learning
algorithm
Training
Testing
MAE
RMSE
RAE
RRSE
r
MAE
RMSE
RAE
RRSE
r
R
30.34
41.19
21.18
25.27
0.968
35.51
48.68
25.98
30.80
0.966
R-RSS
31.12
41.50
21.73
25.47
0.967
45.72
59.18
33.46
37.44
0.949
R-Bagging
31.33
40.14
21.87
24.63
0.970
37.74
47.35
27.62
29.96
0.962
R-REPTree
33.313
44.35
23.25
27.21
0.962
37.81
50.13
27.67
31.72
0.958
R-M5P
29.65
39.58
20.70
24.29
0.970
33.82
45.05
24.75
28.50
0.972
Table 8 MAE RMSE, RAE, RRSE and r for meta-heuristics algorithms-based models
during the training and testing span at Mosul station
Machine
earning
lgorithm
Training
Testing
MAE
RMSE
RAE
RRSE
r
MAE
RMSE
RAE
RRSE
r
23.62
33.96
20.42
26.24
0.965
29.68
42.34
27.30
34.92
0.945
-RSS
21.97
29.38
19.00
22.71
0.974
26.93
37.31
24.77
30.77
0.959
-Bagging
22.46
29.97
19.42
23.16
0.972
27.37
37.94
25.17
31.29
0.959
-REPTree
26.66
38.09
23.05
29.43
0.957
27.01
38.62
24.84
31.85
0.962
-M5P
22.75
29.21
19.67
22.57
0.974
25.82
35.95
23.75
29.64
0.956
Table 9 Validation results (i.e. https://doi.org/10.1007/BF00058655
445 of
variables
Variables
MSE
R²
Adjusted
R²
Mallows'
Cp
Akaike's
AIC
Schwarz's
SBC
Amemiya's
PC
1
T
2768.697
0.894
0.894
173.192
2284.719
2292.045
0.106
2
Tmax / W
1822.869
0.931
0.930
17.956
2165.336
2176.325
0.070
3
T / RH / W
1733.377
0.934
0.934
4.229
2151.826
2166.478
0.067
4
Tmax / Tmin / RH / W
1731.981
0.935
0.934
5.000
2152.578
2170.893
0.067
5
Tmax / Tmin / RH / W
1731.981
0.935
0.934
5.000
2152.578
2170.893
0.067
The best model for the selected selection criterion is displayed in green Table 4 Inputs selection using regression analysis for modeling PE at Mosul station puts selection using regression analysis for modeling PE at Mosul station No. https://doi.org/10.1007/BF00058655
445 MAE, RMSE, RAE, RRSE and r) for best candidate
model at Basrah station
Best machine
Validation Table 5 Sensitivity analysis of input variables at Baghdad station Table 6 Sensitivity analysis of input variables at Mosul station Table 7 MAE, RMSE, RAE, RRSE and r for meta-heuristics algorithms-based
models during the training and testing span at Baghdad station
Machine
learning
algorithm
Training
Testing
MAE
RMSE
RAE
RRSE
r
MAE
RMSE
RAE
RRSE
r
AR
30.34
41.19
21.18
25.27
0.968
35.51
48.68
25.98
30.80
0.966
AR-RSS
31.12
41.50
21.73
25.47
0.967
45.72
59.18
33.46
37.44
0.949
AR-Bagging
31.33
40.14
21.87
24.63
0.970
37.74
47.35
27.62
29.96
0.962
AR-REPTree
33.313
44.35
23.25
27.21
0.962
37.81
50.13
27.67
31.72
0.958
AR-M5P
29.65
39.58
20.70
24.29
0.970
33.82
45.05
24.75
28.50
0.972 Table 8 MAE RMSE, RAE, RRSE and r for meta-heuristics algorithms-based models
during the training and testing span at Mosul station
Machine
learning
algorithm
Training
Testing
MAE
RMSE
RAE
RRSE
r
MAE
RMSE
RAE
RRSE
r
AR
23.62
33.96
20.42
26.24
0.965
29.68
42.34
27.30
34.92
0.945
AR-RSS
21.97
29.38
19.00
22.71
0.974
26.93
37.31
24.77
30.77
0.959
AR-Bagging
22.46
29.97
19.42
23.16
0.972
27.37
37.94
25.17
31.29
0.959
AR-REPTree
26.66
38.09
23.05
29.43
0.957
27.01
38.62
24.84
31.85
0.962
AR-M5P
22.75
29.21
19.67
22.57
0.974
25.82
35.95
23.75
29.64
0.956 Table 9 Validation results (i.e. MAE, RMSE, RAE, RRSE and r) for best candidate
model at Basrah station
Best machine
learning
algorithm
Validation
MAE
RMSE
RAE
RRSE
r
AR-M5P
47.23
67.23
31.19
39.30
0.942 Figures Figure 1 Figure 3 The standardized coe¨cients of input variable for sensitivity analysis at Mosul station for evaporation The standardized coe¨cients of input variable for sensitivity analysis at Mosul station for evaporation Figure 2 The standardized coe¨cients of input variable for sensitivity analysis at Baghdad station for evaporation The standardized coe¨cients of input variable for sensitivity analysis at Baghdad station for evaporation The standardized coe¨cients of input variable for sensitivity analysis at Baghdad station for evaporation Figure 1 The study area location The study area location Figure 2 Figure 4 Observed vs estimated daily evaporation values by the AR, AR-RSS, AR-Bagging, AR-REPTree and AR-M5P
models during testing at Baghdad station Figure 6 Observed vs estimated daily evaporation values by the best model AR-M5P during validation at Basrah
station (a) Temporal variation (b) scatter plot Figure 7 Radar charts display MAE and RSME of AR, AR-RSS, AR-Bagging, AR-REPTree and AR-M5P models during
testing at Baghdad station Figure 5 Observed vs estimated daily evaporation values by the AR, AR-RSS, AR-Bagging, AR-REPTree and AR-M5P
models during testing at Mosul station Radar charts display MAE and RSME of AR, AR-RSS, AR-Bagging, AR-REPTree and AR-M5P models during
testing at Baghdad station Figure 10 Taylor diagrams of AR, AR-RSS, AR-Bagging, AR-REPTree and AR-M5P during testing span at Mosul
station Taylor diagrams of AR, AR-RSS, AR-Bagging, AR-REPTree and AR-M5P during testing span at Mosul
station highlights.docx Figure 8 Radar charts display the best performance indicators of AR, AR-RSS, AR-Bagging, AR-REPTree and AR-
M5P models during testing at Mosul station Figure 9
Taylor diagrams of AR, AR-RSS, AR-Bagging, AR-REPTree and AR-M5P during testing span at Baghdad
station Figure 9 Taylor diagrams of AR, AR-RSS, AR-Bagging, AR-REPTree and AR-M5P during testing span at Baghdad
station Taylor diagrams of AR, AR-RSS, AR-Bagging, AR-REPTree and AR-M5P during testing span at Baghdad
station Figure 10
Taylor diagrams of AR, AR-RSS, AR-Bagging, AR-REPTree and AR-M5P during testing span at Mosul
station Figure 10 Supplementary Files This is a list of supplementary ¦les associated with this preprint. Click to download. highlights.docx
|
https://openalex.org/W4308171153
|
https://zenodo.org/records/7280055/files/ZDIT2609.pdf
|
English
| null |
INJURIES OF THE NASAL AND NASAL LATERAL CAVITIES
|
Zenodo (CERN European Organization for Nuclear Research)
| 2,022
|
cc-by
| 1,596
|
Bukhara District Medical Association multidisciplinary Central Polyclinic
otorhinolaryngologist
https://doi.org/10.5281/zenodo.7280055 Bukhara District Medical Association multidisciplinary Central Polyclinic
otorhinolaryngologist
https://doi.org/10.5281/zenodo.7280055 Annotation: In this article, prevention, treatment, prevention of life-
threatening factors of nasal injures, injury of the nasal adjacent cavities are
manifested by rupture of the cavity wall, fracture, penetration of bone fragments
into the cavity. Key words: Injuries, nasal bones, nasal cavities, symptoms of nasal injury,
diagnosis. Injuries of the lateral cavities to the nose and nose occur more often in life,
which occur in military and sports activities, in manufacturing enterprises, in
blind transport events, during an epilepsy attack. Depending on the strength and nature of the impact of the body that caused the
stroke, its direction and how deep it penetrates into the tissue, the injury to the
nose can be either open (open wound of the skin covering) or closed (non -
breaking of the skin covering). Closed wounds include-eating lat, bleeding into soft tissues, swelling, fracture of
the nasal bones, accompanied by the appearance of concomitant cavities in the
nose by the walls, the eyelid, cheekbone, the silcification or siljimas of the
excretory cavity cages. Open jarring is divided into torn, cut, superficial and chukur, wounds that have
penetrated or have not penetrated the nasal cavity. Injuries that enter the nasal
cavity are most often caused by a body with an acute tip. Bunda is accompanied
by a rupture of the mucous membrane of the nasal cavity, blood flow from the
nose, infection into the nasal cavity and adjacent cavities in the nose, the
development of nasal obstruction hematoma and abscess. When the direction of
the body with an acute tip is directed to the upper wall of the nasal cavity, a
fracture of the sieve plate can be observed, in which the patient flows the
cerebrospinal fluid. Often, as a result of the fracture of the cartilage of the nasal bones and nasal
barrier, or protrusion (figure 93) between the nasal bones and the forehead
growth of the upper jaw, the outer nose is smoothed to the side. Sometimes a
forehead swelling fracture of the upper jaw is observed. Often, in facial injuries, there is a decrease or complete loss of visual acuity
(amnesia), blood flow to the bottom of the eye alma (hyphemas), tuberculosis of
the eye alma (enoftalm), paralysis (diplopia) as a result of compression of the
eye-moving muscles. INJURIES OF THE NASAL AND NASAL LATERAL CAVITIES
Qurbanov Mirvohid Kamolovich Qurbanov Mirvohid Kamolovich `
«Zamonaviy dunyoda innovatsion tadqiqotlar: Nazariya
va amaliyot» nomli ilmiy, masofaviy, onlayn konferensiya
INJURIES OF THE NASAL AND NASAL LATERAL CAVITIES
Qurbanov Mirvohid Kamolovich `
«Zamona
va amaliy «Zamonaviy dunyoda innovatsion tadqiqotlar: Nazariya
va amaliyot» nomli ilmiy, masofaviy, onlayn konferensiya Bukhara District Medical Association multidisciplinary Central Polyclinic
otorhinolaryngologist
https://doi.org/10.5281/zenodo.7280055 Injury of the lateral cavities to the nose is manifested by rupture of the wall of
the cavities, fracture, penetration of bone fragments into the cavity. In addition,
they are divided into injuries that do not spread or spread to the cranial cavity. 36 36 `
«Zamon
va amali `
Zamonaviy dunyoda innovatsion tadqiqotlar: Nazar
va amaliyot» nomli ilmiy, masofaviy, onlayn konfere
A fracture of the wedge cavity walls is also a fracture of the base of the skull, a
relatively threeraydi and vision nerve fiber, accompanied by an injury of the
internal sleeping artery, causing a blood flow or aneurysm of the wall of the las
sleeping artery from the wound to the cause of death. Symptoms. In the case of a nasal injury, blood flows from the nose, bruises
appear on the skin of the nose and on the eyelids, a swelling of soft tissues and
subcutaneous emphysema, silcification of bone fragments are observed. As a
result of a violation of the breathing activity of the nose or the closure of smel
cognition cracks, the patient's ability to know the smell decreases, when the
smell cognition nerve fibers are disconnected – the smell cognition activity o
the nose is completely lost. Diagnosis. It is put on the basis of patient complaints, Anamnesis, external
examination, palpation, sensing, rhinoscopy, endoscopy X-ray, computer
tomography. When external examination and palpation, it is determined that the area of the
jarohat hurts, there is a swelling of soft tissues, a violation of the external nasal
shape. The fact that the nose is shaken to the side, majagled, the joints when the
nose is palpated (a sign of a staircase), the pathological mobility of the bones
and the fragility of the bone fragments indicate that the bones of the nose are
broken, when pressing, the subcutaneous gnashing - the excretory bone is
broken and the mucous membrane is torn. In the treatment. The nature of the injury of the lateral cavities to the nose and
nostrils, the depth, the general condition of the be-Marie are taken into account. Emergency medical care consists in pain relief, stopping bleeding,giving primary
surgery and sending the patient to the hospital immediately. Bukhara District Medical Association multidisciplinary Central Polyclinic
otorhinolaryngologist
https://doi.org/10.5281/zenodo.7280055 Under general anesthesia, when the outer nose is shaken to the left,
broken bone fragments are placed on their place with the thumb of the right
hand and the thumb of the left hand when shaking to the right. When the bone
fragments fall into their place, a specific creaking sound is heard. Foydalanilgan adabiyotlar:
1. Methods of performing prophylactic otorhinolaryngological examination
of the population (method of rec.Kiev 1973). 2. Organization of medical care in children’s kindergarden, schools, boarding
schools for children and adolescents.(method.rec.Toshkent.1982). 3. Head of the Department of Otorhinolaryngology
B.V.Shevrigin.Moskva.M.1985 y. 4. Handbook of otorhinolaryngology I.B.Soldatov.Moskv.m.1997 y `
«Zamonaviy dunyoda innovatsion tadqiqotlar: Nazar
va amaliyot» nomli ilmiy, masofaviy, onlayn konferen
external cosmetic defect. It has an important cosmetic ahami-Yat to put bone
fragments in their place. The practice of putting the bones in their place
(reposition), performed on the first day of the injury, is recognized as the most
optimal method, but in severe complications of the skull, the skull can perform it
for the last 3 weeks from the injury. In the sitting position of the patient's course, the nasal cavity is anesthetized
locally (10% lidocaine spraying on the mucous membrane, 2% dicaine rubbing,
5% cocaine or sending 1% novocaine, 2% lidocaine solutions to the broken
area). In children, it is acceptable to perform the act of reposition under general
anesthesia. The method of putting a broken piece of bone in its place with the help of a
finger. Under general anesthesia, when the outer nose is shaken to the left,
broken bone fragments are placed on their place with the thumb of the right
hand and the thumb of the left hand when shaking to the right. When the bone
fragments fall into their place, a specific creaking sound is heard. Foydalanilgan adabiyotlar: Foydalanilgan adabiyotlar: 1. Methods of performing prophylactic otorhinolaryngological examination
of the population (method of rec.Kiev 1973). 1. Methods of performing prophylactic otorhinolaryngological examination
of the population (method of rec.Kiev 1973). 2. Organization of medical care in children’s kindergarden, schools, boarding
schools for children and adolescents.(method.rec.Toshkent.1982). 3. Head of the Department of Otorhinolaryngology
B.V.Shevrigin.Moskva.M.1985 y. 4. Handbook of otorhinolaryngology I.B.Soldatov.Moskv.m.1997 y Bukhara District Medical Association multidisciplinary Central Polyclinic
otorhinolaryngologist
https://doi.org/10.5281/zenodo.7280055 In the case of an
open wound of soft tissues or a lump, primary surgery is performed on the
contaminated area of the larynx; the area of the larynx is first washed with an
antiseptic solution, then with the help of a special spoon, fragments of broken
bones and cartilage are removed, soft tissue is left. The patient is given ana-toxin
against tetanus (if vaccinated - 0.5 ml, if not vaccinated - from 1 ml under the
skin),blood serum against tetanus (3000 me) on Bezredko after intra-skin test. After the first medical help, when the animal bites the nose area, the patient is
vaccinated against rabies. The primary seam is laid after a day after the injury. Usually, after the broken nasal bones are fixed in their place, the blood flow from
the nose stops on its own. In most cases, the front nasal congestion, sometimes
the back nasal congestion, is performed. The stuffing is replaced every 24-48
hours. Children are usually put on an elastic stuffing. In order to reduce bruises
and soft tissue edema on the injured nasal skin, pieces of Ice are placed on the
skin of the nose for 5-6 hours. The main method of treatment is the restoration (putting in its place) of the
walls of the bones of the nose and nasal adjacent cavities, as well as the practice
of inaction of bone fragments from the inside or outside, when the bones of the
nose are broken, silenced from their place, as well as the appearance of an 37 37 `
«Zamonaviy dunyoda innovatsion tadqiqotlar: Nazariy
va amaliyot» nomli ilmiy, masofaviy, onlayn konferens
external cosmetic defect. It has an important cosmetic ahami-Yat to put bone
fragments in their place. The practice of putting the bones in their place
(reposition), performed on the first day of the injury, is recognized as the most
optimal method, but in severe complications of the skull, the skull can perform it
for the last 3 weeks from the injury. In the sitting position of the patient's course, the nasal cavity is anesthetized
locally (10% lidocaine spraying on the mucous membrane, 2% dicaine rubbing,
5% cocaine or sending 1% novocaine, 2% lidocaine solutions to the broken
area). In children, it is acceptable to perform the act of reposition under general
anesthesia. The method of putting a broken piece of bone in its place with the help of a
finger. 38 38
|
https://openalex.org/W2996014467
|
https://europepmc.org/articles/pmc6932979?pdf=render
|
English
| null |
The Effect of Organizational Changes on the Psychosocial Work Environment: Changes in Psychological and Social Working Conditions Following Organizational Changes
|
Frontiers in psychology
| 2,019
|
cc-by
| 16,598
|
ORIGINAL RESEARCH
published: 20 December 2019
doi: 10.3389/fpsyg.2019.02845 Edited by: Lise Fløvik*, Stein Knardahl and Jan Olav Christensen*
Department of Work Psychology and Physiology, National Institute of Occupational Health (STAMI), Oslo, Norway María del Carmen Pérez-Fuentes,
University of Almería, Spain María del Carmen Pérez-Fuentes,
University of Almería, Spain Reviewed by:
Gabriela Topa,
National University of Distance
Education (UNED), Spain
Artur Victoria,
Autonomous University of Lisbon,
Portugal Reviewed by:
Gabriela Topa,
National University of Distance
Education (UNED), Spain
Artur Victoria,
Autonomous University of Lisbon,
Portugal Purpose: The present study aimed to clarify the prospective effects of various types and
frequencies of organizational changes on aspects in the psychosocial work environment. Methods: The study had a prospective, full-panel, repeated measures design. Data
were collected by self-administered, online questionnaires, with a 2-year interval
between measurement occasions. Five types of organizational change were assessed –
company restructuring, downsizing, layoffs, partial closure, and partial outsourcing. The effects of change on eleven, specific work factors were measured utilizing QPS
Nordic. At baseline, 12652 employees participated, while 8965 responded at follow-up. Generalized estimating equations were utilized to estimate the effects of change taking
place within the last 12 months or more than 24 months prior. *Correspondence:
Lise Fløvik
lise.flovik@stami.no;
floevik.lise@gmail.com
Jan Olav Christensen
jan.o.christensen@stami.no Specialty section:
This article was submitted to
Organizational Psychology,
a section of the journal
Frontiers in Psychology Results: Cross-sectional analyses, i.e., changes occurring within the last 12 months,
showed all 11 work factors to be statistically significantly associated with the
organizational changes restructuring, downsizing, and partial closure (coefficients
ranging −0.28 to 0.04). In the prospective analyses, i.e., the effects of change taking
place more than 24 months prior, associations were no longer significant for a number
of work factors, although all types of organizational change remained significantly
associated with at least three work factors (coefficients ranging −0.14 to 0.05). Following repeated organizational changes, statistically significant associations were
shown for all 11 work factors (coefficients ranging from 0.39 to −0.04). Received: 11 April 2019
Accepted: 02 December 2019
Published: 20 December 2019 Lise Fløvik*, Stein Knardahl and Jan Olav Christensen*
Department of Work Psychology and Physiology, National Institute of Occupational Health (STAMI), Oslo, Norway Edited by:
María del Carmen Pérez-Fuentes,
University of Almería, Spain INTRODUCTION something novel and intrinsically unknown and uncertain
for the organization and its members, which may disrupt
existing
structures
and
processes. Thus,
organizational
change can be experienced both as an opportunity to gain
and as a risk of losing and may involve redesign of tasks
and responsibilities that alter existing work content and –
environment
in
various
foreseen
and
unforeseen
ways. Nevertheless, while prior studies have linked organizational
change to somatic and mental health (Vahtera et al., 1997;
Kivimäki et al., 2001, 2003; Probst, 2003; Moore et al., 2004;
Vahtera et al., 2004), less is known about repercussions of
organizational change for psychosocial working conditions that
are relevant to health. Organizational change has repeatedly been associated with
adverse effects on employee health (Oreg et al., 2011). Large-
scale organizational changes, such as company restructuring,
downsizing and outsourcing have been linked to somatic
and mental health complaints, presenteeism and long-term
sick leave (Kivimäki et al., 2001; Bamberger et al., 2012). However, a thorough understanding of why organizational
changes are associated with adverse health effects is still
pending. Clarifying the repercussions of organizational change
for workplaces and employees is an essential first step to
preventing adverse health effects of and facilitating healthy,
successful change. Prior meta-analytic studies have shown a
wide range of psychological and social work factors, such as
leadership, role conflict and ambiguity, job demands, control
and job insecurity to predict employee well-being, health and
sick leave (Viswesvaran et al., 1999; Stansfeld and Candy,
2006; Nahrgang et al., 2011; Lang et al., 2012; Schyns and
Schilling, 2013; Virtanen et al., 2013; Schmidt et al., 2014;
Theorell et al., 2015), as well as the change process and
end-result (Schuler and Jackson, 2001; Hoag et al., 2002). In order to elucidate whether extensive company change
influence central aspects of the psychosocial work environment
the present study aimed to clarify the effects of various
types of organizational changes, separately and co-occurring as
well as repeated over time, on 11 specific psychological and
social work factors. A psychosocial work environment consists of organizational-,
social-, and psychological factors which govern and define the
content and quality of various aspects of work (Nieuwenhuijsen
et al., 2010). Organizational work factors include formal and
structural conditions that regulate how work is carried out, e.g.,
employment contracts and work schedules. Social work factors
comprise the relational aspects of a workplace, such as social
climate, support from superiors and co-workers. INTRODUCTION Psychological
work factors refer to individual-level aspects of work, such as
perceived levels of autonomy, job demands and predictability. Prior studies have linked an organization’s psychosocial working
conditions to both employee- and organizational outcomes
(Stansfeld and Candy, 2006; Holden et al., 2011), such as
worker health (Lau and Knardahl, 2008; Väänänen et al., 2008;
Bambra et al., 2009; Häusser et al., 2010; Nahrgang et al.,
2011; Schmidt et al., 2014; Read and Laschinger, 2015; Schmidt
et al., 2018), sick leave (Head et al., 2006) and company
productivity (Dollard and Neser, 2013; Dysvik and Kuvaas,
2013; Poulsen et al., 2016; Montano et al., 2017). Despite the
aforementioned awareness of the potential of organizational
change to upset various organizational systems as well as
employee health, few studies seem to have assessed effects of
organization change on specific factors in the psychosocial work
environment that are known to be associated with health. The
present study assessed the effect of various types and frequencies
of organizational change on 11 distinct work factors pertaining
to job tasks (job control, job demands), job roles (role clarity, role
conflict), leadership (fair-, empowering-, supportive leadership),
social aspects (support from co-workers, social climate) and
predictability (job predictability, future employability). “Organizational change” pertains to the altering of structures,
strategies, procedures or cultures of organizations (Quattrone
and Hopper, 2001). The term encompasses both the process
by which this happens (i.e., “how”) and the content of what
is being altered (i.e., “what”). By definition, change implies a
shift in the organization from one state to another. This shift
may be deliberate, with the aim of gaining or losing specific
features of the organization to attain a defined goal, or it
may be less deliberate, perhaps occurring as a consequence
of developments outside the control of the organization. Moreover, during the change process, additional parts of the
organization
may
be
unintentionally
affected,
particularly
when change is experienced as excessive (Stensaker et al.,
2001). Such
unintended
repercussions
of
organizational
change may be both positive and negative (Jian, 2007), and
may be more likely when a large number of transactions
are required to implement the change decision and many
specialized problem-solving capabilities are invoked (Casa and
Lodge, 2015). Either way, organizational change represents During change implementation, the organization attends to
various change-related tasks in addition to the ordinary, day-to-
day activities. Citation: Citation:
Fløvik L, Knardahl S and
Christensen JO (2019) The Effect
of Organizational Changes on
the Psychosocial Work Environment:
Changes in Psychological and Social
Working Conditions Following
Organizational Changes. Front. Psychol. 10:2845. doi: 10.3389/fpsyg.2019.02845 Conclusion: Following both separate and repeated organizational change, various
psychological and social work factors were altered, with the most pronounced effects
following repeated change. These results suggest the implementing organizational December 2019 | Volume 10 | Article 2845 Frontiers in Psychology | www.frontiersin.org 1 Fløvik et al. Organizational Change and the Psychosocial Work Environment change, especially repeated change, may have an adverse effect on various parts of
the psychosocial work environment. The negative effects of a company’s psychosocial
working conditions may contribute to the adverse health effects often observed
following such changes and help explain why many change initiatives fail to reach its
intended results. Keywords: organizational change, psychosocial work environment, occupational health, mental distress, sick
leave, leadership Keywords: organizational change, psychosocial work environment, occupational health, mental distress, sick
leave, leadership December 2019 | Volume 10 | Article 2845 INTRODUCTION The added demands given to managers in this process may
also leave fewer resources and room for superiors to provide
the support and attentiveness they normally are able to give
their employees, which may affect employee’s perception of
management as supportive. Hence, organizational change may
lead to a decrease in employee perception of leadership as
fair (i.e., equal treatment of employees), empowering (i.e.,
including) and supportive (i.e., attentive and present). The
relational aspects of the organizational may also be affected
during extensive workplace changes, as the collegial composition
may be rearranged or colleagues have to compete over new
or remaining positions. As a result, social cohesion within
the group may deteriorate and collegial support diminishes
(Campbell and Pepper, 2007). Thus, organizational change
may be associated with a decrease in perceived support
from co-workers and social climate as inclusive and trusting. Employees’ sense of predictability regarding both present and
future job prospects could also be affected by exposure to
extensive workplace changes (Probst, 2003; Baillien and De Witte,
2009). Change naturally involves some degree of uncertainty
regarding the outcome and future. As extensive organizational
changes often are management-driven with little employee
involvement, uncertainty may be extra prominent. Furthermore, As the rate of organizational change is increasing, a larger
part of the workforce is likely to experience multiple changes
or repeated organizational changes during their careers, some
of which they may deem excessive. To our knowledge, a
limited number of studies have examined how exposure to
repeated organizational changes influence specific factors in the
work environment (Moore et al., 2004). These studies have
reported stronger effects following repeated change than separate
change, but only on outcomes such as employee health and
sick leave (Isaksson et al., 2002; Moore et al., 2004; Wagstaff
et al., 2016). Thus, one may speculate whether implementing
multiple, repeated changes may also be associated with a stronger
effect on psychosocial work factors than single change efforts
(Klarner et al., 2011). In developing targeted interventions aimed at reducing
the potential adverse effects of organizational change on
employee health, identifying the underlying mechanisms in
this stressor-strain relationship is an imperative first step. INTRODUCTION Interventions aimed at reducing or alleviating the effect of
risk factors in the work environment have shown the potential
of such interventions to reduce depressive symptoms and
absenteeism and to improve productivity both during and
following organizational changes (Bambra et al., 2009; Kelloway
and Barling, 2010; Houtman and Lourijsen, 2012). The effect
of organizational change on specific factors in the work
environment may represent such a mechanism in which the
work factors may either moderate or mediate the relationship
between change and health. In order to illuminate the effect
of various specific types of organizational change as well
as repeated change on central aspects of the psychosocial
work environment, the current study examined both the
cross-sectional and prospective associations of separate and
repeated organizational change with 11 specific psychological and
social work factors. INTRODUCTION In sum, this may increase the total amount of work
and job tasks employees are faced with (Kivimäki et al., 2001). December 2019 | Volume 10 | Article 2845 Frontiers in Psychology | www.frontiersin.org 2 Organizational Change and the Psychosocial Work Environment Fløvik et al. factors such as globalization, market demands or technological
innovation, which makes predicting the future jobs even more
complex. Hence, organizational changes may be associated with a
decrease in employee perception of short-term job predictability
and future employability. The need for management to exert control in the planning
and implementation process may also leave less room for
employees to influence their own job to the same extent as
before, and may thus affect employees’ experience of their
own job control during the process (Paulsen et al., 2005). Hence, organizational change may be associated with increased
job demands (i.e., the amount of work and time demands)
and a decrease of job control (i.e., influence over decisions
regarding one’s tasks, co-workers and clients). When major
shifts take place within an organization, the rearrangement of
employee roles and responsibilities are often a central part
of the process. Such rearrangement may result in employees
facing conflicting demands, lack of resources to complete one’s
additional assigned tasks or uncertainty related to the objectives
and expectations of one’s new role (Baillien and De Witte,
2009). Thus, large-scaled workplace changes could increase
employee’s sense of role conflict (i.e., conflicting demands
and lack of resources) and lower the sense of role clarity
(i.e., clarity regarding a roles responsibilities and expectations). The need for management to invoke tough and sometimes
unpopular decisions, e.g., in a downsizing or layoffprocess,
may also affect employees perception of management and
superiors following organizational changes (Gilley et al., 2009;
Holten and Brenner, 2015; Neves and Schyns, 2018). When
the consequences of change involve the potential loss of valued
aspects such as specific tasks, collegial relationships or the very
existence of one’s job, one may surmise that employee perception
of management as just or fair could be affected. Moreover,
changes initiated by external forces, e.g., market demands or
technological innovation, and invoked by management may also
leave less room for including employees in decision making and
planning. Exercising an inclusive and empowering leadership
style may thus be challenging during change implementation. Frontiers in Psychology | www.frontiersin.org Study Design y
g
The study was a part of the project “The New Workplace:
work, health and participation in working life” initiated and
carried out by the Norwegian National Institute of Occupational
Health (STAMI). The project was conducted in line with
the World Medical Association Declaration of Helsinki, and
approved by the Data Inspectorate of Norway and the Norwegian
Committee for Medical and Health Research Ethics, Region
South East (REC). The study had a prospective, full panel
study design, with data collected with a 2-year interval. Baseline data collected between 2004 and 2013, with follow-
up 2 years later, respectively. All data were collected by
a self-administered, online questionnaire. The participating
organizations either contacted STAMI directly as a response December 2019 | Volume 10 | Article 2845 Frontiers in Psychology | www.frontiersin.org 3 Organizational Change and the Psychosocial Work Environment Fløvik et al. Outcome: Psychological and Social Work
Factors to an invitation to participate in the study posted on the
institute’s webpages, or on requesting assistance in a general work
environment survey. The psychological and social work factors were measured
by the General Nordic Questionnaire for Psychological and
Social Factors at Work (QPSNordic) (Ørhede et al., 2000;
Wännström et al., 2009). QPSNordic is a validated questionnaire
designed to assess a comprehensive set of social and psychological
aspects in the workplace. The effects of organizational changes
on 11, specific work factors were assessed. These were
six psychological work factors (job control, job demands,
job predictability, perceived future employability, role clarity,
and role conflict) and five social work factors (empowering
leadership, fair leadership, social climate, support from co-
worker and support from superior). Each factor was measured
by multiple items, ranging from two to five items depending
on the factor. Responses on all items were given on a
five-point Likert scale, ranging from “1 = very seldom or
never” to “5 = very often or always.” For each work
factor, a mean score was calculated. For all work factors,
Cronbach’s α was calculated at baseline and follow-up and
were within the range of 0.71 (“role conflict“) to 0.88 and
(“empowering leadership”). Confounders We assessed the effects of five distinct types of organizational
changes. These
were
company
restructuring,
downsizing,
layoffs, partial closure, and partial outsourcing. To clarify,
“downsizing”
refers
to
a
temporary
termination
of
job
contract with the chance of rehiring, while “layoffs” refers
to permanent termination of the job contract. Each type of
change was assessed by a single item with a dichotomous
response (“yes”/”no”) and inquired whether the organization in
which the employee worked had implemented a specific type of
change within the last 12 months. Examples: “During the last
12 months has your company undergone restructuring?,”
and
“During
the
last
12
months
has
your
company
undergone downsizing?” All analyses included the variables age, sex, skill level, and
place of employment (private vs. public organizations) as
potential confounders. Age was divided into three age groups,
(i) “<35,” (ii) “35–55,” and (iii) “>55.” Skill level was
divided into five categories reflecting years of formal education
required in various professions. The categorization was done
using the Standard Classification of Occupations (STYRK),
which is based on the International Standard Classification of
Occupations (ISCO-88) and developed by Statistics Norway
(SSB). The five skill level categories were: (i) “<10 years
of education,” (ii) “10–12 years of education,” (iii) “13–
15 years of education,” (iv) “>15 years of education,” and
(v) “Unspecified,” which included occupations requiring no
formal education. Subjects A total of 66 Norwegian organizations participated in the study,
representing both public and private sector and a variety of
professions, company sizes and sectors. Upon accepting to participate, information regarding the
project was initially given at the company level. All current
employees were invited to participate in the study and received
an information letter by postal mail, containing a unique ID-
code for accessing the online questionnaire. Respondents were
allotted time during work hours to complete the questionnaire
but also had the opportunity to complete the questionnaire at
home. Respondents had the opportunity to log in an unlimited
number of times to access to complete the questionnaire. Inclusion criteria for both the cross-sectional and prospective
sample were completing all items for each individual work factor
at both T1 and T2. Statistical Analyses
Generalized Estimating Equations The
cross-sectional
and
prospective
associations
between
the separate types and frequencies of organizational changes
and the various work factors were estimated utilizing linear
regression analyses by the Generalized Estimated Equations
method (GEE). The method is based on the generalized
linear
model
and
allows
for
the
analyses
of
correlated
observations, such as repeated measures or clustered data. In addition, the method allows for samples to have a non-
normal error distribution on the response variable. The GEE
approach was chosen as it accounts for the potential correlated
responses within sample clusters, which fit the present data
well as it was clustered within organizations (Zorn, 2001;
Hubbard et al., 2010). The GEE method gives a population
parameter estimate based on the average of clusters in the
data (Hardin and Hilbe, 2002; Hanley et al., 2003). Hence, the Statistical Analyses To assess the effect of multiple organizational changes occurring
simultaneously, a three-category predictor variable was created
based on the five change items. The categorical predictor
demonstrated whether employees had experienced (i) “No
type of organizational change at baseline,” (ii) “One type of
organizational change at baseline,” or (iii) “Two or more types of
organizational change at baseline.” Cross-Sectional Analyses In the cross-sectional analyses pertaining to specific, separate
organizational changes, we ran both uni- and multi-variate
regressions separately with each type of change as predictor and
each type of work factor as outcome. In the analyses pertaining
to the effects of multiple changes, we utilized the aforementioned
three-category variable as predictor and ran the analyses for each
work factor separately. Multivariate The multivariate analyses showed fewer significant associations,
however all work factors were significantly associated with at least
one type of specific change each with B-values ranging from 0.20
to −0.17. See Table 5 for further details. Baseline Characteristics The mean age at baseline was 44.34 (SD: 10.5). Of the included
subjects 20.9% were under the age of 35, 61.9% were between
the age of 35–55, while 17.2% were older than 55. Women
constituted 54.7% of the sample. Skill level at baseline was as
follows: >15 years of formal education 26.9%, 13–15 years 24.7%,
10–12 years 38.7%, >10 years 1.0%, and Unspecified 8.7%. For
further details, see Table 1. Prospective Analyses The analyses of change reported to have occurred during the
last 12 months prior to baseline showed company restructuring,
downsizing, and partial closure to be statistically significantly
associated with all work factors, with b-values ranging from
−0.28 to 0.04. Layoffs and partial outsourcing were also
statistically significantly associated with most work factors,
with the exception of job control, which was not statistically
significantly related to partial outsourcing, and role clarity, which
was not statistically significantly related to layoffs. See Table 4 for
further details. In the prospective analyses, both uni- and multi-variate
regressions were run separately with each type of change
as predictor and each type of work factor as outcome. The analyses were run in two steps. In the first step,
Model I, analyses were adjusted for age, sex, skill level and
place of employment, while in step two, Model II, analyses
were also adjusted for baseline levels of the work factor
in question. In the analyses pertaining to multiple changes,
we ran simple regressions with the three-level categorical
predictor variable for each work factor separately. As in
the analyses pertaining to specific changes, all analyses were
conducted in two steps. Lastly, in the analyses pertaining to
the effects of repeated change, we ran simple regressions with
the aforementioned four-level categorical predictor for each
work factor separately. These analyses were also conducted
in two-steps. Non-response Analysis GEE method estimates the average response in a population-
based on the average of clusters within a sample. The GEE
analysis provides the option to predefine the anticipated
correlation structure in the data, for instance independent,
autoregressive,
compound
symmetry,
or
unstructured. In
the present analyses, the unstructured option was chosen
since
no
theoretical
grounds
were
present
to
expect
a
specific correlation structure in the data. In addition, the
unstructured option does not impose any constraints in the
correlation structure in the analyses (Hardin and Hilbe, 2002). GEE has previously been widely applied in epidemiological
studies where data have been correlated as the method
may handle various types of prior, unidentified correlations
between measurements (Merlo, 2003; Skrondal and Rabe-
Hesketh, 2003; Cui and Qian, 2007). All analyses were run
using IBM SPSS Statistics, version 24.0 (IBM, Armonk, NY,
United States), with the level of statistical significance set
to p < 0.05. Non-response Analysis
Women were less likely to be non-respondents (OR 0.72, 95%
CI 0.66–0.78), along with employees aged 35–55 years (OR 0.82,
95% CI 0.74–0.91). Respondents employed in private sector
companies were also less likely to be non-respondents (OR 0.86,
95% CI 0.78–0.95). As for skill level, respondents employed
in jobs requiring 10–12 (OR 1.35, 95% CI 1.22–1.49) and
<10 years of formal education (OR 1.84, 95% CI 1.26–2.67)
were also more likely to be non-respondents. For further details,
see Table 2. Prospective Analyses
Univariate The univariate analyses pertaining to the effect of change reported
to have taken place more than 24 months prior showed all types
of specific changes to be associated with at least three work factors
(B-values ranging −0.14 to 0.05 in Model I. In Model II, i.e., also
adjusted for baseline levels of each respective work factor, fewer
associations remained statistically significant. For further details
see Table 4. Sample Attrition Being employed in private sector was linked to dropout at follow-
up (OR 1.19, 95% CI 1.07–1.33). Working in an occupation
requiring 13–15 years of formal education (OR 1.55, 95% CI
1.36–1.77), 10–12 years (OR 1.65, 95% CI 1.45–1.87) or less than
10 years of formal qualifications (OR 1.86, 95% CI 1.13–3.08)
were also associated with not participating at follow-up. On the
other hand, employees aged 35–55 were negatively associated
with dropout (OR 0.78, 95% CI 0.69–0.87). Gender was not
associated with attrition. For further details, see Table 2. Repeated Organizational Change To assess the effects of repeated organizational changes, a
four-category predictor variable was created based on the five
change items. The predictor demonstrated whether employees
had experiences (i) “No type of change at baseline or follow-up,”
(ii) “At least one type of change at baseline, but none at follow-
up,” (iii) “At least one type of change at follow-up, but none at
baseline,” or (iv) “At least one type of change at baseline and at
least one type of change at follow-up.” December 2019 | Volume 10 | Article 2845 Frontiers in Psychology | www.frontiersin.org 4 Organizational Change and the Psychosocial Work Environment Fløvik et al. Effects of Separate Organizational
Change For a short summary of all associations, see Table 3. Multivariate In the multivariate analyses, most significant associations were no
longer statistically significant, although empowering leadership, December 2019 | Volume 10 | Article 2845 Frontiers in Psychology | www.frontiersin.org 5 Organizational Change and the Psychosocial Work Environment Fløvik et al. TABLE 1 | Sample characteristics. Invited subjects
Baseline sample
Prospective sample
N
%
N
%
Mean
SD
N
%
Mean
SD
Sex
Female
8467
54.7
6478
51.2
4733
52.8
Male
6998
45.3
6174
48.8
4232
47.2
Total
15465
12652
100
8965
Missing
2841
18.3
Age
>35
2638
20.9
1740
19.4
35–55
7837
61.9
5742
64.0
>55
2177
17.2
1483
16.5
Total
12652
100
44.34
10.54
8965
100
Skill level
>15
3408
26.9
2438
27.2
13–15
3126
24.7
2334
26.0
10–12
4895
38.7
3214
35.9
<10
127
1.0
71
0.8
Unspecified
1096
8.7
908
10.1
Workplace
Public sector
11792
76.2
9914
78.4
6995
78.0
Private sector
3673
23.8
2738
21.6
1970
22.0
Organizational change
No change
3445
36.1
3780
43.0
One change
3474
36.4
2740
31.2
Two or more changes
2643
27.7
2268
25.8
Organizational change
Reorganization
5356
55.0
4448
49.8
Downsizing
2406
15.5
1945
21.8
Layoffs
911
5.9
1081
12.1
Partial closure
1238
8.0
1062
11.9
Partial outsourcing
774
5.0
994
11.2
Characteristics of baseline sample and prospective sample. seen in seven of the work factors (b-values ranging from −0.11
to −0.03). See Table 6 for further details. job demands, role conflict, social climate, job predictability,
and future employability remained significantly associated with
certain types of specific change. See Table 5 for further details. Cross-Sectional Analyses Separate linear regressions for each work factor as outcome
showed exposure to more than one type of change 12 months
prior to be statistically significantly associated with all work
factors (b-values ranging from 0.27 to −0.26). Effects of Multiple Organizational
Changes Separate linear regressions were run with each work factor as
the outcome. In Model I, repeated, organizational change was
statistically significantly associated with all work factors, with
b-values ranging from 0.39 to −0.04. In Model II (controlling
for baseline levels of the respective work factor) associations
remained statistically significant, with b-values ranging from −19
to 0.18. See Table 7 for further details. DISCUSSION In the
prospective analyses most associations were no longer significant,
which may indicate that for some work factors, the adverse
impact of organizational changes are primarily manifested more
proximal to the change. employee’s perception of their superior as fair or empowering is
affected proximal to the change, but also remains low 2 years
after the layoffhas taken place. An inevitable consequence of
a layoffprocess it the termination of job contracts. Both the
process and result of deciding who will be let offmay give rise
to the feeling of powerlessness, injustice and unfair treatment
by superiors and management (Campbell-Jamison et al., 2001). One could surmise that this perception might dwindle over
time for the remaining, or “surviving” employees, however, the
present results indicate that this may not be the case, as employee
perception of fair and empowering leadership continues to be low
years after the implementation, even for those who are fortunate
to keep their job and remain within the company (Vahtera
et al., 2004). These results are in line with prior studies showing
survivors of downsizing, layoffs, and outsourcing processes to
report a lower sense of job security, productivity, organizational
attachment, perceived organizational justice and higher turnover
intention (Maertz et al., 2010; Drzensky and Heinz, 2015;
van Dick et al., 2016). p
g
In light of the present results, organizational change seems to
have both a short-term and a long-term effect on multiple factors
in the work environment. The short-term effect seems to emerge
during and be manifest shortly after change implementation, but
then diminish over time. For instance, the present results indicate
that shortly after a company restructuring process, employees are
more likely to report lower role clarity, i.e., more uncertainties
regarding their job’s objectives and responsibilities, potentially
due to the new job situation or tasks given because of the
restructuring process. However, as time passes and employees
get more conversant with their new role and responsibilities,
the feeling of role clarity seems to increase. In other words,
although the present study cannot point to why, the results
show that the adverse effect of restructuring on perceived role
clarity diminishes over time. In addition to a short-term effect,
long-term effects of change on certain work factors were also
shown in the present study. These long-term effects may also
emerge during or shortly after change has taken place, but then
stabilize and last long-term or continue to develop over time. DISCUSSION Separate linear regressions with each work factor as outcome
showed exposure to more than one type of change 24 months
prior to be statistically significantly associated with all work
factors (b-values ranging from 0.27 to −0.07, see Table 2) in
Model I. When controlled for baseline levels of the respective
work factor, Model II, statistically significant associations were Effects of Separate Organizational
Change on the Work Environment The present study demonstrated statistically significant cross-
sectional and prospective relationships between various discrete December 2019 | Volume 10 | Article 2845 Frontiers in Psychology | www.frontiersin.org 6 Organizational Change and the Psychosocial Work Environment Fløvik et al. TABLE 2 | Non-response and attrition analyses. Non-response analysis
Attrition analysis
N
%
OR
95% CI
N
%
OR
95% CI
Sex
Female
6478
51.2
4733
52.8
1.09
0.99–1.20
Male
6174
48.8
–
–
4232
47.2
–
–
Total
12652
100.0
8965
100
Age
<35
2638
20.9
–
–
1740
19.4
–
–
35–55
7837
61.9
0.82
0.74–0.91
5742
64.0
0.78
0.69–0.87
>55
2177
17.2
1.10
0.97–1.26
1483
16.5
0.89
0.76–1.04
Skill level
>15
3408
26.9
–
2438
27.2
–
–
13–15
3126
24.7
0.82
0.73–0.92
2334
26.0
1.55
1.36–1.77
10–12
4895
38.7
1.35
1.22–1.49
3214
35.9
1.65
1.45–1.87
<10
127
1.0
1.84
1.26–2.67
71
0.8
1.86
1.13–3.08
Uspesifisert
7096
8.7
0.53
0.43–0.62
908
10.1
0.80
0.65–0.98
Workplace
Public sector
9914
78.4
–
–
6995
78.0
–
–
Private sector
2738
21.6
0.86
0.78–0.95
1790
22.0
1.19
1.07–1.33
Organizational change
No change
3184
35.5
–
–
One change
3310
36.9
1.05
0.94–1.18
Two or more changes
2471
27.6
1.09
0.97–1.23
Non-response analysis and attrition analysis. Non-response defined as not completing work factor items at baseline. Attrition defined as completing work factor items
baseline, but not at follow-up. The bold significance values are p < 0.05. TABLE 2 | Non-response and attrition analyses. Non-response analysis and attrition analysis. Non-response defined as not completing work factor items at baseline. Attrition de
baseline, but not at follow-up. The bold significance values are p < 0.05. types of organizational change and a number of specific
work factors. Hence, changes in multiple work factors were
demonstrated when the organizational change had taken place
within the last 12 months and more than 24 months prior. Frontiers in Psychology | www.frontiersin.org December 2019 | Volume 10 | Article 2845 Job Tasks (Job Demands and Job
Control) Change < 12 months
Change > 24 month ago
Reorganization
Downsizing
Layoffs
Partial closure
Partial outsourcing
Reorganization
Downsizing
Layoffs
Partial closure
Partial outsourcing
powering leadership
∗∗∗
∗∗∗
∗∗∗
∗∗∗
∗∗∗
ns
ns
∗
ns
ns
leadership
∗∗∗
∗∗∗
∗
∗
∗∗
ns
ns
∗
∗∗
∗
control
∗∗∗
∗∗∗
∗∗
∗∗
ns
ns
ns
ns
ns
ns
demands
∗∗∗
∗∗∗
∗∗∗
∗∗
∗∗∗
∗∗
∗
ns
∗∗
ns
e clarity
∗∗∗
∗∗∗
ns
∗∗∗
∗
ns
∗
ns
∗∗
ns
e conflict
∗∗∗
∗∗∗
∗∗∗
∗∗∗
∗∗
∗∗∗
ns
∗∗∗
ns
ns
ial climate
∗∗∗
∗∗∗
∗∗∗
∗∗∗
∗∗∗
∗∗∗
ns
∗∗
ns
ns
port superior
∗∗∗
∗∗∗
∗∗∗
∗∗∗
∗∗∗
ns
ns
ns
ns
ns
port co-worker
∗∗∗
∗∗∗
∗∗∗
∗∗∗
∗∗∗
ns
ns
ns
ns
ns
predictability
∗∗∗
∗∗∗
∗∗∗
∗∗∗
∗∗∗
∗∗
∗∗
∗∗
∗∗∗
∗∗∗
ure employability
∗∗∗
∗∗∗
∗∗∗
∗∗∗
∗∗∗
∗
∗
∗
ns
∗∗
mmary of univariate analyses, “adjusted own effect”: cross-sectional and prospective analyses. Separate, linear regressions with separate, organizational change at baseline as predictor and work factor as outcome. nge < 12 months. Adjusted for age, sex, skill level, and place of employment. Change > 24 months (Model II). Adjusted for age, sex, skill level, place of employment, and work factor at baseline. ∗p < 0.001,
< 0.01, ∗∗∗p < 0.05. The present results demonstrated how employees perceived
job demands to increase both short- and long-term following
the implementation of various types of organizational change. In addition, a short-term effect was also observed for job
control, with employees reporting less control following all
included types of organizational change. These results are
in line with prior studies reporting increased demands and
lowered control following organizational changes such as
restructuring and downsizing (Head et al., 2006; Egan et al.,
2007;
Tvedt et al., 2009). When
implementing
large-scaled
change, job demands may increase due to change-related
tasks,
which
comes
in
addition
to
ordinary
tasks
and
responsibilities. Hence,
the
total
workload
may
increase
both while the process is running and more permanently
(Kivimäki et al., 2001). One may speculate that the additional
workload
associated
with
change
implementation
may
lower the feeling of job control and leave less resources
for co-workers and superiors to be supportive during and
following
change. DISCUSSION For
instance, the present results show that following a layoffprocess, To
summarize,
one
interpretation
of
the
pattern
of
associations observed in the present study could be that the
adverse effects of organizational changes on the psychosocial
work factors took place immediately or shortly after the change
process. Moreover, while the effect diminished over time for
most factors, the adverse effects remained or continued to unfold
during the study’s timeframe for others. In the following, a brief
discussion of the results pertaining to each, respective work
factors is presented. December 2019 | Volume 10 | Article 2845 Frontiers in Psychology | www.frontiersin.org Frontiers in Psychology | www.frontiersin.org 7 Organizational Change and the Psychosocial Work Environment Fløvik et al. Job Tasks (Job Demands and Job
Control) The
Job
Demand-Control
(-Support)
Model (JDCS) (Karasek and Theorell, 1990; Luchman and
González-Morales,
2013)
posits
that
the
combination
of
high demands, low control and lack of support constitutes a
high strain work environment, which may influence various
employee outcomes, such as mental and somatic health, job
satisfaction, turnover intention and productivity (Karasek,
1998; Bordia et al., 2004; Virtanen et al., 2006; Magnusson
Hanson et al., 2008; van den Berg et al., 2008; Eller et al.,
2009). However, high control and support may buffer the
adverse effects of high demands; hence, facilitating a supportive
social climate and help employees gain control over the new
situation may be particularly important to buffer the adverse
effects of the high job demands associated with extensive
workplace changes (Van der Doef and Maes, 1999; Levi, 2000;
Campbell-Jamison et al., 2001). Frontiers in Psychology | www.frontiersin.org Job Roles (Role Conflict and Role Clarity) Job
o es ( o e Co
ct a d
o e C a ty)
The present results also demonstrated reduced role clarity
and
increased
role
conflict,
both
short-
and
long-term,
following various organizational changes. These results are
in line with prior studies linking, for instance, exposure to
company restructuring to an increase in role conflict and
decrease in employees’ experience of clarity regarding their
own tasks and responsibilities (Baillien and De Witte, 2009;
Oreg et al., 2011). The heightened role conflict following
organizational changes may potentially stem from additional
or changed job demands without a corresponding adjustment
of resource availability during or following changes (Oreg
et al., 2011) or difficulties maintaining clearly defined goals
and responsibilities for the individual worker at all times
during an extensive change process. A restructuring process
often involves redefining and rearranging employee tasks and
responsibilities, and in the midst of the change-process, it
may be challenging to design these explicitly to ensure that
new demands are not in conflict with established ones. As December 2019 | Volume 10 | Article 2845 8 Organizational Change and the Psychosocial Work Environment Fløvik et al. TABLE 4 | Separate organizational change. TABLE 4 | Separate organizational change. Job Roles (Role Conflict and Role Clarity) Change <12 months prior
Change >24 months prior
Model I
Model I
Model II
B
p-Value
95% CI
B
p-Value
95% CI
B
p-Value
95% CI
Empowering leadership
Reorganization
−0.09
0.000
0.87 to 0.96
−0.08
0.006
−0.13 to −0.02
−0.02
0.537
−0.06 to 0.03
Downsizing
−0.15
0.000
0.82 to 0.91
−0.09
0.009
−0.15 to −0.02
−0.02
0.578
−0.07 to 0.04
Layoffs
−0.22
0.000
0.74 to 0.87
−0.19
0.000
−0.29 to −0.09
−0.09
0.029
−0.18 to −0.01
Partial closure
−0.23
0.000
0.04 to 0.85
−0.14
0.002
−0.22 to −0.05
−0.03
0.447
−0.10 to 0.05
Partial outsourcing
−0.12
0.009
0.82 to 0.97
−0.02
0.679
−0.13 to 0.08
0.06
0.197
−0.06 to 0.15
Fair leadership
Reorganization
−0.08
0.000
0.90 to 0.94
−0.05
0.000
−0.08 to −0.03
−0.02
0.116
−0.04 to 0.01
Downsizing
−0.05
0.000
0.92 to 0.97
−0.04
0.009
−0.07 to 0.01
−0.03
0.078
−0.05 to 0.00
Layoffs
−0.05
0.013
0.92 to 0.99
−0.07
0.004
−0.12 to −0.02
−0.06
0.010
−0.10 to −0.01
Partial closure
−0.08
0.000
0.89 to 0.95
−0.09
0.000
−0.13 to −0.05
−0.05
0.009
−0.09 to −0.01
Partial outsourcing
−0.04
0.005
0.92 to 0.99
−0.08
0.002
−0.13 to −0.03
−0.06
0.016
−0.10 to −0.01
Job control decision
Reorganization
−0.07
0.000
0.90 to 0.97
−0.06
0.006
−0.11 to −0.02
−0.03
0.178
−0.06 to 0.01
Downsizing
−0.10
0.000
0.97 to 0.95
−0.07
0.005
−0.13 to −0.02
−0.02
0.425
−0.06 to 0.03
Layoffs
−0.11
0.001
0.94 to 0.95
−0.100
0.014
−0.18 to −0.02
−0.04
0.291
−0.11 to 0.03
Partial closure
−0.08
0.005
0.97 to 0.98
0.01
0.784
−0.06 to 0.08
0.04
0.168
−0.02 to 0.10
Partial outsourcing
−0.05
0.131
0.89 to 1.02
−0.01
0.752
−0.09 to 0.07
0.01
0.816
−0.06 to 0.08
Job demands quantitative
Reorganization
0.16
0.000
1.13 to 1.22
0.19
0.000
0.14 to 0.24
0.06
0.019
0.01 to 0.10
Downsizing
0.22
0.000
1.19 to 1.30
0.13
0.002
0.05 to 0.21
0.04
0.289
−0.03 to 0.11
Layoffs
0.15
0.000
1.09 to 1.25
0.14
0.000
0.07 to 0.20
0.08
0.009
0.02 to 0.14
Partial closure
0.09
0.002
1.04 to 1.16
0.12
0.007
0.03 to 0.20
0.05
0.161
−0.02 to 0.12
Partial outsourcing
0.13
0.000
1.06 to 1.22
Role clarity
Reorganization
−0.09
0.000
0.88 to 0.94
−0.07
0.000
−0.11 to −0.03
−0.03
0.130
−0.06 to 0.01
Downsizing
−0.09
0.000
0.87 to 0.95
−0.09
0.000
−0.14 to −0.05
−0.05
0.026
−0.09 to −0.01
Layoffs
−0.05
0.075
0.90 to 1.01
−0.07
0.074
−0.14 to 0.01
−0.06
0.085
−0.13 to 0.01
Partial closure
−0.12
0.000
0.85 to 0.93
−0.13
0.000
−0.19 to −0.06
−0.07
0.019
−0.12 to −0.01
Partial outsourcing
−0.07
0.033
0.88 to 0.99
−0.11
0.007
−0.19 to −0.03
−0.07
0.065
−0.14 to 0.01
Role conflict
Reorganization
0.24
0.000
1.23 to 1.33
0.22
0.000
0.18 to 0.26
0.10
0.000
0.06 to 0.13
Downsizing
0.28
0.000
1.27 to 1.39
0.20
0.000
0.14 to 0.25
0.04
0.076
−0.00 to 0.09
Layoffs
0.21
0.000
1.16 to 1.32
0.18
0.000
0.10 to 0.26
0.09
0.009
0.02 to 0.16
Partial closure
0.24
0.000
1.20 to 1.35
0.17
0.000
0.11 to 0.24
0.05
0.090
−0.00 to 0.11
Partial Outsourcing
0.12
0.001
1.05 to 1.21
0.02
0.562
−0.06 to 0.11
−0.04
0.320
−0.11 to 0.04
Social climate
Reorganization
−0.20
0.000
0.79 to 0.86
−0.20
0.000
−0.24 to −0.15
−0.09
0.000
−0.13 to −0.05
Downsizing
−0.13
0.000
0.83 to 0.92
−0.13
0.000
−0.18 to −0.07
−0.03
0.158
−0.08 to 0.01
Layoffs
−0.21
0.000
0.75 to 0.87
−0.20
0.000
−0.28 to −0.11
−0.09
0.018
−0.16 to −0.02
Partial closure
−0.22
0.000
0.75 to 0.86
−0.21
0.000
−0.28 to −0.14
−0.09
0.005
−0.15 to −0.03
Partial outsourcing
−0.23
0.000
0.73 to 0.86
−0.23
0.000
−0.31 to −0.14
−0.14
0.000
−0.22 to −0.06
Support co-worker
Reorganization
−0.08
0.000
0.89 to 0.95
−0.06
0.002
−0.10 to −0.02
−0.02
0.173
−0.06 to 0.01
Downsizing
−0.10
0.000
0.98 to 0.94
−0.09
0.000
−0.13 to −0.04
−0.04
0.072
−0.08 to 0.00
Layoffs
−0.11
0.000
0.85 to 0.95
−0.10
0.007
−0.17 to −0.03
−0.05
0.097
−0.12 to 0.01
Partial closure
−0.14
0.000
0.83 to 0.91
−0.10
0.001
−0.17 to −0.04
−0.04
0.151
−0.09 to 0.02
Partial outsourcing
−0.12
0.000
0.84 to 0.95
−0.09
0.020
−0.17 to −0.02
−0.04
0.251
−0.11 to 0.03
Support superior
Reorganization
−0.16
0.000
0.82 to 0.89
−0.13
0.000
−0.18 to −0.08
−0.04
0.086
−0.09 to 0.01
Downsizing
−0.21
0.000
0.77 to 0.85
−0.14
0.000
−0.20 to −0.08
−0.04
0.181
−0.09 to 0.02
Layoffs
−0.25
0.000
0.72 to 0.84
−0.18
0.000
−0.28 to −0.09
−0.07
0.099
−0.15 to 0.01
Partial closure
−0.29
0.000
0.70 to 0.80
−0.17
0.000
−0.26 to −0.09
−0.03
0.418
−0.11 to 0.04
Partial outsourcing
−0.16
0.000
0.79 to 0.93
−0.11
0.040
−0.21 to −0.01
−0.01
0.799
−0.10 to 0.08
Predictability 1 month
Reorganization
−0.18
0.000
0.81 to 0.86
−0.13
0.00
−0.17 to −0.09
−0.06
0.001
−0.09 to −0.02
Downsizing
−0.15
0.000
0.83 to 0.90
−0.10
0.000
−0.15 to −0.06
−0.05
0.022
−0.10 to −0.01
Layoffs
−0.19
0.000
0.78 to 0.88
−0.18
0.000
−0.26 to −0.10
−0.12
0.002
−0.19 to −0.04
Partial closure
−0.20
0.000
0.78 to 0.86
−0.21
0.000
−0.28 to −0.15
−0.13
0.000
−0.19 to −0.07
Partial outsourcing
−0.21
0.000
0.76 to 0.87
−0.19
0.000
−0.27 to −0.11
−0.12
0.001
−0.20 to −0.05
(Continued) December 2019 | Volume 10 | Article 2845 Frontiers in Psychology | www.frontiersin.org 9 Organizational Change and the Psychosocial Work Environment Fløvik et al. Social Relations (Support From
Co-workers and Social Climate) pp
p)
The present results show that employees perceive their superiors
as less fair and empowering following various types of
organizational change, both short- and long-term. In addition,
support from superior was also perceived to be lower following
the included organizational changes, but effects were only present
short-term. Various factors may influence employees’ perception
of leadership during and following organizational changes. Implementing extensive change may, for instance, put increased
pressure and workload on management and superiors, leaving
fewer resources to preserve a sense of inclusive, supportive,
and fair leadership style (Hoag et al., 2002). The need to make
unpopular decisions may also affect how employees perceive
management to be fair, empowering or supportive during or
following the change process, especially if the process does
not follow pre-existing guidelines and expectations (Tyler and
De Cremer, 2005). The extent to which management includes
employee concerns and perspectives in the process, as well as
how management communicates the change have also been
reported to affect how superiors and leadership are perceived
both prior to, during and following changes (Hoag et al., 2002;
Riolli and Savicki, 2006). Prior studies have demonstrated the
importance of employee perceptions of organizational justice
during organizational changes (Virtanen and Elovainio, 2018). The perception of low fairness from management has been
associated with poor social climate and reduced productivity
(Schyns and Schilling, 2013; Virtanen and Elovainio, 2018), as
well as long-term and reoccurring sick leave, mental distress and
somatic health complaints (Tyler and De Cremer, 2005; Riolli
and Savicki, 2006; Meierhans et al., 2008; Robbins et al., 2012;
Leineweber et al., 2017). On the other hand, employees who
perceive leaders to act procedurally fair during organizational
changes are more accepting of the change and view management )
Implementing
organizational
changes
may
also
influence
various aspects of an organization’s social and relational
environment. The present results show both social climate
and perceived support from co-workers to be lower following
various types of change, although long-term effects were
only shown for social climate. Various aspects of change
implementation
may
affect
social
relations
within
the
organization. Rearranging collegial composition, i.e., losing
and/or
being
introduced
to
new
co-workers,
competing
for the same positions during a restructuring process or
getting a new superior, may all influence an organization’s
social
cohesion
or
employees
ability
to
provide
others
with the support they normally are able to. Job Roles (Role Conflict and Role Clarity) TABLE 4 | Continued
Change <12 months prior
Change >24 months prior
Model I
Model I
Model II
B
p-Value
95% CI
B
p-Value
95% CI
B
p-Value
95% CI
Predictability 2 years
Reorganization
−0.13
0.000
0.84 to 0.92
−0.11
0.000
−0.16 to −0.05
−0.06
0.023
−0.11 to 0.01
Downsizing
−0.21
0.000
0.77 to 0.86
−0.13
0.000
−0.19 to −0.06
−0.06
0.047
−0.12 to −0.00
Layoffs
−0.21
0.000
0.75 to 0.88
−0.15
0.003
−0.25 to −0.05
−0.10
0.021
−0.19 to −0.02
Partial closure
−0.28
0.000
0.71 to 0.81
−0.16
0.000
−0.25 to −0.08
−0.06
0.085
−0.14 to 0.01
Partial outsourcing
−0.30
0.000
0.68 to 0.81
−0.25
0.000
−0.35 to −0.14
−0.14
0.004
−0.23 to −0.04
Univariate analyses, “adjusted own effect”: cross-sectional and prospective analyses, Separate, linear regressions with separate, organizational change at baseline as
predictor and work factor as outcome. Change < 12 months prior. Model I: adjusted for age, sex, skill level, and place of employment. Change > 24 months prior. Model I: adjusted for age, sex, skill level, and place of employment. Model II: adjusted for age, sex, skill level, place of employment, and work factor at baseline. The bold
significance values are p < 0.05. Univariate analyses, “adjusted own effect”: cross-sectional and prospective analyses, Separate, linear regressions with separate, organizational change at baseline as
predictor and work factor as outcome. Change < 12 months prior. Model I: adjusted for age, sex, skill level, and place of employment. Change > 24 months prior. Model I: adjusted for age, sex, skill level, and place of employment. Model II: adjusted for age, sex, skill level, place of employment, and work factor at baseline. The bold
significance values are p < 0.05. and leaders as more competent and trustworthy in handling
the change (Tyler and De Cremer, 2005). The present results
showing how leaders are rated as less fair and empowering
following organizational change processes may be of interest
when planning change, as counteracting these effects may
improve both the process, consequences and results of extensive
workplace changes. prior meta-analyses have shown role conflict and –uncertainty
to be related to employee health complaints (Stansfeld and
Candy, 2006; Schmidt et al., 2014), it seems crucial to ensure
role clarity and prevent role conflict during the process of
extensive change. Social Relations (Support From
Co-workers and Social Climate) The current
results agree with prior studies reporting increased conflict,
demoralization and reduced support following organizational
change (Campbell and Pepper, 2007). Support and social climate
have both been linked to employee health, productivity
and (Magnusson Hanson et al., 2008; Ljungblad et al.,
2014; Charoensukmongkol et al., 2016; Yang et al., 2016;
Geldart et al., 2018) which makes focusing on the effects of
change on the organization’s social relations an important
aspect
to
consider
in
order
to
secure
a
healthy
and
successful change process. Job Predictability (Short-Term Job
Predictability and Future Employability) Frontiers in Psychology | www.frontiersin.org Job Predictability (Short-Term Job
Predictability and Future Employability) When implementing large-scaled organizational changes, it is
naturally challenging to know how both the process and end-
result will turn out. Thus, organizational changes are naturally
associated with a certain degree of uncertainty. The present December 2019 | Volume 10 | Article 2845 Frontiers in Psychology | www.frontiersin.org 10 Organizational Change and the Psychosocial Work Environment Fløvik et al. TABLE 5 | Separate organizational change. TABLE 5 | Separate organizational change. December 2019 | Volume 10 | Article 2845 Job Predictability (Short-Term Job
Predictability and Future Employability) Change <12 months prior
Change >24 months prior
Model I
Model I
Model II
B
p-Value
95% CI
B
p-Value
95% CI
B
p-Value
95% CI
Empowering leadership
Reorganization
−0.05
0.108
0.90 to 1.01
−0.05
0.096
0.09 to 1.01
−0.01
0.660
0.94 to 1.039
Downsizing
−0.02
0.562
0.91 to 1.05
−0.04
0.355
0.90 to 1.04
−0.00
0.960
−0.94 to 1.06
Layoffs
−0.12
0.023
0.79 to 0.98
−0.14
0.010
0.78 to 0.97
−0.09
0.063
0.84 to 1.01
Partial closure
−0.11
0.021
0.81 to 0.98
−0.09
0.069
0.83 to 1.01
−0.03
0.547
0.90 to 1.06
Partial outsourcing
0.05
0.328
0.95 to 1.18
0.05
0.357
0.9 to 1.18
0.08
0.092
0.99 to 1.20
Fair leadership
Reorganization
−0.04
0.009
0.94 to 0.99
−0.04
0.010
0.94 to 0.99
−0.01
0.537
0.97 to 7.02
Downsizing
−0.01
0.797
0.96 to 1.03
0.01
0.748
0.96 to 1.03
−0.01
0.707
0.96 to 1.03
Layoffs
−0.03
0.291
0.93 to 1.02
−0.04
0.129
0.92 to 1.01
−0.04
0.085
0.92 to 1.01
Partial closure
−0.05
0.033
0.91 to 1.00
−0.05
0.024
0.91 to 0.99
−0.02
0.240
0.94 to 1.02
Partial outsourcing
−0.04
0.119
0.91 to 1.01
−0.05
0.081
0.91 to 0.1.01
−0.04
0.106
0.92 to 1.01
Job control decision
Reorganization
−0.05
0.020
0.92 to 0.99
−0.05
0.035
0.91 to 0.99
−0.03
0.199
0.94 to 1.01
Downsizing
−0.07
0.009
0.89 to 0.98
−0.07
0.018
0.88 to 0.99
−0.02
0.324
0.93 to 1.02
Layoffs
−0.05
0.144
0.88 to 1.02
−0.08
0.057
0.85 to 1.00
−0.04
0.228
0.98 to 1.03
Partial closure
−0.02
0.550
0.92 to 1.05
0.06
0.117
0.99 to 1.15
0.06
0.064
1.00 to 1.13
Partial outsourcing
0.01
0.857
0.94 to 1.09
0.01
0.747
0.93 to 1.10
0.01
0.769
0.94 to 1.09
Job demands quantitative
Reorganization
0.13
0.000
1.09 to 1.19
0.12
0.000
1.10 to 1.18
0.05
0.008
1.01 to 1.10
Downsizing
0.18
0.000
1.13 to 1.26
0.14
0.000
1.10 to 1.22
0.02
0.355
0.97 to 1.08
Layoffs
0.04
0.333
0.96 to 1.11
0.03
0.453
0.95 to 1.13
0.01
0.830
0.94 to 1.09
Partial closure
−0.05
0.141
0.89 to 1.02
0.02
0.544
0.95 to 1.11
0.05
0.165
0.98 to 1.12
Partial outsourcing
0.05
0.210
0.97 to 1.13
0.02
0.634
0.94 to 1.11
0.01
0.742
0.94 to 1.09
Role clarity
Reorganization
−0.07
0.000
0.90 to 0.96
−0.04
0.038
0.92 to 0.99
−0.01
0.660
0.9 to 1.03
Downsizing
−0.06
0.011
0.90 to 0.99
−0.05
0.055
0.91 to 1.00
−0.02
0.365
0.94 to 1.02
Layoffs
0.02
0.525
0.96 to 1.09
−0.02
0.93 to 1.08
−0.03
0.448
0.91 to 1.04
Partial closure
−0.06
0.041
0.89 to 0.100
−0.08
0.019
0.96 to 0.99
−0.05
0.149
0.90 to 1.02
Partial outsourcing
−0.01
0.820
0.93 to 1.06
−0.05
0.203
0.87 to 1.03
−0.04
0.277
0.89 to 1.03
Role conflict
Reorganization
0.19
0.000
1.16 to 1.26
0.19
0.000
1.15 to 1.26
0.09
0.000
1.05 to 1.14
Downsizing
0.20
0.000
1.16 to 1.28
0.12
0.000
1.06 to 1.20
0.00
0.900
0.95 to 1.06
Layoffs
0.07
0.058
1.00 to 1.150
0.09
0.043
1.00 to 1.18
0.08
0.046
1.00 to 1.16
Partial closure
0.09
0.006
1.03 to 1.17
0.08
0.045
1.00 to 1.16
0.03
0.344
0.97 to 1.10
Partial outsourcing
−0.04
0.246
0.89 to 1.03
−0.11
0.012
0.82 to 0.98
−0.09
0.022
0.85 to 0.99
Social climate
Reorganization
−0.17
0.000
0.81 to 0.88
−0.16
0.000
0.82 to 0.89
−0.07
0.000
0.89 to 0.97
Downsizing
−0.09
0.001
0.87 to 0.96
−0.02
0.481
0.93 to 1.04
0.02
0.471
0.97 to 1.07
Layoffs
−0.13
0.000
0.82 to 0.95
−0.11
0.009
0.82 to 0.97
−0.06
0.122
0.87 to 1.02
Partial closure
−0.15
0.000
0.81 to 0.82
−0.11
0.006
0.93 to 0.97
−0.04
0.211
0.89 to 1.03
Partial outsourcing
−0.03
0.482
0.91 to 1.05
−0.12
0.013
0.81 to 0.98
−0.10
0.016
0.84 to 0.98
Support co-worker
Reorganization
−0.05
0.007
0.81 to 0.99
−0.04
0.054
0.92 to 1.00
−0.02
0.328
0.95 to 1.02
Downsizing
−0.04
0.102
0.92 to 1.01
−0.04
0.099
0.91 to 1.01
−0.02
0.388
0.94 to 1.03
Layoffs
−0.05
0.091
0.89 to 1.01
−0.05
0.208
0.88 to 1.03
−0.03
0.371
0.91 to 1.04
Partial closure
−0.07
0.020
0.88 to 0.99
−0.06
0.084
0.88 to 1.01
−0.03
0.416
0.92 to 1.04
Partial outsourcing
−0.05
0.132
0.89 to 1.02
−0.04
0.388
0.89 to 1.05
−0.01
0.779
0.92 to 1.06
Support superior
Reorganization
−0.09
0.000
0.87 to 0.96
−0.09
0.001
0.86 to 0.96
−0.03
0.155
0.92 to 1.01
Downsizing
−0.11
0.000
0.85 to 0.95
−0.07
0.037
0.87 to 1.00
−0.02
0.508
0.92 to 1.04
Layoffs
−0.14
0.001
0.81 to 0.95
−0.11
0.041
0.83 to 0.99
−0.05
0.251
0.87 to 1.04
Partial closure
−0.17
0.000
0.78 to 0.91
−0.10
0.036
0.93 to 0.99
−0.01
0.745
0.91 to 1.07
Partial outsourcing
0.00
0.959
0.92 to 1.09
−0.00
0.983
0.90 to 1.11
0.02
0.687
0.93 to 1.18
Predictability 1 month
Reorganization
−0.14
0.000
0.83 to 0.90
−0.09
0.000
0.88 to 0.95
−0.04
0.056
0.93 to 1.00
Downsizing
−0.07
0.005
0.89 to 0.98
−0.01
0.605
0.93 to 1.04
0.00
0.967
0.95 to 1.05
Layoffs
−0.09
0.011
0.86 to 0.98
−0.10
0.021
0.93 to 0.99
−0.07
0.066
0.86 to 1.01
Partial closure
−0.08
0.012
0.87 to 0.98
−0.14
0.000
0.81 to 0.94
−0.09
0.009
0.85 to 0.98
Partial outsourcing
−0.10
0.004
0.84 to 0.97
−0.09
0.041
0.84 to 0.99
−0.06
0.133
0.87 to 1.02
(Continued) December 2019 | Volume 10 | Article 2845 Frontiers in Psychology | www.frontiersin.org 11 Organizational Change and the Psychosocial Work Environment Fløvik et al. Job Predictability (Short-Term Job
Predictability and Future Employability) Reduced job predictability,
i.e., attenuated ability to form reasonable expectations about
the future, regarding both short-term job characteristics and
long-term employment prospects, is intrinsically linked to the
concept of job insecurity, which has been linked to employee
outcomes such as somatic and mental health complaints
(Hellgren et al., 1999; Ferrie, 2001; Ferrie et al., 2002;
Staufenbiel and König, 2010; Landsbergis et al., 2014; De
Witte et al., 2016), lowered efficiency, reduced organizational
citizenship behavior and higher turnover intention (Hellgren
et al., 1999; Probst, 2003; Staufenbiel and König, 2010). It
may not be surprising that job predictability is temporarily
affected by an extensive change process, however, the current
results also indicate that the reduction in job predictability
persists long after change implementation is completed. Prior
studies have also shown that even though the cause of job
insecurity was removed, the insecurity did not completely vanish
(Ferrie et al., 2002), indicating that the sense of uncertainty
may persist for longer periods. Furthermore, this lowered
predictability does not only pertain to one’s current job, but
also future job prospects, e.g., perceived future employability. Long-term effects on perceived job security have also been
reported in prior studies (Ferrie et al., 1998; Probst, 2003). Such long-term effects on perceptions of predictability may
be due to reduced trust in management and breaches in the
implicit psychological contract in the workplace (Morgan and
Zeffane, 2003). Reduced trust in management and perceived
breaches in the psychological contract have been linked to
various types of organizational change (Turnley and Feldman,
1998; Bellou, 2006). Although reduced predictability may be
a common, proximal consequence of organizational change,
it does not follow that it is a natural lasting consequence
of change. Characteristics of change processes may influence
the perception of unpredictability. For instance, prior studies
have linked the extent to which employees are involved in
the change process, e.g., employee participation in planning and implementing changes, with lower levels of uncertainty
and higher levels of perceived control (Bordia et al., 2004). These results have been supported by prior studies reporting
employee participation to be linked with higher perceived
control, lower levels of job insecurity and reduced mental
health complaints and sick leave (Bond and Bunce, 2001;
Abildgaard et al., 2018). Results from the present study
showed both short- and long-term adverse effects on job
predictability and perceived future employability following
organizational change. Job Predictability (Short-Term Job
Predictability and Future Employability) Characteristics of change processes may influence
the perception of unpredictability. For instance, prior studies
have linked the extent to which employees are involved in
the change process, e.g., employee participation in planning Job Predictability (Short-Term Job
Predictability and Future Employability) In light of the aforementioned studies
linking both detrimental effects on both health and productivity
with such uncertainty (Ferrie, 2001; Ferrie et al., 2002;
Hellgren and Sverke, 2003; Staufenbiel and König, 2010;
Landsbergis et al., 2014; De Witte et al., 2016), it seems
imperative to keep job uncertainty to a minimum during and
following change, possibly through involving employees in the
process and by promoting a sense of control and support
(Bordia et al., 2004). study showed employees’ sense of job predictability and future
employability to be lower following various specific company
changes both short- and long-term. Similar results have been
reported in previous studies (Kivimäki et al., 2001; Probst,
2003; Baillien and De Witte, 2009). Reduced job predictability,
i.e., attenuated ability to form reasonable expectations about
the future, regarding both short-term job characteristics and
long-term employment prospects, is intrinsically linked to the
concept of job insecurity, which has been linked to employee
outcomes such as somatic and mental health complaints
(Hellgren et al., 1999; Ferrie, 2001; Ferrie et al., 2002;
Staufenbiel and König, 2010; Landsbergis et al., 2014; De
Witte et al., 2016), lowered efficiency, reduced organizational
citizenship behavior and higher turnover intention (Hellgren
et al., 1999; Probst, 2003; Staufenbiel and König, 2010). It
may not be surprising that job predictability is temporarily
affected by an extensive change process, however, the current
results also indicate that the reduction in job predictability
persists long after change implementation is completed. Prior
studies have also shown that even though the cause of job
insecurity was removed, the insecurity did not completely vanish
(Ferrie et al., 2002), indicating that the sense of uncertainty
may persist for longer periods. Furthermore, this lowered
predictability does not only pertain to one’s current job, but
also future job prospects, e.g., perceived future employability. Long-term effects on perceived job security have also been
reported in prior studies (Ferrie et al., 1998; Probst, 2003). Such long-term effects on perceptions of predictability may
be due to reduced trust in management and breaches in the
implicit psychological contract in the workplace (Morgan and
Zeffane, 2003). Reduced trust in management and perceived
breaches in the psychological contract have been linked to
various types of organizational change (Turnley and Feldman,
1998; Bellou, 2006). Although reduced predictability may be
a common, proximal consequence of organizational change,
it does not follow that it is a natural lasting consequence
of change. Frontiers in Psychology | www.frontiersin.org Job Predictability (Short-Term Job
Predictability and Future Employability) TABLE 5 | Continued
Change <12 months prior
Change >24 months prior
Model I
Model I
Model II
B
p-Value
95% CI
B
p-Value
95% CI
B
p-Value
95% CI
Predictability 2 years
Reorganization
−0.07
0.003
0.88 to 0.98
−0.07
0.022
0.88 to 0.99
−0.04
0.179
0.92 to 1.02
Downsizing
−0.11
0.000
0.84 to 0.95
−0.05
0.141
0.88 to 1.02
−0.02
0.561
0.92 to 1.05
Layoffs
−0.08
0.080
0.85 to 1.01
−0.06
0.230
0.85 to 1.04
−0.06
0.191
0.86 to 1.03
Partial closure
−0.16
0.000
0.79 to 0.93
−0.06
0.215
0.96 to 1.04
−0.00
0.981
0.92 to 1.08
Partial outsourcing
−0.17
0.000
0.77 to 0.92
−0.18
0.001
0.75 to 0.93
−0.11
0.024
0.81 to 0.99
Multivariate analyses: cross-sectional and prospective analyses. Separate, multivariable linear regressions with work factor as outcome and specific change at baseline
as predictor, mutually adjusted for each other. Change < 12 months prior. Model I: adjusted for age, sex, skill level, and place of employment. Change > 24 months prior. Model I: adjusted for age, sex, skill level, and place of employment. Model II: adjusted for age, sex, skill level, place of employment, and work factor at baseline. The bold
significance values are p < 0.05. Multivariate analyses: cross-sectional and prospective analyses. Separate, multivariable linear regressions with work factor as outcome and specific change at baseline
as predictor, mutually adjusted for each other. Change < 12 months prior. Model I: adjusted for age, sex, skill level, and place of employment. Change > 24 months prior. Model I: adjusted for age, sex, skill level, and place of employment. Model II: adjusted for age, sex, skill level, place of employment, and work factor at baseline. The bold
significance values are p < 0.05. study showed employees’ sense of job predictability and future
employability to be lower following various specific company
changes both short- and long-term. Similar results have been
reported in previous studies (Kivimäki et al., 2001; Probst,
2003; Baillien and De Witte, 2009). Effects of Multiple or Repeated
Organizational Changes on Factors in
the Work Environment The present study demonstrated a stronger adverse effect on
the majority of work factors following multiple changes at one
time point compared to one specific change only. Furthermore,
following repeated organizational changes, the adverse effects
were stronger for all included work factors. These results are
in line with prior studies reporting stronger effects following
exposure to multiple or repeated organizational changes in
work factors, such as role conflict and -ambiguity, social
support, job insecurity, job demands, trust in management,
and turnover intention (Ferrie et al., 2002; Isaksson et al.,
2002; Moore et al., 2004; Wagstaffet al., 2016). Prior studies
have also reported stronger effects following repeated change
on various somatic and mental health complaints (Isaksson
et al., 2002; Moore et al., 2004; Oreg et al., 2011). Although
it remains uncertain why, these results indicate a cumulative
effect of organizational change events on multiple aspects in
the work environment, suggesting that organizations and its December 2019 | Volume 10 | Article 2845 Frontiers in Psychology | www.frontiersin.org 12 Organizational Change and the Psychosocial Work Environment Fløvik et al. TABLE 6 | Multiple organizational changes (at baseline). Effects of Multiple or Repeated
Organizational Changes on Factors in
the Work Environment Change <12 months prior
Change >24 months prior
Model I
Model I
Model II
B
p-Value
95% CI
B
p-Value
95% CI
B
p-Value
95% CI
Empowering leadership
No change at T1
–
–
–
–
–
–
–
–
–
One change at T1
−0.03
0.329
0.91 to 1.03
−0.03
0.362
−0.10 to 0.04
−0.01
0.854
−0.06 to 0.05
Two or more
changes at T1
−0.12
0.001
0.83 to 0.95
−0.12
0.001
−0.19 to −0.05
−0.02
0.545
−0.08 to 0.04
Fair leadership
No change at T1
–
–
–
–
–
–
–
–
–
One change at T1
−0.02
0.145
0.95 to 1.01
−0.02
0.158
−0.05 to 0.01
−0.00
0.918
−0.03 to 0.03
Two or more
changes at T1
−0.07
0.000
0.91 to 0.97
0.07
0.000
−0.10 to−0.04
−0.03
0.036
−0.07 to−0.00
Job demands quantitative
No change at T1
–
–
–
–
–
–
–
–
–
One change at T1
0.14
0.000
1.09 to 1.21
0.14
0.000
0.09 to 0.20
0.07
0.003
0.02 to 0.11
Two or more
changes at T1
0.25
0.000
1.21 to 1.36
0.25
0.000
0.19 to 0.31
0.10
0.000
0.18 to 0.28
Job control decision
No change at T1
–
–
–
–
–
–
–
–
–
One change at T1
−0.05
0.059
0.90 to 1.00
−0.04
0.185
−0.09 to 0.02
−0.03
0.202
−0.07 to 0.02
Two or more
changes at T1
−0.09
0.002
0.86 to 0.97
−0.08
0.007
−0.14 to−0.02
−0.02
0.399
−0.07 to 0.03
Role clarity
No change at T1
–
–
–
–
–
–
–
–
–
One change at T1
−0.02
0.448
0.94 to 1.03
−0.02
0.403
−0.07 to 0.03
−0.00
0.838
−0.04 to 0.04
Two or more
changes at T1
−0.112
0.000
0.84 to 0.94
−0.12
0.000
−0.17 to−0.07
−0.06
0.015
−0.10 to−0.01
Role conflict
No change at T1
–
–
–
–
–
–
–
–
–
One change at T1
0.16
0.000
1.11 to 1.24
0.16
0.000
0.11 to 0.22
0.08
0.001
0.03 to 0.12
Two or more
changes at T1
0.27
0.000
1.24 to 1.39
0.27
0.000
0.21 to 0.33
0.08
0.003
0.03 to 0.13
Social climate
No change at T1
–
–
–
–
–
–
–
–
–
One change at T1
−0.10
0.000
0.86 to 0.95
−0.11
0.000
−0.16 to−0.05
−0.04
0.078
−0.09 to 0.01
Two or more
changes at T1
−0.26
0.000
0.73 to 0.82
−0.26
0.000
−0.31 to−0.20
−0.10
0.000
−0.16 to−0.05
Support co-worker
No change at T1
–
–
–
–
–
–
–
–
–
One change at T1
−0.01
0.692
0.95 to 1.04
−0.01
0.736
−0.05 to 0.04
0.01
0.764
−0.03 to 0.05
Two or more
changes at T1
−0.09
0.000
0.86 to 0.96
−0.10
0.000
−0.15 to 0.04
−0.05
0.052
−0.09 to 0.00
Support superior
No change at T1
–
–
–
–
–
–
–
–
–
One change at T1
−0.07
0.019
0.87 to 0.99
−0.07
0.033
−0.13 to−0.01
−0.04
0.207
−0.09 to 0.02
Two or more
changes at T1
−0.19
0.000
0.77 to 0.89
−0.19
0.000
−0.26 to−0.12
−0.05
0.096
−0.11 to 0.01
Predictability 1 month
No change at T1
–
–
–
–
-
-
-
-
-
One change at T1
−0.07
0.003
0.89 to 0.98
−0.07
0.003
−0.11 to−0.02
−0.03
0.124
−0.07 to 0.01
Two or more
changes at T1
−0.21
0.000
0.77 to 0.85
−0.22
0.000
−0.27 to−0.16
−0.11
0.000
−0.16 to−0.06
Predictability 2 years
No change at T1
–
–
–
–
–
–
–
–
–
One change at T1
−0.05
0.109
0.89 to 1.01
−0.06
0.098
−0.12 to 0.01
−0.04
0.251
−0.10 to 0.03
Two or more
changes at T1
−0.19
0.000
0.77 to 0.89
−0.19
0.000
−0.26 to−0.12
−0.10
0.002
−0.17 to−0.04
Cross-sectional and prospective analyses. Effects of Multiple or Repeated
Organizational Changes on Factors in
the Work Environment Separate, linear regressions with frequency of change at baseline as predictor and work factor as outcome. Change < 12 months prior. Model I: adjusted for age, sex, skill level, and place of employment. Change > 24 months prior. Model I: adjusted for age, sex, skill
level, and place of employment. Model II: adjusted for age, sex, skill level, place of employment, and work factor at baseline. The bold significance values are p < 0.05. TABLE 6 | Multiple organizational changes (at baseline). Cross-sectional and prospective analyses. Separate, linear regressions with frequency of change at baseline as predictor and work factor as outcome. Change < 12 months prior. Model I: adjusted for age, sex, skill level, and place of employment. Change > 24 months prior. Model I: adjusted for age, sex, skill
level, and place of employment. Model II: adjusted for age, sex, skill level, place of employment, and work factor at baseline. The bold significance values are p < 0.05. following repeated organizational changes (Zapf et al., 1996). These models posit that repeated exposure to a stressor may
wear out an individual’s coping resources, which over time
may lead to fatigue and weaken the ability to cope when employees do not adapt to or assimilate to the new situation
to the extent that the impact of change dissipates. Stress-
vulnerability models may help explain the stronger effects
on both perceptions of the work environment and health December 2019 | Volume 10 | Article 2845 Frontiers in Psychology | www.frontiersin.org 13 Organizational Change and the Psychosocial Work Environment Fløvik et al. TABLE 7 | Repeated organizational change. Effects of Multiple or Repeated
Organizational Changes on Factors in
the Work Environment Model I
Model II
B
p
95% CI
B
p
95% CI
Empowering leadership
No change at T1 or T2
–
–
–
–
–
–
At least one change at T1 only
−0.08
0.064
−0.17 to 0.01
−0.02
0.536
−0.10 to 0.05
At least one change at T2 only
−0.15
0.002
−0.05 to −0.06
−0.13
0.003
−0.21 to −0.04
At least one change at both T1 T2
−0.16
0.000
−0.24 to −0.08
−0.08
0.013
−0.15 to −0.02
Fair leadership
No change at T1 or T2
–
–
–
–
–
–
At least one change at T1 only
−0.04
0.026
−0.08 to −0.01
−0.02
0.430
−0.05 to 0.02
At least one change at T2 only
−0.09
0.000
−0.14 to −0.05
−0.07
0.001
−0.11 to −0.03
At least one change at both T1 T2
−0.11
0.000
−0.14 to −0.07
−0.06
0.000
−0.10 to −0.03
Job demands quantitative
No change at T1 or T2
–
–
–
–
–
–
At least one change at T1 only
0.19
0.000
0.12 to 0.26
0.08
0.005
0.23 to 0.14
At least one change at T2 only
0.17
0.000
0.10 to 0.26
0.10
0.001
0.04 to 0.17
At least one change at both T1 T2
0.31
0.000
0.24 to 0.37
0.15
0.000
0.10 to 0.20
Job control decision
No change at T1 or T2
–
–
–
–
–
–
At least one change at T1 only
−0.03
0.348
−0.10 to 0.04
0.02
0.515
−0.08 to 0.40
At least one change at T2 only
−0.10
0.006
−0.19 to 0.03
−0.08
0.019
−0.14 to −0.01
At least one change at both T1 T2
−0.15
0.000
−0.21 to −0.09
−0.10
0.000
−0.15 to −0.04
Role clarity
No change at T1 or T2
–
–
–
–
–
–
At least one change at T1 only
−0.05
0.087
−0.11 to 0.01
−0.03
0.236
0.08 to 0.02
At least one change at T2 only
−0.11
0.002
−0.17 to −0.04
−0.11
0.000
−0.16 to −0.05
At least one change at both T1 T2
−0.13
0.000
−0.19 to −0.08
−0.09
0.000
−0.14 to −0.05
Role conflict
No change at T1 or T2
–
–
–
–
–
–
At least one change at T1 only
0.14
0.000
0.07 to 0.21
0.02
0.464
−0.04 to 0.08
At least one change at T2 only
0.20
0.000
0.13 to 0.28
0.10
0.006
0.03 to 0.16
At least one change at both T1 T2
0.39
0.000
−0.33 to 0.45
0.18
0.000
0.12 to 0.24
Social climate
No change at T1 or T2
–
–
–
–
–
–
At least one change at T1 only
−0.14
0.000
−0.21 to −0.08
−0.06
0.059
−0.11 to 0.00
At least one change at T2 only
−0.21
0.000
−0.28 to −0.14
−0.16
0.000
−0.23 to −0.10
At least one change at both T1 T2
−0.34
0.000
−0.40 to −0.28
−0.19
0.000
−0.24 to −0.13
Support co-worker
No change at T1 or T2
–
–
–
–
–
–
At least one change at T1 only
−0.03
0.343
−0.09 to 0.03
0.01
0.800
−0.05 to 0.06
At least one change at T2 only
−0.12
0.001
−0.19 to −0.05
−0.09
0.004
−0.15 to −0.03
At least one change at both T1 T2
−0.13
0.000
−0.18 to −0.08
−0.08
0.001
−0.13 to 0.03
Support superior
No change at T1 or T2
–
–
–
–
–
–
At least one change at T1 only
−0.11
0.006
−0.19 to −0.03
−0.04
0.322
−0.10 to 0.03
At least one change at T2 only
−0.22
0.000
−0.31 to −0.13
−0.17
0.000
−0.24 to −0.09
At least one change at both T1 T2
−0.27
0.000
−0.34 to −0.20
−0.16
0.000
−0.22 to −0.09
Predictability 1 month
No change at T1 or T2
–
–
–
–
–
–
At least one change at T1 only
−0.06
0.033
−0.12 to −0.01
−0.01
0.741
−0.06 to 0.04
At least one change at T2 only
−0.16
0.000
−0.22 to −0.09
−0.11
0.000
−0.17 to −0.06
At least one change at both T1 T2
−0.27
0.000
−0.32 to −0.22
−0.17
0.000
−0.22 to −0.12
Predictability 2 years
At least one change at T1 only
−0.08
0.063
−0.17 to 0.00
−0.06
0.123
−0.14 to 0.02
At least one change at T2 only
−0.12
0.017
−0.22 to −0.02
−0.13
0.004
−0.22 to −0.04
At least one change at both T1 T2
−0.21
0.000
−0.29 to −0.13
−0.16
0.000
−0.23 to −0.08
Separate, linear regressions with repeated change at baseline as predictor and work factor at follow-up as outcome. Frontiers in Psychology | www.frontiersin.org Future Perspectives One may speculate whether employees not holding permanent
positions experience extensive company changes as more of a
threat to for instance their job security than those permanently
employed. Due to the sample composition, the present results
may underestimate the impact of organizational change on
certain aspects of the work environment. p
All data were collected by questionnaires; hence, both self-
report bias and common-method bias could influence responses
(Moorman and Podsakoff, 1992; Donaldson and Grant-Vallone,
2002). Precautions were taken in order to minimize such effects,
e.g., a temporal separation of measurements, forced-choice
items (Nederhof, 1985), baseline adjustments for all outcome
variables and differences in wording and response options for
predictor and outcome may all reduce the risk of common-
method variance (Podsakoffet al., 2003). However, one cannot
rule of the potential effects, the study had a prospective design
with a 2-year interval between baseline and follow-up. This
may not be the optimal interval to measure the effects of
changes on the psychosocial work environment, with short-
term effects possibly being present, but diminishing in the years
between baseline and follow-up (Oreg et al., 2011). For this
reason, the present study included both cross-sectional and
prospective analyses. Keeping in mind the limitations in cross-
sectional design regarding inference of causation (Levin, 2006),
we chose to include these analyses due to items pertaining to
change inquired into change taking place up to 12 months Effects of Multiple or Repeated
Organizational Changes on Factors in
the Work Environment Model I: adjusted for age, sex, skill level, and
place of employment. Model II: adjusted for age, sex, skill level, place of employment, and work factor at baseline. The bold significance values are p < 0.05. TABLE 7 | Repeated organizational change. to be associated with adverse effects on multiple factors in
the psychosocial work environment known to influence both
employee health and productivity, it seems imperative for
organizations to prevent these unfavorable effects when planning
and implementing change in order to secure both employee
health and company sustainability. As the rate of change is re-exposed to the stressor. Hence, the stronger effects on
employee perception of various aspect of the work environment
following repeated company changes could be a result of
fatigue and reduced resources to cope with change as exposure
to prior changes have worn-out coping resources. As both
prior and the present results show organizational changes December 2019 | Volume 10 | Article 2845 Frontiers in Psychology | www.frontiersin.org 14 Organizational Change and the Psychosocial Work Environment Fløvik et al. increasing in contemporary work life a larger proportion of
the workforce is likely to be exposed to organizational changes
more than once during their career. As more employees will
be facing multiple, large-scaled workplace changes, a focus
on the prevention of the adverse effects associated with such
changes seems vital. prior, while items related to work factors considered the
perception of the employee’s current work environment. In
addition, the risk of reverse causation in the relationship
between organizational change and work factors in the study
is considered small as extensive company changes are likely to
be events whose occurrence and frequency to a lesser degree is
affected by employee’s perception of specific psychological and
social work factors. DATA AVAILABILITY STATEMENT The datasets generated for this study are available on request to
the corresponding author. Methodological Considerations Certain methodological limitations may have affected the
generalizability of the present results. Regarding attrition,
response rate at baseline was 82%, while 58% participated
at follow up. Dropout was associated with being employed
in the private sector, working in professions requiring 13–
15, 10–12, and less than 10 years of formal education
respectively. Hence, selection bias may have affected the external
validity and by that compromised the generalizability of the
present results. Future Perspectives p
The present study elucidates the negative effects of exposure
to separate and repeated organizational changes on employee’s
perception of multiple aspects of the organization’s psychosocial
work environment. In order to implement organizational
changes in a healthy and successful manner, securing a healthy
and productive work environment is crucial. Prior studies have
indicated that participation in decision-making process (Egan
et al., 2007), adhering to pre-existing guidelines (Korsgaard
et al., 2002) and provide adequate and effective information
and communication flow (Allen et al., 2007; Rehman, 2011)
may influence employee health, attitudes and behaviors during
and following organizational changes. Hence, organizations
may potentially alleviate the effects of change by following
pre-defined procedural and ethical guidelines and include
employees in the change process. The present results highlight
the work factors most susceptible to adverse effects following
extensive workplace changes. An assessment of the underlying
mechanisms in these relationships, explaining why and how
different types of organizational changes affect the various
psychosocial work factors differently, were outside the scope
of the present study. To gain a further understanding of why
and how implementing organizational change influence the
various aspects of the work environment, further studies are
needed to elucidate the specific mechanisms in order to obtain
a more thorough understanding of these unique relationships. Preventing negative effects in psychosocial work factors should
be a pivotal part of both change planning and implementation,
as an unfavorable psychosocial work environment has been
associated with adverse effects on both employee and company
outcomes, such as health, turnover intention, productivity
and profitability. p
The participating companies primarily contacted STAMI
after an invitation to participate in the project was posted
on the institute’s web pages, hence sampling was not random. Management was not asked about their reasons for participation. It may be that the organizations who contacted STAMI in
order to participate, constitute a subset of Norwegian companies
especially focused on the subject, perhaps more so than
the average Norwegian firm. Furthermore, a larger part of
the respondents was holding permanent positions and were
employed in public sector compared to the general working
population in Norway (Nergaard, 2016). Prior studies have
shown temporary employees to report higher physical workload
(Virtanen et al., 2006) and higher levels of mental health
complaints (Aronsson et al., 2002; Virtanen et al., 2005, 2011). Frontiers in Psychology | www.frontiersin.org REFERENCES G., Stansfeld, S., and Smith, G. D. (1998). The health effects of major organisational change and job insecurity. Soc. Sci. Med. 46, 243–254. doi: 10.1016/s0277-9536(97)00158-5 Bellou, V. (2006). Psychological contract assessment after a major organizational
change: the case of mergers and acquisitions. Employee Relat. 29, 68–88. doi:
10.1108/01425450710714487 Ferrie, J. E., Shipley, M. J., Stansfeld, S. A., and Marmot, M. G. (2002). Effects of
chronic job insecurity and change in job security on self reported health, minor
psychiatric morbidity, physiological measures, and health related behaviours in
British civil servants: the Whitehall II study. J. Epidemiol. Commun. Health 56,
450–454. doi: 10.1136/jech.56.6.450 Bond, F. W., and Bunce, D. (2001). Job control mediates change in a work
reorganization intervention for stress reduction. J. Occup. Health Psychol. 6,
290–302. doi: 10.1037//1076-8998.6.4.290 Bordia, P., Hobman, E., Jones, E., Gallois, C., and Callan, V. J. (2004). Uncertainty
during organizational change: types, consequences, and management strategies. J. Bus. Psychol. 18, 507–532. doi: 10.1023/b:jobu.0000028449.99127.f7 Geldart, S., Langlois, L., Shannon, H. S., Cortina, L. M., Griffith, L., and Haines,
T. (2018). Workplace incivility, psychological distress, and the protective effect
of co-worker support. Int. J. Workp. Health Manag. 11, 96–110. doi: 10.1108/
ijwhm-07-2017-0051 Campbell, R., and Pepper, L. (2007). Downsizing and social cohesion: the case of
downsizing survivors. New Solut. 16, 373–393. doi: 10.2190/h922-8h7j-t3r1-
1314 Gilley, A., Gilley, J. W., and McMillan, H. S. (2009). Organizational change:
motivation, communication, and leadership effectiveness. Perform. Improv. Q. 21, 75–94. doi: 10.1002/piq.20039 Campbell-Jamison, F., Worrall, L., and Cooper, C. (2001). Downsizing in Britain
and its effects on survivors and their organizations. Anxiety Stress Coping 14,
35–58. doi: 10.1080/10615800108248347 Hanley, J. A., Negassa, A., Edwardes, M. D. D., and Forrester, J. E. (2003). Statistical analysis of correlated data using generalized estimating
equations: an orientation. Am. J. Epidemiol. 157, 364–375. doi: 10.1093/aje/
kwf215 Casa, M., and Lodge, M. (2015). To What Extent Does Organisational Change
Result in Unintended Consequences? London: London School of Economics and
Political Science. Hardin, J. W., and Hilbe, J. M. (2002). Generalized Estimating Equations. New York,
NY: Chapman and Hall/CRC. Charoensukmongkol, P., Moqbel, M., and Gutierrez-Wirsching, S. (2016). The role
of co-worker and supervisor support on job burnout and job satisfaction. J. Adv. Charoensukmongkol, P., Moqbel, M., and Gutierrez-Wirsching, S. (2016). The role
of co-worker and supervisor support on job burnout and job satisfaction. J. Adv. Manag. Res. 13, 4–22. doi: 10.1108/jamr-06-2014-0037 Häusser, J. REFERENCES differences in worker health and productivity in 31 European countries. Soc. Sci. Med. 92, 114–123. doi: 10.1016/j.socscimed.2013.04.028 differences in worker health and productivity in 31 European countries. Soc. Sci. Med. 92, 114–123. doi: 10.1016/j.socscimed.2013.04.028 Abildgaard, J. S., Nielsen, K., and Sverke, M. (2018). Can job insecurity be
managed? Evaluating an organizational-level intervention addressing the
negative effects of restructuring. Work Stress 32, 105–123. doi: 10.1080/
02678373.2017.1367735 Donaldson,
S. I.,
and
Grant-Vallone,
E. J. (2002). Understanding
self-
report
bias
in
organizational
behavior
research. J. Bus. Psychol. 17,
245–260. Drzensky, F., and Heinz, M. (2015). The hidden costs of downsizing. Econ. J. 126,
2324–2341. doi: 10.1111/ecoj.12216 Allen, J., Jimmieson, N. L., Bordia, P., and Irmer, B. E. (2007). Uncertainty
during organizational change: managing perceptions through communication. J. Change Manag. 7, 187–210. doi: 10.1136/amiajnl-2012-001377 Dysvik, A., and Kuvaas, B. (2013). Perceived job autonomy and turnover intention:
the moderating role of perceived supervisor support. Eur. J. Work Org. Psychol. 22, 563–573. doi: 10.1080/1359432x.2012.667215 Aronsson, G., Gustafsson, K., and Dallner, M. (2002). Work environment and
health in different types of temporary jobs. Eur. J. Work Org. Psychol. 11,
151–175. doi: 10.1007/s10926-014-9508-7 Egan, M., Bambra, C., Thomas, S., Petticrew, M., Whitehead, M., and Thomson,
H. (2007). The psychosocial and health effects of workplace reorganisation. 1. A systematic review of organisational-level interventions that aim to increase
employee control. J. Epidemiol. Commun. Health 61, 945–954. doi: 10.1136/
jech.2006.054965 Baillien, E., and De Witte, H. (2009). Why is organizational change related to
workplace bullying? Role conflict and job insecurity as mediators. Econ. Indust. Democr. 30, 348–371. doi: 10.1177/0143831x09336557 Bamberger, S. G., Vinding, A. L., Larsen, A., Nielsen, P., Fonager, K., Nielsen, R. N.,
et al. (2012). Impact of organisational change on mental health: a systematic
review. Occup. Environ. Med. 69, 592–598. doi: 10.1136/oemed-2011-100381 Eller, N. H., Netterstrøm, B., Gyntelberg, F., Kristensen, T. S., Nielsen, F., Steptoe,
A., et al. (2009). Work-related psychosocial factors and the development of
ischemic heart disease: a systematic review. Cardiol. Rev. 17, 83–97. doi: 10. 1097/CRD.0b013e318198c8e9 Bambra, C., Gibson, M., Sowden, A., Wright, K., Whitehead, M., and Petticrew,
M. (2009). Working for health? Evidence from systematic reviews on the effects
on health and health inequalities of organisational changes to the psychosocial
work environment. Prevent. Med. 48, 454–461. doi: 10.1016/j.ypmed.2008.12. 018 Ferrie, J. E. (2001). Is job insecurity harmful to health? J. R. Soc. Med. 94, 71–76. doi: 10.1177/014107680109400206 Ferrie, J. E., Shipley, M. J., Marmot, M. AUTHOR CONTRIBUTIONS The authors would like to thank Elisabeth Petersen, Shahrooz
Elka, Jan S. Emberland, Bjørn Lau, Anne Lene Andersen, and
Margrethe Schøning for their help in the survey administration. The authors also thank all organizations and companies
participating in the study. LF participated in the idea development, conducted the analyses,
and was responsible for writing the manuscript. JC participated
in the data collection and idea development, contributed to
the content, and read all versions of the manuscript. SK was
responsible for the data collection and initiation of the project, The authors would like to thank Elisabeth Petersen, Shahrooz
Elka, Jan S. Emberland, Bjørn Lau, Anne Lene Andersen, and
Margrethe Schøning for their help in the survey administration. The authors also thank all organizations and companies
participating in the study. ETHICS STATEMENT This
study
was
carried
out
in
accordance
with
the
recommendations of the Data Inspectorate of Norway and
the Regional Committee for Medical and Health Research
Ethics
(REK),
with
written
informed
consent
from
all
subjects. All
subjects
gave
written
informed
consent
in
accordance with the Declaration of Helsinki. The protocol December 2019 | Volume 10 | Article 2845 Frontiers in Psychology | www.frontiersin.org Frontiers in Psychology | www.frontiersin.org 15 Organizational Change and the Psychosocial Work Environment Fløvik et al. participated in the idea development, contributed to structure
and content, and read all versions of the manuscript. was approved by the Regional Committee for Medical and Health
Research Ethics (REK). REFERENCES Stellman,
(Geneva: International Labour Office). Morgan, D., and Zeffane, R. (2003). Employee involvement, organizational change
and trust in management. Int. J. Hum. Resour. Manag. 14, 55–75. doi: 10.1080/
09585190210158510 Karasek, R., and Theorell, T. (1990). Healthy Work: Stress, Productivity and the the
Reconstruction of Working Life. New York, NY: Basic books. Nahrgang, J. D., Morgeson, F. P., and Hofmann, D. A. (2011). Safety at Work: a
Meta-Analytic Investigation of the Link Between Job Demands, Job Resources,
Burnout, Engagement, and Safety Outcomes. Washington, DC: American
Psychological Association. Kelloway, E. K., and Barling, J. (2010). Leadership development as an intervention
in occupational health psychology. Work Stress 24, 260–279. doi: 10.1080/
02678373.2010.518441 Kivimäki, M., Vahtera, J., Elovainio, M., Pentti, J., and Virtanen, M. (2003). Human
costs of organizational downsizing: comparing health trends between leavers
and stayers. Am. J. Commun. Psychol. 32, 57–67. doi: 10.1023/a:1025642806557 Nederhof, A. J. (1985). Methods of coping with social desirability bias: a review. Eur. J. Soc. Psychol. 15, 263–280. doi: 10.1136/vr.105146 Nergaard, K. (2016). Tilknytningsformer i norsk arbeidsliv. Nullpunktsanalyse: Fafo-
report. Available at: https://www.fafo.no/index.php/zoo-publikasjoner/fafo-
rapporter/item/tilknytningsformer-i-norsk-arbeidsliv-sluttrapport
(accessed
July, 2016). Kivimäki, M., Vahtera, J., Pentti, J., Thomson, L., Griffiths, A., and Cox, T. (2001). Downsizing, changes in work, and self-rated health of employees: a
7-year 3-wave panel study. Anxiety Stress Coping 14, 59–73. doi: 10.1080/
10615800108248348 Klarner, P., By, R. T., and Diefenbach, T. (2011). Employee emotions during
organizational change—Towards a new research agenda. Scand. J. Manag. 27,
332–340. doi: 10.1016/j.scaman.2011.06.002 Neves, P., and Schyns, B. (2018). With the bad comes what change? the interplay
between destructive leadership and organizational change. J. Change Manag. 18,
91–95. doi: 10.1080/14697017.2018.1446699 Korsgaard, M. A., Sapienza, H. J., and Schweiger, D. M. (2002). Beaten before
begun: the role of procedural justice in planning change. J. Manag. 28, 497–516. doi: 10.1016/s0149-2063(02)00141-1 Nieuwenhuijsen, K., Bruinvels, D., and Frings-Dresen, M. (2010). Psychosocial
work environment and stress-related disorders: a systematic review. Occup. Med. 60, 277–286. doi: 10.1093/occmed/kqq081 Landsbergis, P. A., Grzywacz, J. G., and LaMontagne, A. D. (2014). Work
organization, job insecurity, and occupational health disparities. Am. J. Indus. Med. 57, 495–515. doi: 10.1002/ajim.22126 Oreg, S., Vakola, M., and Armenakis, A. (2011). Change recipients’ reactions to
organizational change A 60-year review of quantitative studies. J. Appl. Behav. Sci. 47, 461–524. doi: 10.1177/0021886310396550 Ørhede, E., Hottinen, V., Skogstad, A., Knardahl, S., Elo, A.-L., Dallner, M.,
et al. (2000). REFERENCES doi:
10.1097/JOM.0b013e31820d1007 j
Magnusson Hanson, L. L., Theorell, T., Oxenstierna, G., Hyde, M., and Westerlund, Magnusson Hanson, L. L., Theorell, T., Oxenstierna, G., Hyde, M., and Westerlund,
H. (2008). Demand, control and social climate as predictors of emotional
exhaustion symptoms in working Swedish men and women. Scand. J Public
Health 36, 737–743. doi: 10.1177/1403494808090164 Holten, A.-L., and Brenner, S. O. (2015). Leadership style and the process of
organizational change. Leadersh. Org. Dev. J. 36, 2–16. doi: 10.1108/lodj-11-
2012-0155 Houtman, I., and Lourijsen, E. (2012). “The netherlands: a hospital,‘healthy
working for health’,” in Preventing Stress, Improving Productivity, eds M. Kompier, and C. L. Cooper, (Abingdon: Routledge), 104–138. Meierhans, D., Rietmann, B., and Jonas, K. (2008). Influence of fair and supportive
leadership behavior on commitment and organizational citizenship behavior. Swiss J. Psychol. 67:131. doi: 10.1024/1421-0185.67.3.131 Merlo, J. (2003). Multilevel Analytical Approaches in Social Epidemiology: Measures
of Health Variation Compared with Traditional Measures of Association. London: BMJ Publishing Group Ltd. Hubbard, A. E., Ahern, J., Fleischer, N. L., Van der Laan, M., Satariano,
S. A., Jewell, N., et al. (2010). To GEE or not to GEE: comparing
population average and mixed models for estimating the associations between
neighborhood risk factors and health. Epidemiology 21, 467–474. doi: 10.1097/
EDE.0b013e3181caeb90 Montano, D., Reeske, A., Franke, F., and Hüffmeier, J. (2017). Leadership,
followers’
mental
health
and
job
performance
in
organizations:
a
comprehensive meta-analysis from an occupational health perspective. J. Org. Behav. 38, 327–350. doi: 10.1002/job.2124 Isaksson, K., Hellgren, J., and Pettersson, P. (2002). “Repeated downsizing:
attitudes and well-being for surviving personnel in a Swedish retail,” in Health
Effects of the New Labour Market, eds K. Isaksson, C. Hogstedt, C. Eriksson, and
T. Theorell, (Boston, MA: Springer). Moore, S., Grunberg, L., and Greenberg, E. (2004). Repeated downsizing contact:
the effects of similar and dissimilar layoffexperiences on work and well-being
outcomes. J. Occup. Health Psychol. 9, 247–257. doi: 10.1037/1076-8998.9. 3.247 Jian, G. (2007). Unpacking unintended consequences in planned organizational
change: a process model. Manag. Commun. Q. 21, 5–28. doi: 10.1177/
0893318907301986 Moorman, R. H., and Podsakoff, P. M. (1992). A meta-analytic review and
empirical test of the potential confounding effects of social desirability response
sets in organizational behaviour research. J. Occup. Org. Psychol. 65, 131–149. doi: 10.1111/j.2044-8325.1992.tb00490.x Karasek,
R. (1998). “Demand/Control
model:
a
social-emotional,
and
psychological approach to stress risk and active behavior development,”
in Encyclopaedia of Occupational Health and Safety, ed. J. M. REFERENCES A., Mojzisch, A., Niesel, M., and Schulz-Hardt, S. (2010). Ten years
on: a review of recent research on the Job Demand–Control (-Support)
model and psychological well-being. Work Stress 24, 1–35. doi: 10.5271/sjweh. 3431 Manag. Res. 13, 4–22. doi: 10.1108/jamr-06-2014-0037 Cui, J., and Qian, G. (2007). Selection of working correlation structure and best
model in GEE analyses of longitudinal data. Commun. Stat. Simul. Comput. 36,
987–996. doi: 10.1080/03610910701539617 Head, J., Kivimäki, M., Martikainen, P., Vahtera, J., Ferrie, J. E., and Marmot, M. G. (2006). Influence of change in psychosocial work characteristics on sickness
absence: the Whitehall II study. J. Epidemiol. Commun. Health 60, 55–61. doi:
10.1136/jech.2005.038752 De Witte, H., Pienaar, J., and De Cuyper, N. (2016). Review of 30 years of
longitudinal studies on the association between job insecurity and health and
well-being: is there causal evidence? Aust. Psychol. 51, 18–31. doi: 10.1111/ap. 12176 Hellgren, J., and Sverke, M. (2003). Does job insecurity lead to impaired well-being
or vice versa? Estimation of cross-lagged effects using latent variable modelling. J. Org. Behav. 24, 215–236. doi: 10.1002/job.184 Dollard, M. F., and Neser, D. Y. (2013). Worker health is good for the economy:
union density and psychosocial safety climate as determinants of country December 2019 | Volume 10 | Article 2845 Frontiers in Psychology | www.frontiersin.org 16 Organizational Change and the Psychosocial Work Environment Fløvik et al. Hellgren, J., Sverke, M., and Isaksson, K. (1999). A two-dimensional approach
to job insecurity: consequences for employee attitudes and well-being. Eur. J. Work Org. Psychol. 8, 179–195. doi: 10.1080/135943299398311 Ljungblad, C., Granström, F., Dellve, L., and Åkerlind, I. (2014). Workplace health
promotion and working conditions as determinants of employee health. Int. J. Workplace Health Manag. 7, 89–104. doi: 10.1108/ijwhm-02-2013-0003 Hoag, B. G., Ritschard, H. V., and Cooper, C. L. (2002). Obstacles to effective
organizational change: the underlying reasons. Leadersh. Org. Dev. J. 23, 6–15. doi: 10.1108/01437730210414526 Luchman, J. N., and González-Morales, M. G. (2013). Demands, control, and
support: a meta-analytic review of work characteristics interrelationships. J. Occup. Health Psychol. 18, 37–52. doi: 10.1037/a0030541 Maertz, C. P. Jr., Wiley, J. W., LeRouge, C., and Campion, M. A. (2010). Downsizing effects on survivors: layoffs, offshoring, and outsourcing. Indus. Relat. 49, 275–285. doi: 10.1111/j.1468-232x.2009.00599.x Holden, L., Scuffham, P. A., Hilton, M. F., Ware, R. S., Vecchio, N., and
Whiteford, H. A. (2011). Which health conditions impact on productivity
in
working
Australians? J. Occup. Environ. Med. 53,
253–257. REFERENCES doi: 10.1136/oem.2010.054890 Schmidt, S., Roesler, U., Kusserow, T., and Rau, R. (2014). Uncertainty in the
workplace: examining role ambiguity and role conflict, and their link to
depression—a meta-analysis. Eur. J. Work Org. Psychol. 23, 91–106. doi: 10. 1080/1359432x.2012.711523 Virtanen, P., Saloniemi, A., Vahtera, J., Kivimaäki, M., Virtanen, M., and
Koskenvuo, M. (2006). The working conditions and health of non-permanent
employees: are there differences between private and public labour markets? Econ. Indust. Democr. 27, 39–65. doi: 10.1177/0143831x06061072 Schuler, R., and Jackson, S. (2001). HR issues and activities in mergers and
acquisitions. Eur. Manag. J. 19, 239–253. doi: 10.1016/s0263-2373(01)00021-4 y
Econ. Indust. Democr. 27, 39–65. doi: 10.1177/0143831x06061072 Schyns, B., and Schilling, J. (2013). How bad are the effects of bad leaders? A meta-
analysis of destructive leadership and its outcomes. Leadersh. Q. 24, 138–158. doi: 10.1016/j.leaqua.2012.09.001 Viswesvaran, C., Sanchez, J. I., and Fisher, J. (1999). The role of social support
in the process of work stress: a meta-analysis. J. Vocat. Behav. 54, 314–334. doi: 10.1006/jvbe.1998.1661 Skrondal, A., and Rabe-Hesketh, S. (2003). Some applications of generalized linear
latent and mixed models in epidemiology: repeated measures, measurement
error and multilevel modeling. Norsk Epidemiol. 13, 265–278. Wagstaff, C. R., Gilmore, S., and Thelwell, R. C. (2016). When the show must go on:
investigating repeated organizational change in elite sport. J. Change Manag. 16,
38–54. doi: 10.1080/14697017.2015.1062793 Stansfeld, S., and Candy, B. (2006). Psychosocial work environment and mental
health—a meta-analytic review. Scand. J. Work Environ. Health 32, 443–462. doi: 10.5271/sjweh.1050 Wännström, I., Peterson, U., Åsberg, M., Nygren, Å, and Gustavsson, J. P. (2009). Psychometric properties of scales in the general nordic questionnaire for
psychological and social factors at work (QPSNordic): confirmatory factor
analysis and prediction of certified long-term sickness absence. Scand. J. Psychol. 50, 231–244. doi: 10.1111/j.1467-9450.2008.00697.x Staufenbiel, T., and König, C. J. (2010). A model for the effects of job insecurity on
performance, turnover intention, and absenteeism. J. Occup. Org. Psychol. 83,
101–117. doi: 10.1348/096317908x401912 Stensaker, I., Meyer, C., Falkenberg, J., and Haueng, A.-C. (2001). “Excessive
change: unintended consequences of strategic change,” Paper Presented at the
Academy of Management Proceedings, BriarcliffManor, NY. Yang, T., Shen, Y.-M., Zhu, M., Liu, Y., Deng, J., Chen, Q., et al. (2016). Effects
of co-worker and supervisor support on job stress and presenteeism in an aging
workforce: a structural equation modelling approach. Int. J. Environ. Res. Public
Health 13:ijerph13010072. doi: 10.3390/ijerph13010072 Theorell, T., Hammarström, A., Aronsson, G., Bendz, L. REFERENCES User’s Guide for the QPSNordic: General Nordic Questionnaire
for Psychological and Social Factors at Work. Copenhagen: Nordic Council of
Ministers. Lang, J., Ochsmann, E., Kraus, T., and Lang, J. W. (2012). Psychosocial work
stressors as antecedents of musculoskeletal problems: a systematic review
and meta-analysis of stability-adjusted longitudinal studies. Soc. Sci. Med. 75,
1163–1174. doi: 10.1016/j.socscimed.2012.04.015 1163–1174. doi: 10.1016/j.socscimed.2012.04.015 Paulsen, N., Callan, V. J., Grice, T. A., Rooney, D., Gallois, C., Jones, E.,
et al. (2005). Job uncertainty and personal control during downsizing: a
comparison of survivors and victims. Hum. Relat. 58, 463–496. doi: 10.1177/
0018726705055033 Lau, B., and Knardahl, S. (2008). Perceived job insecurity, job predictability,
personality, and health. J. Occup. Environ. Med. 50, 172–181. doi: 10.1097/JOM. 0b013e31815c89a1 Leineweber, C., Bernhard-Oettel, C., Peristera, P., Eib, C., Nyberg, A., and
Westerlund, H. (2017). Interactional justice at work is related to sickness
absence: a study using repeated measures in the Swedish working population. BMC Public Health 17:912. doi: 10.1186/s12889-017-4899-y Podsakoff, P. M., MacKenzie, S. B., Lee, J.-Y., and Podsakoff, N. P. (2003). Common
method biases in behavioral research: a critical review of the literature and
recommended remedies. J. Appl. Psychol. 88, 879–903. doi: 10.1037/0021-9010. 88.5.879 BMC Public Health 17:912. doi: 10.1186/s12889-017-4899-y Levi, L. (2000). Stressors at the Workplace: Theoretical Models Occupational
Medicine: State of the Art Reviews, Vol. 15. Philadelphia: Hanley & Belfus, Inc. Poulsen, M. G., Khan, A., Poulsen, E. E., Khan, S. R., and Poulsen, A. A. (2016). Work engagement in cancer care: the power of co-worker and supervisor
support. Eur. J. Oncol. Nurs. 21, 134–138. doi: 10.1016/j.ejon.2015.09.003 Levin, K. A. (2006). Study design III: cross-sectional studies. Evid. Based Dent. 7:24. doi: 10.1038/sj.ebd.6400375 December 2019 | Volume 10 | Article 2845 Frontiers in Psychology | www.frontiersin.org 17 Organizational Change and the Psychosocial Work Environment Fløvik et al. Vahtera, J., Kivimaki, M., and Pentti, J. (1997). Effect of organisational downsizing
on health of employees. Lancet 350, 1124–1128. doi: 10.1016/s0140-6736(97)
03216-9 Probst,
T. M. (2003). Exploring
employee
outcomes
of
organizational
restructuring: a Solomon four-group study. Group Org. Manag. 28, 416–439. doi: 10.1177/1059601102250825 Quattrone, P., and Hopper, T. (2001). What does organizational change mean? Speculations on a taken for granted category. Manag. Account. Res. 12, 403–435. doi: 10.1006/mare.2001.0176 Vahtera, J., Kivimäki, M., Pentti, J., Linna, A., Virtanen, M., Virtanen, P., et al. (2004). Organisational downsizing, sickness absence, and mortality: 10-town
prospective cohort study. BMJ 328:555. doi: 10.1136/bmj.37972.496262.0d Read, E. A., and Laschinger, H. REFERENCES K. (2015). The influence of authentic leadership
and empowerment on nurses’ relational social capital, mental health and job
satisfaction over the first year of practice. J. Adv. Nurs. 71, 1611–1623. doi:
10.1111/jan.12625 van den Berg, T., Elders, L., de Zwart, B., and Burdorf, A. (2008). The effects
of work-related and individual factors on the work ability index: a systematic
review. Occup. Environ. Med. 66, 211–220. doi: 10.1136/oem.2008.039883 y
y
review. Occup. Environ. Med. 66, 211–220. doi: 10.1136/oem.2008.039883 Van der Doef, M., and Maes, S. (1999). The job demand-control (-support) model
and psychological well-being: a review of 20 years of empirical research. Work
Stress 13, 87–114. doi: 10.1016/j.ijpsycho.2008.12.006 and psychological well-being: a review of 20 years of empirical research. Work
Stress 13, 87–114. doi: 10.1016/j.ijpsycho.2008.12.006 Rehman, R. R. (2011). Effect of organizational change on employee job
involvement: mediating role of communication, emotions and psychological
contract. Inform. Manag. Bus. Rev. 3, 178–184. Stress 13, 87–114. doi: 10.1016/j.ijpsycho.2008.12.006 van Dick, R., Drzensky, F., and Heinz, M. (2016). Goodbye or identify: detrimental
effects of downsizing on identification and survivor performance. Front. Psychol. 7:771. doi: 10.3389/fpsyg.2016.00771 Riolli, L., and Savicki, V. (2006). Impact of fairness, leadership, and coping on
strain, burnout, and turnover in organizational change. Int. J. Stress Manag. 13,
351–377. doi: 10.1037/1072-5245.13.3.351 Virtanen, M., and Elovainio, M. (2018). Justice at the workplace: a review. Cambridge Q. Healthc. Ethics 27, 306–315. Robbins, J. M., Ford, M. T., and Tetrick, L. E. (2012). Perceived unfairness and
employee health: a meta-analytic integration. J. Appl. Psychol. 97, 235–272. doi: 10.1037/a0025408 Virtanen, M., Kivimäki, M., Joensuu, M., Virtanen, P., Elovainio, M., and Vahtera,
J. (2005). Temporary employment and health: a review. Int. J. Epidemiol. 34,
610–622. Schmidt, B., Herr, R. M., Jarczok, M. N., Baumert, J., Lukaschek, K., Emeny, R. T.,
et al. (2018). Lack of supportive leadership behavior predicts suboptimal self-
rated health independent of job strain after 10 years of follow-up: findings
from the population-based MONICA/KORA study. Int. Arch. Occup. Environ. Health 91, 623–631. doi: 10.1007/s00420-018-1312-9 Virtanen, M., Nyberg, S. T., Batty, G. D., Jokela, M., Heikkilä, K., Fransson, E. I.,
et al. (2013). Perceived job insecurity as a risk factor for incident coronary heart
disease: systematic review and meta-analysis. BMJ 347:f4746. doi: 10.1136/bmj. f4746 Virtanen, P., Janlert, U., and Hammarström, A. (2011). Exposure to temporary
employment and job insecurity: a longitudinal study of the health effects. Occup. Environ. Med. 68, 570–574. REFERENCES T., Grape, T., Hogstedt, C.,
et al. (2015). A systematic review including meta-analysis of work environment
and depressive symptoms. BMC Public Health 15:738. doi: 10.1186/s12889-015-
1954-4 Zapf, D., Dormann, C., and Frese, M. (1996). Longitudinal studies in organizational
stress research: a review of the literature with reference to methodological
issues. J. Occup. Health Psychology 1, 145–169. doi: 10.1037//1076-8998.1.2.145 Turnley, W. H., and Feldman, D. C. (1998). Psychological contract violations
during corporate restructuring. Hum. Resour. Manag. 37, 71–83. doi: 10.1002/
(sici)1099-050x(199821)37:1<71::aid-hrm7>3.3.co;2-5 Zorn, C. J. (2001). Generalized estimating equation models for correlated data: a
review with applications. Am. J. Polit. Sci. 45, 470–490. Conflict of Interest: The authors declare that the research was conducted in the
absence of any commercial or financial relationships that could be construed as a
potential conflict of interest. Tvedt, S. D., Saksvik, P. Ø, and Nytro, K. (2009). Does change process healthiness
reduce the negative effects of organizational change on the psychosocial work
environment? Work Stress 23, 80–98. doi: 10.1080/02678370902857113 Tyler, T. R., and De Cremer, D. (2005). Process-based leadership: fair procedures
and reactions to organizational change. Leadersh. Q. 16, 529–545. doi: 10.1016/
j.leaqua.2005.06.001 Copyright © 2019 Fløvik, Knardahl and Christensen. This is an open-access article
distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the
original author(s) and the copyright owner(s) are credited and that the original
publication in this journal is cited, in accordance with accepted academic practice. No
use, distribution or reproduction is permitted which does not comply with these terms. Väänänen, A., Koskinen, A., Joensuu, M., Kivimäki, M., Vahtera, J., Kouvonen,
A., et al. (2008). Lack of predictability at work and risk of acute myocardial
infarction: an 18-year prospective study of industrial employees. Am. J. Public
Health 98, 2264–2271. doi: 10.2105/AJPH.2007.122382 December 2019 | Volume 10 | Article 2845 Frontiers in Psychology | www.frontiersin.org 18
|
https://openalex.org/W3180497917
|
https://uu.diva-portal.org/smash/get/diva2:1587013/FULLTEXT02
|
English
| null |
Hydrogen-induced transgranular to intergranular fracture transition in bi-crystalline nickel
|
Scripta materialia
| 2,021
|
cc-by
| 4,973
|
a r t i c l e
i n f o Article history:
Received 31 May 2021
Revised 28 June 2021
Accepted 28 June 2021
Available online 14 July 2021
Keywords:
Hydrogen embrittlement
Fracture
Grain boundary
Molecular dynamics (MD) Article history:
Received 31 May 2021
Revised 28 June 2021
Accepted 28 June 2021
Available online 14 July 2021
Keywords:
Hydrogen embrittlement
Fracture
Grain boundary
Molecular dynamics (MD) Article history:
Received 31 May 2021
Revised 28 June 2021
Accepted 28 June 2021
Available online 14 July 2021
Keywords:
Hydrogen embrittlement
Fracture
Grain boundary
Molecular dynamics (MD) It is known that hydrogen can influence the dislocation plasticity and fracture mode transition of metallic
materials, however, the nanoscale interaction mechanism between hydrogen and grain boundary largely
remains illusive. By uniaxial straining of bi-crystalline Ni with a 5(210)[001] grain boundary, a trans-
granular to intergranular fracture transition facilitated by hydrogen is elucidated by atomistic modeling,
and a specific hydrogen-controlled plasticity mechanism is revealed. Hydrogen is found to form a local
atmosphere in the vicinity of grain boundary, which induces a local stress concentration and inhibits the
subsequent stress relaxation at the grain boundary during deformation. It is this local stress concentra-
tion that promotes earlier dislocation emission, twinning evolution, and generation of more vacancies
that facilitate nanovoiding. The nucleation and growth of nanovoids finally leads to intergranular fracture
at the grain boundary, in contrast to the transgranular fracture of hydrogen-free sample. © 2021 The Author(s). Published by Elsevier Ltd on behalf of Acta Materialia Inc. This is an open access article under the CC BY license ( http://creativecommons.org/licenses/by/4.0/ ) H at crack tips could contribute to the weakening of metal bonds
resulting in fracture, but it does not make an explanation for the
enhanced plasticity. HESIV [ 28 –32 ] assumes that the vacancy clus-
ters generated during plastic deformation are stabilized by forming
H-vacancy complexes, which will further interact with the dislo-
cations. However, the connection of those stabilized vacancies to
embrittlement remains unexplained. All these mechanisms can be
viable at the GBs, which is a material interface with intensive dis-
location activity and high H trapping capacity [33] . The hydrogen-
enhanced plasticity mediated failure mechanism [3] has been pro-
posed as a connection between HELP and HEDE, trying to make a
universal explanation to HE phenomena. It should be mentioned
that the whole framework was established as a posteriori inter-
pretation of evolved microstructures. ∗Corresponding author.
E-mail address: zhiliang.zhang@ntnu.no (Z. Zhang). Hydrogen-induced transgranular to intergranular fracture transition in
bi-crystalline nickel Yu Ding a , Haiyang Yu b , Kai Zhao c , Meichao Lin a , Senbo Xiao a , Michael Ortiz d
Jianying He a , Zhiliang Zhang a , ∗ a Department of Structural Engineering, Norwegian University of Science and Technology (NTNU), Trondheim 7491, Norway
b Division of Applied Mechanics, Department of Materials Science and Engineering, Uppsala University, Uppsala SE-75121, Sweden
c Jiangsu Key Laboratory of Advanced Food Manufacturing Equipment and Technology, Jiangnan University, Wuxi 214122, China
d Graduate Aerospace Laboratories, California Institute of Technology, 1200 E. California Blvd., Pasadena, CA 91125, United States Scripta Materialia 204 (2021) 114122 Scripta Materialia 204 (2021) 114122 https://doi.org/10.1016/j.scriptamat.2021.114122
1359-6462/© 2021 The Author(s). Published by Elsevier Ltd on behalf of Acta Materialia Inc. This is an open access article under the CC BY license
( http://creativecommons.org/licenses/by/4.0/ ) a r t i c l e
i n f o During the
H charging process, each step of GCMC runs (insertion or dele-
tion of one randomly chosen H atom) was followed by 50 steps
of MD runs in canonical (NVT) ensemble until the H concentra-
tion fluctuates in a narrow range ( ±1% atomic ratio). The simula-
tions were first performed for the perfect FCC Ni lattice without
GB, to obtain the relationship between c 0 and μ ( Fig. 1 d). Then
μ = −2.31 eV was chosen as the charging parameters for all the
subsequent study corresponding to c 0 = 0.001 in the bulk grain. The equilibrium hydrogenated GB after charging was regarded as
the 100% saturation case with the 0, 13, 25, 40, 60% saturation
cases as comparison. After charging, the system was relaxed in the
NPT ensemble for 100 ps. To obtain a realistic stress state in front
of a crack tip and avoid unphysical elongation, uniaxial straining in
the NVT ensemble was carried out by moving the upper boundary
layer at a constant velocity of 2 m/s along Y direction while the
lower layer is kept stationary. The atomic stress during deforma-
tion was analyzed by Viral theory [42] , illustrations of all simula-
tion snapshots were achieved by the coordination number centro-
symmetry parameter [43] and common neighbor analysis (CNA)
[44] , and dislocations were identified by Ovito [45] . The H distribution during charging is shown in Fig. 1 e. The H
concentration in the grains and GB reaches c 0 = 0.001 in the first due to the high trapping energy and excess volumes in the sub-
sequent MC steps. However, the H concentration inside the grains
is slightly reduced and kept around c = 0.0 0 08, which is mainly
caused by the attractive interaction between the formed H atmo-
sphere around the GB and newly inserted H. Finally, the GB struc-
ture reaches an equilibrium at c = 0.25 after 15,0 0 0,0 0 0 MC steps
in Fig. 1 b. The locally high H concentration agrees well with the
experimental results [33] and theoretical calculation [46] , indicat-
ing that this type of 5 GB could be a preferred gathering site for
H. For comparison, a 3 coherent twin boundary (CTB) is charged
under the same conditions. The evenly distributed H in Fig. a r t i c l e
i n f o 1 c im-
plies that CTB has an inconsequential effect to trap H because of
the compact structure and few trapping sites, indicating that CTBs
have good resistance to HE [ 16 , 47 ]. g
[
,
]
Fig. 2 a shows the stress (Syy)-strain curve in the Y direction
with varying H concentrations during deformation. Fig. 2 c–h are
the snapshots of the elastic stage, plastic stage, and final frac-
ture for the cases without H and with H in the 100% saturation
case, respectively. Without H , the sample fractured ( ε = 0.208)
with nanovoid nucleation in the grains near the upper boundary
layer due to the accumulation of high-density dislocations. With
H in the 100% saturation case, the sample fractured ( ε = 0.173)
with nanovoid nucleation on the GB. This shift of nanovoid nu-
cleation site from grain interior to the GB caused by H is mani-
fested as H-induced transgranular to intergranular fracture transi-
tion. The sample deforms mainly through the nucleation and glid-
ing of 1/6 < 112 > Shockley dislocations (green pipelines) and leaves
the twins (red stacking fault) on the path in which they have
glided. At the first drop of stress (critical stress), the twins start to
grow and soon get pinned by the top and bottom boundary. The
inserted H could facilitate earlier twinning nucleation ( ε = 0.08
without H and ε = 0.062 with H) and decrease the critical stress
(Syy = 11.06 GPa without H and ε = 9.55 GPa with H ) during this
stage. Higher H concentration could amplify those effects. To re-
lease the stress caused by subsequent deformation, more disloca-
tions nucleate, multiplicate and exit on the GB, which generates
more twins. These twins interact with each other in the junctions,
further increasing the dislocation density. As shown in Fig. 2 b, the
twins volume fraction evolution displays a zig-zag pattern until
fracture, which is the main plasticity activity during deformation. It should be noted that hydrogen promoted deformation twinning,
revealed in the MD simulation, has not been experimentally ob-
served in typical Ni microstructures [ 39 , 48 –50 ]. This is probably
because the MD simulation assumes no pre-existing dislocations
before deformation, so continued plasticity dominated by dislo-
cation gliding was source-controlled and twinning was facilitated,
this can be the case for nanocrystalline Ni [ 51 , 52 ]. a r t i c l e
i n f o (b, c) H distribution map for 5 GB and 3 CTB, respectively. (d) The relationship between Equilibrium bulk
H concentration c 0 in perfect FCC Ni and chemical potential μ used in the charging process. (e) H concentration in the GB region (1 nm around GB), inside the grains, and
in the whole box as a function of MC charging time. has not been observed. Recent experimental studies [ 39 –41 ] indi-
cate that mobile H-deformation interaction is not an intrinsic re-
quirement for H-induced intergranular fracture, implying that the
initial H segregation on the GB is the key. But it is still unclear how
the segregated H interacts with the GB. The present work zooms
into the GB region with segregated H and probes the mechanisms
behind H-induced intergranular fracture. A 5(210)[001] GB was
created by constructing two separate crystals with desired crystal-
lographic orientations and joining them along a plane normal to
the Y-direction ( Fig. 1 a). The initial configuration was then modi-
fied by shifting the upper grain in the X-Z plane, deleting overlap-
ping atoms, and applying the conjugate gradient method to equi-
librate the system. The simulation box was divided into three re-
gions: The vicinity ±1 nm to the GB as GB region, 1 nm thick re-
gion on the top of grain1 and bottom of grain2 as boundary layers
to apply displacement controlled loading, and rest part as grains. Periodic boundary conditions were imposed along the X and Z di-
rections while a free boundary condition was employed along the
Y direction. After equilibrium in the isothermal–isobaric (NPT) en-
semble at 300 K for 100 ps, the mixed grand canonical Monte
Carlo (GCMC)/molecular dynamic (MD) method was utilized to ob-
tain the dynamic trapping map around the GB. For the GCMC im-
plementation, the system was kept at constant chemical potential
μ, volume V and temperature T . There is a relationship between
chemical potential μ and equilibrium bulk H concentration c 0 in
perfect lattice: μ = kT ln c 0 + E , where E is the segregation en-
ergy of one H atom and k is the Boltzmann constant. a r t i c l e
i n f o The transition process of the
fracture mode has not been directly demonstrated by in-situ exper-
iment or simulation. Verification of this mechanism is one of the
outstanding issues in HE research. As indicated by its name, a key feature of hydrogen embrit-
tlement (HE) [ 1 –3 ] is the transition from ductile to “brittle” frac-
ture in the presence of hydrogen. For polycrystalline materials, this
transition is usually attributed to hydrogen-induced transgranular
to intergranular fracture at the microscopic scale, observed in a
large number of ex-situ experiments [ 4 –7 ]. All the studies [ 8 –16 ]
show that grain boundary (GB) plays an important role in HE and
the hydrogen-GB interactions hold the key to understanding the
transgranular to intergranular fracture transition. Nowadays, it is
well understood that the transition process may involve the syn-
ergistic action of several important HE mechanisms [ 11 , 17 ]. Three
widely accepted mechanisms are hydrogen enhanced local plas-
ticity (HELP), hydrogen enhanced decohesion (HEDE), and hydro-
gen enhanced strain-induced vacancy formation (HESIV). The the-
ory of HELP [ 18 –22 ] is based on the experimental evidence of
enhanced dislocation mobility and well-evolved dislocation struc-
tures beneath the fracture surfaces of hydrogen-embrittled sam-
ples. However, there is still a large gap in the understanding of
how this locally ductile behavior could lead to the eventual “brit-
tle” fracture. HEDE [ 23 –27 ] postulates that local accumulation of The interaction between hydrogen and grain boundary/material
interface has been simulated both using the continuum approach
[34] and the atomistic method [35] . Hydrogen segregation around
GBs [ 36 , 37 ] and the influence of hydrogen on the propagation of
an existing crack [38] have been elaborated. However, the direct
transgranular to intergranular transition without an initial crack Y. Ding, H. Yu, K. Zhao et al. Scripta Materialia 204 (2021) 114122 Fig. 1. (a) Equilibrium structures of perfect 5(210)[001] GB. (b, c) H distribution map for 5 GB and 3 CTB, respectively. (d) The relationship between Equilibrium bulk
H concentration c 0 in perfect FCC Ni and chemical potential μ used in the charging process. (e) H concentration in the GB region (1 nm around GB), inside the grains, and
in the whole box as a function of MC charging time. Fig. 1. (a) Equilibrium structures of perfect 5(210)[001] GB. a r t i c l e
i n f o Therefore, cau-
tion should be taken when applying hydrogen-induced twinning
mechanism in Ni, since this is likely applicable to highly special-
ized cases instead of the typical coarse-grained microstructures. The H distribution during charging is shown in Fig. 1 e. The H
concentration in the grains and GB reaches c 0 = 0.001 in the first
10 0,0 0 0 MC steps. H atoms continue to pump into the GB region 2 Y. Ding, H. Yu, K. Zhao et al. Scripta Materialia 204 (2021) 114122 Fig. 2. (a) stress-strain curve in the Y direction for varying H concentrations. (b) Twins volume fraction as a function of strain with varying H concentration. (c–e) atomic
structure without H at different strains. (f–h) atomic structure with 100% H at different strains. Only atoms in defect structure are colored, HCP atoms are marked red, white
atoms indicate other type atoms, and green pipelines outline the 1/6 < 112 > Shockley dislocations. Fig. 2. (a) stress-strain curve in the Y direction for varying H concentrations. (b) Twins volume fraction as a function of strain with varying H concentration. (c–e) atomic
structure without H at different strains. (f–h) atomic structure with 100% H at different strains. Only atoms in defect structure are colored, HCP atoms are marked red, white
atoms indicate other type atoms, and green pipelines outline the 1/6 < 112 > Shockley dislocations. Fig. 3. (a) Average Von Mises stress-strain curve in different regions. (b, c) Average Von Mises stress distribution along the Y direction without or with H , respectively. Fig. 3. (a) Average Von Mises stress-strain curve in different regions. (b, c) Average Von Mises stress distribution along the Y direction without or with H , respectively. ess-strain curve in different regions. (b, c) Average Von Mises stress distribution along the Y direction without or with H , respective Fig. 3. (a) Average Von Mises stress-strain curve in different regions. (b, c) Average Von Mises stress distribution along the Y dire Nevertheless, this can still be a viable mechanism in a number of
FCC alloys that undergo deformation twinning, such as in TWIP
steels [ 53 , 54 ] or those with nanocrystalline grain structures. To
better understand how H influences local plasticity, the average
von Mises stress distribution along the Y direction in different re-
gions is plotted in Fig. 3 . It is interesting to note that in Fig. a r t i c l e
i n f o 3 b the
5(210)[001] GB could release the initial stress and always keep
its stress level lower than in the grains during deformation without
H. This might be a good explanation for the huge amount of point
defects in the grains without H ( Fig. 2 c) and the eventual trans-
granular fracture. The saturated H can increase the initial stress
concentration in the GB region and more importantly inhibit the
stress-releasing ability of the GB during deformation. The GB thus
stays at an activated state [11] with a more disordered atomistic
structure due to the higher stress level maintained at the GB than
the grain interior, which induces the earlier twinning nucleation
and void formation on the GB. Increased H concentration could in-
crease the local stress concentration which induces more serious
plastic deformation and earlier fracture. process of vacancy formation, which could be the embryo of the fi-
nal void [31] , is analyzed in the GB region. The extremely distorted
atoms are identified as vacancy cluster and the vacancy volume
fraction-strain curve is plotted in Fig. 4 a. It is found that there are
few vacancies formed around the GB before twinning nucleation
without H , but the fraction of vacancy volume comes to grow after
more plasticity occurs around the GB. With H , the vacancy volume
fraction comes to grow in the elastic stage which shows that the
GB has entered a plasticity-activated state [33] , and the vacancy
volume fraction rises with increasing pre-charged H concentration. It indicates that H accelerates vacancy formation at early plastic-
ity stage on the GB, possibly through lattice dislocation interaction
and jog formation. Previous studies also show that vacancies could
be stabilized by forming Va-H complexes [ 31 , 32 ], consistent with
the high vacancy volume fraction observed in the H charged cases. Those Va-H complexes could be the reason for the earlier void for-
mation with H in Fig. 4 g. In summary, by scrutinizing the tensile responses of Ni
5(210)[001] GB with varied hydrogen concentration using atom-
istic modeling, we demonstrate a transgranular to intergranular-
fracture transition mechanism controlled by hydrogen-influenced Another important feature revealed in Fig. 2e , h is nanovoid-
ing. In order to investigate the nanovoid formation mechanism, the 3 Y. Ding, H. Yu, K. Zhao et al. Scripta Materialia 204 (2021) 114122 Fig. 4. Declaration of Competing Interest [23] A.R. Troiano, Metallogr. Microstruct. 5(6) (2016) 557–569. [
]
(
) [24] J.R. Rice , J.S. Wang , Mater. Sci. Eng. A Struct. 107 (1989) 23–40 . The authors declare that they have no known competing finan-
cial interests or personal relationships that could have appeared to
influence the work reported in this paper. [25] S. Serebrinsky , E.A. Carter , M. Ortiz , J. Mech. Phys. Solids 52 (10) (2004)
2403–2430 . [26] J. Song , W.A. Curtin , Nat. Mater. 12 (2) (2013) 145–151 . [27] A. Tehranchi , W.A. Curtin , Model. Simul. Mater. Sci. 25 (7) (20
[
]
k
k i
ll
i
l
d [28] M. Nagumo , M. Nakamura , K. Takai , Metallurgical and Materials Transactions
A 32 (2) (2001) 339–347 . Acknowledgments ( ) (
)
[29] K. Takai , H. Shoda , H. Suzuki , M. Nagumo , Acta Mater. 56 (18) (2008)
5158–5167 . . Counts , C. Wolverton , R. Gibala , Acta Mater. 58 (14) (2010) 4730– Y.D. acknowledge the financial support provided by the Re-
search Council of Norway under the M-HEAT project (Grant No. 294689 ). All simulations are carried out on the Fram (Grant No. NN9110K , NN9391K ) high-performance computer clusters at NTNU,
Trondheim, and Stallo at UiT, Tromsø. [31] S.Z. Li , Y.G. Li , Y.C. Lo , T. Neeraj , R. Srinivasan , X.D. Ding , J. Sun , L. Qi , P. Gumb-
sch , J. Li , Int. J. Plast. 74 (2015) 175–191 . J
J
(
)
[32] Y.X. Zhu , Z.H. Li , M.S. Huang , H.D. Fan , Int. J. Plast. 92 (2017) 31–44 . [33] Y.S. Chen , H.Z. Lu , J.T. Liang , A. Rosenthal , H.W. Liu , G. Sneddon , I. McCarroll ,
Z.Z. Zhao , W. Li , A.M. Guo , J.M. Cairney , Science 367 (6474) (2020) 171- + . [34] S. Jothi , T.N. Croft , S.G.R. Brown , Int. J. Hydrog. Energy 39 (35) (2014)
20671–20688 . [35] A. Tehranchi , W.A. Curtin , Eng. Fract. Mech. (216) (2019) 106-502 . [35] A. Tehranchi , W.A. Curtin , Eng. Fract. Mech. (216) (2019) 106-502 a r t i c l e
i n f o Rev. Lett. 116 (7)
(2016) 075–502 . [11] L. Wan , W.T. Geng , A. Ishii , J.P. Du , Q.S. Mei , N. Ishikawa , H. Kimizuka , S. Ogata ,
Int. J. Plast. 112 (2019) 206–219 . [12] J.Q. Li , C. Lu , L.Q. Pei , C. Zhang , R. Wang , K. Tieu , Comput. Mater. Sci. 165 (2019)
40–50 . [13] K. Zhao , J.Y. He , Z.L. Zhang , J. Appl. Phys. 127 (1) (2020) 015–101 . [14] H Y Y
J S Ol
V Old
A Al
J Y H
Z L Zh
E
F il A
l 8 [13] K. Zhao , J.Y. He , Z.L. Zhang , J. Appl. Phys. 127 (1) (2020) 015–101 . [14] H.Y. Yu , J.S. Olsen , V. Olden , A. Alvaro , J.Y. He , Z.L. Zhang , Eng. Fail. Anal. 81
(2017) 79–93 . [14] H.Y. Yu , J.S. Olsen , V. Olden , A. Alvaro , J.Y. He , Z.L. Zhang , Eng. Fail. Anal. 81
(2017) 79–93 . (
)
[15] P. Sestak , M. Cerny , Z.L. Zhang , J. Pokluda , Crystals 10 (7) (2020) 590 . [
]
h l
d
i
hi [16] S. Bechtle , M. Kumar , B.P. Somerday , M.E. Launey , R.O. Ritchie , Acta Mater. 57
(14) (2009) 4148–4157 . [17] P. Gong , J. Nutter , P.E.J. Rivera-Diaz-Del-Castillo , W.M. Rainforth , Sci. Adv. 6 (46)
(2020) eabb6152 . (
)
[18] C.D. Beachem , Metall. Trans. 3 (2) (1972) 437- + [18] C.D. Beachem , Metall. Trans. 3 (2) (1972) 437- + . [19] H.K. Birnbaum , P. Sofronis , Mater. Sci. Eng. A 176 (1–2) (1994) 191–202 . [20] M.L. Martin , J.A. Fenske , G.S. Liu , P. Sofronis , I.M. Robertson , Acta Mater. 59 (4)
(2011) 1601–1606 . (
)
[21] T. Neeraj , R. Srinivasan , J. Li , Acta Mater. 60 (13–14) (2012) (
)
[21] T. Neeraj , R. Srinivasan , J. Li , Acta Mater. 60 (13–14) (2012) 5160–5171 . [
] A
i h
df
i
f
i
b
A [22] A. Nagao , C.D. Smith , M. Dadfarnia , P. Sofronis , I.M. Robertson , Acta Mater. 60
(13–14) (2012) 5182–5189 . a r t i c l e
i n f o (a) Vacancy volume fraction as a function of strain with varying H concentration. (b,–g) Snapshots of vacancy surface atoms at strain = 0.18 with varying H concen-
tration. Only highly distorted atoms with coordination numbers less than 8 are colored. Fig. 4. (a) Vacancy volume fraction as a function of strain with varying H concentration. (b,–g) Snapshots of vacancy surface atoms at strain = 0.18 with varying H concen-
tration. Only highly distorted atoms with coordination numbers less than 8 are colored. plasticity. Compared with the 3 coherent twin GB which traps
nearly no H atoms, H will form an atmosphere at the 5 GB due
to the high trapping energy and excess volume and induce a higher
initial local stress. In the case without H , less stress is built up at
the 5 GB region during deformation, which leads to transgran-
ular fracture. In contrast, H suppresses the stress-releasing abil-
ity of the 5 GB, which causes a local stress concentration and
promotes local plasticity on the GB. This further leads to early
dislocation emission, severe twinning evolution, increased num-
ber of vacancies and thus enhanced nanovoiding on the GB. The
growth of nanovoids with H finally completes the transgranular to
intergranular-fracture transition. This work reveals that hydrogen-
grain boundary interaction and hydrogen enhanced vacancy for-
mation are important factors in the hydrogen-induced intergranu-
lar fracture at room temperature. However, the influence of hydro-
gen on atomic bonds, i.e. the HEDE mechanism, was not examined
here. According to Harris et al. [39] , HEDE may play an important
part in the process. Therefore, the transgranular to intergranular-
fracture transition with hydrogen is likely due to the synergistic
action of all the three mechanisms. [6] M.L. Martin , B.P. Somerday , R.O. Ritchie , P. Sofronis , I.M. Robertson , Acta Mater. 60 (6–7) (2012) 2739–2745 . [7] S. Wang , M.L. Martin , P. Sofronis , S. Ohnuki , N. Hashimoto , I.M. Robertson , Acta
Mater. 69 (2014) 275–282 . [8] A. Oudriss , J. Creus , J. Bouhattate , E. Conforto , C. Berziou , C. Savall , X. Feaugas ,
Acta Mater. 60 (19) (2012) 6 814–6 828 . (
) (
)
[9] J. Chen , A.M. Dongare , J. Mater. Sci. 52 (1) (2017) 30–45 . [10] X. Zhou , D. Marchand , D.L. McDowell , T. Zhu , J. Song , Phys. Supplementary materials [36] C.J. O’Brien , S.M. Foiles , Philos. Mag. 96 (14) (2016) 1463–1484 . C.J. O’Brien , S.M. Foiles , Philos. Mag. 96 (26) (2016) 2808–2828 . Supplementary material associated with this article can be
found, in the online version, at doi:10.1016/j.scriptamat.2021. 114122 . [38] A. Tehranchi , W.A. Curtin , J. Mech. Phys. Solids 101 (2017) 150–165 . [39] Z.D. Harris , S.K. Lawrence , D.L. Medlin , G. Guetard , J.T. Burns , B.P. Somerday ,
Acta Mater. 158 (2018) 180–192 . [40] K. Wada , J. Yamabe , Y. Ogawa , O. Takakuwa , T. Iijima , H. Matsunaga , Mater. Sci. Eng. A Struct. A 766 (2019) 138–349 . [41] S.K. Lawrence , Y. Yagodzinskyy , H. Hanninen , E. Korhonen , F. Tuomisto ,
Z.D. Harris , B.P. Somerday , Acta Mater. 128 (2017) 218–226 . [3] I.M. Robertson , P. Sofronis , A. Nagao , M.L. Martin , S. Wang , D.W. Gross , K.E. Ny-
gren , Metall. Mater. Trans. B 46 (3) (2015) 1085–1103 . [4] S.P. Lynch , J. Mater. Sci. 21 (2) (1986) 692–704 . [2] R.P. Gangloff, B.P. Somerday , Gaseous Hydrogen Embrittlement of Materials in
Energy Technologies: Mechanisms, Modelling and Future Developments, Else-
vier, 2012 . [5] C.J. McMahon , Eng. Fract. Mech. 68 (6) (2001) 773–788 . [1] W.H. Johnson , W. Thomson , Proceedings of the Royal Society of London 23
(156-163) (1875) 168–179 . [1] W.H. Johnson , W. Thomson , Proceedings of the Royal Society of London 23
(156-163) (1875) 168–179 .
[2] R.P. Gangloff, B.P. Somerday , Gaseous Hydrogen Embrittlement of Materials in
Energy Technologies: Mechanisms, Modelling and Future Developments, Else-
vier, 2012 .
[3] I.M. Robertson , P. Sofronis , A. Nagao , M.L. Martin , S. Wang , D.W. Gross , K.E. Ny-
gren , Metall. Mater. Trans. B 46 (3) (2015) 1085–1103 .
[4] S.P. Lynch , J. Mater. Sci. 21 (2) (1986) 692–704 .
[5] C.J. McMahon , Eng. Fract. Mech. 68 (6) (2001) 773–788 . [48] K.M. Bertsch , S. Wang , A. Nagao , I.M. Robertson , Mater. Sci. Eng. A Struct. 760
(2019) 58–67 . [48] K.M. Bertsch , S. Wang , A. Nagao , I.M. Robertson , Mater. Sci. Eng. A Struct. 760
(2019) 58–67 .
[49] Y. Ogawa , O. Takakuwa , S. Okazaki , K. Okita , Y. Funakoshi , H. Matsunaga ,
S. Matsuoka , Corros. Sci. 161 (2019) 108–186 .
[50] Z.D. Harris , A.W. Thompson , J.T. Burns , Jom-Us 72 (5) (2020) 1993–2002 .
[51] X. Wu, Y.T. Zhu, M.W. Chen, E. Ma, Scr. Mater. 54(9) (2006) 1685–1690. [49] Y. Ogawa , O. Takakuwa , S. Okazaki , K. Okita , Y. Funakoshi , H. Matsunaga ,
S. Matsuoka , Corros. Sci. 161 (2019) 108–186 . [52] X.L. Wu , E. Ma , Appl. Phys. Lett. 88 (6) (2006) .
[53] X. Guo , S. Zaefferer , F. Archie , W. Bleck , Int. J. Miner. Metall. Mater. 28 (5)
(2021) 835–846 .
[54] C. Zhang , H.H. Zhi , S. Antonov , L. Chen , Y.J. Su , Scr. Mater. 190 (2021) 108–112 . [51] X. Wu, Y.T. Zhu, M.W. Chen, E. Ma, Scr. Mater. 54(9) (2006) 1685–1690. Scripta Materialia 204 (2021) 114122 [53] X. Guo , S. Zaefferer , F. Archie , W. Bleck , Int. J. Miner. Metall. Mater. 28 (5)
(2021) 835–846 . References [42] A.P. Thompson , S.J. Plimpton , W. Mattson , J. Chem. Phys. 131 (15) (2009)
154-107 . [43] C.L. Kelchner , S.J. Plimpton , J.C. Hamilton , Phys. Rev. B 58 (17) (1998)
11085–11088 . [44] J. Schiotz , F.D. Di Tolla , K.W. Jacobsen , Nature 391 (6667) (1998) 561–563 . [45] A. Stukowski , Model. Simul. Mater. Sci. 18 (1) (2010) 015012 . [44] J. Schiotz , F.D. Di Tolla , K.W. Jacobsen , Nature 391 (6667) (1998) 561–563 . [45] A St k
ki M d l Si
l M t
S i 18 (1) (2010) 015012 5] A. Stukowski , Model. Simul. Mater. Sci. 18 (1) (2010) 015012 . [46] D. Di Stefano , M. Mrovec , C. Elsasser , Acta Mater. 98 (2015) 306–312 . [47] J.Q. Li, C. Lu, L.Q. Pei, C. Zhang, K. Tieu, Scr. Mater. 173 (2019) 115–119. [46] D. Di Stefano , M. Mrovec , C. Elsasser , Acta Mater. 98 (2015) 306–312 . [47] J.Q. Li, C. Lu, L.Q. Pei, C. Zhang, K. Tieu, Scr. Mater. 173 (2019) 115–11 4 [52] X.L. Wu , E. Ma , Appl. Phys. Lett. 88 (6) (2006) . [54] C. Zhang , H.H. Zhi , S. Antonov , L. Chen , Y.J. Su , Scr. Mater. 190 (2021) 108–112 . [50] Z.D. Harris , A.W. Thompson , J.T. Burns , Jom-Us 72 (5) (2020) 1993–2002 .
[51] X. Wu, Y.T. Zhu, M.W. Chen, E. Ma, Scr. Mater. 54(9) (2006) 1685–1690. Y. Ding, H. Yu, K. Zhao et al. Y. Ding, H. Yu, K. Zhao et al. 50] Z.D. Harris , A.W. Thompson , J.T. Burns , Jom-Us 72 (5) (2020) 19 5
|
https://openalex.org/W3090166752
|
https://www.frontiersin.org/articles/10.3389/fimmu.2020.568759/pdf
|
English
| null |
Combinational Immunotherapy for Hepatocellular Carcinoma: Radiotherapy, Immune Checkpoint Blockade and Beyond
|
Frontiers in immunology
| 2,020
|
cc-by
| 11,404
|
Edited by:
Marco Carbone,
University of Milano-Bicocca, Italy
Reviewed by:
Raghavan Chinnadurai,
Mercer University, United States
Cristina Maccalli,
Sidra Medicine, Qatar
*Correspondence:
Valerie Chew
Valerie.chew.s.p@singhealth.com.sg Edited by:
Marco Carbone,
University of Milano-Bicocca, Italy Reviewed by:
Raghavan Chinnadurai,
Mercer University, United States
Cristina Maccalli,
Sidra Medicine, Qatar Specialty section:
This article was submitted to
Vaccines and Molecular
Therapeutics,
a section of the journal
Frontiers in Immunology
Received: 02 June 2020
Accepted: 14 September 2020
Published: 30 September 2020 Combinational Immunotherapy
for Hepatocellular Carcinoma:
Radiotherapy, Immune Checkpoint
Blockade and Beyond The systemic treatment landscape for advanced hepatocellular carcinoma (HCC) has
experienced tremendous paradigm shift towards targeting tumor microenvironment (TME)
following recent trials utilizing immune checkpoint blockade (ICB). However, limited
success of ICB as monotherapy mandates the evaluation of combination strategies
incorporating immunotherapy for improved clinical efficacy. Radiotherapy (RT) is an
integral component in treatment of solid cancers, including HCC. Radiation mediates
localized tumor killing and TME modification, thereby potentiating the action of ICB. Several preclinical and clinical studies have explored the efficacy of combining RT and ICB
in HCC with promising outcomes. Greater efforts are required in discovery and
understanding of novel combination strategies to maximize clinical benefit with tolerable
adverse effects. This current review provides a comprehensive assessment of RT and ICB
in HCC, their respective impact on TME, the rationale for their synergistic combination, as
well as the current potential biomarkers available to predict clinical response. We also
speculate on novel future strategies to further enhance the efficacy of this combination. REVIEW
published: 30 September 2020
doi: 10.3389/fimmu.2020.568759 INTRODUCTION AND BACKGROUND ON CURRENT
TREATMENT LANDSCAPE FOR HCC Liver cancer ranks second as the leading cause of cancer deaths in men and fourth highest cancer
mortality in both genders globally with an estimate of 781,631 deaths in 2018 (1). Hepatocellular
carcinoma (HCC), which comprises 75–85% of liver cancer cases, is a complex cancer with various
etiologies such as hepatitis viral infection, alcohol abuse, and obesity (2). Chronic viral infection remains
the primary contributing factor of liver cirrhosis, a chronic liver disease that precedes HCC,
characterized by the irreversible scarring and hardening of the liver tissue with decreased hepatocyte
proliferation (3, 4).The chronic liver inflammation causes fibrous scar tissues to replace healthy tissues
overtime and eventually occlude blood flow through the liver, resulting in the onset of portal
hypertension and creates a hypoxic environment that favors tumor growth (5–7). Cirrhosis also leads Keywords: radiotherapy, immunotherapy, immune checkpoint blockade (ICB), combination therapy, hepatocellular
carcinoma (HCC) Edited by:
Marco Carbone,
University of Milano-Bicocca, Italy
Reviewed by:
Raghavan Chinnadurai,
Mercer University, United States
Cristina Maccalli,
Sidra Medicine, Qatar
*Correspondence:
Valerie Chew
Valerie.chew.s.p@singhealth.com.sg Citation: Tumor-associated cytokines and chemokines are able to
recruit and polarize immune subsets into a pro-tumor
phenotype and fuel tumorigenesis. One of such immune
subsets is the tumor-associated macrophages (TAMs) which
are polarized into M2 macrophage phenotype by IL-10, TGF-b,
IL-4, or IL-13 present in the TME, and drive tumor progression
by supporting angiogenesis and recruitment of CD4+FoxP3+ T
regulatory cells (Tregs) (Figure 1) (35, 36). The accumulation of
TAMs in the tumor region is frequently associated with poor
prognosis across cancer types, including HCC (35, 37). In
addition, Tregs which regulate or dampen CD8 T cells’
activation and cytotoxic capacity, also play a critical role in
promoting tumorigenesis (38, 39). We previously reported that
Tregs from HBV-positive HCC tumors exhibited higher
expression of PD-1 and displayed superior suppressive capacity
against CD8 T cells (30). Higher intra-tumoral interleukin-17-
producing Tregs have also been consistently reported in HCC and
correlated with poorer prognosis and reduced survival in HCC
patients (30, 37, 38, 40, 41). Likewise, TGF-b-rich TME of HCC
favours the differentiation of Th17, a CD4 T helper subset that
also produces IL-17 (42). High intra-tumoral frequencies of Th17
were positively correlated with microvascular invasion in HCC
patients and were implicated in shorter OS and disease free
survival (DFS) of patients (43). More recently, immune checkpoint blockade (ICB) has emerged
as a promising therapeutic option for advanced HCC patients (17). Both phase II and phase III ICB trials in advanced HCC using
antibodies against programmed cell death protein 1 (PD-1) have
demonstrated clinical benefit and fewer incidences of serious
treatment-related adverse events (17–20). The recent IMbrave150
trial, which investigated the combination of atezolizumab (anti-PD-
L1) and bevacizumab (anti-VEGF-A; anti-angiogenesis agent) in
patients with advanced HCC, showed survival benefit over
sorafenib in the first-line setting and highlighted the potential of
combining ICB with a tumor microenvironment (TME)-modifying
agent (21). In March 2020, FDA also approved the use of
ipilimumab (anti-CTLA-4) combined with nivolumab (anti-PD-1)
in sorafenib-experienced patients based on the high objective
response rates (RR) and durability of responses (19). On the other hand, CD4 T helper 1 cells (Th1) that are capable
of producing IFN-g can activate dendritic cells which leads to
enhanced priming and maturation of CD8 T cells (44, 45). Th1
can also trigger DC-mediated tumor-killing activities via IFN-g-
dependent mechanisms which will further fuel downstream anti-
tumor immune responses (Figure 1) (46). Citation: Lee YH, Tai D, Yip C, Choo SP and
Chew V (2020) Combinational
Immunotherapy for Hepatocellular
Carcinoma: Radiotherapy, Immune
Checkpoint Blockade and Beyond. Front. Immunol. 11:568759. doi: 10.3389/fimmu.2020.568759 September 2020 | Volume 11 | Article 568759 Frontiers in Immunology | www.frontiersin.org Combination Therapy in Liver Cancer Lee et al. to impairment of the immune surveillance within the liver through
the reduced synthesis of innate immunity proteins and pattern-
recognition receptors (PRRs). This in turn damages the antigen-
presenting and phagocytic capacity of Kupffer cells and sinusoidal
endothelial cells which creates an immuno-deficient environment
in patients and contributes to hepatocarcinogenesis (8, 9). confers protection against pathogens and repair tissue damage,
however, sustained liver inflammation can perturb the
microenvironment and tip the scales in favor of carcinogenesis
(28–30). For instance, cytokines and chemokines secreted within the
liver can promote angiogenesis, immune evasion and anti-apoptotic
responses as well as to recruit immune cells with the capacity to
create a niche microenvironment that facilitates tumor growth
(31, 32). In particular, anti-inflammatory cytokine interleukin-10
(IL-10) was shown to be highly enriched in HCC tumors as
compared to adjacent non-tumor or healthy liver tissues (33). High levels of transforming growth factor beta (TGF-b) was also
associated with increased tumor invasiveness in advanced HCC
(Figure 1) (34). The management of early stage HCC with curative intent
includes surgical resection or liver transplantation with expected
5-year survival rate between 60 and 80% (10). However, less than
20% of HCC patients qualify for these curative treatments (11). Loco-regional therapies such as radiofrequency ablation, chemo, or
radio-embolization are recommended for local disease control when
curative treatments are contraindicated (12). For unresectable
advanced HCC, systemic therapies such as tyrosine kinase
inhibitors (TKI) (e.g. Sorafenib) have been used (13). Sorafenib
was approved by the Food and Drug Administration (FDA) as first-
line therapy for inoperable HCC a decade ago and remains the
current standard of care despite its relatively modest activity (14,
15). Lenvatinib, another first-line treatment option for advanced
HCC, demonstrated non-inferiority in terms of median overall
survival (OS), but superiority in progression-free survival (PFS) and
overall response rate (ORR) compared to sorafenib (16). Regorafenib, cabozantinib, and ramucirumab have also attained
FDA approval in recent years as second-line treatments for patients
with advanced HCC who exhibited progressive disease after one or
more systemic therapies (12). Citation: An increase in Th1
response correlated with favorable outcomes in HCC patients
following treatment with transarterial chemoembolization (TACE)
(47). While Th1 demonstrated anti-tumor capabilities, type 2 CD4
T helper (Th2) were found to be enriched in HCC tissues as
compared to normal healthy livers and were inversely associated
with OS of HCC patients (48). Th2 cytokines such as IL-4, IL-10,
and IL-13 are able to induce M2 macrophages which have reduced
cytotoxic activity and dampens CD8 T cell-mediated anti-tumor
activity (Figure 1) (49, 50). Furthermore, upregulation of Th2
cytokine production was linked to increased likelihood of HCV-
induced HCC (51). Besides combinations of multiple ICBs or ICB with targeted
therapies, growing evidence indicates the role of radiotherapy
(RT) in potentiating tumor immunity (22, 23). For instance,
preclinical studies have shown that combination of RT and ICB
can synergistically augment the anti-tumor responses induced by
both agents (24–26). In this systemic review, we will discuss the
impact of RT and ICB on the TME and how this combinational
therapy, and potentially along with another therapeutic agent,
could bring about a synergistic control of HCC progression. IMMUNE LANDSCAPE OF HCC Presence of CD4+ T helper 1 (Th1) cells correlated with favorable outcomes in HCC as they are able to enhance
activation of CD8+ T cells via dendritic cells (DC) and trigger DC-mediated tumor-killing. Despite the capability to kill tumor cells and association with good prognosis
in HCC, CD8+ T cells showed upregulation of exhaustion markers (e.g. PD-1, CTLA-4, and LAG-3), which dampens its killing capacity in chronic conditions leading
to tumor progression. play a pivotal role in anti-tumor immunity (37, 40). However, it was
reported that NK cells found within the tumor regions of HCC
tumors exhibited inferior cytolytic capacity and production of IFN-g
as compared to NK cells derived from non-tumor regions (52). The
authors also observed that the addition of HCC patient-derived
Tregs impaired the tumor-killing ability of autologous NK cells in
vitro (Figure 1). While the presence of Trm and Tem cells was
associated with good prognosis in HCC (30), they often express
exhaustion markers such as PD-1, lymphocyte-activation gene 3
(LAG-3), and cytotoxic T-lymphocyte-associated antigen 4 (CTLA-
4), which correlated negatively with their functional competency
(Figure 1) (37, 53). Thus, these exhaustion markers have been the
prime targets of ICB to reinvigorate and restore the cytotoxic
capacity of CD8 T cells (39). conform radiation doses to tumors (54). However, recent
improved techniques such as stereotactic body radiation
therapy (SBRT) and radioembolization (RE), allow for high
doses of radiation to be delivered to the tumor while limiting
the damage to surrounding healthy tissues. SBRT delivers highly
conformal hypo-fractionated external beam radiation in
relatively fewer fractions, enabled by technological advances in
on-board imaging, radiation planning, and delivery systems (12). In contrast, RE is an internal radiation technique that utilizes
predominantly beta-emissions with limited range of tissue
penetration from radio-labeled (e.g. Y-90) micro-embolic
particles that are directly introduced to HCC via hepatic artery
(10). These advancements have broadened the range of RT
applications for HCC treatment. SBRT has demonstrated good tumor control with 2-year local
control rates between 84 and 95% (55, 56). However, the overall
survial (OS) is limited by “out-of-field” intra- and extra-hepatic
disease progression (57), highlighting the need for concurrent
systemic disease control. SBRT is also generally well tolerated
particularly in those with Child-Pugh (CP) scores less than 7. IMMUNE LANDSCAPE OF HCC Chronic hepatitis infection or long-standing liver injury often place
the liver in a chronic inflammatory state (27). Modest inflammation Cytotoxic immune populations such as CD8 T resident memory
(Trm), CD8 T effector memory (Tem), and natural killer (NK) cells, September 2020 | Volume 11 | Article 568759 Frontiers in Immunology | www.frontiersin.org Combination Therapy in Liver Cancer Lee et al. Lee et al. FIGURE 1 | The immunological events contributing to good versus bad prognosis in HCC. Enrichment of CD4+ T helper 2 (Th2) cells are associated with poor
overall survival of HCC patients. TGF-b as well as cytokines secreted by Th2 such as IL-4, IL-10, and IL-13, drives the polarization of tumor-associated
macrophages (TAMs) into immunosuppressive M2 macrophage phenotype which further recruits T regulatory cells (Tregs). Tregs in turn further enhances the
immunosuppressive tumor microenvironment through inhibition of CD8+ T memory/effector cells’ and natural killer (NK) cells’ tumor-killing capacity, leading to poor
prognosis in HCC. TGF-b also drives differentiation of CD4+ T helper 17 (Th17) cells and high frequencies of Th17 have been correlated with increased microvascular
invasion and shorter OS and DFS of HCC patients. Presence of CD4+ T helper 1 (Th1) cells correlated with favorable outcomes in HCC as they are able to enhance
activation of CD8+ T cells via dendritic cells (DC) and trigger DC-mediated tumor-killing. Despite the capability to kill tumor cells and association with good prognosis
in HCC, CD8+ T cells showed upregulation of exhaustion markers (e.g. PD-1, CTLA-4, and LAG-3), which dampens its killing capacity in chronic conditions leading
to tumor progression. FIGURE 1 | The immunological events contributing to good versus bad prognosis in HCC. Enrichment of CD4+ T helper 2 (Th2) cells are associated with poor
overall survival of HCC patients. TGF-b as well as cytokines secreted by Th2 such as IL-4, IL-10, and IL-13, drives the polarization of tumor-associated
macrophages (TAMs) into immunosuppressive M2 macrophage phenotype which further recruits T regulatory cells (Tregs). Tregs in turn further enhances the
immunosuppressive tumor microenvironment through inhibition of CD8+ T memory/effector cells’ and natural killer (NK) cells’ tumor-killing capacity, leading to poor
prognosis in HCC. TGF-b also drives differentiation of CD4+ T helper 17 (Th17) cells and high frequencies of Th17 have been correlated with increased microvascular
invasion and shorter OS and DFS of HCC patients. IMMUNE CHECKPOINT BLOCKADES
IN HCC In the past decade, the importance of immune system in tumor
progression, and concept of immune-surveillance and evasion by
cancer cells have been widely accepted as one of the key
hallmarks of cancer (29). Immunotherapies have since gained
recognition as a promising alternative cancer treatment with ICB
in the forefront of clinically approved immune-modulating agents
across cancer types (75). The benefits of immunotherapy in HCC
have also been discussed substantially in several reviews (76–79). In particular with ICB, inhibitors against PD-1, PD-L1, and
CTLA-4 have also been tested extensively in clinical trials
for HCC. p
Traditionally, the rationale behind RT for cancer treatment is
to induce lethal DNA damage to tumor cells with high-energy
particles leading to subsequent cell death (64). However, the
ability of RT to elicit an immune-mediated anti-tumor response,
a phenomenon known as “abscopal effect” denoted by the
downsizing of non-targeted distant tumors following ionizing
radiation treatment, has gained increased prominence in the
recent decade (65). RT causes immunogenic cell death and
cellular stress, which increases the pool of tumor-associated
antigens and damage-associated molecular patterns (DAMPs)
(66). These in turn activate dendritic cells, a professional antigen-
presenting cell (APC) that primes tumor-specific CD8+ T cells to
further enhance the anti-tumor responses and promote immune
cell infiltration into the TME (Figure 2) (23). Indeed, studies
revealed increased antigen presentation activity following Y-90-
RE in HCC and SBRT across cancer types (22, 64). Additionally,
DAMPs are taken up by PRRs which activates stimulator of
interferon genes (STING) pathway that mediates the production
of type I interferons (IFN-a and IFN-b) involved in the
activation of downstream immune responses (67). Further
evidences of radiation-induced immune responses were
reported by both pre-clinical and clinical studies where
heightened activation and recruitment of anti-tumor immune
subsets such as CD4+, CD8+ T cells, cytotoxic NK, and CD8
+CD56+ natural killer T (NKT) cells to the TME were observed
(22, 64, 68). Altogether, these findings are concordant with the
notion that RT can convert an otherwise “cold” tumor that has
low immunogenicity and poorly infiltrated with immune cells to
an immune-reactive “hot” tumor, which is well infiltrated by the
immune cells (Figure 2). Upregulation of PD-L1 expression on tumor cells, which binds
particularly to PD-1 expressed by tumor-infiltrating activated T
cells, induces exhaustion and dampens the anti-tumor immune
activities of these effector cells hence, allowing immune evasion by
tumor cells (Figure 3) (80). RADIOTHERAPY (RT) IN HCC RT for HCC was traditionally linked to suboptimal results due to
limited tolerance of whole liver irradiation and the inability to September 2020 | Volume 11 | Article 568759 Frontiers in Immunology | www.frontiersin.org 3 Combination Therapy in Liver Cancer Lee et al. Lee et al. However, in those with CP score >7, there is a higher risk of
radiation-induced liver disease (RILD) and worsening of CP
scores (58, 59). In this group of patients, the risk of liver toxicities
can be as high as 31–35%. Furthermore, SBRT may also result in
gastrointestinal perforation or hemorrhage, particularly in
lesions adjacent to luminal organs or those with a history of
gastrointestinal ulcers (56, 60). The selective use of RE in the
treatment of Barcelona Clinic Liver Cancer (BCLC) B and C
HCCs have also demonstrated clinical benefit and/or local tumor
control (12, 61), and less than 9% of patients who underwent RE
experienced adverse events greater than grade 3 (62). While it
was reported across various studies that the 20–70% of patients
experienced post-RE syndrome (PRS), which included fatigue,
nausea, and abdominal pain, these symptoms could be usually
treated with over-the-counter drugs (62). Due to their overall
efficacy and safety profile, these radiation therapies are now more
widely adopted for local tumor control and bridging/
downstaging treatment for future curative treatments such as
transplant/resection (54, 61, 63). the expression of Tim-3 and PD-1, following treatment with Y-90-
RE in HCC patients (22). Other studies have also observed that RT
resulted in upregulation of PD-L1 expression by the tumor cells,
which can attenuate anti-tumor responses (Figure 2) (73, 74). Hence, tumor cells are able to subvert immunosurveillance, where
immunosuppressive responses overwhelm the anti-tumor
immune response and eventually result in radio-resistance. Therefore, the strategic combinational use of immunotherapy
would be necessary to circumvent such resistance and to
enhance clinical benefits of RT. Frontiers in Immunology | www.frontiersin.org IMMUNE CHECKPOINT BLOCKADES
IN HCC (Left panel) Immune responses induced by radiotherapy (RT):
Initial (1°C) anti-tumor immune response includes (A) increased pool of tumor antigens and DAMPs which results in antigen presentation activity, (B) subsequent
activation of T cells and enhanced infiltration of anti-tumor immune cells into the TME to facilitate tumor-killing; Secondary (2°C) wave of immunosuppressive
response is denoted by (C) recruitment of immunosuppressive immune subsets, Tregs and TAMs and (D) upregulated expression of immune checkpoint molecules
by tumor cells (PD-L1) and cytotoxic CD8+ T cells (PD-1 and CTLA-4) which dampens anti-tumor activity. (Right panel) Immune responses mediated by immune
checkpoint blockade (ICB): (A) Anti-PD-1 and anti-PD-L1 interferes with PD-1/PD-L1 interaction and relieves suppression of CD8+ T cells by tumor cells. (B) Anti-
CTLA-4 blocks inhibitory signaling by inhibiting B7/CTLA-4 binding and allows for the activation of APCs and T cells. (Bottom panel) Potential synergistic effects of
combining RT and ICB include enhanced infiltration of anti-tumor into TME post-RT and reversion of radiation-induced exhaustion and immunosuppression by ICB. FIGURE 2 | Immune modifying effects of radiotherapy (RT) and immune-checkpoint blockade (ICB). (Left panel) Immune responses induced by radiotherapy (RT):
Initial (1°C) anti-tumor immune response includes (A) increased pool of tumor antigens and DAMPs which results in antigen presentation activity, (B) subsequent
activation of T cells and enhanced infiltration of anti-tumor immune cells into the TME to facilitate tumor-killing; Secondary (2°C) wave of immunosuppressive
response is denoted by (C) recruitment of immunosuppressive immune subsets, Tregs and TAMs and (D) upregulated expression of immune checkpoint molecules
by tumor cells (PD-L1) and cytotoxic CD8+ T cells (PD-1 and CTLA-4) which dampens anti-tumor activity. (Right panel) Immune responses mediated by immune
checkpoint blockade (ICB): (A) Anti-PD-1 and anti-PD-L1 interferes with PD-1/PD-L1 interaction and relieves suppression of CD8+ T cells by tumor cells. (B) Anti-
CTLA-4 blocks inhibitory signaling by inhibiting B7/CTLA-4 binding and allows for the activation of APCs and T cells. (Bottom panel) Potential synergistic effects of
combining RT and ICB include enhanced infiltration of anti-tumor into TME post-RT and reversion of radiation-induced exhaustion and immunosuppression by ICB. CTLA-4) and nivolumab (anti-PD-1) in sorafenib-experienced
advanced HCC patients (19). response rate between viral versus uninfected HCC towards ICBs to
date. Patients from various cancer types with higher tumor PD-1
and PD-L1 expression were evidenced to have improved OS and
response as compared to those with lower expression levels (86). Frontiers in Immunology | www.frontiersin.org IMMUNE CHECKPOINT BLOCKADES
IN HCC Inhibition of PD-1/PD-L1 interaction
can reverse the exhaustive state of these cytotoxic immune cells and
reinvigorate their anti-tumor activities (Figure 2) (81). Initial
promising results were demonstrated by successful phase II ICB
trials in HCC (CheckMate 040 and KEYNOTE-224) using
antibodies against PD-1 (19, 20). However, subsequent phase III
clinical trials (CheckMate 459 and KEYNOTE-240) which
compared anti-PD-1 antibodies to sorafenib in HCC as first-line
and second-line therapy, respectively, did not meet the pre-defined
statistical significance improvement for OS (17, 18). Despite that,
the clinical benefit of the ICB in advanced HCC is notable with
superior overall response rate (ORR) and fewer incidences of grade
3/4 treatment-related adverse events in both trials (17, 18). Another target of ICB is CTLA-4, an inhibitory receptor found
on surface of T cells, which negatively modulates T cell activation
and proliferation upon binding with B7 costimulatory molecule on
APCs (Figure 2) (82). Unlike PD-1/PD-L1 pathway, CTLA-4 act
primarily upstream at T cells priming stage and is also known to
have a wider adverse events profile due to this (83). Both pre-clinical
and clinical studies have shown that administration of anti-CTLA-4
led to the direct induction of CD4+ and CD8+ effector T cells by
alleviating the immunosuppressive effect of Tregs (81, 84). Multiple
phase III clinical trials investigating the use of anti-CTLA drugs,
such as tremelimumab and ipilimumab, as monotherapy or in
combination with other ICBs are currently underway (19, 85), with
a recent FDA’s approval for the combination of ipilimumab (anti- Despite the initial immune activation, RT can indirectly lead to
subsequent immunosuppressive effects such as the second wave of
recruitment of Tregs and TAMs to the TME (69, 70). Radiation-
induced interferon activity could also cause upregulation of
exhaustion molecules or signaling pathways on tumor-
infiltrating cytotoxic T cells (71, 72). Our previous findings
demonstrated an increase in exhausted CD8 T cells, denoted by September 2020 | Volume 11 | Article 568759 Frontiers in Immunology | www.frontiersin.org Combination Therapy in Liver Cancer Lee et al. Lee et al. FIGURE 2 | Immune modifying effects of radiotherapy (RT) and immune-checkpoint blockade (ICB). IMMUNE CHECKPOINT BLOCKADES
IN HCC However, PD-L1 expression was not a significant biomarker for
response to anti-PD-1 in HCC as evidenced by the findings from
ICB trials CheckMate 040 and KEYNOTE-224 (20, 91). Studies
have also attributed the innate variability of each patient’s pre-
existing immunity to the differential response observed towards Despite initial success observed with ICB therapies across a
broad range of tumors, a decrease in their efficacy and acquired
resistance were reported following initial response to ICB (86, 87). This varying response rate in HCC patients have been intensively
reviewed previously (88–90). Despite a previous study reporting the
distinct immune landscape between viral versus non-viral HCC
(30), there is no concrete evidence that suggests a difference in September 2020 | Volume 11 | Article 568759 Frontiers in Immunology | www.frontiersin.org 5 Combination Therapy in Liver Cancer Lee et al. FIGURE 3 | Rationale of combination therapy with radiotherapy, immune checkpoint blockade, and anti-angiogenesis agents. Diagram illustrates the key immune
modifying effects by each therapeutic agent and the potential synergetic effects of their combination in HCC. RT enhances immune infiltrates into TME but induces
upregulation of immune checkpoint molecules (e.g. PD-1, PD-L1, and CTLA-4) and VEGF. Anti-VEGF promotes normalization of vessel formation, which improves
efficacy of RT and/or further boosts infiltration of cytotoxic cells into TME but increases PD-1 expression by CD4+ T cells. Synergistic combination with ICB restores
and further enhances anti-tumor immune responses to improve efficacy of RT and anti-VEGF therapies. FIGURE 3 | Rationale of combination therapy with radiotherapy, immune checkpoint blockade, and anti-angiogenesis agents. Diagram illustrates the key immune
modifying effects by each therapeutic agent and the potential synergetic effects of their combination in HCC. RT enhances immune infiltrates into TME but induces
upregulation of immune checkpoint molecules (e.g. PD-1, PD-L1, and CTLA-4) and VEGF. Anti-VEGF promotes normalization of vessel formation, which improves
efficacy of RT and/or further boosts infiltration of cytotoxic cells into TME but increases PD-1 expression by CD4+ T cells. Synergistic combination with ICB restores
and further enhances anti-tumor immune responses to improve efficacy of RT and anti-VEGF therapies. various ICB therapies across cancer types (92–94). Specifically in
HCC, tumors with higher transcriptomic diversity were associated
with worse OS in patients treated with ICB and these tumor cells
also expressed a significantly higher level of vascular endothelial
growth factor A (VEGF-A) (95). Concordant to this finding, Chen
et al. IMMUNE CHECKPOINT BLOCKADES
IN HCC showed in a separate study that responders to anti-PD-1
treatment have decreased expression levels of VEGF-A while the
non-responders have increased VEFG-A expression (94). This in
turn suggests that the VEGF pathway is an important mechanism
for resistance to the anti-PD-1 therapy, where it could hamper
tumor infiltration and functions of T effector cells (96, 97). Therefore, the degree of transcriptomic diversity of HCC tumors,
VEGF expression level, and pre-existing immunity of each
individual could provide a rationale for the observed differential
responses of HCC patients towards immune checkpoint
blockade therapies. system and produce a synergistic anti-tumor immunity for
durable disease control when combined with immunotherapy
(Figure 2, bottom). For instance, RT enhances inflammatory
immune response and intra-tumoral infiltration by cytotoxic
immune cells while ICB could overcome the radiation-induced
exhaustion in CD8 T cells and restore their anti-tumor immune
responses. Kim et al. demonstrated the dose-dependent
upregulation of PD-L1 expression following irradiation of
various HCC cell lines, which was found to be mediated
predominantly through the IFN-g-STAT3 signaling pathway
(25). Likewise, clinical studies have reported post-RT
upregulated expressions of PD-1 and PD-L1 by CD8 T cells
and tumor cells, respectively (22, 73, 74). These studies provided
a sound rationale for the combination of RT with ICB, which
should be considered against the major concerns for a successful
treatment strategy in HCC as outlined in Table 1. Preclinical data have shown that the combination of RT and
ICB exhibited therapeutic synergism as well as superior tumor
control (24–26, 73). Significant tumor growth suppression and
improved OS were observed in HCC mice treated with single
10Gy RT and anti-PD-L1 compared to either therapy alone (25). Anti-PD-L1 and 12Gy RT exerted abscopal tumor control and COMBINATIONAL STRATEGIES: RT
AND ICB The interest in combining radiotherapy and immunotherapy
stems from the rationale that radiation primes the immune September 2020 | Volume 11 | Article 568759 Frontiers in Immunology | www.frontiersin.org 6 Combination Therapy in Liver Cancer Lee et al. TABLE 1 | Major considerations for the combination of RT and ICB. Major concerns of intervention(s)
Potential solution
How can we subvert RT-induced
exhaustion? ICB that targets exhaustion pathways can help reinvigorate the exhausted cytotoxic immune cells (24, 26, 73, 74). How to overcome the ineffectiveness of
ICB against cold tumors? RT can trigger immune activity and switch a “cold” tumor to a “hot” tumor with enhanced inflammation and tumor
infiltration by the immune cells (22, 25, 64, 68). Will there be severe toxicities in the
combined therapy of RT and ICB? Preliminary findings from early phase trials for combined use of RT and ICB have showed tolerable safety profile (98–100). How can we predict the differential
responses by patients towards treatments? Discovery of predictive biomarkers for response towards various cancer treatments (i.e. RT and ICB) and in combination is
essential to select the most appropriate therapeutic agent and therapy for the patients (22, 95, 101). TABLE 1 | Major considerations for the combination of RT and ICB. Potential solution Preliminary findings from early phase trials for combined use of RT and ICB have showed tolerable safety profile (98–100). ? Discovery of predictive biomarkers for response towards various cancer treatments (i.e. RT and ICB) and in combination is
essential to select the most appropriate therapeutic agent and therapy for the patients (22, 95, 101). Considerations for the radio-sensitivity of the surrounding
vasculature, toxicity profile and identification of pro-
immunogenic signatures following RT would also be essential to
optimize protocols for combining RT and ICB (106). Therefore, it
is imperative to understand the key immune checkpoint molecules
modified by RT in the TME, the sequence and mechanisms of
their modification and subsequent role in tumor immunity to
determine the type of ICB to be used and RT/ICB dosing sequence. superior local control of irradiated tumors in a mammary cancer
murine xenograft model compared to monotherapy (24). Similar
findings were replicated in CT26 murine colon carcinoma
xenografts treated with fractionated RT (2Gy x 5) and/or anti-
PD-1 (73). Synergism between RT and anti-CTLA-4 were also
demonstrated in several murine tumor models (26, 102). COMBINATIONAL STRATEGIES: RT
AND ICB More
importantly, these effects were durable as shown by the rejection
of tumor re-challenge that was dependent on CD8 T-cells
(24, 73). Despite encouraging preclinical findings, there is no
published prospective clinical data to our knowledge on
combined RT and ICB therapy in HCC, except a few small
series that have shown promising clinical activity (98, 99). Chiang et al. reported 100% ORR in 5 patients treated with
SBRT followed by nivolumab for large unresectable HCC and
another case report showed complete pathological response
following Y-90-RE and nivolumab bridging therapy prior to
partial hepatectomy (98, 99). Tai et al. also showed that
combination of Y-90-RE with nivolumab had an optimistic
ORR of 31%, and the combination therapy was safe and
tolerable with only 11% of treated advanced HCC patients
experienced grade 3/4 treatment-related adverse events (100). Phase I trial (NCT02239900) that evaluated liver/lung SBRT with
ipilimumab reported that 23% of patients experienced clinical
benefit which corresponded to increase in CD8+ T cells and CD8
+/CD4+ ratios (101). Grade 3 toxicities were found in 34% of
patients with no grade 4/5 toxicities. A separate phase I basket
trial evaluated the safety of multi-site SBRT followed by
pembrolizumab in patients with advanced solid tumors
(NCT02608385), including one case of HCC. Similar levels of
toxicity were observed as compared to monotherapy-treated
patients with a dose-limiting toxicity rate of 9.7% (103). Several other prospective clinical trials are currently on-going
to evaluate the combined approach of RT and immunotherapy in
HCC (Table 2). Frontiers in Immunology | www.frontiersin.org FUTURE DEVELOPMENTS IN
COMBINATIONAL STRATEGIES FOR HCC Beyond the combination of RT and ICB, there have been
remarkable advancement in the use of anti-angiogenesis agent
in treatment for HCC reported by the phase III IMbrave150 trial,
which demonstrated superiority in terms of ORR, OS, and PFS in
HCC patients treated with atezolizumab (anti-PD-L1) and
bevacizumab (anti-VEGF-A) versus patients treated with
sorafenib (21). As one of the hallmarks of cancer, angiogenesis
plays critical role in tumor formation and growth and have long
been a promising drug target in HCC (29, 31). Dysregulated
VEGF expression was shown to be responsible for the vascular
abnormalities observed in HCC tumors (31, 107). Various other
studies have also consistently showed that elevated circulating
VEGF expression following surgery or RFA correlated to poor
prognosis in HCC patients (31, 108, 109). Shigeta et al. revealed
the mechanism behind the anti-tumorigenic effects of this anti-
PD-L1 and anti-VEGF-A dual therapy using orthotopic murine
HCC model. They reported that VEGFR2-blockade alone
increased PD-1 expression on CD4+ cells in the tumor but
when combined with anti-PD-1 therapy, CD4+ cells’ functions
were restored and aided in normalization of vessel formation. The combination therapy also increased tumor infiltration and
activation of cytotoxic CD8+ T cells, while reducing infiltration
of Tregs and monocytes (110). As this field is in its preliminary stages, most studies have
showed encouraging efficacies and tolerable toxicity profile in
patients treated with combination of RT and ICB but did not
specify an optimal RT dose, fractionation scheme and RT/ICB
sequencing. There is consensus that these parameters are highly
dependent on cancer type, choice of ICB, as well as tumor
histology and mutational burden (104). In addition, hypo-
fractionation appears to be favored over conventional
fractionation as it appears to elicit a more effective anti-tumor
response and a dose of 8–10Gy RT with one to three fractions
was suggested to induce abscopal effect (104, 105). Importantly, VEGF expression was found to be elevated in
post-RT treated HCC tumors (109). Based on this, we propose
that it would be meaningful to examine the efficacy of treating
HCC patients with anti-angiogenesis and ICB following RT due
to their ability to fuel efficient tumor-killing activities and limit
the tumor cells’ ability to re-stablish themselves (Figure 3). September 2020 | Volume 11 | Article 568759 FUTURE DEVELOPMENTS IN
COMBINATIONAL STRATEGIES FOR HCC However, such treatment regimens have to be
carefully evaluated as anti-angiogenics are associated with
increased risk of severe RT-related gastrointestinal luminal
toxicities (112). Other potentially more tolerable combination
such as dual ICBs with RT could also be considered. effects (111). ICB could be administered following this
combination treatment to further sustain anti-tumor immunity
(Figure 3). However, such treatment regimens have to be
carefully evaluated as anti-angiogenics are associated with
increased risk of severe RT-related gastrointestinal luminal
toxicities (112). Other potentially more tolerable combination
such as dual ICBs with RT could also be considered. are being explored as novel immunotherapeutic targets in other
cancer types (119). In HCC, both independent or combined
expression of B7-H2 and B7-H3 have correlated to recurrence
and poorer survival rate of the patients (120). Although further
understanding of the tumor-promoting mechanisms by B7
ligands in the context of HCC is required, they could become
promising combinatorial agents in treating HCC in the future. Similarly, chimeric antigen receptor T (CAR-T) cell therapy have
shown promising results in lymphoma patients and solid tumors
with strong driver mutations that could be used as specific targets
for CAR-T cell (121, 122). However, HCC is a largely
transcriptomically heterogeneous solid tumor (95) and
attempts to target HCC-specific antigens, such as AFP, had
been evaluated previously with disappointing outcomes
(NCT03349255). Nonetheless, findings from a recently
concluded phase I trial (NCT02395250) which investigated the
safety profile of glypican-3 (GPC3) CAR-T cell therapy in HCC
patients showed that it was well tolerated and demonstrated
indications of anti-tumor activity (123). GPC3 is involved in the
regulation of cell division and growth and its expression in tumor
cells was previously associated with poor prognosis for HCC
(124). The rapid development in the safety and efficacy of CAR-T
cell therapies for solid tumors is optimistic and are highly
anticipated as the future of novel immunotherapeutic strategies
in cancer. Apart from the current immune checkpoint inhibitors that have
been heavily evaluated in HCC, we can also consider other novel
targets such as indoleamine 2,3 dioxygenase (IDO). IDO is an
enzyme that is involved in immune homeostasis and also escape
from immunosurvelliance by tumor cells (113). Overexpression of
IDO in HCC tumors was associated to poor prognosis where
dendritic cells suppress T cells via IDO and contribute to
progression in HCC (114). However, Ishio et al. FUTURE DEVELOPMENTS IN
COMBINATIONAL STRATEGIES FOR HCC An
alternative strategy would be to administer anti-angiogenic agent
prior to RT, which could “normalize” tumor vasculature and in
turn, potentially promote greater efficacy of the radiotherapy September 2020 | Volume 11 | Article 568759 7 Combination Therapy in Liver Cancer Lee et al. TABLE 2 | Ongoing clinical trials investigating combined use of RT and ICB in HCC/liver cancer. Clinical trial
identification
(Study Name)
Phase
Disease
Type of
radiative
intervention
Type of ICB
Treatment
design
Est. enrolment
Primary endpoint
Secondary endpoints
NCT03033446
II
HCC
Y-90 RE
Nivolumab
Y-90 RE ->
Nivolumab
40
RR
TTR, DoR, TTP, PFS, OS,
QOL, AEs
NCT03482102
II
HCC and
biliary tract
cancer
Radiotherapy
(not specified)
Durvalumab(anti-PD-
L1) and
Tremelimumab (anti-
CTLA_4)
Durvalumab +
tremelimumab ->
RT
70
Best ORR
AEs, OS, DCR, PFS, DoR,
TTP
NCT02239900
II
Liver and
lung
cancer
SBRT
Ipilimumab(anti-CTLA-
4)
Ipilimumab +
SBRT
orIpilimumab ->
SBRT
143
MTD
RR
NCT02608385
I
Solid
tumors
SBRT
Pembrolizumab(anti-
PD-1)
SBRT ->
pembrolizumab
130
Recommended SBRT
dose
AEs, long-term AEs, RR, PFS,
OS, LC, radiation-induced
changes in TME, DCR
NCT03203304
I
HCC
SBRT
Nivolumab or
Ipilimumab
SBRT ->
Nivolumab or
Nivolumab +
ipilimumab
50
AEs
ORR, long-term AEs, PFS,
OS, DCR, LC
NCT03817736
(START-FIT)
II
HCC
TACE +
SBRT
Not specified
TACE + SBRT ->
ICB
33
No. of patients
amendable to curative
surgical intervention
RR, TTP, PFS, OS, QOL,
AEs, PR
RE, radioembolization; SBRT, stereotactic body radiation therapy; TACE, transcatheter arterial chemoembolization; RR, response rate; ORR, overall response rate; MTD, maximum
tolerated dose; AEs, adverse events; TTR, time to response (TTR); DoR, duration of response; TTP, time to progression; PFS, progression-free survival; OS, overall survival; QOL, quality of
life; DCR, disease control rate; LC, local control; PR, pathological response; ->, followed by. TABLE 2 | Ongoing clinical trials investigating combined use of RT and ICB in HCC/liver cancer. RE, radioembolization; SBRT, stereotactic body radiation therapy; TACE, transcatheter arterial chemoembolization; RR, response rate; ORR, overall response rate; MTD, maximum
tolerated dose; AEs, adverse events; TTR, time to response (TTR); DoR, duration of response; TTP, time to progression; PFS, progression-free survival; OS, overall survival; QOL, quality of
life; DCR, disease control rate; LC, local control; PR, pathological response; ->, followed by. effects (111). ICB could be administered following this
combination treatment to further sustain anti-tumor immunity
(Figure 3). Frontiers in Immunology | www.frontiersin.org FUTURE DEVELOPMENTS IN
COMBINATIONAL STRATEGIES FOR HCC found that IDO
could also have anti-tumor properties and its expression level was
correlated with gene expressions of IFN-g, tumor necrosis factor
alpha (TNFa), and interleukin 1 beta (IL-1b) in HCC (115). Another study found that increased tumor expression of IDO (T-
IDO) correlated with increased CD8+ T cells infiltration and
favorable outcome in HCC (116). Contrary to above findings, a
study conducted in patients of NSCLC found that low activity of
IDO following chemoradiation was associated favorably with
survival but the effect of radiation on the activity level of IDO was
heterogenous (117). A preclinical study carried out with Lewis lung
mouse model also showed that treatment with IDO inhibitor and
RT synergistically reduced Tregs and expression of exhaustion
molecules such as PD-1, PD-L1, and TIM-3 by dendritic cells and
T cells (118). Taken altogether, the potential of IDO as a
combination therapy with RT in HCC remains to be determined. A crucial aspect to ensure a successful treatment outcome lies in
the selection of patients who would benefit most from any given
treatment strategies. Mounting evidence shows that variability in
pre-existing immunity of each patient reflects their respective
clinical response to immunotherapies (93, 94). Crittenden et al. also demonstrated that in vivo blockade of pre-existing immune
responses in mice rendered the combination of RT and ICB Currently, several other B7 family ligands such as B7-H2
(a.k.a. inducible T cell costimulator ligand; ICOSL) and B7-H3 September 2020 | Volume 11 | Article 568759 Frontiers in Immunology | www.frontiersin.org 8 Combination Therapy in Liver Cancer Lee et al. ineffective (125). However, there are limited studies on predictive
biomarkers for response in various HCC treatments to date. Initially, tumor tissue expression of PD-L1 was used to select
patients for enrolment into various ICB trials, however, it was
later proven not a strong predictor of response due to heterogeneity
in its expression in tumor tissues and various technical issues with
detection of its expression (126, 127). Instead, a recent study in a
small cohort of liver cancer patients showed that higher cytolytic T
cell infiltrates is associated with response towards ICB in HCC (95). Our group constructed a predictive model based on pre-treatment
PBMCs of HCC patients and concluded that existence of pre-
activated PD-1+ and Tim-3+CD8+ T cells with homing capability
(CCR5+ and CXCR6+) was key in predicting response to Y-90-RE
(22). REFERENCES 8. Albillos A, Lario M, Alvarez-Mon M. Cirrhosis-associated immune
dysfunction: distinctive features and clinical relevance. J Hepatol (2014)
61(6):1385–96. doi: 10.1016/j.jhep.2014.08.010 1. Bray F, Ferlay J, Soerjomataram I, Siegel RL, Torre LA, Jemal A. Global
cancer statistics 2018: GLOBOCAN estimates of incidence and mortality
worldwide for 36 cancers in 185 countries. CA Cancer J Clin (2018) 68
(6):394–424. doi: 10.3322/caac.21492 1. Bray F, Ferlay J, Soerjomataram I, Siegel RL, Torre LA, Jemal A. Global
cancer statistics 2018: GLOBOCAN estimates of incidence and mortality
worldwide for 36 cancers in 185 countries. CA Cancer J Clin (2018) 68
(6):394–424. doi: 10.3322/caac.21492 9. Sakurai T, Kudo M. Molecular Link between Liver Fibrosis and
Hepatocellular Carcinoma. Liver Cancer (2013) 2(3-4):365–6. doi: 10.1159/000343851 9. Sakurai T, Kudo M. Molecular Link between Liver Fibrosis and
Hepatocellular Carcinoma. Liver Cancer (2013) 2(3-4):365–6. doi: 10.1159/000343851 2. Ghouri YA, Mian I, Rowe JH. Review of hepatocellular carcinoma:
Epidemiology, etiology, and carcinogenesis. J Carcinog (2017) 16:1. doi: 10.4103/jcar.JCar_9_16 10. European Association for the Study of the Liver. EASL Clinical Practice
Guidelines: Management of hepatocellular carcinoma. J Hepatol (2018) 69
(1):182–236. doi: 10.1016/j.jhep.2018.03.019 10. European Association for the Study of the Liver. EASL Clinical Practice
Guidelines: Management of hepatocellular carcinoma. J Hepatol (2018) 69
(1):182–236. doi: 10.1016/j.jhep.2018.03.019 2. Ghouri YA, Mian I, Rowe JH. Review of hepatocellular carcinoma:
Epidemiology, etiology, and carcinogenesis. J Carcinog (2017) 16:1. doi: 10.4103/jcar.JCar_9_16 3. Venook AP, Papandreou C, Furuse J, de Guevara LL. The incidence and
epidemiology of hepatocellular carcinoma: a global and regional perspective. Oncologist (2010) 15 Suppl 4:5–13. doi: 10.1634/theoncologist.2010-S4-05 11. Lin S, Hoffmann K, Schemmer P. Treatment of hepatocellular carcinoma: a
systematic review. Liver Cancer (2012) 1(3-4):144–58. doi: 10.1159/
000343828 3. Venook AP, Papandreou C, Furuse J, de Guevara LL. The incidence and
epidemiology of hepatocellular carcinoma: a global and regional perspective. Oncologist (2010) 15 Suppl 4:5–13. doi: 10.1634/theoncologist.2010-S4-05 4. Ramakrishna G, Rastogi A, Trehanpati N, Sen B, Khosla R, Sarin SK. From
cirrhosis to hepatocellular carcinoma: new molecular insights on
inflammation and cellular senescence. Liver Cancer (2013) 2(3-4):367–83. doi: 10.1159/000343852 12. Vogel A, Cervantes A, Chau I, Daniele B, Llovet J, Meyer T, et al. Hepatocellular carcinoma: ESMO Clinical Practice Guidelines for
diagnosis, treatment and follow-up. Ann Oncol (2018) 29(Suppl 4):iv238–
55. doi: 10.1093/annonc/mdy308 5. Schuppan D, Afdhal NH. Liver cirrhosis. Lancet (2008) 371(9615):838–51. doi: 10.1016/S0140-6736(08)60383-9 13. Barbier L, Muscari F, Le Guellec S, Pariente A, Otal P, Suc B. ACKNOWLEDGMENTS We would like to thank the medical oncology team from
National Cancer Centre, Singapore (NCCS) and research
scientists from TII for the insightful immunological discussion
when constructing the manuscript. FUTURE DEVELOPMENTS IN
COMBINATIONAL STRATEGIES FOR HCC Similarly, peripheral immune phenotypes may predict for
therapeutic efficacy of SBRT and concurrent SBRT and ICB therapy
(101, 128). The use of radio-sensitivity index and radiosensitive gene
signatures have also been heavily investigated but fell short in their
value as predictive biomarkers (129). Taken altogether, the lack of
reliable predictive biomarker(s) for various treatments in HCC
indicates that greater effort and emphasis is required in this area
in order to more accurately select for therapy that provides the
maximum clinical benefit and minimal adverse effect for patients. otherwise “cold” TME to an immune-reactive “hot” TME,
which synergistically improves the effectiveness of ICB. Beyond
RT and ICB, combinational use of anti-angiogenesis agent, which
normalizes tumor vasculature and induce local immune response
in TME, can also be explored. Most importantly, the sharp
increase in the variety of combinational immunotherapeutic
options in recent years demands for the discovery of predictive
biomarkers in order to determine the most appropriate
therapeutic strategy for optimal clinical benefit. FUNDING This work was supported by the National Medical Research
Council (NMRC), Singapore (ref numbers: TCR15Jun006,
CIRG16may048, CSAS16Nov006, CSASI17may003,
and LCG17MAY003). CONCLUDING REMARKS The immunosuppressive landscape of HCC, as evidenced by the
presence of pro-tumoral and exhausted immune cells, renders
ICB a promising treatment option for HCC patients. Improvements in radiation techniques over the past two
decades have boosted the efficacies of RT in HCC. In
combination, ICB could overcome the upregulation of immune
checkpoint molecules/pathways induced by RT and restore the
anti-tumor immunity. In turn, RT can also re-model an AUTHOR CONTRIBUTIONS YL and VC contributed in design, drafting, revising, and
approving the final version of the manuscript. DT, CY, and SC
assisted in editing the manuscript. All authors contributed to the
article and approved the submitted version. REFERENCES Delineation of an
immunosuppressive gradient in hepatocellular carcinoma using high-
dimensional proteomic and transcriptomic analyses. Proc Natl Acad Sci
U.S.A. (2017) 114(29):E5900–9. doi: 10.1073/pnas.1706559114 19. Yau T, Kang Y-K, Kim T-Y, El-Khoueiry AB, Santoro A, Sangro B, et al. Nivolumab (NIVO) + ipilimumab (IPI) combination therapy in patients
(pts) with advanced hepatocellular carcinoma (aHCC): Results from
CheckMate 040. J Clin Oncol (2019) 37(15_suppl):4012–2. doi: 10.1200/
JCO.2019.37.15_suppl.4012 U.S.A. (2017) 114(29):E5900–9. doi: 10.1073/pnas.1706559114 38. Fu J, Xu D, Liu Z, Shi M, Zhao P, Fu B, et al. Increased regulatory T cells
correlate with CD8 T-cell impairment and poor survival in hepatocellular
carcinoma patients. Gastroenterology (2007) 132(7):2328–39. doi: 10.1053/
j.gastro.2007.03.102 20. Zhu AX, Finn RS, Edeline J, Cattan S, Ogasawara S, Palmer D, et al. Pembrolizumab in patients with advanced hepatocellular carcinoma
previously treated with sorafenib (KEYNOTE-224): a non-randomised,
open-label phase 2 trial. Lancet Oncol (2018) 19(7):940–52. doi: 10.1016/
S1470-2045(18)30351-6 39. Farhood B, NajafiM, Mortezaee K. CD8(+) cytotoxic T lymphocytes in
cancer immunotherapy: A review. J Cell Physiol (2019) 234(6):8509–21. doi: 10.1002/jcp.27782 40. Zheng C, Zheng L, Yoo JK, Guo H, Zhang Y, Guo X, et al. Landscape of
Infiltrating T Cells in Liver Cancer Revealed by Single-Cell Sequencing. Cell
(2017) 169(7):1342–1356 e16. doi: 10.1016/j.cell.2017.05.035 21. Cheng A-L, Qin S, Ikeda M, Galle P, Ducreux M, Zhu A, et al. LBA3IMbrave150: Efficacy and safety results from a ph III study
evaluating atezolizumab (atezo) + bevacizumab (bev) vs sorafenib (Sor) as
first treatment (tx) for patients (pts) with unresectable hepatocellular
carcinoma (HCC). Ann Oncol (2019) 30(Supplement_9):ix183–202. doi: 10.1093/annonc/mdz446.002 41. Gao Q, Qiu SJ, Fan J, Zhou J, Wang XY, Xiao YS, et al. Intratumoral balance
of regulatory and cytotoxic T cells is associated with prognosis of
hepatocellular carcinoma after resection. J Clin Oncol (2007) 25(18):2586–
93. doi: 10.1200/JCO.2006.09.4565 22. Chew V, Lee YH, Pan L, Nasir NJM, Lim CJ, Chua C, et al. Immune
activation underlies a sustained clinical response to Yttrium-90
radioembolisation in hepatocellular carcinoma. Gut (2019) 68(2):335–46. doi: 10.1136/gutjnl-2017-315485 42. Chen J, Gingold JA, Su X. Immunomodulatory TGF-beta Signaling in
Hepatocellular Carcinoma. Trends Mol Med (2019) 25(11):1010–23. doi: 10.1016/j.molmed.2019.06.007 43. Zhang JP, Yan J, Xu J, Pang XH, Chen MS, Li L, et al. Increased intratumoral
IL-17-producing cells correlate with poor survival in hepatocellular
carcinoma patients. J Hepatol (2009) 50(5):980–9. doi: 10.1016/
j.jhep.2008.12.033 23. Sauter B, Albert ML, Francisco L, Larsson M, Somersan S, Bhardwaj N. REFERENCES Consequences of cell death: exposure to necrotic tumor cells, but not
primary tissue cells or apoptotic cells, induces the maturation of
immunostimulatory dendritic cells. J Exp Med (2000) 191(3):423–34. doi: 10.1084/jem.191.3.423 44. Quezada SA, Simpson TR, Peggs KS, Merghoub T, Vider J, Fan X, et al. Tumor-reactive CD4(+) T cells develop cytotoxic activity and eradicate large
established melanoma after transfer into lymphopenic hosts. J Exp Med
(2010) 207(3):637–50. doi: 10.1084/jem.20091918 24. Deng L, Liang H, Burnette B, Beckett M, Darga T, Weichselbaum RR, et al. Irradiation and anti-PD-L1 treatment synergistically promote antitumor
immunity in mice. J Clin Invest (2014) 124(2):687–95. doi: 10.1172/JCI67313 45. Palucka K, Banchereau J. Cancer immunotherapy via dendritic cells. Nat Rev
Cancer (2012) 12(4):265–77. doi: 10.1038/nrc3258 25. Kim KJ, Kim JH, Lee SJ, Lee EJ, Shin EC, Seong J. Radiation improves
antitumor effect of immune checkpoint inhibitor in murine hepatocellular
carcinoma model. Oncotarget (2017) 8(25):41242–55. doi: 10.18632/
oncotarget.17168 46. LaCasse CJ, Janikashvili N, Larmonier CB, Alizadeh D, Hanke N, Kartchner
J, et al. Th-1 lymphocytes induce dendritic cell tumor killing activity by an
IFN-gamma-dependent mechanism. J Immunol (2011) 187(12):6310–7. doi: 10.4049/jimmunol.1101812 26. Young KH, Baird JR, Savage T, Cottam B, Friedman D, Bambina S, et al. Optimizing Timing of Immunotherapy Improves Control of Tumors by
Hypofractionated Radiation Therapy. PloS One (2016) 11(6):e0157164. doi: 10.1371/journal.pone.0157164 47. Lee HL, Jang JW, Lee SW, Yoo SH, Kwon JH, Nam SW, et al. Inflammatory
cytokines and change of Th1/Th2 balance as prognostic indicators for
hepatocellular carcinoma in patients treated with transarterial
chemoembolization. Sci Rep (2019) 9(1):3260. doi: 10.1038/s41598-019-40078-8 27. Medzhitov R. Origin and physiological roles of inflammation. Nature (2008)
454(7203):428–35. doi: 10.1038/nature07201 48. Foerster F, Hess M, Gerhold-Ay A, Marquardt JU, Becker D, Galle PR, et al. The immune contexture of hepatocellular carcinoma predicts clinical
outcome. Sci Rep (2018) 8(1):5351. doi: 10.1038/s41598-018-21937-2 28. Landskron G, De la Fuente M, Thuwajit P, Thuwajit C, Hermoso MA. Chronic inflammation and cytokines in the tumor microenvironment. J Immunol Res (2014) 2014:149185. doi: 10.1155/2014/149185 49. Ruffell B, DeNardo DG, Affara NII, Coussens LM. Lymphocytes in cancer
development: polarization towards pro-tumor immunity. Cytokine Growth
Factor Rev (2010) 21(1):3–10. doi: 10.1016/j.cytogfr.2009.11.002 29. Hanahan D, Weinberg RA. Hallmarks of cancer: the next generation. Cell
(2011) 144(5):646–74. doi: 10.1016/j.cell.2011.02.013 30. Lim CJ, Lee YH, Pan L, Lai L, Chua C, Wasser M, et al. Multidimensional
analyses reveal distinct immune microenvironment in hepatitis B virus-
related hepatocellular carcinoma. REFERENCES Liver resection
after downstaging hepatocellular carcinoma with sorafenib. Int J Hepatol
(2011) 2011:791013. doi: 10.4061/2011/791013 6. O’Rourke JM, Sagar VM, Shah T, Shetty S. Carcinogenesis on the background of
liver fibrosis: Implications for the management of hepatocellular cancer. World J
Gastroenterol (2018) 24(39):4436–47. doi: 10.3748/wjg.v24.i39.4436 14. Zhu YJ, Zheng B, Wang HY, Chen L. New knowledge of the mechanisms of
sorafenib resistance in liver cancer. Acta Pharmacol Sin (2017) 38(5):614–22. doi: 10.1038/aps.2017.5 7. Muz B, de la Puente P, Azab F, Azab AK. The role of hypoxia in cancer
progression, angiogenesis, metastasis, and resistance to therapy. Hypoxia
(Auckl) (2015) 3:83–92. doi: 10.2147/HP.S93413 15. Lang L. FDA approves sorafenib for patients with inoperable liver cancer. Gastroenterology (2008) 134(2):379. doi: 10.1053/j.gastro.2007.12.037 September 2020 | Volume 11 | Article 568759 Frontiers in Immunology | www.frontiersin.org 9 Combination Therapy in Liver Cancer Lee et al. carcinoma. Immunol Lett (2002) 84(3):163–72. doi: 10.1016/s0165-2478(02)
00176-1 16. Kudo M, Finn RS, Qin S, Han KH, Ikeda K, Piscaglia F, et al. Lenvatinib
versus sorafenib in first-line treatment of patients with unresectable
hepatocellular carcinoma: a randomised phase 3 non-inferiority trial. Lancet (2018) 391(10126):1163–73. doi: 10.1016/S0140-6736(18)30207-1 carcinoma. Immunol Lett (2002) 84(3):163–72. doi: 10.1016/s0165-2478(02)
00176-1 34. Chen J, Zaidi S, Rao S, Chen J-S, Phan L, Farci P, et al. Analysis of Genomes
and Transcriptomes of Hepatocellular Carcinomas Identifies Mutations and
Gene Expression Changes in the Transforming Growth Factor-b Pathway. Gastroenterology (2018) 154(1):195–210. doi: 10.1053/j.gastro.2017.09.007 17. Sangro B, Park J-W, Cruz CMD, Anderson J, Lang L, Neely J, et al. A
randomized, multicenter, phase 3 study of nivolumab vs sorafenib as first-
line treatment in patients (pts) with advanced hepatocellular carcinoma
(HCC): CheckMate-459. J Clin Oncol (2016) 34(15_suppl):TPS4147–
TPS4147. doi: 10.1200/JCO.2016.34.15_suppl.TPS4147 35. Noy R, Pollard JW. Tumor-associated macrophages: from mechanisms to
therapy. Immunity (2014) 41(1):49–61. doi: 10.1016/j.immuni.2014.06.010 36. Mantovani A, Sozzani S, Locati M, Allavena P, Sica A. Macrophage
polarization: tumor-associated macrophages as a paradigm for polarized
M2 mononuclear phagocytes. Trends Immunol (2002) 23(11):549–55. doi:
10.1016/S1471-4906(02)02302-5 18. Finn RS, Ryoo B-Y, Merle P, Kudo M, Bouattour M, Lim H-Y, et al. Results
of KEYNOTE-240: phase 3 study of pembrolizumab (Pembro) vs best
supportive care (BSC) for second line therapy in advanced hepatocellular
carcinoma (HCC). J Clin Oncol (2019) 37(15_suppl):4004–4. doi: 10.1200/
JCO.2019.37.15_suppl.4004. f. t. K.-. Investigators. 37. Chew V, Lai L, Pan L, Lim CJ, Li J, Ong R, et al. REFERENCES doi: 10.1200/JCO.2015.61.4925 56. Kang J-K, Kim M-S, Cho CK, Yang KM, Yoo HJ, Kim JH, et al. Stereotactic
body radiation therapy for inoperable hepatocellular carcinoma as a local
salvage treatment after incomplete transarterial chemoembolization. Cancer
(2012) 118(21):5424–31. doi: 10.1002/cncr.27533 73. Dovedi SJ, Adlard AL, Lipowska-Bhalla G, McKenna C, Jones S, Cheadle EJ,
et al. Acquired Resistance to Fractionated Radiotherapy Can Be Overcome
by Concurrent PD-L1 Blockade. Cancer Res (2014) 74(19):5458–68. doi: 10.1158/0008-5472.Can-14-1258 74. Cummings B, Keane T, Pintilie M, Warde P, Waldron J, Payne D, et al. Five
year results of a randomized trial comparing hyperfractionated to
conventional radiotherapy over four weeks in locally advanced head and
neck cancer. Radiother Oncol (2007) 85(1):7–16. doi: 10.1016/
j.radonc.2007.09.010 57. Bujold A, Massey CA, Kim JJ, Brierley J, Cho C, Wong RK, et al. Sequential
phase I and II trials of stereotactic body radiotherapy for locally advanced
hepatocellular carcinoma. J Clin Oncol (2013) 31(13):1631–9. doi: 10.1200/
JCO.2012.44.1659 58. Nabavizadeh N, Waller JG, Fain R, Chen Y, Degnin CR, Elliott DA, et al. Safety and Efficacy of Accelerated Hypofractionation and Stereotactic Body
Radiation Therapy for Hepatocellular Carcinoma Patients With Varying
Degrees of Hepatic Impairment. Int J Radiat Oncol Biol Phys (2018) 100
(3):577–85. doi: 10.1016/j.ijrobp.2017.11.030 75. Granier C, De Guillebon E, Blanc C, Roussel H, Badoual C, Colin E, et al. Mechanisms of action and rationale for the use of checkpoint inhibitors in
cancer. ESMO Open (2017) 2(2):e000213. doi: 10.1136/esmoopen-2017-
000213 59. Bae SH, Park HC, Yoon WS, Yoon SM, Jung IH, Lee IJ, et al. Treatment
Outcome after Fractionated Conformal Radiotherapy for Hepatocellular
Carcinoma in Patients with Child-Pugh Classification B in Korea (KROG
16-05). Cancer Res Treat (2019) 51(4):1589–99. doi: 10.4143/crt.2018.687 76. Greten TF, Sangro B. Targets for immunotherapy of liver cancer. J Hepatol
(2017) 68(1):157–66. doi: 10.1016/j.jhep.2017.09.007 77. Okusaka T, Ikeda M. Immunotherapy for hepatocellular carcinoma: current
status and future perspectives. ESMO Open (2018) 3(Suppl 1):e000455. doi: 10.1136/esmoopen-2018-000455 60. Bae SH, Kim MS, Cho CK, Kang JK, Lee SY, Lee KN, et al. Predictor of severe
gastroduodenal toxicity after stereotactic body radiotherapy for
abdominopelvic malignancies. Int J Radiat Oncol Biol Phys (2012) 84(4):
e469–74. doi: 10.1016/j.ijrobp.2012.06.005 78. Xu W, Liu K, Chen M, Sun JY, McCaughan GW, Lu XJ, et al. Immunotherapy for hepatocellular carcinoma: recent advances and future
perspectives. Ther Adv Med Oncol (2019) 11:1758835919862692. doi: 10.1177/1758835919862692 61. REFERENCES Mazzaferro V, Sposito C, Bhoori S, Romito R, Chiesa C, Morosi C, et al. Yttrium-90 radioembolization for intermediate-advanced hepatocellular
carcinoma: a phase 2 study. Hepatology (2013) 57(5):1826–37. doi: 10.1002/hep.26014 79. Huppert LA, Gordan JD, Kelley RK. Checkpoint Inhibitors for the
Treatment of Advanced Hepatocellular Carcinoma. Clin Liver Dis
(Hoboken) (2020) 15(2):53–8. doi: 10.1002/cld.879 80. Iwai Y, Ishida M, Tanaka Y, Okazaki T, Honjo T, Minato N. Involvement of
PD-L1 on tumor cells in the escape from host immune system and tumor
immunotherapy by PD-L1 blockade. Proc Natl Acad Sci U.S.A. (2002) 99
(19):12293–7. doi: 10.1073/pnas.192461099 62. Riaz A, Awais R, Salem R. Side effects of yttrium-90 radioembolization. Front Oncol (2014) 4:198:198. doi: 10.3389/fonc.2014.00198 63. Mohamed M, Katz AW, Tejani MA, Sharma AK, Kashyap R, Noel MS, et al. Comparison of outcomes between SBRT, yttrium-90 radioembolization,
transarterial chemoembolization, and radiofrequency ablation as bridge to
transplant for hepatocellular carcinoma. Adv Radiat Oncol (2015) 1(1):35–
42. doi: 10.1016/j.adro.2015.12.003 81. Twyman-Saint Victor C, Rech AJ, Maity A, Rengan R, Pauken KE, Stelekati
E, et al. Radiation and dual checkpoint blockade activate non-redundant
immune mechanisms in cancer. Nature (2015) 520(7547):373–7. doi: 10.1038/nature14292 64. Arnold KM, Flynn NJ, Raben A, Romak L, Yu Y, Dicker AP, et al. The Impact of
Radiation on the Tumor Microenvironment: Effect of Dose and Fractionation
Schedules. Cancer Growth Metastasis (2018) 11:1179064418761639. doi: 10.1177/1179064418761639 82. Chen L, Ashe S, Brady WA, Hellstrom I, Hellstrom KE, Ledbetter JA, et al. Costimulation of antitumor immunity by the B7 counterreceptor for the T
lymphocyte molecules CD28 and CTLA-4. Cell (1992) 71(7):1093–102. doi: 10.1016/s0092-8674(05)80059-5 65. Reynders K, Illidge T, Siva S, Chang JY, De Ruysscher D. The abscopal effect
of local radiotherapy: using immunotherapy to make a rare event clinically
relevant. Cancer Treat Rev (2015) 41(6):503–10. doi: 10.1016/
j.ctrv.2015.03.011 83. Seidel JA, Otsuka A, Kabashima K. Anti-PD-1 and Anti-CTLA-4 Therapies
in Cancer: Mechanisms of Action, Efficacy, and Limitations. Front Oncol
(2018) 8:86. doi: 10.3389/fonc.2018.00086 84. Egen JG, Kuhns MS, Allison JP. CTLA-4: new insights into its biological
function and use in tumor immunotherapy. Nat Immunol (2002) 3(7):611–
8. doi: 10.1038/ni0702-611 66. Apetoh L, Ghiringhelli F, Tesniere A, Obeid M, Ortiz C, Criollo A, et al. Toll-
like receptor 4–dependent contribution of the immune system to anticancer
chemotherapy and radiotherapy. Nat Med (2007) 13(9):1050–9. doi: 10.1038/nm1622 85. Abou-Alfa GK, Chan SL, Furuse J, Galle PR, Kelley RK, Qin S, et al. REFERENCES Gut (2019) 68(5):916–27. doi: 10.1136/
gutjnl-2018-316510 50. DeNardo DG, Barreto JB, Andreu P, Vasquez L, Tawfik D, Kolhatkar N,
et al. CD4(+) T cells regulate pulmonary metastasis of mammary carcinomas
by enhancing protumor properties of macrophages. Cancer Cell (2009) 16
(2):91–102. doi: 10.1016/j.ccr.2009.06.018 51. Saxena R, Kaur J. Th1/Th2 cytokines and their genotypes as predictors of
hepatitis B virus related hepatocellular carcinoma. World J Hepatol (2015) 7
(11):1572–80. doi: 10.4254/wjh.v7.i11.1572 31. Zhu AX, Duda DG, Sahani DV, Jain RK. HCC and angiogenesis: possible
targets and future directions. Nat Rev Clin Oncol (2011) 8(5):292–301. doi: 10.1038/nrclinonc.2011.30 32. Balkwill F, Mantovani A. Inflammation and cancer: back to Virchow? Lancet
(2001) 357(9255):539–45. doi: 10.1016/S0140-6736(00)04046-0 52. Cai L, Zhang Z, Zhou L, Wang H, Fu J, Zhang S, et al. Functional impairment in
circulating and intrahepatic NK cells and relative mechanism in hepatocellular
carcinoma patients. Clin Immunol (2008) 129(3):428–37. doi: 10.1016/
j.clim.2008.08.012 33. Chia CS, Ban K, Ithnin H, Singh H, Krishnan R, Mokhtar S, et al. Expression
of interleukin-18, interferon-gamma and interleukin-10 in hepatocellular September 2020 | Volume 11 | Article 568759 Frontiers in Immunology | www.frontiersin.org 10 Combination Therapy in Liver Cancer Lee et al. 53. Barber DL, Wherry EJ, Masopust D, Zhu B, Allison JP, Sharpe AH, et al. Restoring function in exhausted CD8 T cells during chronic viral infection. Nature (2006) 439(7077):682–7. doi: 10.1038/nature04444 70. Kachikwu EL, Iwamoto KS, Liao YP, DeMarco JJ, Agazaryan N, Economou
JS, et al. Radiation enhances regulatory T cell representation. Int J Radiat
Oncol Biol Phys (2011) 81(4):1128–35. doi: 10.1016/j.ijrobp.2010.09.034 54. Ohri N, Dawson LA, Krishnan S, Seong J, Cheng JC, Sarin SK, et al. Radiotherapy for Hepatocellular Carcinoma: New Indications and
Directions for Future Study. J Natl Cancer Inst (2016) 108(9):djw133. doi: 10.1093/jnci/djw133 71. Jacquelot N, Yamazaki T, Roberti MP, Duong CPM, Andrews MC,
Verlingue L, et al. Sustained Type I interferon signaling as a mechanism
of resistance to PD-1 blockade. Cell Res (2019) 29(10):846–61. doi: 10.1038/
s41422-019-0224-x 72. Terawaki S, Chikuma S, Shibayama S, Hayashi T, Yoshida T, Okazaki T,
et al. IFN-a Directly Promotes Programmed Cell Death-1 Transcription and
Limits the Duration of T Cell-Mediated Immunity. J Immunol (2011) 186
(5):2772–9. doi: 10.4049/jimmunol.1003208 55. Wahl DR, Stenmark MH, Tao Y, Pollom EL, Caoili EM, Lawrence TS, et al. Outcomes After Stereotactic Body Radiotherapy or Radiofrequency Ablation
for Hepatocellular Carcinoma. J Clin Oncol Off J Am Soc Clin Oncol (2016)
34(5):452–9. REFERENCES A
randomized, multicenter phase 3 study of durvalumab (D) and tremelimumab
(T) as first-line treatment in patients with unresectable hepatocellular
carcinoma (HCC): HIMALAYA study. J Clin Oncol (2018) 36(15_suppl):
TPS4144–TPS4144. doi: 10.1200/JCO.2018.36.15_suppl.TPS4144 67. Deng L, Liang H, Xu M, Yang X, Burnette B, Arina A, et al. STING-
Dependent Cytosolic DNA Sensing Promotes Radiation-Induced Type I
Interferon-Dependent Antitumor Immunity in Immunogenic Tumors. Immunity (2014) 41(5):843–52. doi: 10.1016/j.immuni.2014.10.019 86. Wang Q, Wu X. Primary and acquired resistance to PD-1/PD-L1 blockade
in cancer treatment. Int Immunopharmacol (2017) 46:210–9. doi: 10.1016/
j.intimp.2017.03.015 68. Lugade AA, Sorensen EW, Gerber SA, Moran JP, Frelinger JG, Lord EM. Radiation-induced IFN-gamma production within the tumor
microenvironment influences antitumor immunity. J Immunol (2008) 180
(5):3132–9. doi: 10.4049/jimmunol.180.5.3132 87. Flynn MJ, Larkin JMG. Novel combination strategies for enhancing efficacy
of immune checkpoint inhibitors in the treatment of metastatic solid
malignancies. Expert Opin Pharmacother (2017) 18(14):1477–90. doi: 10.1080/14656566.2017.1369956 69. Chiang CS, Fu SY, Wang SC, Yu CF, Chen FH, Lin CM, et al. Irradiation
promotes an m2 macrophage phenotype in tumor hypoxia. Front Oncol
(2012) 2:89:89. doi: 10.3389/fonc.2012.00089 September 2020 | Volume 11 | Article 568759 Frontiers in Immunology | www.frontiersin.org Combination Therapy in Liver Cancer Lee et al. Review on Timing, Dose and Fractionation. Front Oncol (2018) 8:612. doi: 10.3389/fonc.2018.00612 Review on Timing, Dose and Fractionation. Front Oncol (2018) 8:612. doi: 10.3389/fonc.2018.00612 88. Tai D, Choo SP, Chew V. Rationale of Immunotherapy in Hepatocellular
Carcinoma and Its Potential Biomarkers. Cancers (Basel) (2019) 11
(12):1926. doi: 10.3390/cancers11121926 105. Bonta I, Isac JF, Meiri E, Bonta D, Rich P. Correlation between tumor
mutation burden and response to immunotherapy. J Clin Oncol (2017) 35
(15_suppl):e14579–9. doi: 10.1200/JCO.2017.35.15_suppl.e14579 89. Onuma AE, Zhang H, Huang H, Williams TM, Noonan A, Tsung A. Immune Checkpoint Inhibitors in Hepatocellular Cancer: Current
Understanding on Mechanisms of Resistance and Biomarkers of Response
to Treatment. Gene Expr (2020) 20(1):53–65. doi: 10.3727/
105221620X15880179864121 15_suppl):e14579–9. doi: 10.1200/JCO.2017.35.15_suppl.e14579 106. Demaria S, Formenti SC. Radiation as an immunological adjuvant: current
evidence on dose and fractionation. Front Oncol (2012) 2:153. doi: 10.3389/
fonc.2012.00153 90. Lim CJ, Chew V. Impact of Viral Etiologies on the Development of Novel
Immunotherapy for Hepatocellular Carcinoma. Semin Liver Dis (2020) 40
(2):131–42. doi: 10.1055/s-0039-3399534 107. LeCouter J, Moritz DR, Li B, Phillips GL, Liang XH, Gerber HP, et al. Angiogenesis-independent endothelial protection of liver: role of VEGFR-1. Science (2003) 299(5608):890–3. doi: 10.1126/science.1079562 108. REFERENCES Chao Y, Li CP, Chau GY, Chen CP, King KL, Lui WY, et al. Prognostic
significance of vascular endothelial growth factor, basic fibroblast growth
factor, and angiogenin in patients with resectable hepatocellular carcinoma
after surgery. Ann Surg Oncol (2003) 10(4):355–62. doi: 10.1245/
aso.2003.10.002 91. El-Khoueiry AB, Sangro B, Yau T, Crocenzi TS, Kudo M, Hsu C, et al. Nivolumab in patients with advanced hepatocellular carcinoma (CheckMate
040): an open-label, non-comparative, phase 1/2 dose escalation and
expansion trial. Lancet (2017) 389(10088):2492–502. doi: 10.1016/S0140-
6736(17)31046-2 92. Tumeh PC, Harview CL, Yearley JH, Shintaku IP, Taylor EJ, Robert L, et al. PD-1 blockade induces responses by inhibiting adaptive immune resistance. Nature (2014) 515(7528):568–71. doi: 10.1038/nature13954 109. Suh YG, Lee EJ, Cha H, Yang SH, Seong J. Prognostic Values of Vascular
Endothelial Growth Factor and Matrix Metalloproteinase-2 in
Hepatocellular Carcinoma after Radiotherapy. Digest Dis (2014) 32
(6):725–32. doi: 10.1159/000368010 93. Taube JM, Klein A, Brahmer JR, Xu H, Pan X, Kim JH, et al. Association of
PD-1, PD-1 ligands, and other features of the tumor immune
microenvironment with response to anti-PD-1 therapy. Clin Cancer Res
(2014) 20(19):5064–74. doi: 10.1158/1078-0432.CCR-13-3271 110. Shigeta K, Datta M, Hato T, Kitahara S, Chen IX, Matsui A, et al. Dual
Programmed Death Receptor-1 and Vascular Endothelial Growth Factor
Receptor-2 Blockade Promotes Vascular Normalization and Enhances
Antitumor Immune Responses in Hepatocellular Carcinoma. Hepatology
(2019) 71(4):1247–61. doi: 10.1002/hep.30889 94. Chen PL, Roh W, Reuben A, Cooper ZA, Spencer CN, Prieto PA, et al. Analysis of Immune Signatures in Longitudinal Tumor Samples Yields
Insight into Biomarkers of Response and Mechanisms of Resistance to
Immune Checkpoint Blockade. Cancer Discovery (2016) 6(8):827–37. doi: 10.1158/2159-8290.CD-15-1545 111. Wu JB, Tang YL, Liang XH. Targeting VEGF pathway to normalize the
vasculature: an emerging insight in cancer therapy. Oncol Targets Ther
(2018) 11:6901–9. doi: 10.2147/OTT.S172042 95. Ma L, Hernandez MO, Zhao Y, Mehta M, Tran B, Kelly M, et al. Tumor Cell
Biodiversity Drives Microenvironmental Reprogramming in Liver Cancer. Cancer Cell (2019) 36(4):418–430.e6. doi: 10.1016/j.ccell.2019.08.007 112. Pollom EL, Deng L, Pai RK, Brown JM, Giaccia A, Loo BW Jr., et al. Gastrointestinal Toxicities With Combined Antiangiogenic and Stereotactic
Body Radiation Therapy. Int J Radiat Oncol Biol Phys (2015) 92(3):568–76. doi: 10.1016/j.ijrobp.2015.02.016 96. Ohm JE, Gabrilovich DII, Sempowski GD, Kisseleva E, Parman KS, Nadaf S,
et al. VEGF inhibits T-cell development and may contribute to tumor-
induced immune suppression. Blood (2003) 101(12):4878–86. doi: 10.1182/
blood-2002-07-1956 113. REFERENCES Katz JB, Muller AJ, Prendergast GC. Indoleamine 2,3-dioxygenase in T-cell
tolerance and tumoral immune escape. Immunol Rev (2008) 222:206–21. doi: 10.1111/j.1600-065X.2008.00610.x 114. Asghar K, Farooq A, Zulfiqar B, Rashid MU. Indoleamine 2,3-dioxygenase:
As a potential prognostic marker and immunotherapeutic target for
hepatocellular carcinoma. World J Gastroenterol (2017) 23(13):2286–93. doi: 10.3748/wjg.v23.i13.2286 97. Motz GT, Santoro SP, Wang LP, Garrabrant T, Lastra RR, Hagemann IS,
et al. Tumor endothelium FasL establishes a selective immune barrier
promoting tolerance in tumors. Nat Med (2014) 20(6):607–15. doi: 10.1038/nm.3541 98. Wehrenberg-Klee E, Goyal L, Dugan M, Zhu AX, Ganguli S. Y-90
Radioembolization Combined with a PD-1 Inhibitor for Advanced
Hepatocellular Carcinoma. Cardiovasc Intervent Radiol (2018) 41
(11):1799–802. doi: 10.1007/s00270-018-1993-1 115. Ishio T, Goto S, Tahara K, Tone S, Kawano K, Kitano S. Immunoactivative
role of indoleamine 2,3-dioxygenase in human hepatocellular carcinoma. J Gastroenterol Hepatol (2004) 19(3):319–26. doi: 10.1111/j.1440-1746.2003. 03259.x 99. Chiang C-L, Chan ACY, Chiu KWH, Kong F-M. Combined Stereotactic
Body Radiotherapy and Checkpoint Inhibition in Unresectable
Hepatocellular Carcinoma: A Potential Synergistic Treatment Strategy. Front Oncol (2019) 9:1157. doi: 10.3389/fonc.2019.01157 116. Li S, Han X, Lyu N, Xie Q, Deng H, Mu L, et al. Mechanism and prognostic
value of indoleamine 2,3-dioxygenase 1 expressed in hepatocellular
carcinoma. Cancer Sci (2018) 109(12):3726–36. doi: 10.1111/cas.13811 117. Wang W, Huang L, Jin J-Y, Jolly S, Zang Y, Wu H, et al. IDO Immune Status
after Chemoradiation May Predict Survival in Lung Cancer Patients. Cancer
Res (2018) 78(3):809–16. doi: 10.1158/0008-5472.CAN-17-2995 100. Tai WMD, Loke KSH, Gogna A, Tan SH, Ng DCE, Hennedige TP, et al. A
phase II open-label, single-center, nonrandomized trial of Y90-
radioembolization in combination with nivolumab in Asian patients with
advanced hepatocellular carcinoma: CA 209-678. J Clin Oncol (2020) 38
(15_suppl):4590–0. doi: 10.1200/JCO.2020.38.15_suppl.4590 118. Liu M, Li Z, Yao W, Zeng X, Wang L, Cheng J, et al. IDO inhibitor synergized
with radiotherapy to delay tumor growth by reversing T cell exhaustion. Mol
Med Rep (2020) 21(1):445–53. doi: 10.3892/mmr.2019.10816 119. Yang S, Wei W, Zhao Q. B7-H3, a checkpoint molecule, as a target for cancer
immunotherapy. Int J Biol Sci (2020) 16(11):1767–73. doi: 10.7150/
ijbs.41105 101. Tang C, Welsh JW, de Groot P, Massarelli E, Chang JY, Hess KR, et al. Ipilimumab with Stereotactic Ablative Radiation Therapy: Phase I Results
and Immunologic Correlates from Peripheral T Cells. Clin Cancer Res Off J
Am Assoc Cancer Res (2017) 23(6):1388–96. doi: 10.1158/1078-0432.CCR-
16-1432 120. REFERENCES Zheng Y, Liao N, Wu Y, Gao J, Li Z, Liu W, et al. High expression of B7−H2
or B7−H3 is associated with poor prognosis in hepatocellular carcinoma. Mol
Med Rep (2019) 19(5):4315–25. doi: 10.3892/mmr.2019.10080 102. Dewan MZ, Galloway AE, Kawashima N, Dewyngaert JK, Babb JS, Formenti
SC, et al. Fractionated but Not Single-Dose Radiotherapy Induces an
Immune-Mediated Abscopal Effect when Combined with Anti–CTLA-4
Antibody. Clin Cancer Res (2009) 15(17):5379–88. doi: 10.1158/1078-
0432.Ccr-09-0265 121. Chavez JC, Bachmeier C, Kharfan-Dabaja MA. CAR T-cell therapy for B-cell
lymphomas: clinical trial results of available products. Ther Adv Hematol
(2019) 10:2040620719841581. doi: 10.1177/2040620719841581 122. Ma S, Li X, Wang X, Cheng L, Li Z, Zhang C, et al. Current Progress in CAR-
T Cell Therapy for Solid Tumors. Int J Biol Sci (2019) 15(12):2548–60. doi: 10.7150/ijbs.34213 103. Luke JJ, Lemons JM, Karrison TG, Pitroda SP, Melotek JM, Zha Y, et al. Safety and Clinical Activity of Pembrolizumab and Multisite Stereotactic
Body Radiotherapy in Patients With Advanced Solid Tumors. J Clin Oncol
(2018) 36(16):1611–8. doi: 10.1200/JCO.2017.76.2229 123. Shi D, Shi Y, Kaseb AO, Qi X, Zhang Y, Chi J, et al. Chimeric Antigen
Receptor-Glypican-3 T-Cell Therapy for Advanced Hepatocellular
Carcinoma: Results of Phase 1 Trials. Clin Cancer Res (2020) 26(15):3979–
89. doi: 10.1158/1078-0432.Ccr-19-3259 104. Buchwald ZS, Wynne J, Nasti TH, Zhu S, Mourad WF, Yan W, et al. Radiation, Immune Checkpoint Blockade and the Abscopal Effect: A Critical September 2020 | Volume 11 | Article 568759 Frontiers in Immunology | www.frontiersin.org 12 Combination Therapy in Liver Cancer Lee et al. Cancer: The ORIOLE Phase 2 Randomized Clinical Trial. JAMA Oncol (2020) 6
(5):650–9. doi: 10.1001/jamaoncol.2020.0147 124. Kaseb AO, Hassan M, Lacin S, Abdel-Wahab R, Amin HM, Shalaby A, et al. Evaluating clinical and prognostic implications of Glypican-3 in
hepatocellular carcinoma. Oncotarget (2016) 7(43):69916–26. doi: 10.18632/oncotarget.12066 129. Forker LJ, Choudhury A, Kiltie AE. Biomarkers of Tumour Radiosensitivity
and Predicting Benefit from Radiotherapy. Clin Oncol (R Coll Radiol) (2015)
27(10):561–9. doi: 10.1016/j.clon.2015.06.002 125. Crittenden MR, Zebertavage L, Kramer G, Bambina S, Friedman D, Troesch
V, et al. Tumor cure by radiation therapy and checkpoint inhibitors depends
on pre-existing immunity. Sci Rep (2018) 8(1):7012. doi: 10.1038/s41598-
018-25482-w Conflict of Interest: The authors declare that the research was conducted in the
absence of any commercial or financial relationships that could be construed as a
potential conflict of interest. 126. September 2020 | Volume 11 | Article 568759 REFERENCES Friemel J, Rechsteiner M, Frick L, Bohm F, Struckmann K, Egger M, et al. Intratumor heterogeneity in hepatocellular carcinoma. Clin Cancer Res
(2015) 21(8):1951–61. doi: 10.1158/1078-0432.CCR-14-0122 Copyright © 2020 Lee, Tai, Yip, Choo and Chew. This is an open-access article
distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the
original author(s) and the copyright owner(s) are credited and that the original
publication in this journal is cited, in accordance with accepted academic practice. No
use, distribution or reproduction is permitted which does not comply with these terms. 127. Carbone DP, Reck M, Paz-Ares L, Creelan B, Horn L, Steins M, et al. First-
Line Nivolumab in Stage IV or Recurrent Non–Small-Cell Lung Cancer. New
Engl J Med (2017) 376(25):2415–26. doi: 10.1056/NEJMoa1613493 128. Phillips R, Shi WY, Deek M, Radwan N, Lim SJ, Antonarakis ES, et al. Outcomes
of Observation vs Stereotactic Ablative Radiation for Oligometastatic Prostate September 2020 | Volume 11 | Article 568759 Frontiers in Immunology | www.frontiersin.org 13
|
https://openalex.org/W2588959663
|
http://www.zora.uzh.ch/id/eprint/136109/1/srep42967%281%29.pdf
|
English
| null |
The Use of Bright and Dark Types of Humour is Rooted in the Brain
|
Scientific reports
| 2,017
|
cc-by
| 8,346
|
Zurich Open Repository and
Archive
University of Zurich
University Library
Strickhofstrasse 39
CH-8057 Zurich
www.zora.uzh.ch Year: 2017 the Use of Bright and Dark types of
Humour is Rooted in the Brain
Ilona papousek1, Willibald Ruch2, Christian Rominger1, elisabeth Kindermann1,
Katharina scheidl1, Günter schulter1, Andreas Fink1 & elisabeth M. Weiss1 received: 11 October 2016
Accepted: 17 January 2017
Published: 17 February 2017 the ways in which humour can be used are related to the manifold interpersonal functions humour
can serve, some of which are positive, and some negative. In the present study, phasic changes in
the functional coupling of prefrontal and posterior cortex (eeG coherence) during other people’s
auditory displays of happy and sad mood were recorded to predict people’s typical use of humour in
social interactions. Greater use of benevolent humour, the intentions of which are in keeping with
the characteristics of “laughing-with” humour, was associated with greater decreases of prefrontal-
posterior coupling during the processing of happy laughter. More loose prefrontal-posterior coupling
indicates loosening of control of the prefrontal cortex over the incoming perceptual information,
thereby opening up the perceptual gate and allowing the brain to become more affected by the social-
emotional signals. Greater use of humour styles linked to malicious intentions of “laughing-at” humour
was associated with responses indicating a wider opened perceptual gate during the processing of other
people’s crying. The findings are consistent with the idea that typical humour styles develop in line with
the rewarding values of their outcomes (e.g., interaction partners are happy or hurt), which in turn are
defined through the individuals’ latent interpersonal goals. The use of humour is a common component in social interaction, where it can serve different purposes. A com-
mon distinction, also confirmed by psychometric analysis, is that between using humour with the intention to
laugh with others versus the intention to laugh at others1. The ways in which humour can be used are related
to the manifold interpersonal functions humour can serve, some of which are positive, and some negative2. Shared humour (laughing with somebody else) is an important social bonding mechanism, it aids the formation,
enhancement, and maintenance of social relationships, and enhances feelings of connectedness and closeness3–11. Interpersonal functions of laughing at others include manipulative control, status enhancement or maintenance,
ostracism of out-group members, and enforcement of conformity12–14. g
p
y
If the interpersonal intentions coupled with the ways in which humour can be used are not limited to the
moment but are manifested as a trait and, thus, are mirrored in the typical use of certain types of humour, the
latter may be rooted in relevant social-emotional brain functions. 1University of Graz, Department of Psychology, Biological Psychology Unit, Graz, Austria. 2University of Zurich,
Department of Psychology, Zurich, Switzerland. correspondence and requests for materials should be addressed to
i.P. (email: ilona.papousek@uni-graz.at) The use of bright and dark types of humour is rooted in the brain Papousek, Ilona ; Ruch, Willibald ; Rominger, Christian ; Kindermann, Elisabeth ; Scheidl, Katharina ; Schulter,
Günter ; Fink, Andreas ; Weiss, Elisabeth M DOI: https://doi.org/10.1038/srep42967 Posted at the Zurich Open Repository and Archive, University of Zurich
ZORA URL: https://doi.org/10.5167/uzh-136109
Journal Article
Published Version
The following work is licensed under a Creative Commons: Attribution 4.0 Interna Posted at the Zurich Open Repository and Archive, University of Zurich
ZORA URL: https://doi.org/10.5167/uzh-136109
Journal Article
Published Version ollowing work is licensed under a Creative Commons: Attribution 4.0 International (CC BY 4.0) License. Originally published at:
Papousek, Ilona; Ruch, Willibald; Rominger, Christian; Kindermann, Elisabeth; Scheidl, Katharina; Schulter, Gün-
ter; Fink, Andreas; Weiss, Elisabeth M (2017). The use of bright and dark types of humour is rooted in the brain. Scientific Reports, 7:42967. DOI: https://doi.org/10.1038/srep42967 Originally published at:
Papousek, Ilona; Ruch, Willibald; Rominger, Christian; Kindermann, Elisabeth; Scheidl, Katharina; Schulter, Gün-
ter; Fink, Andreas; Weiss, Elisabeth M (2017). The use of bright and dark types of humour is rooted in the brain. Scientific Reports, 7:42967. DOI: https://doi.org/10.1038/srep42967 Originally published at:
Papousek, Ilona; Ruch, Willibald; Rominger, Christian; Kindermann, Elisabeth; Scheidl, Katharina; Schulter, Gün-
ter; Fink, Andreas; Weiss, Elisabeth M (2017). The use of bright and dark types of humour is rooted in the brain. Scientific Reports, 7:42967. DOI: https://doi.org/10.1038/srep42967 www.nature.com/scientificreports www.nature.com/scientificreports Scientific RepoRts | 7:42967 | DOI: 10.1038/srep42967 received: 11 October 2016
Accepted: 17 January 2017
Published: 17 February 2017 Results
S
d
d Standard multiple regression analyses were performed to examine whether individual differences in changes of
prefrontal-posterior coupling during the perception of other people’s laughter or crying may predict the typical
use of each of the eight types of humour captured by the 8SHCS. Change-of-coherence scores (∆ coh) during lis-
tening to the laughter and crying stimuli were used as the predictors. Because of the wide age range in the sample,
and because brain connectivity33,34 as well as humour preferences35,36 may change with aging, age was included as
an additional predictor to control for its potential influence. Results of the effects of the change-of-coherence scores (∆ coh) in the right hemisphere during listening to
other people’s laughter and crying are summarised in Table 1. The regression models were significant for cyn-
icism (F(3,48) = 2.8, p = 0.049, R2 = 0.15), sarcasm (F(3,48) = 3.3, p = 0.027, R2 = 0.17), irony (F(3,48) = 4.0,
p = 0.013, R2 = 0.20), wit (F(3,48) = 2.9, p = 0.045, R2 = 0.15), nonsense (F(3,48) = 3.8, p = 0.017, R2 = 0.19),
and benevolent humour (F(3,48) = 3.3, p = 0.029, R2 = 0.17), and were not significant for satire (F(3,48) = 2.0,
p = 0.132, R2 = 0.11) and fun (F(3,48) = 0.8, p = 0.494, R2 = .05; α = 0.05). With the use of a p < 0.005 criterion for
Mahalanobis distance no outliers among the cases were found. The detailed results of the regression analyses depicted in Table 1 show that greater decreases of ∆ coh during
the perception of other people’s crying, that indicate a relatively more opened perceptual gate during this stim-
ulus, were associated with a greater propensity to use cynical, sarcastic, and ironic humour, and wit. In contrast,
greater decreases of ∆ coh during the perception of other people’s laughter were associated with a greater pro-
pensity to use benevolent humour. Changes in prefrontal-posterior coupling during the laughter or the crying
stimulus did not correlate with the use of satire, fun (clowning around), and nonsense humour. The semi-partial
correlations denote the correlations between ∆ coh during one social-emotional stimulus and use of a humour
style, adjusted for ∆ coh during the other stimulus and age. Table 1 shows that the semi-partial correlations
remained virtually unchanged compared to the respective zero-order correlations. www.nature.com/scientificreports/ to make others laugh about them are goals of the benevolent humour style. Schmidt-Hidding did not attribute
significant social goals to the styles nonsense and fun. The set of humour styles overlaps with previous ones (e.g.,
8) but is more extensive15. )
Broadly defined, goals refer to internal representations of desired states19. The goals attributed to the humour
styles most probably refer to “latent” goals19, which can motivate action and direct behaviour outside of people’s
awareness20 and which play key roles in many aspects of social life (e.g., moral behaviour, social discrimination21). It is believed that positive reward signals are attached to the outcomes of goals via the mesolimbic dopamine sys-
tem20,22,23. Whether a goal is pursued depends on its rewarding value, that is, on the extent to which the outcome
is desired and rewarding19. g
Considering an interpersonal view of the desired outcomes, the goals attached to the humour styles may
be summarised as either to make the targets happy and laugh (“laughing-with” type of humour), or to hurt the
targets, make them cry (“laughing-at” styles). Taken together, this means that the respective outcomes (social
interaction partners are happy or hurt) and, as a consequence thereof, the respective displays of happy/exhilarated
(laughter) or depressed/despaired (crying) emotional states have a desired, rewarding value. Pursuing this train of thought, one may expect different brain responses in individuals with lesser versus
greater use of bright (“laughing-with”) or dark (“laughing-at”) types of humour when they are exposed to other
people’s laughter and crying, depending on the supposed rewarding value of the stimulus. Specifically, this con-
cerns phasic changes in the functional coupling of prefrontal and posterior association cortex, measured by
changes of EEG coherence, which signify modulation of incoming affectively laden social information. More
loose prefrontal-posterior coupling during social-emotional processing, especially in the right hemisphere, indi-
cates loosening of control of the prefrontal cortex over the incoming perceptual information, thereby opening up
the perceptual gate and allowing the brain to become more affected by the social-emotional signals. By contrast,
functional coupling increases during exposure to aversive information, protecting the individual from being
unduly affected by the aversive input24–29. yf
y
p
It may be expected, therefore, that typical use of “laughing-with” humour will be correlated with decreases of
prefrontal-posterior coupling (EEG coherence) during the processing of other people’s happy laughter, allowing
the brain to become more affected by this rewarding social-emotional signal. www.nature.com/scientificreports/ On the other hand, typical use of
dark, “laughing-at” humour may be correlated with relative decreases of prefrontal-posterior coupling during the
processing of other people’s crying. p
g
p
p
y
g
However, there is at least one other possible outcome. Dark humour styles were associated with low interper-
sonal competence, particularly with poor ability to perceive other people’s emotions30–32. Therefore, it is possible
that individuals poor in the perception of emotions tend to use humour in compromising ways, because they do
not (appropriately) interprete the target’s emotional feedback. In regard to the brain responses, during the expo-
sure to social-emotional signals, prefrontal-posterior coupling was also higher (gate more closed) in individuals
with a generally lower propensity for perceiving the emotional states of other persons26. Consequently, if poorer
emotion perception is the more crucial process underlying strong tendencies to use dark humour, use of dark
humour styles may be expected to be associated with increases, rather than decreases, of prefrontal-posterior
coupling in response to other people’s crying. Scientific RepoRts | 7:42967 | DOI: 10.1038/srep42967 the Use of Bright and Dark types of
Humour is Rooted in the Brain
Ilona papousek1, Willibald Ruch2, Christian Rominger1, elisabeth Kindermann1,
Katharina scheidl1, Günter schulter1, Andreas Fink1 & elisabeth M. Weiss1 For the following reasons, the brain’s auto-
matic responses to the perception of other people’s displays of happy and depressed or despaired emotional states
seemed to be a promising candidate for finding neurological roots of bright and dark humour styles. Humour styles refer to the ways in which humour is typically used in social interactions, and there are mul-
tiple ways to categorise them15. We used a classification in the present study that specifically focuses on the use/
production of humour (as opposed to the appreciation of humour produced by others) and includes the attempt
to define the goals and intentions of the use of humour paired with the attitudes towards the targets. The classifi-
cation goes back to Schmidt-Hidding16, who initially used a lexical approach and analysed humour in literature. The eight humour styles identified by Schmidt-Hidding were picked up by Ruch who analyzed them from a psy-
chological perspective and cast them in a psychometrically sound self-report instrument15,17,18. Factor analysis of
the structure of these eight humour styles suggested a clear cluster referring to “laughing-at” styles comprising
cynicism, sarcasm, and irony, one factor comprising only benevolent humour (“laughing with”), and one separate
factor comprising fun (clowning around) and nonsense humour. Wit and satire had double loadings and, thus,
can apparently be used in negative as well as positive ways17,18. The empirical clusters largely match the social
goals that Schmidt-Hidding had attributed to the humour styles: Malicious, mean-spirited goals and attitudes,
intentions of hurting other persons and demonstrating superiority are attributes of cynicism, sarcasm, irony, in
part also of satire and wit. To brighten others up and point up funny sides of adversities or short-comings in order Scientific RepoRts | 7:42967 | DOI: 10.1038/srep42967 1 www.nature.com/scientificreports/ Results
S
d
d ∆coh (laughter)
∆coh (crying)
Age
r (p)
sr (p)
r (p)
sr (p)
r (p)
sr (p)
Cynicism*
− 0.05 (0.712)
− 0.07 (0.600)
−0.33 (0.018)
−0.31 (0.024)
− 0.23 (0.104)
− 0.19 (0.156)
Sarcasm*
0.05 (0.719)
0.04 (0.774)
−0.31 (0.027)
−0.27 (0.044)
−0.31 (0.027)
−0.28 (0.040)
Irony*
− 0.10 (0.483)
− 0.11 (0.384)
−0.32 (0.021)
−0.30 (0.027)
−0.32 (0.020)
−0.29 (0.032)
Satire
− 0.20 (0.157)
− 0.22 (0.113)
− 0.23 (0.098)
− 0.26 (0.067)
0.06 (0.672)
0.09 (0.499)
Wit*
− 0.08 (0.561)
− 0.10 (0.445)
−0.34 (0.014)
−0.33 (0.018)
− 0.20 (0.152)
− 0.16 (0.226)
Fun
0.04 (0.781)
0.03 (0.839)
− 0.19 (0.171)
− 0.18 (0.212)
− 0.12 (0.393)
− 0.10 (0.472)
Nonsense*
0.08 (0.575)
0.09 (0.539)
− 0.18 (0.216)
− 0.13 (0.338)
−0.41 (0.003)
−0.39 (0.004)
Benevol. humour*
−0.30 (0.029)
−0.31 (0.021)
− 0.21 (0.136)
− 0.21 (0.110)
− 0.19 (0.186)
− 0.15 (0.247)
Table 1. Prediction of use of types of humour by brain responses to other people’s laughter and crying Table 1. Prediction of use of types of humour by brain responses to other people’s laughter and crying
(changes of prefrontal-posterior EEG coherences, ∆coh). Note: *Statistically significant regression models
(F-test). r = zero-order correlation, sr = semipartial correlation, p = p-value (two-tailed). Coherence changes
in the right hemisphere (beta frequency range) relative to neutral stimulation. Negative scores of ∆ coh denote
a relative decrease of prefrontal-posterior coherence (more opened perceptual gate), positive scores denote an
increase (gate more closed). Significant zero-order and semi-partial correlations are highlighted in bold font
(α = 0.05). N = 52. Table 1. Prediction of use of types of humour by brain responses to other people’s laughter and crying
(changes of prefrontal-posterior EEG coherences, ∆coh). Note: *Statistically significant regression models
(F-test). r = zero-order correlation, sr = semipartial correlation, p = p-value (two-tailed). Coherence changes
in the right hemisphere (beta frequency range) relative to neutral stimulation. Negative scores of ∆ coh denote
a relative decrease of prefrontal-posterior coherence (more opened perceptual gate), positive scores denote an
increase (gate more closed). Significant zero-order and semi-partial correlations are highlighted in bold font
(α = 0.05). N = 52. “laughing-at”
“laughing-with”
r (p)
sr (p)
r (p)
sr (p)
∆ coh (laughter)
− 0.21 (0.136)
− 0.07 (0.584)
−0.30 (0.029)
−0.32 (0.024)
∆ coh (crying)
−0.35 (0.010)
−0.29 (0.033)
− 0.03 (0.815)
0.10 (0.476)
Table 2. Results
S
d
d Correlations of brain responses to other people’s laughter and crying (changes of prefrontal-
posterior EEG coherences, ∆coh) with unique variance of the typical use of “laughing-at” and “laughing-
with” humour. Note: r = zero-order correlation, sr = semipartial correlation, p = p-value (two-tailed). Coherence changes in the right hemisphere (beta frequency range) relative to neutral stimulation. Negative
scores of ∆ coh denote a relative decrease of prefrontal-posterior coherence (more opened perceptual gate),
positive scores denote an increase (gate more closed). Significant zero-order and semi-partial correlations are
highlighted in bold font (α = 0.05). These correlations are considered to be of medium size according to the
common conventions of Cohen60. N = 52. Table 2. Correlations of brain responses to other people’s laughter and crying (changes of prefrontal-
posterior EEG coherences, ∆coh) with unique variance of the typical use of “laughing-at” and “laughing-
with” humour. Note: r = zero-order correlation, sr = semipartial correlation, p = p-value (two-tailed). Coherence changes in the right hemisphere (beta frequency range) relative to neutral stimulation. Negative
scores of ∆ coh denote a relative decrease of prefrontal-posterior coherence (more opened perceptual gate),
positive scores denote an increase (gate more closed). Significant zero-order and semi-partial correlations are
highlighted in bold font (α = 0.05). These correlations are considered to be of medium size according to the
common conventions of Cohen60. N = 52. between the use of cynical, sarcastic, and ironic humour with the brain responses to other people’s crying are due
to a common underlying characteristic of these humour styles. Th
l
d
h
h
d
d
l ’
f “l
h
”
“l
h
h” h The regression analyses demonstrate that the individuals’ use of “laughing-at” or “laughing-with” humour
were specifically predicted by the changes of prefrontal-posterior coupling in response to other people’s crying
or laughter, respectively. Additionally, two supplemental regression analyses were conducted to assess the cor-
relations between the use of dark humour styles (i.e. averaged across cynicism, sarcasm, and irony) and benev-
olent humour, and ∆ coh during the crying or the laughter stimulus. Results of these analyses are summarised
in Table 2. The semipartial correlations show that decreases in prefrontal-posterior coupling during the crying
stimulus were specifically correlated with the use of “laughing-at” humour but not with the use of “laughing-with”
humour. Results
S
d
d Conversely, decreases in prefrontal-posterior coupling during the laughter stimulus were specifically
correlated with the use of “laughing-with” humour but not with the use of “laughing-at” humour. Figures 1 and
2 show scatter plots of these correlations. The correlation between the use of “laughing-at” and “laughing-with”
humour was r = 0.40 (p = 0.003, two-tailed), reflecting an additional superordinate factor of humourousness17. (p
)l
g
p
Analogous regression analyses for the left hemisphere did not reveal significant correlations between
prefrontal-posterior coherence changes and humour styles (highest sr = − 0.12, p = 0.406). Use of the humour
styles did not differ between men and women (in independent t-Tests t-values ranged from t(50) = 0.2, p = 0.866
to t(50) = 1.7, p = 0.105), and did not depend on the educational level of the participants (less then high school
vs high school graduate or university; t-values ranged from t(50) = 0.5, p = 0.655 to t(50) = 1.8, p = 0.076), except
for nonsense humour (greater use with higher educational levels, M = 4.2, SD = 1.2; M = 3.4, SD = 0.9; t(50) = 2.9,
p = .006, η2 = 0.14). Results
S
d
d This suggests that the rela-
tionships between changes of prefrontal-posterior coupling and the use of humour were present independently
from eventual correlations with age, and also that the responses to the two stimuli were largely independent. Additionally, the analyses revealed that, independently from the brain responses to the social-emotional stimuli,
older participants indicated less use of sarcastic, ironic, and nonsense humour. The pattern observed in these results corroborates the findings of the factor analysis in a larger sample which
clearly yielded a factor comprising cynicism, sarcasm, and irony, and another factor comprising only benevolent
humour17. Wit did not unequivocally load on either of these factors. It therefore seems that the correlations Scientific RepoRts | 7:42967 | DOI: 10.1038/srep42967 2 www.nature.com/scientificreports/ ∆coh (laughter)
∆coh (crying)
Age
r (p)
sr (p)
r (p)
sr (p)
r (p)
sr (p)
Cynicism*
− 0.05 (0.712)
− 0.07 (0.600)
−0.33 (0.018)
−0.31 (0.024)
− 0.23 (0.104)
− 0.19 (0.156)
Sarcasm*
0.05 (0.719)
0.04 (0.774)
−0.31 (0.027)
−0.27 (0.044)
−0.31 (0.027)
−0.28 (0.040)
Irony*
− 0.10 (0.483)
− 0.11 (0.384)
−0.32 (0.021)
−0.30 (0.027)
−0.32 (0.020)
−0.29 (0.032)
Satire
− 0.20 (0.157)
− 0.22 (0.113)
− 0.23 (0.098)
− 0.26 (0.067)
0.06 (0.672)
0.09 (0.499)
Wit*
− 0.08 (0.561)
− 0.10 (0.445)
−0.34 (0.014)
−0.33 (0.018)
− 0.20 (0.152)
− 0.16 (0.226)
Fun
0.04 (0.781)
0.03 (0.839)
− 0.19 (0.171)
− 0.18 (0.212)
− 0.12 (0.393)
− 0.10 (0.472)
Nonsense*
0.08 (0.575)
0.09 (0.539)
− 0.18 (0.216)
− 0.13 (0.338)
−0.41 (0.003)
−0.39 (0.004)
Benevol. humour*
−0.30 (0.029)
−0.31 (0.021)
− 0.21 (0.136)
− 0.21 (0.110)
− 0.19 (0.186)
− 0.15 (0.247)
Table 1. Prediction of use of types of humour by brain responses to other people’s laughter and crying
(changes of prefrontal-posterior EEG coherences, ∆coh). Note: *Statistically significant regression models
(F-test). r = zero-order correlation, sr = semipartial correlation, p = p-value (two-tailed). Coherence changes
in the right hemisphere (beta frequency range) relative to neutral stimulation. Negative scores of ∆ coh denote
a relative decrease of prefrontal-posterior coherence (more opened perceptual gate), positive scores denote an
increase (gate more closed). Significant zero-order and semi-partial correlations are highlighted in bold font
(α = 0.05). N = 52. Scientific RepoRts | 7:42967 | DOI: 10.1038/srep42967 Discussion The study showed that an individual’s typical use of bright (“laughing-with”) and dark (“laughing-at”) humour
is linked to the brain’s automatic responses to incoming social-emotional information. Greater typical use of
benevolent humour, the goals and intentions of which are in keeping with the characteristics of “laughing-with”
humour, was associated with greater relative decreases of prefrontal-posterior coupling during the process-
ing of other people’s happy laughter, allowing the brain to become more affected by this apparently rewarding
social-emotional signal24–29. Greater typical use of the three humour styles that were consistent with malicious
intentions of “laughing-at” humour (cynicism, sarcasm, irony17) was associated with greater relative decreases of
prefrontal-posterior coupling (i.e., a wider opened perceptual gate) during the processing of other people’s crying. Scientific RepoRts | 7:42967 | DOI: 10.1038/srep42967 3 www.nature.com/scientificreports/ Figure 1. Correlation between changes of prefrontal-posterior EEG coherence in response to the
perception of other people’s crying and use of dark (“laughing-at”) humour. Coherence changes in the right
hemisphere (beta frequency range) relative to neutral stimulation. The plot shows standardised residuals (∆
coh; see Methods section). Negative scores of ∆ coh denote a relative decrease of prefrontal-posterior coherence
(more opened perceptual gate), positive scores denote an increase (gate more closed). “Laughing-at” humour
comprises the styles cynicism, sarcasm, and irony. Figure 1. Correlation between changes of prefrontal-posterior EEG coherence in response to the
perception of other people’s crying and use of dark (“laughing-at”) humour. Coherence changes in the right
hemisphere (beta frequency range) relative to neutral stimulation. The plot shows standardised residuals (∆
coh; see Methods section). Negative scores of ∆ coh denote a relative decrease of prefrontal-posterior coherence
(more opened perceptual gate), positive scores denote an increase (gate more closed). “Laughing-at” humour
comprises the styles cynicism, sarcasm, and irony. Figure 2. Correlation between changes of prefrontal-posterior EEG coherence in response to the
perception of other people’s laughter and use of benevolent (“laughing-with”) humour. Coherence changes
in the right hemisphere (beta frequency range) relative to neutral stimulation. The plot shows standardised
residuals (∆ coh; see Methods section). Negative scores of ∆ coh denote a relative decrease of prefrontal-
posterior coherence (more opened perceptual gate), positive scores denote an increase (gate more closed). Figure 2. Correlation between changes of prefrontal-posterior EEG coherence in response to the
perception of other people’s laughter and use of benevolent (“laughing-with”) humour. Coherence changes
in the right hemisphere (beta frequency range) relative to neutral stimulation. Methods
p
ti i participants. A total of n = 52 participants (21 men, 31 women) completed the experiment (age range 20
to 71 years, M = 36.7, SD = 14.4). Levels of education were: less than high school (29), high school graduate
(19), university degree (4). All participants were right-handed as confirmed by a standardised hand skill test. Individuals who reported having a neuropsychiatric disease or using psychoactive medication were not included
in the study. Participants were requested to refrain from alcohol for twelve hours and from coffee and other stim-
ulating beverages for two hours prior to their lab appointment, and to come to the session well rested. The study
was performed in accordance with the American Psychological Association’s Ethics Code and the Declaration of
Helsinki and was approved by the ethics committee of the University of Graz. Informed consent was obtained
from all participants. Assessment of Humour styles. In the 8SHCS (8 Schmidt-Hidding Comic Styles18), participants are asked
to rate the extent to which 48 statements apply to the way they typically express humour on a seven-point Likert
scale (from 0 – “strongly disagree” to 6 – “strongly agree”). The questionnaire comprises eight subscales (6 items
each) capturing the propensity to use humour in the form of sarcasm (e.g., “Biting mockery suits me”, test reliabil-
ity was α = 0.87 in the present study, M = 2.22, SD = 1.31), cynicism (e.g., “I tend to show no reverence for certain
moral concepts and ideals, but only scorn and derision”, α = 0.89, M = 2.52, SD = 1.31), irony (e.g., “My irony
unveils who is smart enough and understands something and who does not”, α = 0.80, M = 3.25, SD = 1.11), sat-
ire (“I like to ridicule moral badness to induce or increase a critical attitude in other people”, α = 0.81, M = 2.89,
SD = 1.15), wit (e.g. www.nature.com/scientificreports/ www.nature.com/scientificreports/ Taken together, the findings do not support the alternative possibility that poor perception of other people’s
emotions may be the most decisive factor predicting a high propensity for using “laughing-at” types of humour,
despite the fact that dark humour styles were associated with low interpersonal competence30–32. If poor percep-
tion of other’s emotions had been more important, greater tendencies to use “laughing-at” humour would have
been correlated with increased prefrontal-posterior coupling during the confrontation with other people’s crying
(i.e., a more closed perceptual gate26). p
p
g
It has been clearly recognized that the social effect of joking and laughing with somebody else, that is, the
happy laughter of interacting partners, is an immediately pleasurable and rewarding experience for most people
who produce humour6–11. The current findings and their theoretical foundation suggest that in some people (i.e.,
in those with a high propensity to use “laughing-at” humour), expressions of hurt, depressed or despaired feel-
ings may have a rewarding value. Laughing at or ridiculing another person is an expression of disapproval that
induces strong negative feelings in that person such as shame, feelings of inferiority and devaluation, which are
very painful emotions39 and, therefore, have marked effects on the person’s outward emotional expression. There
is, in fact, evidence that observing or causing other people’s adversity can be a source of pleasure40, a feature that
is associated with psychopathic personality traits41. In line with that, several studies have shown relationships
between the propensity of laughing at others and psychopathic personality traits such as antagonism, manipula-
tion and callousness14,42–44. Previous research indicated that the use of dark types of humour may be one factor
perpetuating maladaptive cognitive schemas that implicate the belief that one is superior to others and that others
should be controlled and dominated45. These maladaptive cognitive schemas are also associated with vulnerability
to development of externalising/aggressive psychopathology46–48. p
g gg
p y
p
gy
Apart from potentially maladaptive features and developments in those with high tendencies to use humour
in dark ways, using humour with a view to laughing at other people can have drastic negative social conse-
quences. www.nature.com/scientificreports/ For instance, in line with the interpersonal functions, goals, and desired outcomes that are attached to
“laughing-at” types of humour, it was shown that, from a very early age on (6 years) a high propensity to enjoy
laughing at others was related to bullying behaviour49, which can entail devastating effects on the victims and
their social behaviour50,51. On the other hand, there is evidence that the use of benevolent humour targeted to
laugh with somebody else may help to protect against the development of depression52. g
y
y
p
p
g
p
p
Collectively, the pattern of the present findings is largely consistent with the idea that an individual’s typical
humour style develops in line with the rewarding values of its outcomes (e.g., social interaction partners are
happy or hurt), which in turn are defined through the – latent – interpersonal goals of the individual. That way,
the typical use of bright and dark types of humour seems to be rooted in the brain, and hence may provide indi-
cations of biologically anchored clinically and socially relevant personality features. Discussion The plot shows standardised
residuals (∆ coh; see Methods section). Negative scores of ∆ coh denote a relative decrease of prefrontal-
posterior coherence (more opened perceptual gate), positive scores denote an increase (gate more closed). This finding is congruent with the assumed rewarding value of this social-emotional signal in people with a high
propensity to use “laughing-at” kinds of humour. Use of nonsense humour and fun (clowning around), to which
Schmidt-Hidding16 had not attributed significant social goals, and which constituted a separate factor (i.e., sep-
arate from typical “laughing-at” and “laughing-with” kinds of humour) in the large-sample study by Ruch17, was
not related to the brain responses to other people’s affect expressions. It seems noteworthy, in this context, that
benevolent humour may involve moral goodness or virtue37, which is lacking in sheer fun. This finding is congruent with the assumed rewarding value of this social-emotional signal in people with a high
propensity to use “laughing-at” kinds of humour. Use of nonsense humour and fun (clowning around), to which
Schmidt-Hidding16 had not attributed significant social goals, and which constituted a separate factor (i.e., sep-
arate from typical “laughing-at” and “laughing-with” kinds of humour) in the large-sample study by Ruch17, was
not related to the brain responses to other people’s affect expressions. It seems noteworthy, in this context, that
benevolent humour may involve moral goodness or virtue37, which is lacking in sheer fun. y
g
g
However, also one of the two more ambivalent types of humour (wit)17 correlated with decreases of
prefrontal-posterior coupling during the crying stimulus. This might be explained by the nature of typical jokes,
which almost always are made at someone else’s expense38. Thus, some malicious intentions are included in this
type of humour, which in the current sample perhaps might have outweighed the benevolent parts. Scientific RepoRts | 7:42967 | DOI: 10.1038/srep42967 4 www.nature.com/scientificreports/ offline to a mathematically averaged ears refs 53, 54. All data were inspected visually, in order to eliminate inter-
vals in which ocular or muscle artefacts occurred. At least 30 s of artefact free data was obtained for each par-
ticipants for each of the recording periods and for each of the electrode positions of interest. Artefact-free EEG
data were submitted to Fast Fourier Analysis using a Hanning window (epoch length 1 s, overlapping 50%), and
spectral coherence (Fisher’s z-transformed) was obtained. Previous research on EEG coherence in the context of
affective processing indicated that connectivity changes during evoked emotions occurred primarily in the beta
frequency range24–29,55–57. Consequently, we focused on coherence in the beta range (13–30 Hz). Following previous relevant research24–29,56, coherence pairs were grouped into anatomically valid clusters
corresponding to the left and right, prefrontal and posterior association cortex regions. Coherence scores of nine
electrode pairs each were averaged to summarise interaction within the left and the right hemisphere, respectively
(left: Fp1-T3, Fp1-P3, Fp1-T5, F3-T3, F3-P3, F3-T5, F7-T3, F7-P3, F7-T5; right: Fp2-T4, Fp2-P4, Fp2-T6, F4-T4,
F4-P4, F4-T6, F8-T4, F8-P4, F8-T6). ,
,
,
,
)
Linear regressions were conducted using the EEG beta coherence during the neutral (reference) stimulus
preceding the emotional stimulus to predict the coherence during listening to each of the emotional sound clips,
in order to calculate residualised change scores (cf.25–29,56). These were used as indexes of state-dependent rela-
tive decreases or increases of intra-hemispheric coherence in response to the social-emotional stimulation. This
was done to ensure that the analysed residual variability was due to the experimental manipulation, and not to
individual differences in baseline levels, and to control for measurement error inherent in the use of repeated
measures of the same kind58,59. The abbreviation “∆ coh” is used for these change-of-coherence scores. Negative
scores indicate a relative decrease in prefrontal-posterior coherence, positive scores indicate a relative increase. p
p
p
Since previous research indicated strong right-hemisphere dominated effects of coherence changes in the
context of emotional processing, the analysis focused on prefrontal-posterior coherence changes in the right
hemisphere, and a separate (supplemental) set of regression analyses tested for potential effects in the left hemi-
sphere (cf.25–29). procedure. After completing the handedness test, participants were seated in an acoustically and electrically
shielded examination room, and electrodes were attached. www.nature.com/scientificreports/ They were instructed to close their eyes, to direct their
whole attention to the sound recordings, and to imagine that they were amidst the happenings. A two-minutes
resting period preceded the stimulation. The order of emotional sounds was counterbalanced, and emotional and
neutral sound clips were presented in alternating order, so that each emotional sound was preceded by the neutral
sound (i.e., N-S-N-C or N-C-N-S). Before each sound clip, the instructions were briefly repeated. The 8SHCS was
completed in a separate test session. References The effects of power on laughter Pers psychological well-being: Development of the humor styles questionnaire. J. Res. Pers. 37, 48–75 (2003). 9. Stillman, T. F., Baumeister, R. F. & DeWall, C. N. What’s so funny about not having money? The effects of power on laughter. Pers. S
P
h l B ll 33 1547 1558 (2007) 9. Stillman, T. F., Baumeister, R. F. & DeWall, C. N. What’s so funny about not having money? The effects of power on laughter. Soc. Psychol. Bull. 33, 1547–1558 (2007). y
10. Vinton, K. L. Humor in the work place: Is it more than telling jokes. Small Group Behav. 20, 151–166 (1989). p
g j
p
11. Weisfeld, G. E. The adaptive value of humor and laughter. Ethol. Sociobiol. 14, 141–169 (1993). mor theory and the fear of being laughed at. Humor: Int. J. Humor R 13. Martin, R. A. The psychology of humor: An integrative approach (Elsevier, 2007). h
p y
gy f
g
pp
14. Proyer, R. T., Flisch, R., Tschupp, S., Platt, T. & Ruch, W. How does psychopathy relate to humor and laughter. Dispositions towards
ridicule and being laughed at, the sense of humor, and psychopathic personality traits. Int. J. Law Psychiatry 35, 263–268 (2012). 4. Proyer, R. T., Flisch, R., Tschupp, S., Platt, T. & Ruch, W. How does psychopathy relate to humor and laughter. Dispositions toward
idi
l
d b i
l
h d
h
f h
d
h
hi
li
i
I
J L
P
hi
35 263 268 (2012) ridicule and being laughed at, the sense of humor, and psychopathic personality traits. Int. J. Law Psychiatry 35, 263–268 (2012). 15. Ruch, W. & Heintz, S. The German version of the Humor Styles Questionnaire: Psychometric properties and overlap with other
styles of humor. Eur. J. Psychol. 12, 434–455 (2016). 15. Ruch, W. & Heintz, S. The German version of the Humor Styles Questionnaire: Psychometric properties and overlap with
styles of humor. Eur. J. Psychol. 12, 434–455 (2016). y
J
y
,
(
)
16. Schmidt-Hidding, W. Humor und WitzHumour and Wit (Huebner, 1963). y
J
y
(
)
16. Schmidt-Hidding, W. Humor und WitzHumour and Wit (Huebner, 1963). 17. Ruch, W. Towards a new structural model of the sense of humor: Preliminary findings. AAAI Techn. Rep. Methods
p
ti i “I surprise others with funny remarks and accurate judgements of current issues, which occur
to me spontaneously”, α = 0.88, M = 3.48, SD = 1.08), benevolent humour (e.g., “When my humour is aimed at
human weaknesses, I include both myself and others”, α = 0.69, M = 3.99, SD = 0.77), fun (e.g., “I like to make
jests and to be silly”, α = 0.89, M = 3.53, SD = 1.30), and nonsense (e.g., “Humour doesn’t have to make sense; the
opposite holds true for me: the more absurd, the funnier”, α = 0.83, M = 3.76, SD = 1.11). Self-peer correlations
were between r = 0.40 and r = 0.56 with a median of r = 0.4918. social-emotional stimulation. Three sound recordings in which a small mixed-gender group of people
audibly expressed the respective affect without using language (words or parts of words) were used (90 s each):
Laughter (good-natured, hearty laughter), Crying (bitter crying and sobbing), and a neutral recording (soft mur-
murs and trivial everyday sounds without understandable language), serving as the reference condition. The clips
were matched for peak sound intensity and sound level range, and were presented over headphones. They have
been used in several previous studies25–29. The displayed emotions are unambiguous and intense; healthy partici-
pants have no difficulties identifying and differentiating the expressed affective states25,29. EEG Recording and Quantification. The EEG was recorded using a Brainvision BrainAmp Research
Amplifier (Brain Products, sampling rate of 500 Hz, resolution 0.1 µ V), referenced to the nose and re-referenced Scientific RepoRts | 7:42967 | DOI: 10.1038/srep42967 5 www.nature.com/scientificreports/ References 1. Ruch, W. The perception of humor in Emotion, qualia, and consciousness (ed. Kaszniak, A. W.) 410–425 (World Scientific, 200 2. Zeigler-Hill, V., Besser, A. & Jett, S. E. Laughing at the looking glass: Does humor style serve as an interpersonal signal. Evol. Psychol
11, 201–226 (2013). 3. Curry, O. S. & Dunbar, R. I. Sharing a joke: The effects of a similar sense of humor on affiliation and altruism. Evol. Hum. Behav. 34
125–129 (2013). 4. Fraley, B. & Aron, A. The effect of a shared humorous experience on closeness in initial encounters. Pers. Relatsh. 11, 61–78 (2004)
5 Lehmann Willenbrock N & Allen J A Ho
fun are our meetings? In estigating the relationship bet een humor patterns in team 4. Fraley, B. & Aron, A. The effect of a shared humorous experience on closeness in initial encounters. Pers. Relatsh. 11, 61–78 (2004). 5. Lehmann-Willenbrock, N. & Allen, J. A. How fun are your meetings? Investigating the relationship between humor patterns in team
interactions and team performance. J. Appl. Psychol. 99, 1278–1287 (2014). y,
,hf
p
R
,
(
)
5. Lehmann-Willenbrock, N. & Allen, J. A. How fun are your meetings? Investigating the relationship between humor patterns in team
interactions and team performance. J. Appl. Psychol. 99, 1278–1287 (2014). p
pp
y
(
)
6. Kashdan, T. B., Yarbro, J., McKnight, P. E. & Nezlek, J. B. Laughter with someone else leads to future social rewards: Temporal change
using experience sampling methodology. Pers. Indiv. Diff. 58, 15–19 (2014). ng experience sampling methodology. Pers. Indiv. Diff. 58, 15–19 ( g
p
p
g
gy
ff
(
)
7. Li, N. P. et al. An evolutionary perspective on humor: Sexual selection or interest indication? Pers. Soc. Psychol. Bull. 35, 923–936
(2009). (
)
8. Martin, R. A., Puhlik-Doris, P., Larsen, G., Gray, J. & Weir, K. Individual differences in the uses of humor and their relation to
psychological well-being: Development of the humor styles questionnaire. J. Res. Pers. 37, 48–75 (2003). 8. Martin, R. A., Puhlik-Doris, P., Larsen, G., Gray, J. & Weir, K. Individual differences in the uses of humor and their relation to
psychological well-being: Development of the humor styles questionnaire. J. Res. Pers. 37, 48–75 (2003). 9 Stillman T F Baumeister R F & DeWall C N What’s so funny about not having money? www.nature.com/scientificreports/ y
p
y
g g
37. Ruch, W. & Heintz, S. The virtue gap in humor: Exploring benevolent and corrective humor. Transl. Issues Psychol. Sci. 2, 35–4
38 K i
G G
d h
b d
A
i l
f h j k (D G
M
2006) y
p
y
g g
37. Ruch, W. & Heintz, S. The virtue gap in humor: Exploring benevolent and corrective humor. Tran 37. Ruch, W. & Heintz, S. The virtue gap in humor: Exploring benevolent and corrective humor. Transl. Issues Psychol. Sci. 2, 35–45 (2016). 38. Kuipers, G. Good humor, bad taste: A sociology of the joke (De Gruyter Mouton, 2006). 37. Ruch, W. & Heintz, S. The virtue gap in humor: Exploring benevolent and corrective humor. Transl. Issues Psychol. Sci. 2, 35 45 (2016). 38. Kuipers, G. Good humor, bad taste: A sociology of the joke (De Gruyter Mouton, 2006). ood humor, bad taste: A sociology of the joke (De Gruyter Mouton, 2 38. Kuipers, G. Good humor, bad taste: A sociology of the joke (De G 9. Tangney, J. P., Stuewig, J. & Martinez, A. G. Two faces of shame: Understanding shame and guilt in predicting recidivism. Psychol
Sci. 25, 799–805 (2014). 0. Leach, C. W., Spears, R. & Manstead, A. S. R. Parsing (malicious) pleasures: Schadenfreude and gloating at others’ adversity. Fron
Psychol 6, Article 201 (2015). y
1. James, S., Kavanagh, P. S., Jonason, P. K., Chonody, J. M. & Scrutton, H. E. The dark triad, schadenfreude, and sensational interests
Dark personalities, dark emotions, and dark behaviors. Pers. Indiv. Diff. 68, 211–216 (2014). 2. Martin, R. A., Lastuk, J. M., Jeffery, J., Vernon, P. A. & Veselka, L. Relationships between the dark triad and humor styles: A
replication and extension. Pers. Indiv. Diff. 52, 178–182 (2012). p
ff
3. Veselka, L., Aitken Schermer, J., Martin, R. A. & Vernon, P. A. Relations between humor styles and the dark triad traits of personality
Pers. Indiv. Diff. 48, 772–774 (2010). 44. Zeigler-Hill, V., McCabe, G. A. & Vrabel, J. K. The dark side of humor: DSM-5 pathological personality traits and humor styles. Eur. J. Psychol. 12, 363–376 (2016). y
45. Young, J. E., Klosko, J. & Weishaar, M. E. Schema therapy: A practitioner’s guide (Guilford, 2003). 46. Dozois, D. J. A., Martin, R. A. & Faulkner, B. Early maladaptive schemas, styles of humor and aggression. Humor: Int. J. Humor Res. g
This research was supported by a grant from the Austrian Science Fund (FWF): P 27750. g
This research was supported by a grant from the Austrian Science Fund (FWF): P 27750. www.nature.com/scientificreports/ Cohen, J. Statistical power analysis for the behavioral sciences, 2nd ed. (Lawrence Erlbaum, 1988). References FS-12-02, 68–75 (20
h
f
k
f
h
h h
l
f
h
d
dd
(
)
bl h d
h
l f
h 17. Ruch, W. Towards a new structural model of the sense of humor: Preliminary findings. AAAI Techn. Rep. FS-12-02, 68–75 (2012). 18. Ruch, W. Brief markers for the eight humor styles of Schmidt-Hidding (8HSSH). Unpublished research manual for the 8SHCS. University of Zurich, Zurich, Switzerland (2014). 18. Ruch, W. Brief markers for the eight humor styles of Schmidt-Hidding (8HSSH). Unpublished research manual for the 8SHCS. University of Zurich, Zurich, Switzerland (2014). y
19. Austin, J. T. & Vancouver, J. B. Goal constructs in psychology: Structure, process, and content. Psychol. Bull. 120, 338–375 (19
ff
l
h
f b h
l
l 20. Custers, R. & Aarts, H. Positive affect as implicit motivator: On the nonconscious operation of behavioral goals. J. Pers. Soc. Psychol. 89, 129–142 (2005). 21. Bargh, J. A. What have we been priming all these years. On the development, mechanisms, and ecology of nonconscious social
behavior. Eur. J. Soc. Psychol. 36, 147–168 (2006). y
2. Pessiglione, M. et al. How the brain translates money into force: A neuroimaging study of subliminal motivation. Science 316
904–906 (2007). 23. Richard, J. M., Castro, D. C., DiFeliceantonio, A. G., Robinson, M. J. F. & Berridge, K. C. Mapping brain circuits of reward and
motivation: In the footsteps of Ann Kelley. Neurosci. Biobehav. Rev. 37, 1919–1931 (2013). 23. Richard, J. M., Castro, D. C., DiFeliceantonio, A. G., Robinson, M. J. F. & Berridge, K. C. Ma
motivation: In the footsteps of Ann Kelley. Neurosci. Biobehav. Rev. 37, 1919–1931 (2013). 24. Miskovic, V. & Schmidt, L. A. Cross-regional cortical synchronization during affective image viewing. Brain Res. 1362, 102–111
(2010). (
)
25. Papousek, I. et al. State-dependent changes of prefrontal-posterior coupling in the context of affective processing: Susceptibil
humor. Cogn. Affect. Behav. Neurosci. 13, 252–261 (2013). Scientific RepoRts | 7:42967 | DOI: 10.1038/srep42967 6 www.nature.com/scientificreports/ www.nature.com/scientificreports/ 6. Papousek, I. et al. Self-rated social-emotional perception and its neurophysiologic and cardiac correlates while viewing a film
showing the suffering of other people. Int. J. Psychol. Res. 6, 42–55 (2013). p
k,
p
p
p y
g
gi
showing the suffering of other people. Int. J. Psychol. Res. 6, 42–55 (2013). k
l
ff
h
l f
l
l
f
(
) showing the suffering of other people. Int. J. Psychol. Res. 6, 42–55 (2013). 2
P
k I
l Aff
i
i
i
i i
hi
L
l f
i l
i
li f
i
B i C
92 84 91(2014) gf
g
p
p
y
(
)
7. Papousek, I. et al. Affective processing in positive schizotypy: Loose control of social-emotional information. Brain Cogn. 92, 84–91 (2014) 8. Papousek, I., Schulter, G., Rominger, C., Fink, A. & Weiss, E. M. The fear of other persons’ laughter: Poor neuronal protection agains
social signals of anger and aggression. Psychiat. Res. 235, 61–68 (2016). social signals of anger and aggression. Psychiat. Res. 235, 61–68 (2016). 29. Reiser, E. M. et al. Decrease of prefrontal-posterior EEG coherence: Loose control during social-emotional stimulation. Brain Cogn. 80 144 154 (2012) g
g
gg
y
9. Reiser, E. M. et al. Decrease of prefrontal-posterior EEG coherence: Loose control during social-emotional stimulation. Brain Cogn
80, 144–154 (2012). 0. Atkinson, B. E. et al. How do emotional restrictions affect the use of humor? A behavior genetic analysis of alexithymia and humo
styles. Twin Res. Hum. Genet. 18, 138–141 (2015). y
1. McCosker, B. & Moran, C. C. Differential effects of self-esteem and interpersonal competence on humor styles. Psychol. Res. Behav
Manag. 5, 143–150 (2012). g
32. Yip, J. A. & Martin, R. A. Sense of humor, emotional intelligence, and social competence. J. Res. Pers. 40, 1202–1208 (2006). &Th
l b
f
d Al h
’ d
h l 33. Dennis, E. L. &Thompson, P. M. Functional brain connectivity using fMRI in aging and Alzheimer’s disease. Neuropsychol. Re
49–62 (2014). 34. Koyama, K., Hirasawa, H., Okubo, Y. & Karasawa, A. Quantitative EEG correlates of normal aging in the elderly. Clin. Electroencephal. 28, 160–165 (1997). p
35. Greengross, G. Humor and aging – a mini-review. Gerontology 59, 448–453 (2013). 36. Stanley, J. T., Lohani, M. & Isaacowitz, D. M. Age-related differences in judgments of inappropriate behavior are related to humor
style preferences. Psychol. Aging 29, 528–541 (2014). Author Contributions I.P., E.M.W. and W.R. developed the study concept. I.P., E.M.W. and E.K. contributed to the study design. Data
collection was performed by E.K. All authors contributed to the data analysis and interpretation. I.P. and E.M.W. drafted the manuscript, to which W.R., C.R., E.K., K.S., G.S., and A.F. provided critical revisions. Additional Information www.nature.com/scientificreports/ 26, 97–116 (2013). 7. Shorey, R. C., Elmquist, J., Anderson, S. & Stuart, G. L. Early maladaptive schemas and aggression in men seeking residentia
substance use treatment. Pers. Indiv. Diff. 83, 6–12 (2015). ff
8. Tremblay, P. F. & Dozois, D. J. A. Another perspective on trait aggressiveness: Overlap with early maladaptive schemas. Pers. Indiv
Diff. 46, 569–574 (2009). 49. Proyer, R. T., Neukom, M., Platt, T. & Ruch, W. Assessing gelotophobia, gelotophilia, and katagelasticism in children: An initial study
on how six to nine-year-olds deal with laughter and ridicule and how this relates to bullying and victimization. Child Ind. Res. 4,
1–20 (2011). 50. Leary, M. R. & Baumeister, R. F. The nature and function of self esteem: Sociometer theory in Advances in experimental s
psychology Vol. 32 (ed. Zanna, M. P.) 1–62. (Academic Press, 2000). 51. Leary, M. R., Kowalski, R. M., Smith, L. & Philips, S. Teasing, rejection, and violence: Case studies of the school shootings. Ag
Behav. 29, 202–214 (2003). ,
(
)
52. Tucker, R. P. et al. Humor styles impact the relationship between symptoms of social anxiety and depression. Pers. Indiv. Diff. 55,
823–827 (2013). 53. Essl, M. & Rappelsberger, P. EEG coherence and reference signals: Experimental results and mathematical explanations. Med. Eng. Comp. 36, 399–406 (1998). g
p
54. Hagemann, D. Individual differences in anterior EEG asymmetry: Methodological problems and solutions. Biol. Psychol. 67,
157–182 (2004). (
)
55. Aftanas, L. I., Lotova, N. V., Koshkarov, V. I. & Popov, S. A. Non-linear dynamic coupling between different brain areas during
evoked emotions: An EEG investigation. Biol. Psychol. 48, 121–138 (1998). g
y
6. Reiser, E. M. et al. Prefrontal-posterior coupling while observing the suffering of other people, and the development of intrusive
memories. Psychophysiology 51, 546–555 (2014). y
p y
gy
57. Schellberg, D., Besthorn, C., Klos, T. & Gasser, T. EEG power and coherence while male adults watch emotional video films. Int. J. Psychophysiol. 9, 279–291 (1990). y
p y
,
(
)
58. Linden, W., Earle, L., Gerin, W. & Christenfeld, N. Physiological stress reactivity and recovery: Conceptual siblings separated at
birth? J. Psychosom. Res. 42, 117–135 (1997). y
9. Steketee, G. S. & Chambless, D. L. Methodological issues in the prediction of treatment outcome. Clin. Psychol. Rev. 12, 387–400 (1992)
0. Cohen, J. Statistical power analysis for the behavioral sciences, 2nd ed. (Lawrence Erlbaum, 1988). g
p
y
60. Scientific RepoRts | 7:42967 | DOI: 10.1038/srep42967 Additional Information Competing financial interests: The authors declare no competing financial interests. Competing financial interests: The authors declare no competing financial interests. How to cite this article: Papousek, I. et al. The Use of Bright and Dark Types of Humour is Rooted in the Brain. ci. Rep. 7, 42967; doi: 10.1038/srep42967 (2017). Publisher's note: Springer Nature remains neutral with regard to jurisdictional claims in published maps and
institutional affiliations. Scientific RepoRts | 7:42967 | DOI: 10.1038/srep42967 7 www.nature.com/scientificreports/
This work is licensed under a Creative Commons Attribution 4.0 International License. The images
or other third party material in this article are included in the article’s Creative Commons license,
unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license,
users will need to obtain permission from the license holder to reproduce the material. To view a copy of this
license, visit http://creativecommons.org/licenses/by/4.0/
© The Author(s) 2017 com/scientificreports/
This work is licensed under a Creative Commons Attribution 4.0 International License. The images
or other third party material in this article are included in the article’s Creative Commons license,
unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license,
users will need to obtain permission from the license holder to reproduce the material. To view a copy of this
license, visit http://creativecommons.org/licenses/by/4.0/ www.nature.com/scientificreports/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images
or other third party material in this article are included in the article’s Creative Commons license,
unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license,
users will need to obtain permission from the license holder to reproduce the material. To view a copy of this
license, visit http://creativecommons.org/licenses/by/4.0/ © The Author(s) 2017 Scientific RepoRts | 7:42967 | DOI: 10.1038/srep42967 8
|
https://openalex.org/W2084298615
|
https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0079609&type=printable
|
English
| null |
Prominent Heart Organ-Level Performance Deficits in a Genetic Model of Targeted Severe and Progressive SERCA2 Deficiency
|
PloS one
| 2,013
|
cc-by
| 8,842
|
Received May 14, 2013; Accepted September 24, 2013; Published November 4, 2013 nis et al. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits
tion, and reproduction in any medium, provided the original author and source are credited. Copyright: 2013 Heinis et al. This is an open-access article distributed under the terms of the Creative Commons Attributi
unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Funding: This work was supported by National Institutes of Health (NIH) 5R01HL059301-14 to JMM. FIH was supported by NIA training grant 5T32AG029796-05. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript. Competing Interests: The authors have declared that no competing interests exist. Competing Interests: The authors have declared that no competing interests exist. * E-mail: metzgerj@umn.edu * E-mail: metzgerj@umn.edu * E-mail: metzgerj@umn.edu Prominent Heart Organ-Level Performance Deficits in a
Genetic Model of Targeted Severe and Progressive
SERCA2 Deficiency Frazer I. Heinis1,2, Kristin B. Andersson3,4, Geir Christensen3,4, Joseph M. Metzger1* Frazer I. Heinis1,2, Kristin B. Andersson3,4, Geir Christensen3,4, Joseph M. Metzger1*
1 Department of Integrative Biology and Physiology, University of Minnesota Medical School, Minneapolis, Minnesota, United States of America, 2 Department of
Biochemistry, Molecular Biology, and Biophysics, University of Minnesota, Minneapolis, Minnesota, United States of America, 3 Institute for Experimental Medical Research,
Oslo University Hospital Ullevaal and University of Oslo, Oslo, Norway, 4 Center for Heart Failure Research, University of Oslo, Oslo, Norway 1 Department of Integrative Biology and Physiology, University of Minnesota Medical School, Minneapolis, Minnesota, United States of America, 2 Department of
Biochemistry, Molecular Biology, and Biophysics, University of Minnesota, Minneapolis, Minnesota, United States of America, 3 Institute for Experimental Medical Research,
Oslo University Hospital Ullevaal and University of Oslo, Oslo, Norway, 4 Center for Heart Failure Research, University of Oslo, Oslo, Norway November 2013 | Volume 8 | Issue 11 | e79609 Abstract The cardiac SERCA2 Ca2+ pump is critical for maintaining normal Ca2+ handling in the heart. Reduced SERCA2a content and
blunted Ca2+ reuptake are frequently observed in failing hearts and evidence implicates poor cardiac Ca2+ handling in the
progression of heart failure. To gain insight into mechanism we investigated a novel genetic mouse model of inducible
severe and progressive SERCA2 deficiency (inducible Serca2 knockout, SERCA2 KO). These mice eventually die from overt
heart failure 7-10 weeks after knockout but as yet there have been no reports on intrinsic mechanical performance at the
isolated whole heart organ level. Thus we studied whole-organ ex vivo function of hearts isolated from SERCA2 KO mice at
one and four weeks post-knockout in adult animals. We found that isolated KO heart function was only modestly impaired
one week post-knockout, when SERCA2a protein was 32% of normal. At four weeks post-knockout, function was severely
impaired with near non-detectable levels of SERCA2. During perfusion with 10 mM caffeine, LV developed pressures were
similar between 4-week KO and control hearts, and end-diastolic pressures were lower in KO. When hearts were subjected
to ischemia-reperfusion injury, recovery was not different between control and KO hearts at either one or four weeks post-
knockout. Our findings indicate that ex vivo function of isolated SERCA2 KO hearts is severely impaired long before
symptoms appear in vivo, suggesting that physiologically relevant heart function in vivo can be sustained for weeks in the
absence of robust SR Ca2+ flux. Citation: Heinis FI, Andersson KB, Christensen G, Metzger JM (2013) Prominent Heart Organ-Level Performance Deficits in a Genetic Model of Targeted Severe
and Progressive SERCA2 Deficiency. PLoS ONE 8(11): e79609. doi:10.1371/journal.pone.0079609
Editor: Rajesh Gopalrao Katare, University of Otago, New Zealand Editor: Rajesh Gopalrao Katare, University of Otago, New Zealand Editor: Rajesh Gopalrao Katare, University of Otago, New Zealand Received May 14, 2013; Accepted September 24, 2013; Published November 4, 2013 Received May 14, 2013; Accepted September 24, 2013; Published November 4, 2013 Introduction Experimental timeline and SERCA2 protein determination in FL and KO hearts. A, Experimental Timeline. All animals were
injected with tamoxifen then sacrificed either 1 or 4 weeks later for heart isolation. KO mice expressed the aMHC-MerCreMer transgene, which
efficiently excised LoxP-flanked exons of the Serca2 locus in response to tamoxifen. FL mice received tamoxifen, but retained normal SERCA2 levels
due to lack of MerCreMer. B-C, at 1 week post-tamoxifen, SERCA2 content in KO hearts was diminished to 32% of FL. D-E, at 4 weeks post-tamoxifen,
faint SERCA2 bands were observed in 20 mg of heart lysate. ***: P,0.001 for FL vs. KO at either 1 week or 4 weeks post-tamoxifen injection, as
determined by unpaired two-tailed t test. doi:10.1371/journal.pone.0079609.g001 Figure 1. Experimental timeline and SERCA2 protein determination in FL and KO hearts. A, Experimental Timeline. All animals were
injected with tamoxifen then sacrificed either 1 or 4 weeks later for heart isolation. KO mice expressed the aMHC-MerCreMer transgene, which
efficiently excised LoxP-flanked exons of the Serca2 locus in response to tamoxifen. FL mice received tamoxifen, but retained normal SERCA2 levels
due to lack of MerCreMer. B-C, at 1 week post-tamoxifen, SERCA2 content in KO hearts was diminished to 32% of FL. D-E, at 4 weeks post-tamoxifen,
faint SERCA2 bands were observed in 20 mg of heart lysate. ***: P,0.001 for FL vs. KO at either 1 week or 4 weeks post-tamoxifen injection, as
determined by unpaired two-tailed t test. doi:10.1371/journal.pone.0079609.g001 for much longer than predicted based on current knowledge of
cardiac Ca2+ handling and SR function (reviewed in [15]). dysfunction ex vivo at times when in vivo pathology is not yet
manifest. We studied Serca2 KO and FL control hearts at 1 and 4
weeks post-knockout, time points well prior to the onset of overt
pump failure, but where severe dysfunction of isolated cardiac-
myocytes is manifest, to establish an organ-level biological
SERCA2 dose-response relationship. Since sarcolemmal Ca2+
currents are increased following Serca2 knockout[11,13,14], we
perfused isolated 4-week Serca2 FL and KO hearts with caffeine
to reveal SR-independent contractile function. In addition, we
used this model to test whether altered SR Ca2+ handling could
improve the functional recovery of isolated hearts from ischemia-
reperfusion injury. Introduction allows for selective disruption of the Serca2 gene in the hearts of
adult mice[10,11]. In this model, exons 2 and 3 of Serca2 gene
locus are flanked by loxP sites, thereby allowing selective
disruption of Serca2 in adult cardiac myocytes conferred by a
tamoxifen-sensitive, cardiac myocyte-expressed MerCreMer trans-
gene[12]. Normal heart pump function requires the highly regulated,
cyclical release and reuptake of Ca2+ in the myoplasm of cardiac
myocytes. Reuptake of Ca2+ into the sarcoplasmic reticulum (SR),
accomplished by the cardiac SR Ca2+ ATPase (SERCA2), plays a
major role in cardiac muscle relaxation and also is critical in
determining SR Ca2+ load and subsequent systolic Ca2+ release. Defects in Ca2+ handling are clearly associated with cardiac
dysfunction and heart failure[1–6]. Although diminished Ca2+ flux
and reduced SERCA2a expression are frequently observed in the
failing heart, the exact relationship between these observations is
not fully known. It is not clearly established whether loss of
SERCA2a is a driving primary cause of severe cardiac dysfunction
or whether this is a secondary consequence of the emerging
cardiac pathology. g
[
]
This model of genetic SERCA2 manipulation has been
characterized in vitro in isolated cardiac myocyte studies, as well
as in vivo by survival, echocardiography and invasive micromano-
metry studies[11,13,14]. Following Serca2 gene disruption, SER-
CA2a protein is rapidly lost from the heart (t1/2 ,3 days). Despite
the emergence of severe cardiac SERCA2a deficiency within
weeks, the SERCA2 KO mice survive for up to 10 weeks post-
knockout before finally succumbing to end-stage heart failure and
pulmonary congestion[13]. Myocytes isolated from SERCA2 KO
hearts at 4 and 7 weeks post-knockout reveal severe impairments
in contractility, intracellular Ca2+ transient magnitude, and Ca2+
transient decay rates[11,13]. The in vivo phenotype at these time-
points as assessed by echocardiography, however, is surprisingly
mild. This suggests that SERCA2 KO mice are capable of
compensating, at least temporarily, for the loss of SERCA2 activity Serca2+/2 mice, which express approximately 60% of normal
SERCA2a protein content, have only mildly impaired func-
tion[7],[8],[9]. Given that Serca2 heterozygous mice represent only
one state of diminished SERCA2a activity, a more refined
approach to study the relationship between SERCA2 expression
and heart function in adult mice is necessary. A recently developed
model of inducible SERCA2 knockout, the SERCA2 KO mouse, November 2013 | Volume 8 | Issue 11 | e79609 1 PLOS ONE | www.plosone.org SERCA2 Deficiency and Whole Heart Performance Figure 1. Introduction Because there are reports that increasing SR
Ca2+ load can severely impair recovery from ischemic injury ex
vivo[17], we hypothesized that decreasing SR Ca2+ content by
Serca2 disruption would improve the recovery of KO hearts
relative to controls. The disconnect between severely impaired in vitro function of
isolated myocytes with the apparent preserved in vivo function after
Serca2 disruption is surprising and warrants more detailed study. Interestingly, a recent parallel study using isolated rabbit hearts
and the potent SERCA2a inhibitor thapsigargin showed that heart
pump function can be sustained, at least in the short term, in
absence of any appreciable myocyte SR Ca2+ handling capabil-
ities[16]. These findings raise important new questions regarding
the precise relationship between SERCA2a deficiency and the
progression of heart failure. Although the contractile function and electrophysiology of
isolated myocytes from inducible Serca2 KO have been studied,
and in vivo function has been assessed by echocardiography and
invasive micromanometry, no studies thus far have reported the
contractile function of whole hearts isolated from these mice. It
therefore remains unclear whether the whole-organ function of
KO hearts will most closely resemble the severely impaired
isolated myocyte phenotype or the largely preserved in vivo
hemodynamic phenotype. In order to address this gap in
knowledge, we isolated hearts at specific time-points after cardiac
Serca2 gene disruption and directly examined whole heart
performance. We hypothesized that, similar to isolated myocytes,
isolated Serca2 KO hearts would exhibit severe contractile Animal Handling and Ethics Statement All experiments were approved by the University of Minnesota
Institutional Animal Care and Use Committee (NIH Animal
Welfare Assurance #A3456-01). Mice were housed on a 12-
12 hour light-dark cycle and provided rodent chow and tap water
ad libitum. All mice were homozygous for loxP sites in introns 1 and November 2013 | Volume 8 | Issue 11 | e79609 PLOS ONE | www.plosone.org 2 SERCA2 Deficiency and Whole Heart Performance Figure 2. Langendorff protocol and individual LV pressure traces. A, Langendorff Protocol. After initial equilibration, pacing frequency w
stepped between 3 and 12 Hz in 1-Hz intervals. After pacing at 12 Hz, hearts were re-equilibrated for 10 minutes in KHB lacking pyruvate and th
subjected to 20 minutes no-flow ischemia and 60 minutes reperfusion. B, Representative traces of LV pressure from 1-week FL (solid line), 1-week
(dashed line), and 4-week KO (dotted line) hearts sampled over 0.6 seconds. C, Individual peaks normalized to developed pressure. Note t
differences in time scale for each normalized peak. i, ii, and iii: 3, 7, and 12 Hz traces, respectively, for either absolute LV pressure (B) or LV pressu
normalized to own developed pressure (C). doi:10 1371/journal pone 0079609 g002
SERCA2 Deficiency and Whole Heart Performan Figure 2. Langendorff protocol and individual LV pressure traces. A, Langendorff Protocol. After initial equilibration, pacing frequency wa
stepped between 3 and 12 Hz in 1-Hz intervals. After pacing at 12 Hz, hearts were re-equilibrated for 10 minutes in KHB lacking pyruvate and the
subjected to 20 minutes no-flow ischemia and 60 minutes reperfusion. B, Representative traces of LV pressure from 1-week FL (solid line), 1-week KO
(dashed line), and 4-week KO (dotted line) hearts sampled over 0.6 seconds. C, Individual peaks normalized to developed pressure. Note th
differences in time scale for each normalized peak. i, ii, and iii: 3, 7, and 12 Hz traces, respectively, for either absolute LV pressure (B) or LV pressur
normalized to own developed pressure (C). Figure 2. Langendorff protocol and individual LV pressure traces. A, Langendorff Protocol. After initial equilibration, pacing frequency was
stepped between 3 and 12 Hz in 1-Hz intervals. After pacing at 12 Hz, hearts were re-equilibrated for 10 minutes in KHB lacking pyruvate and then
subjected to 20 minutes no-flow ischemia and 60 minutes reperfusion. Langendorff protocol Mice were anesthetized with sodium pentobarbital (100 mg/kg
i.p.) and heparinized (250 IU i.p.). Upon loss of toe pinch reflex,
the ribcage was opened and the heart was removed to a dish of ice-
cold Krebs-Henseleit solution (KHB: In mmol/L, 118 NaCl, 4.7
KCl, 1.2 MgSO4, 1.2 KH2PO4, 0.5 NaEDTA, 2.5 CaCl2, 15
Glucose, 25 NaHCO3, 0.5 NaPyruvate). The aorta was trimmed
and cannulated, and the heart was mounted on a Langendorff
apparatus (Radnoti, Inc) and retrogradely perfused with KHB
bubbled with 95% O2 / 5% CO2 and maintained near 37 uC with SERCA2 Deficiency and Whole Heart Performance Serca2fl/fl; TG:aMHC-MerCreMer+/o mice ef-
ficiently deleted Serca2 in response to tamoxifen and became
Serca20 (KO) in the heart, while Serca2fl/fl; NTG animals retained
the floxed Serca2 gene and normal SERCA2 expression (FL
controls). FL
and
KO
groups
were
sacrificed
by
sodium
pentobarbital injection (100 mg/kg i.p.) and exsanguination at 1
and 4 weeks post-tamoxifen injection and their hearts were
removed for ex vivo functional analysis (Figure 1A). All mice were
8–12 weeks of age at the time of sacrifice, and were of both sexes in
roughly equal proportion. FL and KO animals were sacrificed 7
days post-tamoxifen for the 1-week time point, and 29–30 days
post-tamoxifen for the 4-week time point. 3 of the Serca2 gene (Serca2fl/fl), and either contained (TG) or did
not contain (NTG) the aMHC-MerCreMer+/o transgene. Mice
were genotyped as described [11]. All mice were injected with
tamoxifen dissolved at 10 mg/ml in peanut oil (1640 mg/kg
intraperitoneally). Serca2fl/fl; TG:aMHC-MerCreMer+/o mice ef-
ficiently deleted Serca2 in response to tamoxifen and became
Serca20 (KO) in the heart, while Serca2fl/fl; NTG animals retained
the floxed Serca2 gene and normal SERCA2 expression (FL
controls). FL
and
KO
groups
were
sacrificed
by
sodium
pentobarbital injection (100 mg/kg i.p.) and exsanguination at 1
and 4 weeks post-tamoxifen injection and their hearts were
removed for ex vivo functional analysis (Figure 1A). All mice were
8–12 weeks of age at the time of sacrifice, and were of both sexes in
roughly equal proportion. FL and KO animals were sacrificed 7
days post-tamoxifen for the 1-week time point, and 29–30 days
post-tamoxifen for the 4-week time point. After re-equilibration, pacing was ceased and hearts were
subjected to 20 minutes of no-flow ischemia, followed by 60
minutes of reperfusion. 7 Hz pacing was resumed after 8 minutes
of reperfusion and continued until the end of the experiment. Caffeine perfusion Serca2 knockout was performed and 4-week FL and KO hearts
were mounted in the Langendorff mode as described above. KHB
composition was as above, except glucose was 10 mM and
pyruvate was not used. Hearts were allowed to equilibrate in
normal KHB for 10 minutes. After equilibration, 5 minutes of
baseline performance were recorded and the perfusate was
switched to a reservoir containing KHB +10 mM caffeine. Hearts
were perfused with KHB + caffeine for 10 minutes, followed by 20
minutes washout in normal KHB. Pacing frequency was 7 Hz
throughout. Arrhythmic behavior during and after caffeine
perfusion was defined as the time from start of caffeine perfusion
until the first 15-second interval in which contractile frequency
deviated outside 760.5 Hz (420630 BPM). SERCA2 Deficiency and Whole Heart Performance a water jacket. The atria were removed, and a balloon catheter
was inserted into the left ventricle (LV) to measure isovolumic LV
pressure. An electrode placed at the base of the heart controlled
pacing frequency, which was set at 7 Hz (pacing cycle length of
1000/7 = 143 milliseconds) for baseline and equilibration. Table 1. Animal Characteristics. Table 1. Animal Characteristics. Group
1wk FL
1wk KO
4wk FL
4wk KO
Heart Weight (mg)
11768.6
107611.0
11564.3
10465.2
Body Weight (g)
22.662.3
21.662.2
22.61.2
20.762.2
HW:BW Ratio (mg/g)
5.260.2
5.060.3
5.460.2
5.160.3
Age (wks)
8.760.4
8.960.5
11.660.2
12.060.3
Time Post-Tamoxifen (days)
760
760.3
2960.6
3060.9
No significant differences in heart weight, body weight, HW:BW ratio, or age
were found between FL and KO hearts at 1 and 4 weeks post-tamoxifen
injection. Unpaired two-tailed t tests were used to compare FL to KO hearts at
each time point. Values are mean 6 SEM. doi:10.1371/journal.pone.0079609.t001 The Langendorff protocol is presented in Figure 2A. Hearts
were equilibrated at 7 Hz for 5 minutes, followed by stepped
changes in pacing frequency from 3 to 12 Hz: frequency was first
reduced stepwise from 7 Hz to 3 Hz, then returned to 7 Hz and
increased stepwise to 12 Hz in 1-Hz increments. Each frequency
step was maintained until an equilibrium developed, at which
point the frequency was again increased (usually ,1 minute per
step). Parameters from 5 to 10 beats were averaged at this
equilibrium state of each pacing step. After pacing steps to 12 Hz
were completed, frequency was set at 7 Hz, perfusion was
switched to KHB lacking pyruvate, and hearts were re-equilibrat-
ed at 7 Hz for 10 minutes to wash out pyruvate from the pacing
protocol. No significant differences in heart weight, body weight, HW:BW ratio, or age
were found between FL and KO hearts at 1 and 4 weeks post-tamoxifen
injection. Unpaired two-tailed t tests were used to compare FL to KO hearts at
each time point. Values are mean 6 SEM. doi:10.1371/journal.pone.0079609.t001 3 of the Serca2 gene (Serca2fl/fl), and either contained (TG) or did
not contain (NTG) the aMHC-MerCreMer+/o transgene. Mice
were genotyped as described [11]. All mice were injected with
tamoxifen dissolved at 10 mg/ml in peanut oil (1640 mg/kg
intraperitoneally). Animal Handling and Ethics Statement B, Representative traces of LV pressure from 1-week FL (solid line), 1-week KO
(dashed line), and 4-week KO (dotted line) hearts sampled over 0.6 seconds. C, Individual peaks normalized to developed pressure. Note the
differences in time scale for each normalized peak. i, ii, and iii: 3, 7, and 12 Hz traces, respectively, for either absolute LV pressure (B) or LV pressure
normalized to own developed pressure (C). doi:10.1371/journal.pone.0079609.g002 November 2013 | Volume 8 | Issue 11 | e79609 PLOS ONE | www.plosone.org 3 SERCA2 Deficiency and Whole Heart Performance Tissue handling Some FL hearts could not be paced at
very low frequencies: for 1-week FL, the 3 and 4 Hz data points
represent N = 3 observations, not N = 4 for all other pacing frequencies. For 4-week FL, 3 Hz represents N = 3 observations, and 4 Hz represents
N = 4 observations, rather than N = 5 for all other pacing frequencies. *:
P,0.05; **: P,0.01; ***: P,0.001 for FL vs. KO at either 1 week or 4
weeks post-tamoxifen injection, as determined by two-way ANOVA
with Bonferroni post-test. Symbols are mean 6 SEM. doi:10.1371/journal.pone.0079609.g003 Data Acquisition and Statistical Analysis Data was acquired using LabChart 6 software (AD Instruments)
and analyzed using Prism 5.02 (GraphPad). Significance was
tested by unpaired two-tailed t test or two-way analysis of variance
with Bonferroni post-test, where appropriate. Significance was set
at P , 0.05. Data is presented as mean 6 SEM unless SEM was
smaller than figure icon. RIPA (in mmol/L, 50 Tris, 150 NaCl, 1 EDTA, plus 0.5% w/v
SDS and protease inhibitors [1 mM PMSF and 0.001 mg/ml
each of aprotinin, leupeptin, and pepstatin, all added fresh]),
briefly sonicated, and centrifuged at 14,000xg for 2 minutes. Supernatant protein concentration was determined using bicin-
chroninic acid. Results Serca2 FL and Serca2 KO hearts were studied at one and four
weeks after tamoxifen injection. Following tamoxifen injection,
SERCA2 protein was rapidly lost from the heart (Figure 1). One
week post-tamoxifen, SERCA2 protein in KO hearts was 32% of
FL control (Figure 1B,C). By four weeks post-tamoxifen, only faint
SERCA2 bands were found in heavily loaded samples (Figure 1D). Despite weeks of severe SERCA2a depletion in these mice, there
were no overt, readily observable differences in animal appearance
and no differences in heart weight, body weight, or heart weight-
body weight ratio between FL and KO groups at either the one or
four week time points (Table 1). Tissue handling For 4-week FL, 3 Hz represents N = 3 observations, and 4 Hz represents
N = 4 observations, rather than N = 5 for all other pacing frequencies. *:
P,0.05; **: P,0.01; ***: P,0.001 for FL vs. KO at either 1 week or 4
weeks post-tamoxifen injection, as determined by two-way ANOVA
with Bonferroni post-test. Symbols are mean 6 SEM. doi:10.1371/journal.pone.0079609.g003 Developed Pressure (LVDP) in
arts. A, 1-week KO vs. 1-week FL
equency range (3–12 Hz). B, 4-week
1-week and 4-week FL hearts
force-frequency response as pacing
aseline. 1-week KO vs. 4-week KO:
ome FL hearts could not be paced at
k FL, the 3 and 4 Hz data points
N = 4 for all other pacing frequencies. 3
b
ti
d 4 H
t
Figure 4. Summary of LV End-Diastolic Pressures (LVEDP) in
isolated Serca2fl/fl and KO hearts. A, LVEDP of 1-week FL and KO
hearts from 3–12 Hz stimulation frequency. B, LVEDP of 4-week FL and
KO hearts from 3–12 Hz stimulation frequency. KO hearts at both 1 and
4 weeks post-tamoxifen injection underwent a pronounced increase in
LVEDP as stimulation frequency increased. *: P,0.05; **: P,0.01; ***
P,0.001 for FL vs. KO at either 1 week or 4 weeks post-tamoxifen
injection, as determined by two-way ANOVA with Bonferroni post-test
doi:10.1371/journal.pone.0079609.g004 Figure 4. Summary of LV End-Diastolic Pressures (LVEDP) in
isolated Serca2fl/fl and KO hearts. A, LVEDP of 1-week FL and KO
hearts from 3–12 Hz stimulation frequency. B, LVEDP of 4-week FL and
KO hearts from 3–12 Hz stimulation frequency. KO hearts at both 1 and
4 weeks post-tamoxifen injection underwent a pronounced increase in
LVEDP as stimulation frequency increased. *: P,0.05; **: P,0.01; ***:
P,0.001 for FL vs. KO at either 1 week or 4 weeks post-tamoxifen
injection, as determined by two-way ANOVA with Bonferroni post-test. doi:10.1371/journal.pone.0079609.g004 Figure 3. Summary of LV Developed Pressure (LVDP) in
isolated Serca2fl/fl and KO hearts. A, 1-week KO vs. 1-week FL
LVDP across a wide stimulation frequency range (3–12 Hz). B, 4-week
KO vs. 4-week FL LVDP. Both 1-week and 4-week FL hearts
demonstrated a negative staircase force-frequency response as pacing
frequency increased from 7 Hz baseline. 1-week KO vs. 4-week KO:
P,0.05 at all pacing frequencies. Tissue handling After the Langendorff protocol was complete, hearts were
removed from the cannula, quickly blotted and weighed, and
frozen using liquid nitrogen. Frozen hearts were pulverized in a
liquid nitrogen-cooled steel deadblow, resuspended in 750 ml Table 2. Baseline Isolated Heart Function. Group
1wk FL
1wk KO
4wk FL
4wk KO
# Hearts
4
4
5
4
Developed Pressure (mm Hg)
99.268.5
72.667.8 (n.s.)
90.465.4
20.464.9 (***)
End-Diastolic Pressure (mm Hg)
5.962.1
7.560.8 (n.s.)
5.860.4
18.862.6 (***)
dP/dt Max (mm Hg s21)
30346268
22326307 (n.s.)
25126189
4876120 (***)
dP/dt Min (mm Hg s21)
224416292
213596148 (*)
222316190
2401688 (***)
T50% Rise (ms)
25.5260.63
30.5161.29 (*)
27.4660.54
33.9561.09 (***)
T50% Relaxation (ms)
31.1661.21
41.1961.26 (**)
30.4261.09
41.2460.78 (***)
FDHM (ms)
56.6860.87
71.6962.42 (**)
57.8860.94
75.1961.55 (***)
Isolated heart performance at baseline 7 Hz pacing frequency. Values shown, other than time to 50% rise, are also presented with other pacing frequencies in Figures 3,
4, and 5. Values represent mean and SEM of each group’s isolated heart performance; values for each heart were determined by averaging 5–10 pressure peaks at each
pacing frequency after the heart’s performance at that step had stabilized. *: P,0.05; **:P,0.01; ***: P,0.001 for FL vs. KO at either 1 week or 4 weeks post-tamoxifen
injection, as determined by unpaired two-tailed t test. doi:10.1371/journal.pone.0079609.t002 Table 2. Baseline Isolated Heart Function. Table 2. Baseline Isolated Heart Function. Isolated heart performance at baseline 7 Hz pacing frequency. Values shown, other than time to 50% rise, are also presented with other pacing frequencies in Figures 3,
4, and 5. Values represent mean and SEM of each group’s isolated heart performance; values for each heart were determined by averaging 5–10 pressure peaks at each
pacing frequency after the heart’s performance at that step had stabilized. *: P,0.05; **:P,0.01; ***: P,0.001 for FL vs. KO at either 1 week or 4 weeks post-tamoxifen
injection, as determined by unpaired two-tailed t test. doi:10.1371/journal.pone.0079609.t002 November 2013 | Volume 8 | Issue 11 | e79609 PLOS ONE | www.plosone.org 4 SERCA2 Deficiency and Whole Heart Performance Data Acquisition and Statistical Analysis
D t
i
d
i
L bCh
t 6
ft
(AD I
t
t )
Figure 3. Summary of LV Developed Pressure (LVDP) in
isolated Serca2fl/fl and KO hearts. A, 1-week KO vs. 1-week FL
LVDP across a wide stimulation frequency range (3–12 Hz). B, 4-week
KO vs. 4-week FL LVDP. Tissue handling Both 1-week and 4-week FL hearts
demonstrated a negative staircase force-frequency response as pacing
frequency increased from 7 Hz baseline. 1-week KO vs. 4-week KO:
P,0.05 at all pacing frequencies. Some FL hearts could not be paced at
very low frequencies: for 1-week FL, the 3 and 4 Hz data points
represent N = 3 observations, not N = 4 for all other pacing frequencies. For 4-week FL, 3 Hz represents N = 3 observations, and 4 Hz represents
N = 4 observations, rather than N = 5 for all other pacing frequencies. *:
P,0.05; **: P,0.01; ***: P,0.001 for FL vs. KO at either 1 week or 4
Figure 4. Summary of LV End-Diastolic Pressures (LVEDP) in
isolated Serca2fl/fl and KO hearts. A, LVEDP of 1-week FL and KO
hearts from 3–12 Hz stimulation frequency. B, LVEDP of 4-week FL and
KO hearts from 3–12 Hz stimulation frequency. KO hearts at both 1 and
4 weeks post-tamoxifen injection underwent a pronounced increase in
LVEDP as stimulation frequency increased. *: P,0.05; **: P,0.01; ***:
P,0.001 for FL vs. KO at either 1 week or 4 weeks post-tamoxifen
injection, as determined by two-way ANOVA with Bonferroni post-test. doi:10.1371/journal.pone.0079609.g004 Figure 4. Summary of LV End-Diastolic Pressures (LVEDP) in
isolated Serca2fl/fl and KO hearts. A, LVEDP of 1-week FL and KO
hearts from 3–12 Hz stimulation frequency. B, LVEDP of 4-week FL and
KO hearts from 3–12 Hz stimulation frequency. KO hearts at both 1 and
4 weeks post-tamoxifen injection underwent a pronounced increase in
LVEDP as stimulation frequency increased. *: P,0.05; **: P,0.01; ***:
P,0.001 for FL vs. KO at either 1 week or 4 weeks post-tamoxifen
injection, as determined by two-way ANOVA with Bonferroni post-test. doi:10.1371/journal.pone.0079609.g004 Figure 3. Summary of LV Developed Pressure (LVDP) in
isolated Serca2fl/fl and KO hearts. A, 1-week KO vs. 1-week FL
LVDP across a wide stimulation frequency range (3–12 Hz). B, 4-week
KO vs. 4-week FL LVDP. Both 1-week and 4-week FL hearts
demonstrated a negative staircase force-frequency response as pacing
frequency increased from 7 Hz baseline. 1-week KO vs. 4-week KO:
P,0.05 at all pacing frequencies. Some FL hearts could not be paced at
very low frequencies: for 1-week FL, the 3 and 4 Hz data points
represent N = 3 observations, not N = 4 for all other pacing frequencies. Western Blotting C, dashed line indicates the calculated pacing cycle length in milliseconds (PCL = 1000 ms s21 / Pacing
Frequency s21) to compare the contractile cycle length to the maximum possible peak width at each pacing frequency. Rest Time (D) is the difference
between calculated PCL and Peak Width. Symbols indicate mean 6 SEM. #: P,0.05 FL vs KO (1-week). 1: P,0.05 FL vs KO (4-week). {: P,0.05 1-week
KO vs 4-week KO. doi:10.1371/journal.pone.0079609.g005 Figure 3 summarizes one-week and four-week control and KO
heart systolic function (LVDP) across a broad range of pacing
frequencies. FL hearts at both time points exhibited a negative
staircase force-frequency response as pacing frequency increased
above 7 Hz baseline. At one week post-tamoxifen (Figure 3A), KO
systolic function was diminished at low and high, but not moderate
pacing frequencies (P , 0.05 between KO and FL at 3–5 and 8–
11 Hz). At four weeks, however, KO hearts had severe systolic
impairment at all pacing frequencies (Figure 3B). Isolated heart contractile parameters at baseline are detailed in
Table 2. One week post-tamoxifen, KO hearts exhibited mild
systolic and diastolic dysfunction. The minimal first derivative of
LV pressure (dP/dtmin, the fastest rate of pressure decay each beat)
was significantly reduced in KO hearts compared to FL. In
addition, times to 50% pressure rise (T50% Rise) and fall (T50%
Relaxation or T50R) were significantly increased in KO hearts
relative to FL at 1 week post-tamoxifen. In comparison, at four
weeks post-tamoxifen, KO hearts had severe systolic and diastolic
dysfunction relative to FL. In KO hearts LV developed pressure
and maximal and minimal dP/dt were markedly decreased, and
end-diastolic pressure (LVEDP) and times to 50% rise and 50%
relaxation were significantly increased (P,0.05). Representative
traces of LV pressure (Figure 2B, LV pressures; 2C, normalized to
magnitude) from one-week FL, one-week KO, and four-week KO
reveal severe, progressive decline in isolated heart contractile
performance as SERCA2 protein is lost from the myocardium. At
low to moderate pacing frequencies (3 and 7 Hz, Figure 2Bi-ii and
2Ci-ii), KO hearts contracted more weakly and relaxed more
slowly than FL hearts. At higher pacing frequencies, these
differences in relaxation performance were diminished. At four-
weeks KO heart diastolic function was severely impaired at all
pacing frequencies (Figure 2B). Western Blotting Heart lysates were diluted to 1 mg/ml with RIPA and Laemmli
buffer, and then 20 mg protein per lane was fractionated on 12.5%
Tris-Glycine gels (BioRad Criterion) and transferred to PVDF
membranes. SERCA2a and Actin were detected by immunoblot
(primary antibodies: SERCA2a, 2A7-A1 (Sigma) at 1:1000; Actin,
A-2103 (Sigma) at 1:10,000) using an Odyssey imaging system
(LiCor, Inc). PLOS ONE | www.plosone.org November 2013 | Volume 8 | Issue 11 | e79609 5 SERCA2 Deficiency and Whole Heart Performance Figure 5. Time to 50% Relaxation (T50R), Full-Duration at Half-Maximum (FDHM), Peak Width, and Rest Time in isolated Serca2fl/fl
and KO hearts. A, T50R; B, FDHM; C, Peak Width; and D, Rest Time in 1-week FL, 1-week KO, 4-week FL, and 4-week KO hearts across 3–12 Hz
stimulation frequencies. T50R (A) is the time (in ms) required for pressure to decay from peak to 50% of peak. FDHM (B) is the sum of the time to 50%
pressure rise and the time to 50% pressure relaxation and indicates time spent in the contracted state. Peak Width (C) is the time duration between
initiation of contraction and return to baseline. C, dashed line indicates the calculated pacing cycle length in milliseconds (PCL = 1000 ms s21 / Pacing
Frequency s21) to compare the contractile cycle length to the maximum possible peak width at each pacing frequency. Rest Time (D) is the difference
between calculated PCL and Peak Width. Symbols indicate mean 6 SEM. #: P,0.05 FL vs KO (1-week). 1: P,0.05 FL vs KO (4-week). {: P,0.05 1-week
KO vs 4-week KO. doi:10.1371/journal.pone.0079609.g005 Figure 5. Time to 50% Relaxation (T50R), Full-Duration at Half-Maximum (FDHM), Peak Width, and Rest Time in isolated Serca2fl/fl
and KO hearts. A, T50R; B, FDHM; C, Peak Width; and D, Rest Time in 1-week FL, 1-week KO, 4-week FL, and 4-week KO hearts across 3–12 Hz
stimulation frequencies. T50R (A) is the time (in ms) required for pressure to decay from peak to 50% of peak. FDHM (B) is the sum of the time to 50%
pressure rise and the time to 50% pressure relaxation and indicates time spent in the contracted state. Peak Width (C) is the time duration between
initiation of contraction and return to baseline. November 2013 | Volume 8 | Issue 11 | e79609 Western Blotting p
p
g
q
(
g
)
In both one-week and four-week KO hearts, there was a
substantial rise in end-diastolic pressure (LVEDP) as pacing
frequency increased (Figures 4A and 4B). At four weeks, KO end-
diastolic pressures were significantly elevated at lower frequencies
compared to one-week KO or FL, but at the maximal pacing
frequency of 12 Hz both KO LVEDPs were similar (one-week
KO: 31.561.5 mm Hg; four-week KO: 36.664.2 mm Hg). Further underscoring the relaxation deficit of KO hearts, times
to 50% relaxation (T50R) were significantly prolonged in one- and
four-week KO hearts relative to FL, particularly at low pacing
frequencies (Figure 5A). KO hearts had also a significantly
prolonged contracted state (Figure 5B: full-duration at half
maximum, FDHM) compared to FL hearts at both time points. Likewise, the peak width (time duration of each pressure peak)
progressively
increased
in
one-
and
four-week
KO
hearts November 2013 | Volume 8 | Issue 11 | e79609 PLOS ONE | www.plosone.org 6 SERCA2 Deficiency and Whole Heart Performance Figure 6. LV Developed Pressures (LVDP) and LVDP normalized to baseline performance during ischemia-reperfusion injury in
Serca2fl/fl and KO hearts. A, LVDP of 1-week FL and 1-week KO hearts at baseline, during ischemia (black bar, minutes 1–20), and during
reperfusion (gray bar, minutes 30–80). B, as in (A) except all values normalized to each heart’s baseline LVDP. C and D, as with (A) and (B) for 4-week
FL and 4-week KO hearts. Baseline values collected immediately prior to the onset of ischemia. One 1-week FL heart encountered a bubble in the
perfusion line between pacing and ischemia-reperfusion and became infarcted, so 1-week FL N = 3 for ischemia-reperfusion (Figures 6 and 7). Symbols indicate mean 6 SEM. No significant differences between FL and KO at 1 week or 4 weeks post-tamoxifen injection were found by two-way
ANOVA. doi:10 1371/journal pone 0079609 g006 Figure 6. LV Developed Pressures (LVDP) and LVDP normalized to baseline performance during ischemia-reperfusion injury in
Serca2fl/fl and KO hearts. A, LVDP of 1-week FL and 1-week KO hearts at baseline, during ischemia (black bar, minutes 1–20), and during
reperfusion (gray bar, minutes 30–80). B, as in (A) except all values normalized to each heart’s baseline LVDP. C and D, as with (A) and (B) for 4-week
FL and 4-week KO hearts. Baseline values collected immediately prior to the onset of ischemia. Western Blotting One 1-week FL heart encountered a bubble in the
perfusion line between pacing and ischemia-reperfusion and became infarcted, so 1-week FL N = 3 for ischemia-reperfusion (Figures 6 and 7). Symbols indicate mean 6 SEM. No significant differences between FL and KO at 1 week or 4 weeks post-tamoxifen injection were found by two-way
ANOVA. d i 10 1371/j
l
0079609 006 doi:10.1371/journal.pone.0079609.g006 In an additional set of experiments, we sought to further
evaluate Ca2+ handling in FL and KO hearts by using caffeine to
modulate excitation-contraction coupling. Isolated 4-week FL and
KO hearts were perfused with 10 mM caffeine, a ryanodine
receptor (RyR) activator, to modulate SR Ca2+ handling and
reveal non-SR dependent contractile function. Caffeine perfusion
releases SR Ca2+ stores, thus forcing hearts to depend on SR-
independent Ca2+ handling pathways for contractility. Represen-
tative traces of 4-week FL and KO hearts during caffeine perfusion
are shown in Figure 8A. Upon perfusion with 10 mM caffeine,
isolated hearts initially underwent a brief period of increased
contractile force (Figure 8B). Following this initial increase, LV
developed pressure diminished in both FL and KO and remained
low until removal of caffeine during washout. Upon returning to
normal KHB perfusion, FL hearts recovered developed pressure
more rapidly than KO hearts. LV end-diastolic pressure increased
during caffeine perfusion in both groups, but to a greater extent in
FL hearts than KO (Figure 8C). In FL hearts, LV end-systolic
pressure (LVESP) decreased during caffeine perfusion, whereas in
KO hearts LVESP increased (Figure 8D). During caffeine
perfusion, KO hearts were more susceptible than FL hearts to
pacing irregularities, defined as a 15-second period in which a
heart’s contractile frequency deviated outside 760.5 Hz. Each (Figure 5C). The rest time, defined as the difference between the
calculated pacing cycle length and the peak width (PCL = 1000 ms
s21/ pacing frequency s21), thus representing the time interval
between the end of one peak and the beginning of the next, was
elevated in KO hearts at low pacing frequencies (Figure 5D). These measures differed between KO and FL groups at low
pacing frequencies and converged as pacing rate increased (7 Hz
and above: no significant differences). (Figure 5C). SERCA2 Deficiency and Whole Heart Performance heart’s time from the start of caffeine perfusion to the first of th
events was plotted in Figure 8E. Here, 9 of 12 KO hearts, and
Figure 7. LV End-Diastolic Pressures (LVEDP) during ischem
reperfusion injury in Serca2fl/fl and KO hearts. A, LVEDP of 1-w
FL and KO hearts at baseline, during ischemia (black bars, minute
20), and during reperfusion (gray bar, minutes 30–80). B, as (A) fo
week FL and KO hearts. FL and KO groups were not significa
different (P.0.05) at 1 or 4 weeks post-KO, by two-way ANOVA. doi:10.1371/journal.pone.0079609.g007 previously in isolated myocytes from SERCA2a KO mice[11,13]
and are in contrast to in vivo function where heart morphology and
whole behavior appear relatively normal. This later point is in
keeping with findings of apparent normal echocardiography
assessment, at least in the early weeks after severe SERCA2a
depletion in vivo[11]. Based on whole heart function results
reported here it is surprising that SERCA2a KO mice survive well
beyond time points where intrinsic whole heart performance is
severely compromised. Our results from the inducible SERCA2a knockout mouse are
interesting in the context of previous findings in Serca2+/2 mice,
which constitutively express about 60% of normal SERCA2
protein. Serca2 heterozygous mice have slightly impaired cardiac
function, but this does not appear to negatively impact the overall
health of these mice[7,9]. The inducible SERCA2 KO mice[10]
offer greater experimental latitude by permitting study of animals
at multiple time points between initiation of knockout and the
onset of in vivo pathology. In this way it is possible to perform
detailed study of heart function as SERCA2 protein is specifically
and progressively lost from the myocardium. In this context,
severe SERCA2a deficiency from 32% of control levels down to
near zero levels markedly disrupts heart organ function and yet at
, 1,000,000 cardiac pump cycles/day the animal can survive for
many weeks before overt cardio-respiratory failure ensues. Figure 7. LV End-Diastolic Pressures (LVEDP) during ischemia-
reperfusion injury in Serca2fl/fl and KO hearts. A, LVEDP of 1-week
FL and KO hearts at baseline, during ischemia (black bars, minutes 1–
20), and during reperfusion (gray bar, minutes 30–80). B, as (A) for 4-
week FL and KO hearts. FL and KO groups were not significantly
different (P.0.05) at 1 or 4 weeks post-KO, by two-way ANOVA. SERCA2 Deficiency and Whole Heart Performance doi:10.1371/journal.pone.0079609.g007 The
physiological
disconnect
between
the
ex
vivo
heart
performance and in vivo function is evidence that KO mice are
capable of compensating for the loss of cardiac SERCA2 protein
for up to two months before ultimately failing. Along these lines,
recent reports on isolated rabbit hearts exposed to the SERCA2
inhibitor, thapsigargin, also show a surprising extended time of
whole heart function that too appears to uncouple isolated
myocyte SR Ca2+ flux and whole-heart contractility[16]. y
y
y[
]
As of yet the mechanism allowing for this compensation is not
clear, although there are several changes shown to occur following
Serca2 disruption that may support heart function in the absence of
robust SR Ca2+ flux. For example, there are modest increases in
the expression and activity of the L-type Ca2+ channel, the Na+-
Ca+ exchanger, and the plasma membrane Ca2+ ATPase[13]. In
addition, Na-K ATPase expression and activity is decreased[13],
and serum norepinephrine is elevated in KO mice[11]. Collec-
tively, these changes prompt the hypothesis that Serca2 KO cardiac
performance in vivo is maintained by enhancing trans-sarcolemmal
Ca2+ transport while SR Ca2+ handling is reduced. KO myocytes
exhibit greater Ca2+ transients than FL when stimulated during
caffeine perfusion[18]. The contractile performance of isolated
KO hearts perfused with caffeine, however, suggests that trans-
sarcolemmal Ca2+ flux is unlikely to account for preserved systolic
function after Serca2 disruption. Systolic performance in FL and
KO hearts is nearly identical during caffeine perfusion. End-
diastolic pressures are lower in KO hearts during caffeine
perfusion, suggesting that increased NCX and PMCA levels
found 4 weeks post-KO can help sustain diastolic performance. KO hearts tend to deviate from the programmed stimulation
frequency, 7 Hz, soon after the application of caffeine, indicating
that this increased dependence on trans-sarcolemmal Ca2+ fluxes
can sensitize KO hearts to arrhythmic behavior[19]. This finding
is notable because ,1 week KO mice exhibit fewer ventricular
extrasystoles than FL mice in telemetry studies[14]. This difference
is likely accounted for by the progressive nature of this Serca2 KO
model, as the 4-week KO hearts used in this study have
diminished SR function and greater NCX activity[13] than ,1
week KO hearts[14]. Therefore, compensatory changes in Ca2+
handling mechanisms of Serca2 KO hearts may contribute to
comparatively preserved end-diastolic pressures, but not systolic Figure 7. LV End-Diastolic Pressures (LVEDP) during ischemia-
reperfusion injury in Serca2fl/fl and KO hearts. SERCA2 Deficiency and Whole Heart Performance A, LVEDP of 1-week
FL and KO hearts at baseline, during ischemia (black bars, minutes 1–
20), and during reperfusion (gray bar, minutes 30–80). B, as (A) for 4-
week FL and KO hearts. FL and KO groups were not significantly
different (P.0.05) at 1 or 4 weeks post-KO, by two-way ANOVA. doi:10.1371/journal.pone.0079609.g007 heart’s time from the start of caffeine perfusion to the first of these
events was plotted in Figure 8E. Here, 9 of 12 KO hearts, and 0 of
6 FL hearts, experienced arrhythmias during caffeine perfusion,
and 2 of 6 FL hearts experienced arrhythmias shortly after
returning to normal KHB perfusion. Western Blotting The rest time, defined as the difference between the
calculated pacing cycle length and the peak width (PCL = 1000 ms
s21/ pacing frequency s21), thus representing the time interval
between the end of one peak and the beginning of the next, was
elevated in KO hearts at low pacing frequencies (Figure 5D). These measures differed between KO and FL groups at low
pacing frequencies and converged as pacing rate increased (7 Hz
and above: no significant differences). Following force-frequency response determination, whole hearts
were subjected to ischemia-reperfusion (I/R) challenge to test the
hypothesis that the magnitude of I/R-mediated LV pressure
dysfunction is modulated by progressive SERCA2a deficiency. At
one-week, KO hearts had reduced pre-ischemic baseline LVDP
compared to FL hearts, however both groups produced similar
absolute developed pressures during reperfusion (Figure 6A). In
contrast, at four weeks, KO hearts recovered much lower
developed pressures than control hearts during reperfusion. When
the developed pressure of each heart was normalized to pre-
ischemic baseline values (Figures 6B and 6D), the recovery of KO
hearts was not significantly different from FL controls. Also KO
and FL hearts developed similar rigor pressure during ischemia,
and recovery of LV end-diastolic pressure was not different
between groups (Figure 7). November 2013 | Volume 8 | Issue 11 | e79609 PLOS ONE | www.plosone.org 7 SERCA2 Deficiency and Whole Heart Performance Discussion This study reports new findings of left ventricular whole heart
function after targeted Serca2 gene disruption with the goal to
interrogate organ level performance in the context of progressive
and severe SERCA2a protein depletion. Under standard condi-
tions at one week after Serca2 gene disruption, where cardiac
SERCA2a protein content is 32% of control values, isolated whole
heart performance is surprisingly near normal. In comparison,
under the same standard testing conditions of whole heart function
four weeks after Serca2 gene disruption, where cardiac SERCA2a
protein
is
at
near
non-detectable
levels,
there
are
severe
deficiencies in both systolic and diastolic LV function at the level
of the isolated intact heart. Cardiac stress testing by increasing
pacing rates further and dramatically unmasks relaxation perfor-
mance deficits at early and late time points after gene disruption
and establishes the SERCA2a dose-diastolic performance response
relationship. Overall these new findings parallel those obtained November 2013 | Volume 8 | Issue 11 | e79609 PLOS ONE | www.plosone.org 8 performance, during caffeine exposure. Increased dependence on
Ca2+ current, however, may render KO hearts susceptible to
However, in this context it is interesting to note that patients w
Darier’s disease, which owing to Serca2 loss-of-function mutatio
Figure 8. Caffeine perfusion of isolated 4-week FL and KO hearts. A, Representative traces of LV pressure from FL and KO hearts spann
the final minute of baseline recording and the first nine minutes of caffeine perfusion. B, LVDP of 4-week FL (N = 6) and KO (N = 12) hearts up
perfusion with 10 mM caffeine. Washout with normal KHB began after 10 minutes of caffeine perfusion and proceeded for 20 minutes. Baseline (‘‘B
indicates heart performance at the fifth minute of baseline recording, just prior to caffeine perfusion. Dead space in perfusion line took abou
minute to clear at both switch timepoints. C, LVEDP of 4-week FL and KO hearts upon perfusion with 10 mM caffeine. D, LV End-Systolic Press
(LVESP) of 4-week FL and KO hearts upon perfusion with 10 mM caffeine, normalized to baseline level. E, Time of survival for 4-week FL and KO hea
from beginning of caffeine perfusion until first 15-second window in which contractile frequency was outside 760.5 Hz. Log-rank test: P,0
between FL and KO groups. Icons indicate mean, and error bars indicate SEM unless smaller than icon. Panels B, C, and D analyzed by two-w
ANOVA. Brackets indicate results of Bonferroni post-tests. References 11. Andersson KB, Birkeland JAK, Finsen AV, Louch WE, Sjaastad I, et al. (2009)
Moderate heart dysfunction in mice with inducible cardiomyocyte-specific
excision of the Serca2 gene. J Mol Cell Cardiol 47: 180–187. 1. Gwathmey JK, Copelas L, MacKinnon R, Schoen FJ, Feldman MD, et al. (1987) Abnormal intracellular calcium handling in myocardium from patients
with end-stage heart failure. Circ Res 61: 70–76. g
2. Engelhardt S, Hein L, Dyachenkow V, Kranias EG, Isenberg G, et al. (2004)
Altered calcium handling is critically involved in the cardiotoxic effects of
chronic beta-adrenergic stimulation. Circulation 109: 1154–1160. 12. Sohal DS, Nghiem M, Crackower MA, Witt SA, Kimball TR, et al. (2001)
Temporally Regulated and Tissue-Specific Gene Manipulations in the Adult
and Embryonic Heart Using a Tamoxifen-Inducible Cre Protein. Circ Res 89:
20–25. 3. Louch WE, Mørk HK, Sexton J, Strømme TA, Laake P, et al. (2006) T-tubule
disorganization and reduced synchrony of Ca2+ release in murine cardiomy-
ocytes following myocardial infarction. J Physiol 574: 519–533. 13. Louch WE, Hougen K, Mørk HK, Swift F, Aronsen JM, et al. (2010) Sodium
accumulation promotes diastolic dysfunction in end-stage heart failure following
Serca2 knockout. J Physiol 588: 465–478. 4. Schmidt U, Hajjar RJ, Helm PA, Kim CS, Doye AA, et al. (1998) Contribution
of abnormal sarcoplasmic reticulum ATPase activity to systolic and diastolic
dysfunction in human heart failure. J Mol Cell Cardiol 30: 1929–1937. 14. Stokke MK, Hougen K, Sjaastad I, Louch WE, Briston SJ, et al. (2010) Reduced
SERCA2 abundance decreases the propensity for Ca2+ wave development in
ventricular myocytes. Cardiovasc Res 86: 63–71. y
J
5. Wei S, Guo A, Chen B, Kutschke W, Xie YP, et al. (2010) T-tubule remodeling
during transition from hypertrophy to heart failure. Circ Res 107: 520–531. 15. Bers D (2002) Cardiac excitation–contraction coupling. Nature 415: 198–205. 6. Lompre´ AM, Lambert F, Lakatta EG, Schwartz K (1991) Expression of
sarcoplasmic reticulum Ca(2+)-ATPase and calsequestrin genes in rat heart
during ontogenic development and aging. Circ Res 69: 1380–1388. 16. Elliott EB, Kelly A, Smith GL, Loughrey CM (2012) Isolated rabbit working
heart function during progressive inhibition of myocardial SERCA activity. Circ
Res 110: 1618–1627. 7. Ji Y, Lalli MJ, Babu GJ, Xu Y, Kirkpatrick DL, et al. (2000) Disruption of a
single copy of the SERCA2 gene results in altered Ca2+ homeostasis and
cardiomyocyte function. J Biol Chem 275: 38073–38080. 17. Author Contributions Conceived and designed the experiments: FIH JMM. Performed the
experiments: FIH. Analyzed the data: FIH JMM. Contributed reagents/
materials/analysis tools: KBA GC. Wrote the paper: FIH JMM. Conceived and designed the experiments: FIH JMM. Performed the
experiments: FIH. Analyzed the data: FIH JMM. Contributed reagents/
materials/analysis tools: KBA GC. Wrote the paper: FIH JMM. In conclusion, these findings show that progressive loss of
SERCA2 protein from heart following inducible knockout initiates SERCA2 Deficiency and Whole Heart Performance Another motivation for studying Serca2 KO mice was to assess
the relationship between SR function and ischemia-reperfusion
injury. Earlier reports of altered SR function using phospholam-
ban deficient mice reported much more severe I/R-mediated
heart performance deficits than in controls[17]. We speculated
that a converse model whereby SR Ca2+ uptake and load are
reduced would have opposite effects and paradoxically could be
beneficial in terms of relative LV functional deficits in I/R. In 1-
week KO hearts with SERCA2a reduced to 32% of control, mean
values for LVDP tended to be higher than controls but this did not
reach statistical significance by ANOVA analysis. Thus, although
increasing SR Ca2+ load by phospholamban ablation severely
impairs recovery from ischemic injury[17], decreasing SERCA2a
content to 32% or less appears not to confer any benefit to
recovery. rapid, severe decline in the contractile performance of isolated
whole hearts. Although the mechanisms allowing for sustained in
vivo cardiac function and survival are currently unclear, identifying
the manner in which hearts compensate for severely diminished
SR Ca2+ flux could prove highly beneficial to our understanding of
the interrelationship between SR Ca2+ derangements and cardiac
disease. Acknowledgments We thank the Lillehei Heart Institute for their continued support. Discussion doi:10.1371/journal.pone.0079609.g008
SERCA2 Deficiency and Whole Heart Performan SERCA2 Deficiency and Whole Heart Performance Figure 8. Caffeine perfusion of isolated 4-week FL and KO hearts. A, Representative traces of LV pressure from FL and KO hearts spanning
the final minute of baseline recording and the first nine minutes of caffeine perfusion. B, LVDP of 4-week FL (N = 6) and KO (N = 12) hearts upon
perfusion with 10 mM caffeine. Washout with normal KHB began after 10 minutes of caffeine perfusion and proceeded for 20 minutes. Baseline (‘‘BL’’)
indicates heart performance at the fifth minute of baseline recording, just prior to caffeine perfusion. Dead space in perfusion line took about 1
minute to clear at both switch timepoints. C, LVEDP of 4-week FL and KO hearts upon perfusion with 10 mM caffeine. D, LV End-Systolic Pressure
(LVESP) of 4-week FL and KO hearts upon perfusion with 10 mM caffeine, normalized to baseline level. E, Time of survival for 4-week FL and KO hearts
from beginning of caffeine perfusion until first 15-second window in which contractile frequency was outside 760.5 Hz. Log-rank test: P,0.05
between FL and KO groups. Icons indicate mean, and error bars indicate SEM unless smaller than icon. Panels B, C, and D analyzed by two-way
ANOVA. Brackets indicate results of Bonferroni post-tests. doi:10.1371/journal.pone.0079609.g008 However, in this context it is interesting to note that patients with
Darier’s disease, which owing to Serca2 loss-of-function mutations
are functional Serca2+/2 heterozygotes, show no sign of cardiac
disease or dysfunction[20]. This observation supports the apparent
disconnection between in vivo cardiac function, cardiac SERCA2
content/activity, and isolated organ and cell function. performance, during caffeine exposure. Increased dependence on
Ca2+ current, however, may render KO hearts susceptible to
arrhythmias. Additional studies will be required to further specify
how KO hearts maintain systolic performance in vivo as SR
function is gradually abolished. Loss of SERCA2 expression and activity is well documented
within a wide variety of cardiac pathologies in human patients. November 2013 | Volume 8 | Issue 11 | e79609 PLOS ONE | www.plosone.org 9 SERCA2 Deficiency and Whole Heart Performance References Cross HR, Kranias EG, Murphy E, Steenbergen C (2003) Ablation of PLB
exacerbates ischemic injury to a lesser extent in female than male mice:
protective role of NO. Am J Physiol Heart Circ Physiol 284: H683–90. 8. Hiranandani N, Raman S, Kalyanasundaram A, Periasamy M, Janssen PML
(2007) Frequency-dependent contractile strength in mice over- and under-
expressing the sarco(endo)plasmic reticulum calcium-ATPase. Am J Physiol
Regul Integr Comp Physiol 293: R30–6. 18. Swift F, Franzini-Armstrong C, Øyehaug L, Enger UH, Andersson KB, et al. (2012) Extreme sarcoplasmic reticulum volume loss and compensatory T-tubule
remodeling after Serca2 knockout. Proc Natl Acad Sci U S A 109: 3997–4001. g
19. Pogwizd SM, Qi M, Yuan W, Samarel AM, Bers DM (1999) Upregulation of
Na+/Ca2+ Exchanger Expression and Function in an Arrhythmogenic Rabbit
Model of Heart Failure. Circ Res 85: 1009–1019. 9. Periasamy M, Reed TD, Liu LH, Ji Y, Loukianov E, et al. (1999) Impaired
cardiac performance in heterozygous mice with a null mutation in the
sarco(endo)plasmic reticulum Ca2+-ATPase isoform 2 (SERCA2) gene. J Biol
Chem 274: 2556–2562. 20. Mayosi BM, Kardos A, Davies CH, Gumedze F, Hovnanian a, et al. (2006)
Heterozygous disruption of SERCA2a is not associated with impairment of
cardiac performance in humans: implications for SERCA2a as a therapeutic
target in heart failure. Heart 92: 105–109. 10. Andersson KB, Finsen AV, Sja˚land C, Winer LH, Sjaastad I, et al. (2009) Mice
carrying a conditional Serca2(flox) allele for the generation of Ca(2+) handling-
deficient mouse models. Cell Calcium 46: 219–225. November 2013 | Volume 8 | Issue 11 | e79609 PLOS ONE | www.plosone.org 10
|
https://openalex.org/W1933424639
|
https://bmcpregnancychildbirth.biomedcentral.com/counter/pdf/10.1186/1471-2393-6-10
|
English
| null |
A randomized cross over trial of tolerability and compliance of a micronutrient supplement with low iron separated from calcium vs high iron combined with calcium in pregnant women [ISRCTN56071145]
|
BMC pregnancy and childbirth
| 2,006
|
cc-by
| 4,751
|
Received: 17 October 2005
Accepted: 04 April 2006 Received: 17 October 2005
Accepted: 04 April 2006 Received: 17 October 2005
Accepted: 04 April 2006 This article is available from: http://www.biomedcentral.com/1471-2393/6/10 This article is available from: http://www.biomedcentral.com/1471-2393/6/10 ;
This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0),
which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. BioMed Central BioMed Central BioMed Central BMC Pregnancy and Childbirth Open Access Open Acc
Research article
A randomized cross over trial of tolerability and compliance of a
micronutrient supplement with low iron separated from calcium vs
high iron combined with calcium in pregnant women
[ISRCTN56071145] Address: 1The University of Toronto, Clinique de Gynécologie-Obstétrique Pierre Boucher, Longueuil, Québec, Ca
Pharmacology/Toxicology, The Hospital for Sick Children, North York General Hospital, Toronto, Canada Email: Eric Ahn - eric.ahn@utoronto.ca; Nicholas Pairaudeau - npairaudeau@hotmail.com; Nicholas Pairaudeau - npairaudeau@hotmail.com;
Yves Cérat - yvescerat@videotron.ca; Bernard Couturier - bcouturier@videotron.ca; Andre Fortier - jandrej.fortier@videotron.ca;
Éric Paradis - ericparadis65@hotmail.ca; Gideon Koren* - gkoren@sickkids.ca * Corresponding author Published: 04 April 2006
BMC Pregnancy and Childbirth 2006, 6:10
doi:10.1186/1471-2393-6-10
Received: 17 October 2005
Accepted: 04 April 2006
This article is available from: http://www.biomedcentral.com/1471-2393/6/10
© 2006 Ahn et al; licensee BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0),
which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. Methods g
Prenatal micronutrient supplementation is indicated for
all pregnant women, because the recommended daily
allowances (RDA) for many vitamins and minerals are not
met during pregnancy with dietary sources alone [1,2]. Prior to 1990's, physicians typically commenced prenatal
micronutrients at the time of diagnosis of pregnancy. However, proving the ability of folic acid supplementa-
tion to prevent neural tube defects, has led to the recom-
mendation
to
start
prenatal
micronutrient
supplementation when planning pregnancy [3,4]. A
recent analysis has further documented the importance of
micronutrient supplementation during pregnancy in pre-
venting malformations other than neural tube defects [5]. The findings are consistent with the notion that pericon-
ceptional multivitamin use, containing folic acid, reduces
the overall occurrence of birth defects by 15–33%, in
addition to the demonstrated reduction in neural tube
defects [6]. Approval of the study protocol was obtained from the
local ethics committee at The Hospital for Sick Children,
in Toronto, Ontario, the North York General Hospital
(NYGH) in Toronto, Ontario and the Clinique de Gyné-
cologie-Obstétrique Pierre Boucher (CGOPB) in Quebec. Appropriate sample size was determined to be one hun-
dred participants based on a desired effect size of 20%
fewer adverse effects with PregVit® versus Materna®. Participants were eligible to enroll in the study if they
were pregnant and between 18 and 45 years of age. This
was a prospective, randomized, open labeled, cross over
study. Between June 2003 and November 2003, women
attending out patients obstetric clinics at NYGH and
CGOPB were invited to enroll in the study. During their
regular first obstetric appointment, participants reviewed
the protocol and signed an informed consent form. Partic-
ipating women were asked to complete a standardized
questionnaire recording demographic data, pregnancy
and, medical history, drug and vitamin use and informa-
tion on their normal bowel movements. Based on the
existence of NVP, participants were block-randomized to
receive either Materna® or PregVit® to be taken for one
month. The block randomization aimed at ensuring sim-
ilar numbers of women with NVP/no NVP receiving each
of the products first as NVP may affect compliance. They
were asked to keep a diary of any adverse event (e.g. con-
stipation, nausea and headache). The severity of their NVP
was monitored by the Pregnancy-Unique Questionnaire
of Emesis and nausea (PUQE) scores (Table 2) [13]. Abstract Background: Prenatal micronutrient combinations with high iron content are associated with high
rates of gastrointestinal symptoms. This coupled with nausea and vomiting of pregnancy results in
women often discontinuing their multivitamins. A new prescription supplement (PregVit®) that separates iron from calcium in two tablets –
morning and evening, has lower elemental iron content (35 mg), but results in similar extent of iron
absorption when compared to another supplement containing (60 mg) of elemental iron
(Materna®). The objectives of this study were to compare tolerability and compliance with PregVit®
vs. a supplement with high iron content (Materna®), in pregnant women. Methods: Randomized, crossover open labeled study in 135 pregnant women attending outpatient
clinics in Ontario and Quebec. Results: Use of PregVit® was associated with a 30% reduction in constipation rate as compared to
Materna®. Both products demonstrated similar compliance rates. Results: Use of PregVit® was associated with a 30% reduction in constipation rate as compared to
Materna®. Both products demonstrated similar compliance rates. Compliance of Materna® was negatively associated with the severity of nausea and vomiting of
pregnancy. No such correlation was found for PregVvit®. Compliance of Materna® was negatively associated with the severity of nausea and vomiting of
pregnancy. No such correlation was found for PregVvit®. Conclusion: PregVit®, a supplement with lower iron content (35 mg), has significantly decreased
constipation rates as compared to 60 mg iron- Materna and has similar compliance rates. High iron
content in multivitamin supplements is associated with adverse effects in pregnancy. Page 1 of 6
(page number not for citation purposes) Page 1 of 6 (page number not for citation purposes) (page number not for citation purposes) BMC Pregnancy and Childbirth 2006, 6:10 http://www.biomedcentral.com/1471-2393/6/10 http://www.biomedcentral.com/1471-2393/6/10 Methods In
addition, changes in diet as well as the use of medications
and adherence to the study drug were recorded in the
diary. At the end of the month a pill count was conducted
to corroborate their diary reports. One month later, upon
their regular second follow-up visit, patients returned
their diaries and pill bottles. The women were then given
the alternative product and were asked to record the same
information in the diary for the following month. Upon
completion of the two month cross over, participants
were asked to return their diaries and supplement bottles
for a pill count. Typically, many prenatal supplements contain, among
other minerals, elemental iron at 50–60 mg, to prevent
pregnancy-induced anemia secondary to increasing fetal
needs. However, this level of iron content has been asso-
ciated adverse gastrointestinal effects, including nausea,
vomiting and constipation. The common occurrence of
nausea and vomiting of pregnancy (NVP) has further led
women to discontinue prenatal supplementation con-
taining these levels of iron [7]. A new prescription prenatal micronutrient supplement
PregVit® has recently been introduced into the Canadian
Market aiming to address these issues: PregVit®, taken
twice daily, contains less elemental iron (35 mg) than
many other prenatal supplements. Iron is incorporated in
the morning dose (Table 1). The evening dose of PregVit®
contains calcium, which is known to inhibit iron absorp-
tion from the gastrointestinal tract [8-11]. By separating
the two elements it was hypothesized that despite a lower
total iron dose – a similar systemic exposure to iron would
occur as with the other high iron prenatal supplements. Moreover, PregVit® contains higher doses of vitamin C,
which is also known to facilitate iron absorption (Table
1). Before starting the study, a pilot sample of 10 adult volun-
teers was tested for the feasibility of completing the diary. They took PregVit® for one week followed by Materna® for
one week and were asked to fill out the diary. Minor
changes were made to the diary based on comments col-
lected during the pilot phase. A recent pharmacokinetic study has shown that the extent
of iron absorption with PregVit® (in terms of area under
the concentration-time curve) was similar to that of
Materna®, despite PregVit®containing only about half of
the iron dose [12]. Sample size and statistical analysis D (cholecalciferol)ε
250 IU
250 IU
5 µg*
Calcium
300 mg
250 mg
1000–1300 mg*
Biotin
0
30 µg
-
Chromium
0
25 µg
29–30 µg*
Manganese
0
5 mg
2 mg*
Molybdenum
0
25 µg
50 µg
Selenium
0
25 µg
60 µg
Pill Size
Small
large
* able 1: Composition of two prenatal supplements and Recommended Dietary Allowance (RDA) values12 q
** Applies only to PregVit® ** Applies only to PregVit®
ψVIT A – 1 International Unit (IU) of retinol is equivalent to 0.3 µg retinol (750 µg of retinol is 2,500 IU of retinol)
2 µg of supplemental β-carotene is equivalent to 1 µg retinol 3 (page 92 & 565)
ξVIT E – 1 International Unite (IU) is equivalent to 0.67 µg of α-tocopherol (15 mg is equivalent to 22,388 IU)
However, different conversion factors are used for different forms of vitamin E
εVIT D – 1 IU is equivalent to 0.025 µg of cholecalciferol (5 µg is equivalent to 200 IU)
***Please note: Since the completion of this study a new formulation of Materna was introduced containing 27 mg of elemental iron. in rate of constipation (from 30% to 20%) at power of
80% and alpha of 5%. in rate of constipation (from 30% to 20%) at power of
80% and alpha of 5%. arms by paired Student's t test or signed rank test, as
appropriate. Other variables such as mean days of experi-
encing adverse drug event (ADE), nausea, constipation
and other ADE, excluding nausea and constipation,
(labeled as other), were also compared using the same sta-
tistical tests, as appropriate. The incidence of nausea and
noncompliance due to constipation were compared
between the two groups using chi-square. All statistical
tests were performed using Sigmastat® statistical software,
Version 2.03 (SPSS Inc, Chicago, IL). Subsequently, mul-
tilinear regression analysis was conducted to elucidate
determinants that affected compliance rate with the study
drugs. Determinants of compliance were chosen based on
factors showing significant in recent literature [14-17]. arms by paired Student's t test or signed rank test, as
appropriate. Other variables such as mean days of experi-
encing adverse drug event (ADE), nausea, constipation
and other ADE, excluding nausea and constipation,
(labeled as other), were also compared using the same sta-
tistical tests, as appropriate. The incidence of nausea and
noncompliance due to constipation were compared
between the two groups using chi-square. Sample size and statistical analysis All statistical
tests were performed using Sigmastat® statistical software,
Version 2.03 (SPSS Inc, Chicago, IL). Subsequently, mul-
tilinear regression analysis was conducted to elucidate
determinants that affected compliance rate with the study
drugs. Determinants of compliance were chosen based on
factors showing significant in recent literature [14-17]. Sample size and statistical analysis The objective of the present study was to compare tolera-
bility and compliance with PregVit® and Materna® among
pregnant women. The primary end point of interest was the mean rate of
adverse events in the two study arms, including decreased
compliance. The mean compliance based on pill counts
and diary reports were compared between the two study Page 2 of 6
(page number not for citation purposes) (page number not for citation purposes) BMC Pregnancy and Childbirth 2006, 6:10 http://www.biomedcentral.com/1471-2393/6/10 http://www.biomedcentral.com/1471-2393/6/10 Table 1: Composition of two prenatal supplements and Recommended Dietary Allowance (RDA) values12
Component
PregVit®
Materna® ***
Recommended dietary
allowance (RDA)
a.m. tablet**
Vit. Aψ
2700 IU (β-Carotene)
1500 IU (β-Carotene) 1500 IU (acetate)
750–770 µg retinol
Vit. Eξ
30 IU
30 IU
15 mg
Vit. C
120 mg
100 mg
80–85 mg
Vit. B1 (thiamin)
3 mg
3 mg
1.4 mg
Vit. B2 (riboflavin)
3.4 mg
3.4 mg
1.4 mg
Niacinamide
20 mg
20 mg
18 mg
Vit. B6
10 mg
10 mg
1.9 mg
Pantothenic acid
(calcium pantothenate)
5 mg
10 mg
6 mg*
Magnesium
50 mg
50 mg
350–400 mg
Iodine
0.15 mg
0.15 mg
0.22 mg
Iron
35 mg (as fumarate)
60 mg (as fumarate)
27 mg
Copper
2 mg
2 mg
1 mg
Zinc
15 mg
25 mg
11–12 mg
p.m. tablet**
Folic Acid
1.1 mg
1 mg
0.6 mg
Vit. B12
(cyanocaobalamin)
12 µg
12 µg
2.6 µg
Vit. Page 3 of 6
(page number not for citation purposes) Results A total of 109 patients from NYGH consented to enroll in
the study. Of these 109 patients, 37 patients with NVP and
45 Non NVP patients completed both arms of the study,
totaling 82 patients (75.2%). Of 100 patients agreed to
enroll in the study at the CGOPB (35 NVP and 65 Non
NVP), 18 NVP patients and 38 Non NVP patients, for a
total of 56 patients, completed the study (56%). Hence, a
total of 138 patients completed the study and were
included in the data analysis. The mean gestational age at
the start was 8 ± 2 weeks. There was identical gestational
age at start in the two arms. The women who dropped out
from the study almost entirely due to the fact that they did
not return for follow-up or did not fill out diaries on
returning the pill bottles. They did not differ from those
who completed the study in any characteristic collected Rates of constipation were the primary end point of inter-
est, as high iron content is known to induce constipation. Sample size of 100 was calculated to show a 33% decrease Page 3 of 6
(page number not for citation purposes) Page 3 of 6
(page number not for citation purposes) BMC Pregnancy and Childbirth 2006, 6:10 http://www.biomedcentral.com/1471-2393/6/10 Table 2: The PUQE Score (12). Patients were asked to circle the appropriate box next to the three symptoms of nausea and vomiting
of pregnancy (NVP). The score of each box is represented by the top row. The total score is calculated and determines the severity of
NVP14. A score of 3 to 6 represents Mild NVP. A score of 7 to 12 indicates Moderate NVP. Finally a score of 13 and greater represents
Severe NVP. 1
2
3
4
5
QUESTION 1In the
last 12 hours, how
long have you felt
nauseated or sick
at your stomach? Not at all
1 hour or less
2–3 hours
4–6 hours
More than 6 hours
(Please specify
number of hours)
QUESTION 2In the
last 12 hours, have
you vomited or
thrown up? I did not throw up
1–2 times
3–4 times
5–6 times
7 or more times
(Please specify
number of times)
QUESTION 3In the
last 12 hours, how
many times have you
had retching or dry
heaves without
bringing anything up? Results No Time
1–2 times
3–4 times
5–6 times
7 or more (Please
specify number of
times) and reported by us. Among those who did not complete
the study, there was no higher prevalence to any of the
two arms (e.g., PregVit® vs Materna®). Finally, multiple linear regression with patients and their
reported compliance while taking Materna® revealed that
marital status and NVP severity predicted their reported
compliance; single motherhood predicted higher compli-
ance rates whereas more severe NVP predicted a lower
compliance rate (Table 5). No such correlation was
detected for PregVit®. Finally, multiple linear regression with patients and their
reported compliance while taking Materna® revealed that
marital status and NVP severity predicted their reported
compliance; single motherhood predicted higher compli-
ance rates whereas more severe NVP predicted a lower
compliance rate (Table 5). No such correlation was
detected for PregVit®. There was a significantly higher incidence of reported con-
stipation, as well as average duration of constipation
when taking Materna® as compared to PregVit® (Table 3). n represents the number of patients (out of 138) who completed any particular item. Discussion
h
l Independent Variable
Coefficient
Standard Error
p value
Age
0.00
0.002
0.43
Education
-0.01
0.011
0.58
Province
0.04
0.026
0.17
Marital Status
-0.02
0.028
0.43
Weight
0.00
0.000
0.14
NVP Severity
-0.02
0.012
0.08
Substance use*
0.00
0.036
0.79
Multivitamin Supplement
-0.01
0.019
0.75
* alcohol, tobacco or illicit drugs Table 4: Multiple linear regression of factors affecting compliance in both treatment arms. * alcohol, tobacco or illicit drugs related to the severity of nausea and vomiting of preg-
nancy. This agrees with a recent study documenting that
the severity of morning sickness adversely affects use of
Materna® (6). This may be explained also by a substan-
tially larger pill size as compared to PregVit®, in addition
to the direct effect of iron. These findings suggest that
PregVit® may confer an advantage to women suffering
from NVP due to both higher tolerability because of lower
iron content and a smaller tablet size. Because NVP can
very from slight food aversion to hyperemesis gravi-
darum, we used a validated tool that quantifies the sever-
ity of NVP (Table 2). content than PregVit®, it is possible that the systemic
absorption of iron of Materna® may be subtherapeutic14. Moreover, studies have suggested an antagonistic relation-
ship between iron and zinc and manganese, in which zinc
and manganese reduce the positive effects of iron supple-
mentation and vice versa [19,21]. It is likely that the higher dose of zinc, found in Materna®
versus PregVit® plus manganese, (which is not included in
PregVit®) all interfere with the absorption of iron. A 1993
study(16) found that supplementation with a low daily
dose (18 mg) of iron given in a prenatal supplement
together with inhibitive minerals was not sufficient to
cover the iron needs of most pregnant women. Impor-
tantly, many prenatal supplements currently available still
contain 50–60 mg of elemental iron. Potential weaknesses of this study are that the participa-
tion in this cross over protocol may act to improve com-
pliance among participant, and that, similar to other
randomized controlled studies, the demonstrated high
compliance figures do not reflect those of naturalistic
"real life" drug administration. We experienced a rela-
tively high drop out rate. This did not reflect failure to take
the two products but rather lack of motivation of healthy
pregnant women to participate in this type of intensive
protocol including daily diaries and returning pills. Discussion
h
l Multivariate linear regression was conducted to elucidate
factors that independently affected compliance. The fac-
tors tested included: age, education, province, marital sta-
tus, weight, NVP severity, any substance used such as illicit
drugs and multivitamin supplement (which multivitamin
they started the trial with). These factors have been shown
in previous studies to affect compliance [18]. The depend-
ent variable used was reported compliance. Including all
138 patients, using both arms of the study, no variable sig-
nificantly predicted compliance rate (Table 4). The results of this study demonstrate that pregnant
women may experience less constipation when taking
PregVit®. These results are likely attributed to the lower
iron dose contained in PregVit® relative to Materna® (35
mg and 60 mg, respectively) (Table 1). The other differ-
ences in micronutrient content between the two prepara-
tions are not known to affect constipation rate. It should
be noted that since the completion of this study the dose
of iron in Materna® has been reduced to 27 mg. The refor-
mulated Materna® has the same levels of calcium, manga-
nese and zinc as before. Thus, with lower vitamin C Page 4 of 6
Table 3: Overall study results, comparing Pregvit® (low iron) to Materna® (high iron) over a month administration in a cross-over
design. (n)*
PregVit® (SD)
Materna® (SD)
p value
Pill Count (% of 100%)
78
87.7 ± 20
90.9 ± 17
0.11
Reported Compliance
(%)
138
90.4 ± 18
92.4 ± 15
0.42
Adverse events (%)
138
17.6 ± .24
20.3 ± 24
0.14
Nausea (%)
138
9.3 ± 19
10.1 ± 18
0.71
Constipation time
length (%)
138
3.1 ± 8
4.7 ± 11
0.05
Other adverse events
138 (n)
10.4 ± 21
99.9 ± 20
0.95
Nausea rate (%)
138
41.3 (57/81)
45.7 (63/75)
0.54
Constipation Rate (%)
138
22.5% (31/107)
34.8% (48/90)
0.03
n represents the number of patients (out of 138) who completed any particular item. ring Pregvit® (low iron) to Materna® (high iron) over a month administration in a cross-over Table 3: Overall study results, comparing Pregvit® (low iron) to Materna® (high iron) over a m
design. Table 3: Overall study results, comparing Pregvit® (low iron) to Materna® (high iron) over a month administration in a cross-over BMC Pregnancy and Childbirth 2006, 6:10 http://www.biomedcentral.com/1471-2393/6/10 Table 4: Multiple linear regression of factors affecting compliance in both treatment arms. ** alcohol, tobacco or illicit drugs * More severe NVP was associated with significantly lower compliance. No such effect was found with Pregvit®, wh
tablet, containing much lower iron content. Competing interests p
g
y
J
y
(
pp )
14. Leopold NA, Plansky M, Hurka MR: Drug adherence in Parkin-
son's disease. Mar Disord 2004, 19:513-7. G. Koren has been a paid consultant for Duchesnay Inc. All other authors declare they have no competing inter-
ests'. 15. Yavuz A, Tuncer M, Erdogran O, Gurkan A, Cetinkaya R, Akbas SH,
et al.: Is there any effect of compliance on clinical parameters
of renal transplant recipients? Transplant Proc 2004, 36:120-1. p
p
p
16. Reimherr FW, Strong RE, Merchant BK, Hedges DW, Wender PH:
Factors affecting return of symptoms 1 year after treatment
in major depression. J Clin Psychiatry 2001, 6(Suppl 22):16-23. Pre-publication history p
The pre-publication history for this paper can be accessed
here: The pre-publication history for this paper can be accessed
here: Authors' contributions Eric Ahn collected all data in Toronto, analyzed the data
and wrote the draft manuscript. j
p
J
y
y
(
pp
)
17. Smetana GW, Davis RB, Phillis RS: Factors that influence patient
response to requests to change to a unified restrictive for-
mulary. J Gen Intern Med 2004, 19:1212-9. Nicholas Pairaudeau oversaw the study in the Toronto
site. Nicholas Pairaudeau oversaw the study in the Toronto
site. y
J
18. Ekenved G, Halvorsen L, Solvell L: Influence of a liquid antacid on
the absorption of different iron salts. Scand J Haematol Suppl
1976, 28:65-77. 19. Crofton RW, Gvozdanovic D, Gvozdanovic S, Khin CC, Brunt PW,
Mowat NA, Aggett PJ: Inorganic zinc and the intestinal absorp-
tion offerrous iron. Am J Clin Nutr 1989, 50:141-4. Nicholas Pairaudeau Jr. participated in collection and
analysis of data. J
20. Rossander-Hulten L, Brune M, Sandstrom B, Lonnerdal B, Hallberg L:
Competitive inhibition of iron absorption by manganese and
zinc in humans. Am J Clin Nutr 1991, 54:152-6. Yves Cerat, B. Couturier, A. Fortier and E. Paradis oversaw
patients and collected the data in the Quebec Site. Yves Cerat, B. Couturier, A. Fortier and E. Paradis oversaw
patients and collected the data in the Quebec Site. J
21. Thomsen JK, Prien-Larsen JC, Devantier A, Fogh-Andersen N: Low
dose iron supplementation does not cover the need for iron
during pregnancy. Acta Obstet Gynecol Scand 1993, 72:93-8. Gideon Koren wrote the protocol and oversaw all stages of
collection, analysis and writing. Gideon Koren wrote the protocol and oversaw all stages of
collection, analysis and writing. Conclusion p
J
10. Zijp IM, Korver O, Tijburg LB: Effect of tea and other dietary fac-
tors on iron absorption. Crit Rev Food Sci Nutr 2000, 40:371-98. PregVit®, a supplement with lower iron content (35 mg),
has significantly decreased constipation rates as compared
to 60 mg iron- Materna and has similar compliance rates. High iron content in multivitamin supplements is associ-
ated with adverse effects in pregnancy. p
11. Bothwell TH: Iron requirements in pregnancy and strategies
to meet them. Am J Clin Nutr 2000, 72:257S-64S. 2
G
i
i
i i
i
i J
12. Ahn E, Kapur B, Koren G: Iron bioavailability in prenatal multi-
vitamin supplements with separated and combined iron and
calcium. J Soc Obst Gynecol Can 2004, 26:809-815. J
y
13. Koren G, Boscovic R, Hard M, Maltepe C, Navioz Y, Einarson A:
Motherisk – PUQE scoring system for nausea and vomiting
of pregnancy. Am J Obstetr Gynecol 2002, 186(55 Suppl):228-31. 13. Koren G, Boscovic R, Hard M, Maltepe C, Navioz Y, Einarson A:
Motherisk – PUQE scoring system for nausea and vomiting
of pregnancy. Am J Obstetr Gynecol 2002, 186(55 Suppl):228-31. 14. Leopold NA, Plansky M, Hurka MR: Drug adherence in Parkin-
son's disease. Mar Disord 2004, 19:513-7. References National Research Council (U.S.): Subcommittee on the Tenth
Edition of the RDAs. Recommended dietary allowances/Sub-
committee on the Tenth Edition of the RDAs, Food and
Nutrition Board, Commission on Life Sciences, National
Research Council. Washington, D.C: National Academy Press;
1989. 2. Standing Committee on the Scientific Evaluation of Dietary Reference
Intakes, Food and Nutrition Board, Institute of Medicine: Dietary
Reference Intakes for Vitamin A, Vitamin K, Arsenic, Boron,
Chromium, Copper, Iodine, Iron, Manganese, Molybdenum,
Nickel, Silicon, Vanadium, and Zinc. Washington, D.C: National
Academy Press; 2002:770-73. Yet, this study, comparing tolerability and compliance
rates between two prenatal micronutrient supplements
different in their iron content and administration sched-
ule, has identified several determinants of potential clini-
cal significance, which may affect pregnant women's
adherence to micronutrient supplementation. y
3. Czeizel AE, Dudas I: Prevention of the first occurrence of neu-
ral-tube defects by periconceptional vitamin supplementa-
tion. N Engl J Med 1992, 327:1832-35. g J
4. Wald N, Hack Shaw A: Folic acid and prevention of neural-tube
defects. Lancet 1992, 350:605. 5. Botto LD, Olney RS, Erickson JD: Vitamin supplements and the
risk for congenital anomalies other than neural tube defects. Am J Med Genet 2004, 125C:12-21. A major problem in primary prevention of congenital
anomalies by folic acid or folic acid containing micronu-
trients is the need to commence supplementation precon-
ceptionally. There is a serious and urgent need to educate
potential parents to start such supplementation before
pregnancy is confirmed. 6. Botto LD, Olney RS, Erickson JD: Vitamin supplements and the
risk for congenital anomalies other than neural tube defects. Am J Med Genet C Semin Med Genet 2004, 125:12-21. J
7. Koren G, Piwko C, Ahn E, Boskovic R, et al.: Validation studies of
the pregnancy unique quantification of emesis (PUQE)
scores. J Obstet Gynecol in press. 8. Bendich A: Calcium supplementation and iron status offe-
males. Nutr 2001, 17:46-51. 9. Cook JD, Dassenko SA, Whittaker P: Calcium supplementation:
effect on iron absorption. Am J Clin Nutr 1991, 53:106-11. Discussion
h
l How-
ever, because each woman served as her own control, the
attrition does not bias the results. The women who
dropped out were not different in their characteristics
from those who completed the protocol. Importantly, Two methods were used to estimate compliance: Patients'
reported compliance and pill count. Using these meas-
ures, compliance was found to be similar for both prod-
ucts. The similar compliance may be a reflection of better
tolerability with PregVit®, being partially offset by the
need to take this supplement twice daily, as compared to
once daily with Materna®. Of potential clinical importance, the multivariate analysis
revealed that compliance with Materna® was negatively Table 5: Multiple linear regression of compliance in patients while taking Materna®
Independent Variable
Coefficient
Standard Error
p value
Age
0.00
0.002
0.73
Education
-0.02
0.014
0.09
Province
0.03
0.031
0.37
Race
0.02
0.010
0.11
Marital Status
-0.08
0.034
0.02
Weight
0.00
0.000
0.14
NVP Severity*
-0.05
0.014
0.002
Substance**
-0.06
0.044
0.20
* More severe NVP was associated with significantly lower compliance. No such effect was found with Pregvit®, which is a substantially smaller
tablet, containing much lower iron content. ** alcohol, tobacco or illicit drugs Table 5: Multiple linear regression of compliance in patients while taking Materna® iple linear regression of compliance in patients while taking Materna® * More severe NVP was associated with significantly lower compliance. No such effect was found with Pregvit®, which is a substantially smaller
tablet, containing much lower iron content. ** alcohol, tobacco or illicit drugs BMC Pregnancy and Childbirth 2006, 6:10 http://www.biomedcentral.com/1471-2393/6/10 because compliance rate was an important endpoint we
refrained from contacting the women to remind them of
their participation, an act that could artificially affect com-
pliance, with the medications. Previous studies also
reported on diarrhea occurring with micronutrients, how-
ever, in our study the occurrence of diarrhea was very rare
and not different between the two study interventions. because compliance rate was an important endpoint we
refrained from contacting the women to remind them of
their participation, an act that could artificially affect com-
pliance, with the medications. Previous studies also
reported on diarrhea occurring with micronutrients, how-
ever, in our study the occurrence of diarrhea was very rare
and not different between the two study interventions. Acknowledgements g
The study was sponsored by Duchesnay Inc., Laval, Québec, Canada. GK is
a Senior Scientist of the Canadian Institutes for Health Research and holds
the Research Leadership for Better Pharmacotherapy during Pregnancy and
Lactation; and the Ivey Chair in Molecular Toxicology, The University of
Western Ontario. http://www.biomedcentral.com/1471-2393/6/10/prepub Page 6 of 6
(page number not for citation purposes) Page 6 of 6
(page number not for citation purposes)
|
https://openalex.org/W2753257463
|
https://discovery.ucl.ac.uk/1574474/1/s41598-017-10812-1.pdf
|
English
| null |
Genome-wide analysis of health-related biomarkers in the UK Household Longitudinal Study reveals novel associations
|
Scientific reports
| 2,017
|
cc-by
| 7,743
|
Genome-wide analysis of health-
related biomarkers in the UK
Household Longitudinal Study
reveals novel associations Received: 10 May 2017
Accepted: 8 August 2017
Published: xx xx xxxx Bram P. Prins1, Karoline B. Kuchenbaecker1, Yanchun Bao2, Melissa Smart2, Delilah Zabaneh3,
Ghazaleh Fatemifar4, Jian’an Luan5, Nick J. Wareham5, Robert A. Scott5, John R. B. Perry5,
Claudia Langenberg5, Michaela Benzeval2, Meena Kumari2 & Eleftheria Zeggini 1 Serum biomarker levels are associated with the risk of complex diseases. Here, we aimed to gain
insights into the genetic architecture of biomarker traits which can reflect health status. We performed
genome-wide association analyses for twenty serum biomarkers involved in organ function and
reproductive health. 9,961 individuals from the UK Household Longitudinal Study were genotyped
using the Illumina HumanCoreExome array and variants imputed to the 1000 Genomes Project and
UK10K haplotypes. We establish a polygenic heritability for all biomarkers, confirm associations of
fifty-four established loci, and identify five novel, replicating associations at genome-wide significance. A low-frequency variant, rs28929474, (beta = 0.04, P = 2 × 10−10) was associated with levels of
alanine transaminase, an indicator of liver damage. The variant is located in the gene encoding serine
protease inhibitor, low levels of which are associated with alpha-1 antitrypsin deficiency which leads
to liver disease. We identified novel associations (rs78900934, beta = 0.05, P = 6 × 10−12; rs2911280,
beta = 0.09, P = 6 × 10−10) for dihydroepiandrosterone sulphate, a precursor to major sex-hormones,
and for glycated haemoglobin (rs12819124, beta = −0.03, P = 4 × 10−9; rs761772, beta = 0.05,
P = 5 × 10−9). rs12819124 is nominally associated with risk of type 2 diabetes. Our study offers insights
into the genetic architecture of well-known and less well-studied biomarkers. Serum biomarker levels are associated with the risk of complex diseases and are therefore increasingly used in
clinical practice to assist with diagnosis, status monitoring and disease management. Well-known examples
include the measurement of lipid levels in the context of cardiovascular disease or liver enzymes and albumin to
assess liver function. Serum biomarker levels have a polygenic basis. As demonstrated in the case of lipids, identifying genetic
associations can provide new insights into disease aetiology which can in turn guide drug discovery and be use-
ful for diagnosis and risk stratification1–3. However, the genetic architecture of most health-related biomarkers
has not been studied as extensively as for lipids. Alleles identified to be associated with protein biomarkers to
date are predominantly common (minor allele frequency (MAF) >5%). www.nature.com/scientificreports www.nature.com/scientificreports www.nature.com/scientificreports Scientific Reports | 7: 11008 | DOI:10.1038/s41598-017-10812-1 Received: 10 May 2017
Accepted: 8 August 2017
Published: xx xx xxxx Genome-wide analysis of health-
related biomarkers in the UK
Household Longitudinal Study
reveals novel associations This is primarily driven by genotyping
technology and composition of arrays or imputation reference panels used to date4–6. Systematically evaluating
the association of low frequency and rare variants can provide new insights regarding the genetic architecture of
protein biomarkers.h The importance of studying the joint impact of genetic and non-genetic factors on health has been recog-
nised by the UK Household Longitudinal Study (UKHLS, www.understandingsociety.ac.uk), also known as
Understanding Society. Involving a total of 40,000 households representative of the UK population, UKHLS is
the largest panel survey in the world to support social research. A wide range of social, economic, environment, 1Wellcome Trust Sanger Institute, Hinxton, UK. 2Institute for Social and Economic Research, University of Essex,
Wivenhoe Park, Colchester, Essex, UK. 3MRC Social, Genetic & Developmental Psychiatry Centre, IoPPN, KCL, London,
UK. 4Institute for Health Informatics, UCL and the Farr Institute of Health Informatics, London, UK. 5MRC Epidemiology
Unit, University of Cambridge School of Clinical Medicine, Box 285 Institute of Metabolic Science, Cambridge
Biomedical Campus, Cambridge, UK. Bram P. Prins and Karoline B. Kuchenbaecker contributed equally to this work. Correspondence and requests for materials should be addressed to E.Z. Genome-wide analysis of health-
related biomarkers in the UK
Household Longitudinal Study
reveals novel associations (email: eleftheria.zeggini@sanger.ac.uk) Scientific Reports | 7: 11008 | DOI:10.1038/s41598-017-10812-1 1 www.nature.com/scientificreports/ Variable
units
N missing
Female
Male
N
mean
IQR*
min
max
N
mean
IQR*
min
max
Age
years
0
5574
52.1
25
16
99
4387
52.82
25
16
97
BMI
285
5416
28.02
7.4
14.5
75.7
4260
28.09
5.6
15.8
66.5
Albumin
G/L
137
5501
46.24
4
36
57
4323
47.48
4
36
57
Alkaline Phosphatase
lu/L
228
5451
70.99
26
22
191
4282
71.86
24
22
217
Alanine Transaminase
lu/L
230
5458
23.66
10
5
152
4273
32.23
16
5
150
Aspartate Transaminase
lu/L
498
5321
28.09
8
13
84
4142
32.12
9
12
82
Fibrinogen
G/L
199
5468
2.87
0.7
1.5
5.2
4294
2.76
0.7
1.5
5.2
Total Cholesterol
Mmol/L
144
5495
5.49
1.5
2.2
10
4322
5.29
1.6
2
10
Dihydroepiandrosterone Sulphate
Umol/L
239
5414
3.76
3.3
0.4
19
4308
5.67
4.9
0.4
25.3
Creatinine
Umol/L
158
5497
68.27
14
33
173
4306
85.9
17
44
178
Gamma Glutamyl Transferase
lu/L
214
5467
27.33
16
5
382
4280
39.75
25
5
368
Glycated haemoglobin
Mmol/mol
525
5288
36.05
6
15
57
4148
36.56
6
18
57
HDL cholesterol
Mmol/L
165
5482
1.68
0.5
0.5
3.4
4314
1.37
0.5
0.4
3.4
Haemoglobin
G/L
294
5392
130.49
13
82
174
4275
145.62
14
84
185
C-Reactive Protein (hs assay)
Mg/L
420
5350
3.53
3
0.2
115.5
4191
3
2.2
0.2
104.9
Insulin-like growth factor 1
Nmol/L
229
5455
17.74
8
2
47
4277
18.43
8
3
47
Ferritin
G/L
143
5499
92.93
82
3
1292
4319
189.11
143
7
3044
Testosterone (for males only)
Nmol/L
5702
NA
NA
NA
NA
NA
4259
15.59
7.3
2.9
40.1
Triglycerides
Mmol/L
216
5482
1.58
1
0.3
6.3
4263
1.99
1.3
0.3
6.3
Urea
Mmol/L
143
5498
5.94
2
2.2
16.5
4320
6.53
2
2.1
16.5
Table 1. Descriptive statistics for the sample and the measured biomarkers. *IQR = inter quartile range. Table 1. Descriptive statistics for the sample and the measured biomarkers. *IQR = inter quartile range. behavioural, attitudinal, physiological and biomedical variables, including a large panel of the most commonly
used clinical biomarkers, have been measured for a representative selection of the sample. This study represents
a large sample with very homogenous biomarker measurements, in which recruitment and processing have been
carried out consistently and following strict protocols. Genome-wide analysis of health-
related biomarkers in the UK
Household Longitudinal Study
reveals novel associations behavioural, attitudinal, physiological and biomedical variables, including a large panel of the most commonly
used clinical biomarkers, have been measured for a representative selection of the sample. This study represents
a large sample with very homogenous biomarker measurements, in which recruitment and processing have been
carried out consistently and following strict protocols. Here we describe genome-wide investigation of associations with 20 biomarkers relevant to blood clot forma-
tion (fibrinogen), diabetic status (glycated haemoglobin [HbA1c]), insulin-like growth factor 1 [IGF-1]), inflam-
mation (C-reactive protein [CRP]), iron homeostasis (ferritin, haemoglobin), lipid metabolism (HDL-, LDL- and
total cholesterol, triglycerides), liver function (alanine and aspartate transaminase, alkaline phosphatase, gamma
glutamyl transferase [GGT]), liver and kidney function (albumin, creatinine, eGFR, urea), and reproductive
health (dihydroepiandrosterone sulphate [DHEAS], testosterone) in 9,961 individuals from UKHLS. We also
leverage the homogeneity of the sample and its size to estimate the narrow sense heritability which has not yet
been quantified for many of these biomarkers. www.nature.com/scientificreports/ www.nature.com/scientificreports/ biomarker name
h2
standard error
p-value
Albumin
0.15
0.04
8.9 × 10−6
Alkaline Phosphatase
0.28
0.04
2.2 × 10−13
Alanine Transaminase
0.09
0.04
6.8 × 10−3
Aspartate Transaminase
0.09
0.04
2.9 × 10−3
Fibrinogen
0.17
0.04
6.5 × 10−6
Total Cholesterol
0.07
0.04
0.023
Dihydroepiandrosterone Sulphate
0.17
0.04
4.7 × 10−6
in men
0.14
0.08
0.045
in women
0.20
0.07
1.6 × 10−3
Creatinine
0.21
0.04
5.2 × 10−9
eGFR
0.12
0.04
9.0 × 10−4
Gamma Glutamyl Transferase
0.22
0.04
2.4 × 10−9
Glycated haemoglobin
0.22
0.04
2.8 × 10−9
HDL cholesterol
0.23
0.04
5.9 × 10−10
LDL cholesterol
0.08
0.04
0.013
Haemoglobin
0.17
0.04
5.5 × 10−7
C-Reactive Protein (hs assay)
0.16
0.04
1.1 × 10−5
Insulin-like growth factor 1
0.20
0.04
4.6 × 10−9
Ferritin
0.06
0.04
0.043
Testosterone (for males only)
0.27
0.08
4.8 × 10−4
Triglycerides
0.23
0.04
3.6 × 10−10
Urea
0.14
0.04
2.1 × 10−4
Table 2. Array heritability (h2) estimates and standard errors for 20 biomarkers. biomarker name
h2
standard error
p-value
Albumin
0.15
0.04
8.9 × 10−6
Alkaline Phosphatase
0.28
0.04
2.2 × 10−13
Alanine Transaminase
0.09
0.04
6.8 × 10−3
Aspartate Transaminase
0.09
0.04
2.9 × 10−3
Fibrinogen
0.17
0.04
6.5 × 10−6
Total Cholesterol
0.07
0.04
0.023
Dihydroepiandrosterone Sulphate
0.17
0.04
4.7 × 10−6
in men
0.14
0.08
0.045
in women
0.20
0.07
1.6 × 10−3
Creatinine
0.21
0.04
5.2 × 10−9
eGFR
0.12
0.04
9.0 × 10−4
Gamma Glutamyl Transferase
0.22
0.04
2.4 × 10−9
Glycated haemoglobin
0.22
0.04
2.8 × 10−9
HDL cholesterol
0.23
0.04
5.9 × 10−10
LDL cholesterol
0.08
0.04
0.013
Haemoglobin
0.17
0.04
5.5 × 10−7
C-Reactive Protein (hs assay)
0.16
0.04
1.1 × 10−5
Insulin-like growth factor 1
0.20
0.04
4.6 × 10−9
Ferritin
0.06
0.04
0.043
Testosterone (for males only)
0.27
0.08
4.8 × 10−4
Triglycerides
0.23
0.04
3.6 × 10−10
Urea
0.14
0.04
2.1 × 10−4
Table 2 Array heritability (h2) estimates and standard errors for Table 2. Array heritability (h2) estimates and standard errors for 20 biomarkers. Figure 1. Genetic correlations between different biomarker levels. Colour-coding indicates the strength of
the correlations. The lower triangle uses only the red color-coding to make it easier to compare the strength
of all correlations. Stars indicate statistically significant associations. Table 2. Array heritability (h2) estimates and standard errors for 20 biomarkers. Results
i Imputation and genomic coverage. After quality control, genotype data for 525,314 variants were avail-
able for 9,961 individuals (Table 1). Following imputation based on the combined reference panel of UK10K
and 1000 Genomes Project phase 3, we analysed 23,756,480 variants with imputation accuracy >0.4. Of those,
14,364,872 were rare (MAF <1%, minor allele count (MAC) >10) (2,237,400 of which had imputation accuracy
>0.9), 2,732,394 low-frequency (1%≤ MAF <5%) and 6,659,214 common (MAF ≥5%). Heritability and genetic overlap analyses. For all biomarkers except overall and LDL-cholesterol, ala-
nine transaminase and ferritin there was significant (p < 3.6 × 10−3) evidence for a heritable polygenic compo-
nent (Table 2). Alkaline phosphatase and testosterone had the highest array heritability estimates with h2 = 27.7%
(standard error (SE): 0.040) and h2 = 27.1% (SE: 0.084), respectively. Creatinine, GGT, HbA1c, HDL, IGF1, and
triglycerides all had estimates larger than 0.20 while the lowest estimate was observed for ferritin (h2 = 6.1%, SE:
0.037). We found statistically significant (p < 5.5 × 10−4) evidence of genome-wide pleiotropy between different
biomarkers (Fig. 1). There was genetic correlation between lipid biomarkers: triglyceride and HDL-cholesterol
levels (genetic correlation rg = −0.67, p = 9.9 × 10−18). Triglyceride levels were also inversely genetically linked
with DHEAS (rg = −0.53 p = 4.0 × 10−4). The genetic correlation between two markers of inflammation,
C-reactive protein and fibrinogen, was also significant (rg = 0.60 p = 3.2 × 10−8). Finally, the genetic factors for
creatinine and urea were positively correlated (rg = 0.56 p = 1.2 × 10−5). Genome-wide association analyses. The genome-wide significance threshold of P < 3.56 × 10−9 for this
study was derived by taking the conventional genome-wide significance threshold (P < 5 × 10−8) divided by the
effective number of independent traits analysed (N = 14.05, details in Methods). Across fifteen biomarkers, we
observed associations of 54 previously reported loci at this threshold (Fig. 2). This includes a low frequency vari-
ant, rs148685782 at 4q31 in the fibrinogen gamma chain gene (weighted effect allele frequency [WEAF] = 0.4%,
beta[SE] = −0.18[0.02], P = 4.0 × 10−21), associated with levels of fibrinogen, a glycoprotein that assists in the Scientific Reports | 7: 11008 | DOI:10.1038/s41598-017-10812-1 2 www.nature.com/scientificreports/ Albumin: alb, Alkaline Phosphatase:
alkp, Alanine Transaminase: alt, Aspartate Transaminase: ast, Fibrinogen: cfib, Total Cholesterol: chol, LDL
cholesterol: ldl, Dihydroepiandrosterone Sulphate: dheas, Creatinine: ecre, Gamma Glutamyl Transferase: ggt,
Glycated haemoglobin: hba1c, HDL cholesterol: hdl, Haemoglobin: hgb, C-Reactive Protein: hscrp, Insulin-like
growth factor 1: igfi, Ferritin: rtin, Testosterone: testo, Triglycerides: trig, Urea: ure. Figure 1. Genetic correlations between different biomarker levels. Colour-coding indicates the strength of
the correlations. The lower triangle uses only the red color-coding to make it easier to compare the strength
of all correlations. Stars indicate statistically significant associations. Albumin: alb, Alkaline Phosphatase:
alkp, Alanine Transaminase: alt, Aspartate Transaminase: ast, Fibrinogen: cfib, Total Cholesterol: chol, LDL
cholesterol: ldl, Dihydroepiandrosterone Sulphate: dheas, Creatinine: ecre, Gamma Glutamyl Transferase: ggt,
Glycated haemoglobin: hba1c, HDL cholesterol: hdl, Haemoglobin: hgb, C-Reactive Protein: hscrp, Insulin-like
growth factor 1: igfi, Ferritin: rtin, Testosterone: testo, Triglycerides: trig, Urea: ure. blood clot formation. This variant is a missense mutation and has been previously reported to be associated with
fibrinogen levels7 as well as with hypofibrinogenemia and haemorrhage8–10. F
h di
h
i d f
d 573 i d
d
(
i
i
2
0 01)
i
h
i From the discovery phase we carried forward 573 independent (pairwise r2 < 0.01) variants that were associ-
ated with biomarker levels at P < 1 × 10−5 and were located more than 500 kb away from any known index variant
for the respective biomarker. Using data from up to 25,897 samples from 4 independent studies (Supplementary
Table S1), five loci provided evidence of replication and reached P < 3.6 × 10−9 for the combined analysis of dis-
covery and replication data (Table 3). y
p
rs28929474 at 14q32 (WEAF = 2%, beta[SE] = 0.04[0.01], P = 1.7 × 10−10), a low-frequency variant associated
with alanine transaminase (ALT), resides in the serpin family A member 1 (SERPINA1) gene (Figs 3A and 4). Scientific Reports | 7: 11008 | DOI:10.1038/s41598-017-10812-1 3 www.nature.com/scientificreports/ p
Figure 2. Scatter plot of effect size by frequency of genome-wide significant variants. Effect sizes and 95%
confidence intervals (absolute value of beta, expressed in standard deviation units) as a function of minor
allele frequencies (MAF), based on the discovery stage of this study. Novel variants (Table 1) are displayed
as diamonds, whilst known variants that reach genome-wide significance (P<3.56 × 10-9, two-sided) in the
discovery stages are display as circles. www.nature.com/scientificreports/ Alkaline Phosphatase: alkp, Alanine Transaminase: alt, Fibrinogen:
cfib, Total Cholesterol: chol, LDL cholesterol: ldl, Dihydroepiandrosterone Sulphate: dheas, Gamma Glutamyl
Transferase: ggt, Glycated haemoglobin: hba1c, HDL cholesterol: hdl, Haemoglobin: hgb, C-Reactive Protein:
hscrp, Insulin-like growth factor 1: igfi, Ferritin: rtin, Testosterone: testo_m, Triglycerides: trig. Figure 2. Scatter plot of effect size by frequency of genome-wide significant variants. Effect sizes and 95%
confidence intervals (absolute value of beta, expressed in standard deviation units) as a function of minor
allele frequencies (MAF), based on the discovery stage of this study. Novel variants (Table 1) are displayed
as diamonds, whilst known variants that reach genome-wide significance (P<3.56 × 10-9, two-sided) in the
discovery stages are display as circles. Alkaline Phosphatase: alkp, Alanine Transaminase: alt, Fibrinogen:
cfib, Total Cholesterol: chol, LDL cholesterol: ldl, Dihydroepiandrosterone Sulphate: dheas, Gamma Glutamyl
Transferase: ggt, Glycated haemoglobin: hba1c, HDL cholesterol: hdl, Haemoglobin: hgb, C-Reactive Protein:
hscrp, Insulin-like growth factor 1: igfi, Ferritin: rtin, Testosterone: testo_m, Triglycerides: trig. SERPINA1 encodes alpha-1-antitrypsin (AAT), which is a serine protease inhibitor produced in the liver11. Low
levels of this protein are the hallmark of a genetic disorder called alpha-1 antitrypsin deficiency (A1AD), which
leads to liver disease12.i We identified two novel replicating associations for DHEAS (Fig. 3B,C). DHEAS is the sulphated form of
DHEA, a precursor to major sex-hormones such as testosterone and oestrogen, and is synthesized in the adrenal
glands. It is an important marker of adrenal gland function. rs78900934 at chromosome 1p21 (WEAF = 30.9%,
beta[SE] = 0.05[0.01], P = 5.9 × 10−12) is located 1 kb upstream of a pseudogene, peptidylprolyl isomerase A
pseudogene 7 (PPIAP7). This gene shows a high degree of similarity to cyclophilin A (PPIA), the product of
which is involved in a number of biological processes including signal transduction13, inflammation14 and apop-
tosis15. At the second novel locus associated with DHEAS the index variant, rs2911280 at 16q13 (WEAF = 7.5%,
beta[SE] = 0.09[0.01], P = 6.0 × 10−10), is located in an intron of the gene encoding c-Maf inducing protein
(CMIP), thought to play a role in the T-cell signalling pathway.16i g
p y
g
g p
y
Two novel replicating associations with HbA1c levels were identified (Fig. 3D,E). HbA1c represents the
three-month average plasma glucose concentration and is used to diagnose as well as manage type 2 diabetes. www.nature.com/scientificreports/ The index variant at 12q13, rs12819124 (WEAF = 46.7%, beta[SE] = −0.03[0.01], P = 4.2 × 10−9) lies in an
intron of RP1-228P16.4, a long non-coding RNA. The index variant of the second novel locus, rs761772 at 17q25
(WEAF = 12.4%, beta[SE] = 0.05[0.01], P = 4.9 × 10−9), lies within a non-coding exon in the transmembrane
channel-like 6 (TMC6) gene and has been shown to affect the expression of TMC6, as well as TNRC6C antisense
RNA 1 (TNRC6C-AS1) and transmembrane channel like 8 (TMC8), in cardiac, thyroid, and vascular tissue, as
well as whole blood in the GTEx database17. Discussioni and highly biologically plausible finding as both markers are increased in blood when glomerular filtration rate
declines, reflecting impaired kidney function. Characterising the genetic architecture of health-related biomark-
ers in this way is informative with respect to their biology as well as the design of future association studies. While
each known locus individually explains only a small proportion of the variance in biomarker levels, these analyses
demonstrate that the joint effect of many variants can be much larger. f
We examined less-well studied health-related biomarkers in addition to routine blood measures used in clin-
ical practice. This made it possible to identify novel associations of common and low frequency variants with
DHEAS, HbA1c and ALT. These associations could provide novel biological insights. rs2911280, which we found
to be associated with DHEAS, is located in an intron of the gene encoding c-Maf inducing protein (CMIP). CMIP
is a highly pleiotropic gene, and is associated with several metabolic traits such as adiponectin and HDL choles-
terol levels. Cholesterol is a precursor of DHEA in its synthesis process22. p
y
p
rs28929474 at 14q32 is associated with levels of ALT, which is used in clinical practice to assess liver damage. This variant is located in SERPINA1, encoding the serine protease inhibitor alpha-1-antitrypsin (AAT), which
is largely produced in the liver. Associations of variants in this gene were previously found for cortisol23 and
height24. Mutations of this gene can cause alpha-1 antitrypsin deficiency (A1AD) which can lead to an accumula-
tion of aberrant proteins in hepatocytes causing liver damage25. This in turn may elevate levels of ALT, warranting
future assessment of the association between this signal and liver-related clinical endpoints. g
p
We identify two novel associations with HbA1c levels. In a lookup using published data from an independ-
ent large-scale meta-analysis by the MAGIC consortium26, rs12819124 was associated with HbA1c levels with
P = 1.8 × 10−6. The direction of effect was consistent with our findings. rs12819124 was also nominally asso-
ciated with risk of type 2 diabetes at P = 0.025 using data from the DIAGRAM study27. Moreover, association
results from published cohorts suggest a possible pleiotropic association with mental disorders and wellbeing
(P = 9.0 × 10−6 for bipolar disorder and schizophrenia28, P = 6.4 × 10−5 for subjective wellbeing29). No HbA1c
association results were available for rs761772 in MAGIC. Discussioni We identify five new biomarker loci, across common and low frequency variants, associated with DHEAS, HbA1c
and ALT. We demonstrate polygenic heritability of the majority of biomarkers included in this study and observe
large differences in their polygenic component. To our knowledge this is the first report of SNP-based heritability
estimates for DHEAS, insulin-like growth factor 1, testosterone and urea. The large sample set with homogeneous
biomarker measurements afforded by UKHLS enables reliable estimation for this population. We also identify
genetic correlations between several of the biomarkers. Genetic correlation between two traits is an indicator of
shared genetic factors and consequently genome-wide pleiotropy. The patterns of heritability and genetic corre-
lations we observe for lipid biomarkers are consistent with previous reports in independent samples18. For total
and LDL cholesterol, the SNP-based heritability is less than 10% whilst for HDL it is higher at 23.2%. All these
estimates represent a lower bound for the narrow sense heritability. Our estimate of the negative genetic correla-
tion between levels of HDL-cholesterol with triglycerides of rg = −0.67 is similar to the estimate derived from an
independent study (rg = −0.61)19. High levels of triglycerides are mechanistically related to low levels of HDL20, 21,
which could explain the reverse influence of the shared genetic factors on the biomarkers. We show for the first
time that polygenic factors for triglyceride are also negatively correlated with DHEAS. There is a statistically
significant genetic correlation between CRP and fibrinogen levels, which could be due to shared inflammation
pathways. Discussioni Finally, the genetic correlation we observe between creatinine and urea is a previously unreported Scientific Reports | 7: 11008 | DOI:10.1038/s41598-017-10812-1 4 www.nature.com/scientificreports/ biomarker
rs-id
function
nearest
gene
cytoband
EA/NEA
discovery
replication
combined
EAF
beta (SE),
p-value
N
r2
imputed
EAF
beta (SE),
p-value
N
EAF
beta (SE),
p-value
N
Alanine Transaminase
rs28929474
missense
SERPINA1
14q32
T/C
0.02
0.04 (0.01),
2.61 × 10−6
9731
1.00
no
0.02
0.04 (0.01),
1.47 × 10−5
9881
0.02
0.04 (0.01),
1.72 × 10−10
19612
Dihydroepiandrosterone
Sulphate
rs78900934
upstream
gene
PPIAP7
1p21
A/C
0.31
0.05 (0.01),
7.95 × 10−8
9722
1.00
yes
0.31
0.08 (0.02),
4.32 × 10−6
3630
0.31
0.05 (0.01),
5.88 × 10−12
13352
Dihydroepiandrosterone
Sulphate
rs2911280
intron
CMIP
16q23
A/G
0.08
0.09 (0.02),
2.25 × 10−8
9722
0.97
yes
0.07
0.08 (0.03),
8.63 × 10−3
3630
0.08
0.09 (0.01),
5.97 × 10−10
13352
Glycated haemoglobin
rs12819124
intron
RP1-
228P16.4
12q13
A/C
0.47
−0.04 (0.01),
5.94 × 10−8
9436
0.99
yes
0.47
−0.02 (0.01),
1.12 × 10−3
7970
0.47
−0.03 (0.01),
4.20 × 10−9
17406
Glycated haemoglobin
rs761772
non-coding
exonic
TMC6
17q25
C/T
0.13
0.06 (0.01),
5.94 × 10−8
9436
0.92
yes
0.12
0.03 (0.01),
3.83 × 10−3
5190
0.12
0.05 (0.01),
4.86 × 10−9
14626
Table 3. Association results of replicating novel signals. function: variant functional consequence; nearest gene:
gene nearest to lead variant with 500Kb from either side; chr: chromosome; EA/NEA: effect allele/non-effect
allele; EAF; effect allele frequency; beta(SE), p-value: effect size (standard error) and p-value; N: total number of
individuals analysed for this variant; r2: imputation accuracy. Table 3. Association results of replicating novel signals. function: variant functional consequence; nearest gene:
gene nearest to lead variant with 500Kb from either side; chr: chromosome; EA/NEA: effect allele/non-effect
allele; EAF; effect allele frequency; beta(SE), p-value: effect size (standard error) and p-value; N: total number of
individuals analysed for this variant; r2: imputation accuracy. and highly biologically plausible finding as both markers are increased in blood when glomerular filtration rate
declines, reflecting impaired kidney function. Characterising the genetic architecture of health-related biomark-
ers in this way is informative with respect to their biology as well as the design of future association studies. While
each known locus individually explains only a small proportion of the variance in biomarker levels, these analyses
demonstrate that the joint effect of many variants can be much larger. Discussioni For a proxy SNP, rs429216 (r2 = 0.75), the p-value for
the association with HbA1c was in the same direction and reached P = 2.7 × 10−3.hf The UKHLS sample size is modest compared to some of the previous large-scale GWAS meta-analysis efforts
(e.g., >45,000 individuals for HbA1c levels26). The relative gain in power leading to novel locus identification
in this study can be attributed to several factors. Two of the newly reported signals have relatively low allele fre-
quency (2% and 7.5%, respectively). These were captured here through use of the Illumina HumanCoreExome
array and imputation to a comprehensive reference panel consisting of 1000 Genomes combined with the UK10K
haplotypes30. A further power advantage was afforded by the homogeneous measurement of biomarkers in
UKHLS and in two of the replication studies. Each biomarker was measured using the same assay for each sample,
and processed on the same machine, avoiding loss of information due to diverse biomarker assays with different
sensitivity, dynamic range and detection limit, potentially leading to power reductions31. y
y
g
p
y
g
p
Larger-scale homogeneous studies and synthesis in massive-scale meta-analyses will help further elucidate the
genetic architecture of medically-relevant biomarker traits. Insights into the genetic determinants of population
variation in biomarker levels can help us to understand basic processes involved in maintaining health. Methods
Ethi
P Ethics. Participants gave informed written consent for their blood to be taken and stored for future scientific
analysis. The UKHLS has been approved by the University of Essex Ethics Committee and the nurse data collec-
tion by the National Research Ethics Service (10/H0604/2). Study population. The United Kingdom Household Longitudinal Study, also known as Understanding
Society (https://www.understandingsociety.ac.uk) is a longitudinal panel survey of 40,000 UK households from
England, Scotland, Wales and Northern Ireland). Participants are surveyed annually since 2009 and contribute
information relating to their socioeconomic circumstances, attitudes, and behaviours via a computer assisted Scientific Reports | 7: 11008 | DOI:10.1038/s41598-017-10812-1 5 www.nature.com/scientificreports/ Figure 3. Regional association plots of novel genome-wide significant loci. Panel A–E : Regional association
plots for replicating lead variants for alanine transaminase (A), DHEAS (B,C), HbA1c (D,E) respectively. Pairwise LD (r2) with the index variant is indicated following a color-coded scale. Both the p-values for the
discovery as well as the combined discovery + replication are plotted for the index variant, results for all other
variants were based on discovery-only data. Figure 3. Regional association plots of novel genome-wide significant loci. Panel A–E : Regional association
plots for replicating lead variants for alanine transaminase (A), DHEAS (B,C), HbA1c (D,E) respectively. Pairwise LD (r2) with the index variant is indicated following a color-coded scale. Both the p-values for the
discovery as well as the combined discovery + replication are plotted for the index variant, results for all other
variants were based on discovery-only data. interview. As recruitment was household based, the study contains related individuals. The study includes phe-
notypical data for a representative sample of participants for a wide range of social and economic indicators
as well as a biological sample collection encompassing biometric, physiological, biochemical, and haematolog-
ical measurements and self-reported medical history and medication use (https://www.understandingsociety. ac.uk/d/100/7251_User_Guide_Health_Assmt_w2_w3.pdf?1392855567). For each participant non-fasting blood
samples were collected through venepuncture, were centrifuged to separate plasma and serum, aliquoted and
frozen at −80 °C. DNA has been extracted and stored for genetic analyses. g
y
For replication, data were available for 5533 individuals from ELSA32, 9888 from Fenland33 (Supplemental
Table 1), 7621 from HRS (http://hrsonline.isr.umich.edu)34, 2859 from NCDS35. These studies have been
described in detail elsewhere. Sample collection were carried out consistently and analysed by the same laborato-
ries for UKHLS, ELSA and NCDS. Biomarker measurements. www.nature.com/scientificreports/ www.nature.com/scientificreports/ tificreports/
Figure 4. Power calculations. Power calculations for individual variants selected for replication per trait,
number of samples needed to reach 80% power to reach genome-wide significance (P<3.56 × 10−9, two-sided). The size of the circles represents the relative effect size (standardised) compared amongst all traits. Figure 4. Power calculations. Power calculations for individual variants selected for replication per trait,
number of samples needed to reach 80% power to reach genome-wide significance (P<3.56 × 10−9, two-sided). The size of the circles represents the relative effect size (standardised) compared amongst all traits. Figure 4. Power calculations. Power calculations for individual variants selected for replication per trait,
number of samples needed to reach 80% power to reach genome-wide significance (P<3.56 × 10−9, two-side
The size of the circles represents the relative effect size (standardised) compared amongst all traits. Figure 4. Power calculations. Power calculations for individual variants selected for replication per trait,
number of samples needed to reach 80% power to reach genome-wide significance (P<3.56 × 10−9, two-sided). The size of the circles represents the relative effect size (standardised) compared amongst all traits. Phenotype transformations and exclusions. The measurements for biomarkers used in the associa-
tion analyses were prepared according to protocols from the largest genetic association study published for each
specific trait at the time when analyses commenced, details for which are available in Supplementary Table S2. Genotyping. In total, 10,484 UKHLS samples have been typed using the Illumina Infinium
HumanCoreExome BeadChip Kit® (12v1-0). This array contains a set of >250,000 highly informative
genome-wide tagging single nucleotide polymorphisms as well as a panel of functional (protein-altering) exonic
markers, including a large proportion of low-frequency (MAF 1–5%) and rare (MAF <1%) variants. Genotype
calling was performed with the gencall algorithm using GenomeStudio (Illumina Inc.). For quality control (QC)
we excluded individuals based on the following criteria: sample call rate <98%, autosomal heterozygosity outliers
(>3SD), gender mismatches, duplicates as established by identity by descent (IBD) analysis (PI_HAT > 0.9). Individuals with non-European ancestry were also excluded. For this we estimated the genomic kinship between
all pairs of individuals along with 1000 Genomes Project data. These were converted to distances and subjected
to multidimensional scaling. Prior to variant QC, we first mapped all 538,448 variants to the human reference
genome build 37. www.nature.com/scientificreports/ Variants with Hardy-Weinberg equilibrium p-value < 1 × 10−4, call rate below 98% or poor
genotype clustering values (<0.4) were excluded, leaving 525,314 variants passing QC. For typed variants in our
GWAS analyses that were brought forward for replication we inspected cluster plots manually using Scattershot
0.75 beta (Supplementary Fig. S1). All QC procedures were carried out using PLINK (v1.07) and R. Imputation. We imputed our genotype data using a combined reference panel consisting of 7,562 haplotypes
from the UK10K project and 2,184 haplotypes from 1000 Genomes phase 3. Details regarding the creation of this
combined imputation panel are described elsewhere37. Prior to imputation, we first pre-phased using SHAPEIT
(v2.r). Data were then imputed using IMPUTE2 (v2.3.0), resulting in an initial set of 38,310,212 variants. Variants
with an IMPUTE info score <0.4, and variants with a Hardy-Weinberg p-value < 1 × 10−4 were excluded, leaving
26,851,013 variants for analysis. Data availability. The UKHLS EGA accession number is EGAD00010000918. ELSA EGA accession number
is EGAC00001000270. NCDS accession number is EGAC00000000001. HRS is available through dbGAP, Study
Accession number phs000428.v1.p1. Genotype-phenotype data access for UKHLS, ELSA and NCDS is available
by application to Metadac (www.metadac.ac.uk). Statistical analysesh. Heritability analyses and genetic correlations. The proportion of trait variance
explained by the genotyped and imputed variants was estimated using the GREML method as implemented in
the GCTA software38, 39 (v1.26). We included all variants with minor allele frequency (MAF) > 0.01. We excluded
variants with imputation accuracy less than 0.4. We computed the genetic relationship matrix (GRM) for each
autosome and then used GCTA to combine them into one matrix. We excluded relatives from the estimation by
filtering based on the GRM using a threshold of 0.1 after inspecting the distribution. This led to the exclusion of
672 individuals for this analysis. We also performed bivariate REML analysis in order to estimate genetic correla-
tions between different biomarkers40. We applied a Bonferroni adjusted significance threshold using the effective
number of traits for the heritability analyses and using the number of pairs based on the effective number of traits
for the genetic correlation analyses. Association analyses. The association analyses were carried out using a multivariate linear mixed model to
account for relatedness as implemented in GEMMA (v0.95). QQ plots and genomic inflation factors, as well
as Manhattan plots for traits where we identified novel associations are displayed in Supplementary Fig. S2. Methods
Ethi
P In total, biomarker data were successfully obtained from 13,107 eligible indi-
viduals who gave consent to give blood samples to be stored for future analysis (https://www.understanding-
society.ac.uk/d/154/7251-UnderstandingSociety-Biomarker-UserGuide-2014.pdf?1418057881). All biomarkers
were measured from serum (non-fasting), using a variety of suitable assays, and the majority analysed on a single
Roche P module analyser36. On each machine Internal Quality Controls (IQC) were at regular intervals per day. External Quality Assurance (EQA) systems were in place to monitor all tests. Scientific Reports | 7: 11008 | DOI:10.1038/s41598-017-10812-1 6 References 1. Teslovich, T. M. et al. Biological, clinical and population relevance of 95 loci for blood lipids. Nature 466, 707–713 (2010). 1. Teslovich, T. M. et al. Biological, clinical and population relevance of 95 loci for blood lipids. Nature 466, 707–713 (2010). 2. Cohen, J. C., Boerwinkle, E., Mosley, T. H. & Hobbs, H. H. Sequence variations in PCSK9, low LDL, and protection against coronary
heart disease. N. Engl. J. Med. 354, 1264–1272 (2006). ,
g
,
p p
p
,
(
)
2. Cohen, J. C., Boerwinkle, E., Mosley, T. H. & Hobbs, H. H. Sequence variations in PCSK9, low LDL, and protection against coronary
heart disease. N. Engl. J. Med. 354, 1264–1272 (2006). g
3. Timpson, N. J. et al. A rare variant in APOC3 is associated with plasma triglyceride and VLDL levels in Europeans. Nat. Com
5, 4871 (2014).i ,
(
)
4. Manolio, T. A. Bringing genome-wide association findings into clinical use. Nat. Rev. Genet. 14, 549–558 (2013).h i
F. et al. The metabochip, a custom genotyping array for genetic studies of metabolic, cardiovascular, and anthropometric
S Genet. 8, e1002793 (2012).h 5. Voight, B. F. et al. The metabochip, a custom genotyping array for genetic studies of metabolic, cardiovascular, an
traits. PLoS Genet. 8, e1002793 (2012).h 6. Cortes, A. & Brown, M. A. Promise and pitfalls of the Immunochip. Arthritis Res. Ther. 13, 101 (2011).fi p
ph
7. Huffman, J. E. et al. Rare and low-frequency variants and their association with plasma levels of fibrinogen, FVII, FVIII, and vWF. Blood 126, e19–29 (2015).i (
)
8. Brennan, S. O., Fellowes, A. P., Faed, J. M. & George, P. M. Hypofibrinogenemia in an individual with 2 coding (gamma82 A– > G
and Bbeta235 P– > L) and 2 noncoding mutations. Blood 95, 1709–1713 (2000).i 9. Wyatt, J., Brennan, S. O., May, S. & George, P. M. Hypofibrinogenaemia with compound heterozygosity for two gamma chain
mutations - gamma 82 Ala– > Gly and an intron two GT– > AT splice site mutation. Thromb. Haemost. 84, 449–452 (2000). h
10. Ivaskevicius, V. et al. gammaAla82Gly represents a common fibrinogen gamma-chain variant in Caucasians. Blood Coagul. Fibrinolysis Int. J. Haemost. Thromb. 16, 205–208 (2005).i y
Jh
,
(
)
11. Stoller, J. K. & Aboussouan, L. S. A review of α1-antitrypsin deficiency. Am. J. Respir. Crit. Care Med. 185, 246–259 (2012).i yi
y
p
12. de Serres, F. www.nature.com/scientificreports/ g
g
All methods were performed in accordance with the relevant guidelines and regulations. All methods were performed in accordance with the relevant guidelines and regula www.nature.com/scientificreports/ www.nature.com/scientificreports/ implemented in METAL (v2011-03-25). We calculated an adjusted genome-wide significance threshold, for the
effective number of traits, as several of our biomarkers have correlated levels. The effective number of traits was
derived by computing the eigenvalues for the correlation matrix of the 20 biomarkers (effective number: 14.05). The routinely used GWAS threshold of p < 5 × 10−8 was then adjusted for this using the Bonferroni approach:
5 × 10−8/14.05 = 3.56 × 10−9. implemented in METAL (v2011-03-25). We calculated an adjusted genome-wide significance threshold, for the
effective number of traits, as several of our biomarkers have correlated levels. The effective number of traits was
derived by computing the eigenvalues for the correlation matrix of the 20 biomarkers (effective number: 14.05). The routinely used GWAS threshold of p < 5 × 10−8 was then adjusted for this using the Bonferroni approach:
5 × 10−8/14.05 = 3.56 × 10−9. Power calculations. We carried out power calculations using Quanto (v1.2.4), for discrete per-variant frequency
and (standardised) effect sizes combinations, representative of variants identified in the discovery. Per-trait and
per selected variant power analyses showed that we would minimally need 5,000 to 15,000 samples to replicate
our variants with P < 3.56 × 10−9, two-sided, for testosterone levels, whereas the largest replication sample of
25,000 to 60,000 would be needed for eGFR (Fig. 4). Selection of replication SNPs, and criteria for novel loci. For replication we selected independent SNPs (LD
r2 < 0.1), with MAF > 0.01 and a discovery p-value of P < 1 × 10−5 and at least > 500 Kb away from the nearest
known reported index SNP for a given trait. We also took forward independent rare variants with a MAF ≤ 0.01
that were typed and reached P < 1 × 10−5, regardless whether they represented known associations for a given
trait. Known index SNPs for all biomarkers analysed in this study were obtained through the GWAS catalog41
(accessed August 4, 2016) > , supplemented by manual searches in PubMed. Annotation. For annotation of our lead variants we used an in-house annotation script that automatically
retrieves variant annotations from ENSEMBL42, including variant function, the nearest gene IDs within < 500Kb
from a given variant, transcript and protein IDs for these genes, as well as conservation scores. It also calculates
GWAVA43 scores for non-genic variants amongst other annotations. References J., Blanco, I. & Fernández-Bustillo, E. Genetic epidemiology of alpha-1 antitrypsin deficiency in North Americ
Australia/New Zealand: Australia, Canada, New Zealand and the United States of America. Clin. Genet. 64, 382–397 (2003). 13. Walsh, C. T., Zydowsky, L. D. & McKeon, F. D. Cyclosporin A, the cyclophilin class of peptidylprolyl isomerases, and blockade
cell signal transduction. J. Biol. Chem. 267, 13115–13118 (1992).lh cell signal transduction. J. Biol. Chem. 267, 13115–13118 (1992).l g
4. Jin, Z.-G. et al. Cyclophilin A is a proinflammatory cytokine that activates endothelial cells. Arterioscler. Thromb. Vasc. Biol. 24
1186–1191 (2004). 15. Yazdanbakhsh, K., Choi, J. W., Li, Y., Lau, L. F. & Choi, Y. Cyclosporin A blocks apoptosis by inhibiting the DNA binding activity of
the transcription factor Nur77. Proc. Natl. Acad. Sci. USA 92, 437–441 (1995).hh 6. Grimbert, P. et al. The Filamin-A is a partner of Tc-mip, a new adapter protein involved in c-maf-dependent Th2 signaling pathway
Mol. Immunol. 40, 1257–1261 (2004).h 17. Carithers, L. J. et al. A Novel Approach to High-Quality Postmortem Tissue Procurement: The GTEx Project. Biopreservation
Biobanking 13, 311–319 (2015).hhi g
18. The UK10K Consortium. The UK10K project identifies rare va hh
p
ji
(
)
19. Bulik-Sullivan, B. et al. An atlas of genetic correlations across human diseases and traits. Nat. Genet. 47, 1236–1241 (2015). 19. Bulik-Sullivan, B. et al. An atlas of genetic correlations across human diseases and traits. Nat. Genet. 47, 1236–1241 (2015). g
20. Pownall, H. J. et al. Correlation of serum triglyceride and its reduction by omega-3 fatty acids with lipid transfer ac
neutral lipid compositions of high-density and low-density lipoproteins. Atherosclerosis 143, 285–297 (1999). all, H. J. et al. Correlation of serum triglyceride and its reduction by omega-3 fatty acids with lipid transfer activity and the
l lipid compositions of high-density and low-density lipoproteins Atherosclerosis 143 285–297 (1999) g
y
y
21. Tall, A. R. Plasma cholesteryl ester transfer protein. J. Lipid Res. 34, 1255–1274 (1993). y
p
p
22. Miller, W. L. Androgen biosynthesis from cholesterol to DHEA. Mol. Cell. Endocrinol. 198, 7–14 (2002).i Androgen biosynthesis from cholesterol to DHEA. Mol. Cell. Endoc 23. Bolton, J. L. et al. Genome Wide Association Identifies Common Variants at the SERPINA6/SERPINA1 Locus Influencing P
Cortisol and Corticosteroid Binding Globulin. PLOS Genet. 10, e1004474 (2014). 23. Bolton, J. L. et al. Genome Wide Association Identifies Common Variants at the SER
Cortisol and Corticosteroid Binding Globulin. PLOS Genet. Scientific Reports | 7: 11008 | DOI:10.1038/s41598-017-10812-1 www.nature.com/scientificreports/ Replication analyses were carried out in R and PLINK, following the same trait preparation protocols as used
in the discovery stage. The association summary statistics from the replication analyses, as well as the combined
discovery and replication stage were meta-analysed using a fixed-effects inverse variance weighted approach Scientific Reports | 7: 11008 | DOI:10.1038/s41598-017-10812-1 7 www.nature.com/scientificreports/ & Flicek, P. Functional annotation of noncoding sequence variants. Nat. Methods 11,
294–296 (2014). Acknowledgements g
We would like to acknowledge the Understanding Society Scientific Group which includes the following members:
Michaela Benzeval, Jonathan Burton, Nicholas Buck, Annette Jäckle, Meena Kumari, Heather Laurie, Peter Lynn,
Stephen Pudney, Birgitta Rabe, Dieter Wolke; The UK Household Longitudinal Study is led by the Institute for
Social and Economic Research at the University of Essex. The UK Household Longitudinal Study is funded by the
Economic and Social Research Council (ES/H029745/1). The survey was conducted by NatCen and the genome-
wide scan data were analysed and deposited by the Wellcome Trust Sanger Institute (WT098051). Information on
how to access the data can be found on the Understanding Society website https://www.understandingsociety.ac.uk/. Genetic analysis in The English Longitudinal Study of Ageing is sponsored by the Economic and Social Research
council (ES/K005774/1). The Health and Retirement Study genetic data project was conducted by the University of
Michigan and sponsored by the National Institute on Aging (grant numbers U01AG009740, RC2AG036495, and
RC4AG039029). The Fenland Study is funded by the Wellcome Trust and the Medical Research Council (MC_
U106179471). We further acknowledge support from the Medical research council (MC_UU_12015/1). We are
grateful to all the volunteers for their time and help, and to the General Practitioners and practice staff for assistance
with recruitment. Biochemical assays were performed by the National Institute for Health Research, Cambridge
Biomedical Research Centre, Core Biochemistry Assay Laboratory and the Cambridge University Hospitals NHS
Foundation Trust, Department of Clinical Biochemistry. www.nature.com/scientificreports/ 0. Kim, Y. J. et al. Large-scale genome-wide association studies in east Asians identify new genetic loci influencing metabolic traits. Nat
Genet. 43, 990–995 (2011). Genet. 43, 990–995 (2011). 31. Sluis, S., van der, Verhage, M., Posthuma, D. & Dolan, C. V. Phenotypic Complexity, Measurement Bias, and Poor Phenotypic
Resolution Contribute to the Missing Heritability Problem in Genetic Association Studies PLOS ONE 5 e13929 (2010) (
)
1. Sluis, S., van der, Verhage, M., Posthuma, D. & Dolan, C. V. Phenotypic Complexity, Measurement Bias, and Poor Phenotypic
Resolution Contribute to the Missing Heritability Problem in Genetic Association Studies. PLOS ONE 5, e13929 (2010).i 32. Steptoe, A., Breeze, E., Banks, J. & Nazroo, J. Cohort profile: the English longitudinal study of ageing. Int. J. Epidemiol. 42, 1640–1648
(2013). 33. Lotta, L. A. et al. Integrative genomic analysis implicates limited peripheral adipose storage capacity in the pathogenesis of hu
insulin resistance. Nat. Genet., doi:10.1038/ng.3714 (2016).i g
(
)
34. Sonnega, A. et al. Cohort Profile: the Health and Retirement Study (HRS). Int. J. Epidemiol. 43, 576–585 (2014).i i
35. Power, C. & Elliott, J. Cohort profile: 1958 British birth cohort (National Child Development Study). Int. J. Epidemiol. 35, 3
(2006). 36. M Benzeval, A Davillas, M Kumari, P Lynn Understanding Society: the UK Household Longitudinal Study Biomarker User Guide and
Glossary, ISER, University of Essex - Google Search. Available at: https://www.google.co.uk/search?q=M+Benzeval, +A+Davillas,
+M+Kumari, +P+Lynn+ (2014)+Understanding+Society: +the+UK+Household+Longitudinal+Study+Biomarker+User+Gui
de+ and +Glossary, +ISER,+University+of+Essex&ie=utf-8&oe=utf-8&gws_rd=cr&ei=XfRSWOjVGdetgAa3qIKoDg. (Accessed:
15th December 2016) (2014). 37. Huang, J. et al. Improved imputation of low-frequency and rare variants using the UK10K haplotype reference panel. Nat. Com
6, 8111 (2015). (
)
38. Yang, J. et al. Common SNPs explain a large proportion of the heritability for human height. Nat. Genet. 42, 565–569 (2010). 39. Yang, J., Lee, S. H., Goddard, M. E. & Visscher, P. M. GCTA: a tool for genome-wide complex trait analysis. Am. J. Hum. Gene
76–82 (2011). 40. Lee, S. H., Yang, J., Goddard, M. E., Visscher, P. M. & Wray, N. R. Estimation of pleiotropy between complex diseases using single-
nucleotide polymorphism-derived genomic relationships and restricted maximum likelihood. Bioinforma. Oxf. Engl. 28, 2540–2542
(2012).h 1. Welter, D. et al. The NHGRI GWAS Catalog, a curated resource of SNP-trait associations. Nucleic Acids Res. 42, D1001–1006 (2014)
2. Yates, A. et al. Ensembl 2016. Nucleic Acids Res. 44, D710–716 (2016). 43. Ritchie, G. R. S., Dunham, I., Zeggini, E. Author Contributionst B.P.P., K.B.K. and E.Z. drafted the initial manuscript. B.P.P. and K.B.K. performed the statistical analyses. E.Z. designed and supervised the study. Y.B., M.S., D.Z., G.F., J.L. carried out the replication analyses. N.J.W., R.A.S.,
J.R.B.P. and C.L. contributed data for the replication. M.B. is the principal investigator of UKHLS. M.K. is the
genetics lead of UKHLS. All authors read and approved the final manuscript. References 10, e1004474 (2014). g
4. North, T.-L. et al. A study of common Mendelian disease carriers across ageing British cohorts: meta-analyses reveal heterozygosity
for alpha 1-antitrypsin deficiency increases respiratory capacity and height. J. Med. Genet. 53, 280–288 (2016).h yi
y
y
y
g
5. Lomas, D. A., Evans, D. L., Finch, J. T. & Carrell, R. W. The mechanism of Z alpha 1-antitrypsin accumulation in the liver. Nature
357, 605–607 (1992).l 6. Soranzo, N. et al. Common variants at 10 genomic loci influence hemoglobin A1(C) levels via glycemic and nonglycemic pathways
Diabetes 59, 3229–3239 (2010).h 27. Fuchsberger, C. et al. The genetic architecture of type 2 diabetes. Nature 536, 41–47 (2016).i 27. Fuchsberger, C. et al. The genetic architecture of type 2 diabetes. Nature 536, 41–47 (2016).i h
28. Wang, K.-S., Liu, X.-F. & Aragam, N. A genome-wide meta-analysis identifies novel loci associated with schizophrenia and bi
disorder. Schizophr. Res. 124, 192–199 (2010).i 29. Okbay, A. et al. Genetic variants associated with subjective well-being, depressive symptoms, and neuroticism identified through
genome-wide analyses. Nat. Genet. 48, 624–633 (2016). Scientific Reports | 7: 11008 | DOI:10.1038/s41598-017-10812-1 Scientific Reports | 7: 11008 | DOI:10.1038/s41598-017-10812-1 8 www.nature.com/scientificreports/ Additional Information Supplementary information accompanies this paper at doi:10.1038/s41598-017-10812-1h Competing Interests: The authors declare that they have no competing interests. Publisher's note: Springer Nature remains neutral with regard to jurisdictional claims in published maps and
institutional affiliations Publisher's note: Springer Nature remains neutral with regard to jurisdictional claims in published maps and
institutional affiliations. Open Access This article is licensed under a Creative Commons Attribution 4.0 International
License, which permits use, sharing, adaptation, distribution and reproduction in any medium or
format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Cre-
ative Commons license, and indicate if changes were made. The images or other third party material in this
article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the
material. If material is not included in the article’s Creative Commons license and your intended use is not per-
mitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the
copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/. © The Author(s) 2017 Scientific Reports | 7: 11008 | DOI:10.1038/s41598-017-10812-1 9
|
https://openalex.org/W4385816859
|
https://link.springer.com/content/pdf/10.1007/978-981-99-1106-6_3.pdf
|
English
| null |
Comprehensive Care Response and Systematic Management of COVID-19 in Querétaro, Mexico
| null | 2,023
|
cc-by
| 7,859
|
A. Aguilar Galarza envelope symbol · S. Celada Martínez
University Health Service, Universidad Autonoma de Queretaro, Queretaro, Mexico
e-mail: adrianaag.ga@gmail.com A. Aguilar Galarza envelope symbol · S. Celada Martínez S. Celada Martínez
e-mail: ln.sandra.celada@gmail.com Introduction In this chapter, the impact of the pandemic on health in Mexico, in particular, in
the state of Querétaro, is presented. Epidemiological trends regarding incidence,
prevalence, and mortality are examined. And health policies are reviewed. On December 31, 2019, Wuhan, China, reported a conglomerate of cases of acute
respiratory syndrome of unknown origin. Some of these cases were vendors in the
Wuhan seafood market which was closed on January 1, 2020 [1]. On January 7, 2021,
the Chinese authorities reported that a new coronavirus (nCoV) had been identified. On January 30, the World Health Organization (WHO) declared that the outbreak of
2019-nCoV was a public health emergency of international concern [2]. p
g
y
The first confirmed case of COVID-19 was detected on February 27, 2020, in
Mexico City. The patient was a Mexican who had traveled to Italy; he had mild
symptoms [3]. On March 11, 2020, the WHO declared COVID-19 a pandemic. A
few days later on March 18, the first death from COVID-19 was registered in Mexico. Mexico featured among the countries with the highest fatality rates. It ranked second
in terms of the fatality rate (7.6 deaths per 100 infections). Peru ranked first [4]. y
(
p
)
According to official data from the National Epidemiological Surveillance System
(SS), close to 4.0 million confirmed cases and 306,062 deaths from COVID-19 have
been reported in Mexico. The incidence rate of COVID-19 is 2,9860 per 100,000
inhabitants. Figure 1 shows Mexico´s epidemic curve with the number of confirmed
cases and deaths according to SS. The epidemic curve presents two infection peaks. The first one was in mid-January 2021. The second, in early August 2021, exceeded
the first peak in the number of cases. Sex disaggregated data shows that there is a
gender difference worldwide [5]. In Mexico, at the beginning, the distribution by sex
in confirmed cases showed a higher prevalence in men (58%). Currently, the number
of confirmed cases is similar in men and women (49% vs. 51%) but men have higher
rates of hospitalization, intensive care admissions, and deaths (Fig. 2). The median
age of COVID-19 cases in Mexico is 44 years. g
y
There were 395,000 accumulated deaths by October 2021 (Fig. 1). Mortality
was higher in people with pre-existing comorbidities. Comorbidities associated
with higher mortality were hypertension, diabetes, obesity, and smoking [6]. Comprehensive Care Response
and Systematic Management
of COVID-19 in Querétaro, Mexico Adriana Aguilar Galarza, Sandra Celada Martínez,
Oscar San Roman Orozco, Isidro Amadeo Gutiérrez Álvarez,
Izarelly Rosillo Pantoja, and Nuri G. Villaseñor Cuspinera Abstract The health impact of the pandemic in Queretaro, México is assessed. The
socioeconomic conditions of the population and health policies implemented at the
federal and state level as well as in the Universidad Autonoma de Queretaro are
examined. The work is presented in three parts: In the first part, epidemiological
data related to the incidence, prevalence, and mortality from COVID-19 in Mexico
and Querétaro is presented. In the second part, the epidemiological panorama of
Queretaro is presented as an analysis tool to assess the epidemiological behavior of
the population and the social, economic, and health conditions in the state. Finally,
in the third part, health policies implemented by the state university and the experi-
ence of an integrative care model, implemented in the ‘Clinica de Atencion Integral
COVID’, which provides multidisciplinary assessment and treatment for COVID-19,
is presented. A. Aguilar Galarza envelope symbol · S. Celada Martínez
University Health Service, Universidad Autonoma de Queretaro, Queretaro, Mexico
e-mail: adrianaag.ga@gmail.com
S. Celada Martínez
e-mail: ln.sandra.celada@gmail.com
O. San Roman Orozco
The BORN Project, Universidad Autonoma de Queretaro, Queretaro, Mexico
e-mail: oscarsanroman@gmail.com
I. A. Gutiérrez Álvarez
Applied Global Public Health Initiatives, Universidad Autonoma de Queretaro, Queretaro, Mexico
I. Rosillo Pantoja
School of Law, Universidad Autonoma de Queretaro, Queretaro, Mexico
e-mail: izarellyrosillo@gmail.com
N. G. Villaseñor Cuspinera
School of Medicine, Universidad Autónoma de Queretaro, Queretaro, Mexico
e-mail: nuguvicu@gmail.com
© The Author(s) 2023
S. Pachauri and A. Pachauri (eds.), Global Perspectives of COVID-19 Pandemic
on Health, Education, and Role of Media,
https://doi.org/10.1007/978-981-99-1106-6_3
45 A. Aguilar Galarza envelope symbol · S. Celada Martínez
University Health Service, Universidad Autonoma de Queretaro, Queretaro, Mexico
e-mail: adrianaag.ga@gmail.com
S. Celada Martínez
e-mail: ln.sandra.celada@gmail.com
O. San Roman Orozco
The BORN Project, Universidad Autonoma de Queretaro, Queretaro, Mexico
e-mail: oscarsanroman@gmail.com
I. A. Gutiérrez Álvarez
Applied Global Public Health Initiatives, Universidad Autonoma de Queretaro, Queretaro, Mexico
I. Rosillo Pantoja
School of Law, Universidad Autonoma de Queretaro, Queretaro, Mexico
e-mail: izarellyrosillo@gmail.com
N. G. Villaseñor Cuspinera
School of Medicine, Universidad Autónoma de Queretaro, Queretaro, Mexico
e-mail: nuguvicu@gmail.com
© The Author(s) 2023
S. Pachauri and A. Pachauri (eds.), Global Perspectives of COVID-19 Pandemic
on Health, Education, and Role of Media,
https://doi.org/10.1007/978-981-99-1106-6_3
45 45 A. Aguilar Galarza et al. 46 Introduction 3 Population
distribution of the state of
Querétaro in relation to the
national territory. Source
Instituto Nacional de
Estadística y Geografía
(INEGI), 2011 laces, respectively, according to the ranking of the United Nations Development
rogramme (UNDP, 2015). places, respectively, according to the ranking of the United Nations Development
Programme (UNDP, 2015). The state of Querétaro is organized into four health jurisdictions (Queretaro, San
Juan del Rio, Cadereyta, and Jalpan). There are more than 250 public health insti-
tutions in Queretaro and San Juan del Rio. There are five second level hospitals (2
in Queretaro, 1 in San Juan del Rio, 1 in Cadereyta, and 1 in Jalpan), and approxi-
mately 200 first level healthcare centers [10]. In addition, healthcare is provided by a
voluntary public program Seguro Popular which is financed by the Federal Govern-
ment and private insurance (IMSS, ISSSTE). This program covers about 85% of the
Mexican population [11]. The main causes of death in the state are non-communicable diseases including
ischemic heart disease, diabetes mellitus, and cancer. Influenza and pneumonia are
among the top 10 causes of death in the state [12]. Excessive weight is linked to
several health problems [13]. Epidemiological studies suggest that obesity could
have an adverse impact on COVID-19, especially in severe cases, and could increase
mortality [14]. In Mexico, obesity is the strongest predictor of COVID-19 followed
by diabetes and hypertension [15]. On March 11, 2020, the first confirmed case of COVID-19 was reported in Quere-
taro [16]. By October 30, 2021, there were more than 90,000 confirmed cases. The
highest peak was in January with a second peak in August (Fig. 4). The incidence of
COVID-19 was similar in women (45%) and men (55%). Although not considered a
risk group, there were more confirmed cases in persons 25–34 years of age (27%) [17]. Higher mortality was reported in men than in women 63% and 37% respectively Higher mortality was reported in men than in women, 63% and 37%, respectively. Mortality was highest in persons over 60 years (57%). Comorbidities associated with
deaths from COVID (n = 5,929) were hypertension (40%), diabetes (28%), obesity
(21%), and chronic kidney disease (6%) [18]. Queretaro showed the lowest case fatality rate for COVID-19 in Mexico (Fig. 5). Despite having a larger number of confirmed cases in the capital of Queretaro, the
fatality rate was two percentage points below the national average (Table 1). Introduction Until
November 12, 2021, 38.2% of the deaths were reported in women and 61.7% in men
(Fig. 2). A study of COVID-19 in eight countries in Latin America (Brazil, Peru,
Mexico, Argentina, Colombia, Venezuela, Ecuador, and Bolivia) showed that hyper-
tension (12.1%) was the most common comorbidity followed by diabetes (8.3%),
and obesity (4.5%) [7]. According to the National Survey on Health and Nutrition (ENSANUT), Mexico
has a high prevalence of obesity and diabetes. The prevalence of overweight and
obesity in Mexico has increased in recent years. From 1980 to date, the prevalence
of these diseases tripled. Currently, the weight of over 70.0% of the adult population
in Mexico is above the recommended level [8]. Excess weight is one of the main risk
factors in the development of chronic non-communicable diseases such as diabetes Comprehensive Care Response and Systematic Management … 47 Fig. 1 Daily confirmed COVID-19 cases and deaths in Mexico. Source Authors’ elaborated based
on the General Directorate of Epidemiology (GDE) database Fig. 1 Daily confirmed COVID-19 cases and deaths in Mexico. Source Authors’ elaborated based
on the General Directorate of Epidemiology (GDE) database Fig. 2 Distribution of COVID-19 cases and deaths by gender in Mexico. Source Authors’
elaborated based on the General Directorate of Epidemiology (GDE) database Fig. 2 Distribution of COVID-19 cases and deaths by gender in Mexico. Source Authors
elaborated based on the General Directorate of Epidemiology (GDE) database mellitus, hypertension, and cardiovascular diseases. And these diseases increase the
severity of COVID-19. With a population of 2,038,372, Querétaro ranks 22 in the number of inhabitants
among the states of the Federation. Queretaro represents 0.6% of the territorial exten-
sion of the Mexican Republic (Fig. 3); 175,000 of its inhabitants are over 60 years of
age and so are at risk of contracting COVID-19 [9]. Regarding the Human Develop-
ment Index (HDI) and health, the state of Querétaro occupies the seventh and twelfth 48
A. Aguilar Galarza et al. Fig. 3 Population
distribution of the state of
Querétaro in relation to the
national territory. Source
Instituto Nacional de
Estadística y Geografía
(INEGI), 2011
places, respectively, according to the ranking of the United Nations Development
Programme (UNDP, 2015). Th
t t
f Q
ét
i
i
d i t f
h
lth j
i di ti
(Q
t
S 48 A. Aguilar Galarza et al. Fig. Introduction According to the State Development Plan 2016–2020, Queretaro did not have the
number of beds recommended by the World Health Organization (1 bed per 1,000
population) [19]. To avoid overburdening the healthcare system, hospitalization was Comprehensive Care Response and Systematic Management … 49 Fig. 4 Daily confirmed COVID-19 cases and deaths in Queretaro. Source Authors’ elaborated
based on the General Directorate of Epidemiology (GDE) database Fig 4 Daily confirmed COVID 19 cases and deaths in Queretaro Source Authors’ elaborate Fig. 4 Daily confirmed COVID-19 cases and deaths in Queretaro. Source Authors’ elaborated
based on the General Directorate of Epidemiology (GDE) database Fig. 5 Case fatality ratio in Mexico. Source Authors’ elaborated based on the General Directorate
of Epidemiology (GDE) database Fig. 5 Case fatality ratio in Mexico. Source Authors’ elaborated based on the General Directorate
of Epidemiology (GDE) database reserved for severely ill patients. In Queretaro, 12% of confirmed cases required
hospitalization which was three percentage points below the national average [17]. 50 A. Aguilar Galarza et al. Municipality
Confirmed cases
Deaths
% Fatality rate
Tequisquiapan
1084
134
12.4
Huimilpan
316
35
11.1
Amealco de
Bonfil
655
58
8.9
Ezequiel
Montes
795
60
7.5
Cadereyta de
Montes
1616
119
7.4
Colon
942
68
7.2
San Juan del
Rio
9170
658
7.2
Peñamiller
234
16
6.8
Pedro
Escobedo
2149
135
6.3
Queretaro
65,380
3644
5.6
El Marques
5440
295
5.4
Pinal de
Amoles
356
19
5.3
Landa de
Matamoros
255
13
5.1
Toliman
482
24
5.0
Corregidora
6270
226
3.6
San Joaquin
311
10
3.2
Jalpan de Serra
1590
38
2.4
Arroyo Seco
356
7
2.0
Source General Directorate of Epidemiology (GDE) database. Table 1 Confirmed cases
and deaths in Queretaro Source General Directorate of Epidemiology (GDE) database. Table 1 Confirmed cases
and deaths in Queretaro Health Policies in Mexico and Querétaro When the first death was registered in Mexico, the first, second, and third level
Epidemiological/Hospital Surveillance Units (UVEH) in the country, members of
the National Network of Public Health Laboratories, and staff of the National Health
System issued a report through the National Committee for Epidemiological Surveil-
lance (CONAVE) wherein parameters were established to identify suspected and
confirmed cases of COVID-19. A suspected case was a person of any age who
presented acute, mild, or severe respiratory disease and who had any of the following
antecedents up to 14 days before the onset of symptoms: (1) had been in contact with
a confirmed case or had been under investigation for COVID-19 and (2) had made
a trip or stayed in countries with local transmission of COVID-19. A confirmed
case was a person who met the operational definition of a suspected case and had Comprehensive Care Response and Systematic Management … 51 a confirmed diagnosis by the National Institute for Epidemiological Diagnosis and
Reference (InDRE) [20]. On March 23, 2020, 367 cases and four deaths from COVID-19 were confirmed
in Mexico: two in Mexico City, one in Durango and one in Jalisco. The Federal
Government closed all schools. A program called ‘Sana Distancia’ was launched
by the Mexican Ministry of Health. Recommendations were made regarding basic
prevention measures such as frequent hand washing, respiratory etiquette, greeting
from a distance, and staying home if symptoms were present. There was a temporary
suspension of non-essential activities. There was a rescheduling of mass events. And
measures to protect and care for the elderly were implemented. To emphasize the
importance of physical distance, a communication campaign was designed using
cartoons that featured a heroine called ‘Susana Distancia’ [21]. On March 30, 2020, the General Health Council declared COVID-19 a health
emergency, and all non-essential activities were suspended till April 30, 2020, to
mitigate the spread of COVID-19 in the community and to reduce the burden of
disease [22]. Although there was a 44% increase in the number of cases [2,527
new confirmed cases], in order to reactivate economic and social activities, on May
13, 2020, the plan to reopen non-essential activities called ‘New normality’ was
announced [23]. An epidemiological traffic light was used for monitoring. The traffic
light was defined weekly according to the risk by region. Its color indicated what
activities could be carried out. Health Policies in Mexico and Querétaro The regions identified with the red color represented
the maximum epidemiological risk. Orange represented a high epidemiological risk. The colors yellow and green represented intermediate and low epidemiological risk,
respectively. This traffic light system began on June 1, 2020, at the state level [24]. In regions identified with red color, only essential activities were allowed. In regions
identified with the orange color, in addition to essential activities, non-essential activ-
ities could be reactivated although they were to be carried out at a capacity of 30%
and with strict safe distance measures. In regions identified with the yellow and
green colors, essential and non-essential economic activities could be conducted at
full capacity as long as measures were taken to protect the health of workers [25]. On July 24, 2020, the Ministry of Health of the Government of Mexico, through
the Institute of Health for Wellbeing (INSABI) and the Undersecretariat for Preven-
tion and Health Promotion (SPPS), in collaboration with the Pan American Health
Organization (PAHO), Mexico and the Secretariat of Welfare designed a strategy
for promotion, prevention, care, and mitigation of COVID-19 and for monitoring
essential public health actions at the community and the first levels of care within
the framework of primary healthcare (PHC). The aim was to strengthen the response
of the local health system to the pandemic. The following three action groups with
specific action objectives were established [26]: (1) The Community Health Promotion Brigade: Its function was to request
information from the Director of the Health Unit about people with risk factors for
COVID, generate data updates, apply general questionnaires and notify, provide
information to reduce the risk of contagion, identify persons within the patient’s
home for follow-up, strengthen health promotion actions, and develop a directory 52 A. Aguilar Galarza et al. of public health officials according to the health problem and characteristics of
the identified population. (2) The Specialized Brigades: Their function was to follow-up suspected cases
that belonged to the risk groups described above. Daily follow-up was conducted
by telephone or in-person with people in the community with ARI (acute respi-
ratory infection). The status of the identified persons with any health problems
was evaluated. Patients suspected of COVID-19 were monitored. Blood pres-
sure of all adults 20 years of age and older was taken. Cases that required care
in remote consultation units (UCID) were identified. Health Policies in Mexico and Querétaro Patients considered in risk
groups were clinically evaluated to determine if they should be isolated. Preven-
tive actions were implemented. A ‘brief mental health screening’ questionnaire
was completed. Patients were provided information on self-care. They were also
provided First Psychological Aid if needed and were given timely information on
specialized mental health services. Pregnant women were also reviewed. (3) The Clinical Care Team: Its function was to evaluate and treat patients
referred by the brigades, provide clear information on the evolution of the disease
and its consequences, communicate with the isolated persons, provide psycho-
education, provide information on the lines of support, provide psychological
support, and refer in a timely manner to Specialized Mental Health Services. On March 11, 2020, the Secretary of Health of the State of Querétaro (SESEQ)
confirmed the first case in the city. This was a 43-year-old man from Spain who
was isolated at his home. He was kept under medical observation. His situation was
stable. Coordination with the federal authorities was maintained in order to provide
timely follow-up using protocols and guidelines and to provide adequate care. The
staff of the Ministry of Health had the necessary supplies and were trained to address
this situation [27]. The public was exhorted to participate in containing the disease by implementing
preventive measures and visiting the doctor when symptoms of an acute respiratory
disease appeared (fever, cough, respiratory distress or chest pain). Two operational
criteria had to be present: (1) the patient had been contacted 14 days prior to the
appearance of symptoms with a person confirmed with COVID-19 and (2) the patient
had traveled to a city that had community transmission [28]. Preventive measures included: frequent hand washing with soap and water or
70% alcohol gel solution, covering the nose and mouth with a disposable tissue
when sneezing or coughing or using the internal angle of the arm, avoiding spitting,
but if necessary, spitting in a disposable tissue which would be put in a plastic
bag and thrown away, cleaning and disinfecting surfaces and objects commonly
used at home and in schools, offices, closed places, transport, meeting centers, etc. Health Policies in Mexico and Querétaro Avoiding touching the face, especially the nose, mouth, and eyes, avoiding direct
contact with people with symptoms of cold or flu, visiting the doctor when there
were respiratory ailments (fever greater than 38 degrees, headache, sore throat, runny
nose, etc.), avoiding self-medication, staying at home when there were respiratory
symptoms, avoiding going to crowded places, keeping workspaces and housing units
well ventilated, and drinking plenty of fluids. Finally, the use of face masks was Comprehensive Care Response and Systematic Management … 53 recommended for patients with respiratory symptoms and people were urged to
follow information provided through institutional channels [29]. The SESEQ included within its website, a COVID section on the Health Risks
Directorate section and incorporated a tab called COVID-19 legislation in documents
that were made available to citizens. At least 15 agreements were issued during
the COVID-19 pandemic [27]. In these agreements, general recommendations were
made to undertake health security measures. These were shown to the general popu-
lation and to the health personnel. Other agreements focused on the suspension of
economic, productive, and social activities. During the emergency period, a Call Center for Medical and Emotional Attention
was set up to inform people about physical and psychological symptoms related to
COVID-19, resolve their doubts, and make appropriate referrals [30]. The Mexican Institute of Social Security (IMSS) implemented a hospital recon-
version strategy in eight entities to address bed requirements which meant increasing
the number of beds by 39% to reach 6,116 by the end of January 2021 in the
states of Querétaro, Hidalgo, Puebla, Morelos, Guanajuato, Nuevo León, Jalisco,
and Michoacán. In Querétaro, there were 380 beds and reconversion meant adding
104 to reach a total of 484 beds which was the number needed [31]. The Querétaro
General Hospital shelter and the Children’s and Women’s Specialties Hospital were
upgraded to provide medical care to COVID-19 cases that needed hospitalization. In the second half of April 2020, the Congress Center became a Medical and
Isolation Unit (UMA) to serve patients who were positive for COVID-19 but did not
require hospitalization. UMA served 250 patients—125 women and 125 men. This
number was later increased to 700 patients [32]. On November 28, 2020, the Secretariat of Health of the Executive Power of the
State of Querétaro through the official gazette, envisioned future scenarios. Health Policies in Mexico and Querétaro In accor-
dance with the criteria of the Technical Committee for Attention to COVID-19 and
the Specialized Multisectorial Group for Epidemiological Surveillance of COVID-
19, three scenarios were envisioned: Scenario A remission: hospital occupancy at
39%. Scenario B prevention: hospital occupancy between 40 and 70%. And Scenario
C containment: hospital occupancy greater than 70% [33]. With a total of 30,215 accumulated cases and 2,049 deaths, on December 19,
2020, Scenario C was established in the State of Querétaro [34]. The positivity index
was close to 38% and the increase in hospital occupancy in the absolute number
of beds occupied by patients without the use of assisted ventilation was 48%. The
percentage of patients with ventilator support was 49%. A total of 471 hospitalized
patients reached 60% hospital occupancy [35]. According to the number of active
cases of SARS-CoV-2 virus infection, the positivity index, and the increase in hospital
occupancy, Scenario C remained in force until February 14, 2021. By then, the total
number of accumulated cases was 51,162 and there were 3,371 deaths [36]. On February 12, 2021, Scenario B was established in the State of Querétaro. Sanitary security measures were implemented and remained in force until April 22,
2021. On February 10, 2021, hospital occupancy was reduced by 12% with 37%
occupancy of beds with ventilator support and 50% occupancy of beds without
ventilator support [37]. 54 A. Aguilar Galarza et al. A. Aguilar Galarza et al. Local Strategies to Respond to COVID-19 The COVID-19 pandemic dramatically changed health systems around the world. It changed the way in which outpatient care was delivered to decrease the risk of
transmitting the virus to patients and to healthcare workers. Vaccines and treatments
were also developed [38]. On the other hand, the lockdown period imposed drastic
changes in the behaviors and lifestyles of the people in terms of physical activity
and quality of diet both of which are known to play an important role in disease
management [39, 40]. The management of large numbers of COVID-19 patients over a short period of
time disrupted the healthcare system. High demand for hospitalization beds over-
whelmed the healthcare system [41]. As a response to the pandemic, the Mexican
government promoted several strategies like physical distancing to limit the spread
of COVID-19. However, it is important to note that very few strategies were imple-
mented to ensure the continuity of essential health services [42]. The public and
private health sectors repurposed multiple hospitals, reallocated health personnel,
and diverted medical equipment and supplies to treat COVID-19 patients. There
has been a lack of investment in the health sector in Mexico historically. Health
expenditure in Mexico is only 5.5% of the Gross Domestic Product (GDP) [43]. Through the University Health System, the Autonomous University of Queretaro
organized an integrative care clinic ‘Clinica de Atencion Integral COVID’ dedicated
to providing COVID-19 services and diagnosing and monitoring patients at home. The goal of this clinical service was to provide multidisciplinary assessment and
treatment by a system that included virtual phone-based assessment and clinical
home monitoring. The Clinica de Atencion Integral COVID offered a multidisci-
plinary care model in which physicians, nutritionists, physical therapists, pharmaco-
logical chemists, psychologists, and other staff members played a role in delivering
comprehensive care. A description of the activities in each of the clinic’s care areas
is provided below. Detection Area At the beginning of the pandemic, a group of scientists from the Autonomous Univer-
sity of Queretaro offered SARS-CoV-2 virus detection services to the people through
the use of the university’s own resources. Detection was carried out by means of a
molecular screening test. More than 2,000 free tests were offered to the population at
risk. It was found that approximately 80% of infected people did not have symptoms
or had mild symptoms. This was an important finding because it made it possible to
detect and isolate carriers to prevent the spread of the virus, particularly for those
most susceptible. Comprehensive Care Response and Systematic Management … 55 Clinical Household Follow-Up Program Carriers of SARS-CoV-2 were invited for clinical follow-up which included a symp-
toms questionnaire to be administered by telephone screening to find out if the patient
was a candidate for follow-up at home. Only patients with low and medium risk were
accepted into this program. Patients with high risk were referred to a specialized care
service. A series of visits were made to the patient’s home to record signs and symp-
toms such as temperature, oxygenation, an olfactory test, and an antibody test. The
first home visit was made by medical personnel. In subsequent visits, a pharmaco-
logical chemist obtained a blood sample to measure antibodies and a nutritionist
performed a nutritional assessment. Nutrition plays an important role in the management of COVID-19 [44]. Under-
nutrition, micronutrient deficiencies, and overnutrition increase the risk of devel-
oping serious complications [45]. The aim of the nutritional assessment was to iden-
tify nutritional risk in COVID-19 patients and assess its association with disease
outcomes. In the beginning, the assessments were focused on identifying the risks
of undernutrition. Nutritional assessment was later modified to assess metabolic risk
factors. In patients included in this program risk factors like hypertension (30%),
obesity BMI > 30 (27%), and diabetes (10%) were also assessed. Rehabilitation: Post-COVID-19 Program COVID-19 resulted in several medical, social, and psychological consequences like
multi-organ failure of the heart and kidneys and vascular damage [46]. Specific reha-
bilitation needs to be undertaken for post-COVID-19 patients to achieve respiratory
improvement and functional and cognitive recovery, decrease disability, and improve
the quality of life [47]. Persistent symptoms were present in patients who had recovered from COVID-19
in Mexico [48]. There was no rehabilitation clinic in the private or the public sector
where comprehensive multidisciplinary services could be offered for the treatment
sequelae of COVID-19. A multidisciplinary team participated to address cardio-
pulmonary, nutritional, and psychological sequelae. The assessment included a clinical history to obtain the patient’s sociodemo-
graphic data, data related to diabetes, cardiovascular risk factors, and other comor-
bidities. Information on smoking and alcohol consumption and dietary intake was
obtained by using a food frequency questionnaire. A battery of tests were conducted
including laboratory testing, testing for respiratory conditions, functional status,
quality of life, psychiatric conditions, and nutritional status. The goal of the nutrition service was to assess the nutritional sequelae of COVID-
19 and then to give personalized advice to the patients. Body composition analyses
were performed by bioimpedance with a Body Composition Analyzer mBCA 514/ 56 A. Aguilar Galarza et al. A. Aguilar Galarza et al. 515 Seca GmbH & Co. KG, Hamburg. This breaks down weight into body compart-
ments (muscle mass, body fat, and visceral fat). As would be expected, the principal
nutritional risks found in patients post-COVID-19 were obesity, loss of muscle mass,
and a decline in overall physical functioning. However, in our experience, after six
weeks, muscle mass and nutritional status improved in these patients. It is important
to note that medical and physiotherapists participated in the program. The assessment also included circadian rhythmic features. It has been repeatedly
acknowledged that the adequate functioning of the rhythmical system is essential for
maintaining the homeostasis of an organism [49]. Studies focusing on the effects of
lockdown as a result of the pandemic showed that human performance and health,
especially quality and quantity of sleep [50], nutrition, and physical activity were
affected [51]. A recent study shows that the complex pathogenesis of severe acute
respiratory syndrome by SARS-CoV-2 infection is related to circadian disruption
[52]. Rehabilitation: Post-COVID-19 Program Thus, in considering the disturbances of the biological timing for nutritional
assessment according to light–dark cycles, timing of food intake, light at night,
nocturnal feeding, physical activity, jet lag, and shift work are of prime importance
[53]. In conclusion, Mexico is among the countries that have the highest COVID-
19 fatality rates. Efforts were made to expand hospital capacity. However, there
were significant disruptions in the health services. The health system needs to
resume essential services and should catch up on missed preventive care even as
the COVID-19 crisis continues in Mexico. A comprehensive assessment is the key
factor in the management of COVID-19 and in identifying specific clinical needs for
comprehensive and individualized care. References Encuesta Inter-
censal. https://www.inegi.org.mx/contenido/productos/prod_serv/contenidos/espanol/bvinegi/
productos/nueva_estruc/inter_censal/panorama/702825082321.pdf 9. Instituto Nacional de Estadística y Geografía (2015) Encuesta Intercensal. Panorama sociode-
mográfico de Querétaro 2015. Instituto Nacional de Estadística y Geografía. Encuesta Inter-
censal. https://www.inegi.org.mx/contenido/productos/prod_serv/contenidos/espanol/bvinegi/
productos/nueva_estruc/inter_censal/panorama/702825082321.pdf p
p
p
10. Querétaro Esta En Nosotros. Plan Estatal de Desarrollo Querétaro 2016- 2021. Del Gobierno
Del Estado “La Sombra De Arteaga”. 2016 Mar 31. https://www.queretaro.gob.mx/BS_ped16-
21/pdf/planEstatalDesarrollo_2016-21.pdf 10. Querétaro Esta En Nosotros. Plan Estatal de Desarrollo Querétaro 2016- 2021. Del Gobierno
Del Estado “La Sombra De Arteaga”. 2016 Mar 31. https://www.queretaro.gob.mx/BS_ped16-
21/pdf/planEstatalDesarrollo_2016-21.pdf p
p
p
11. Miguel Á González Block, Hortensia Reyes Morales, Lucero Cahuana Hurtado. Balandran
A, Mendez E. Mexico: health system review. World Health Organization. Regional Office for
Europe. 2020; 22(2). https://apps.who.int/iris/handle/10665/334334 11. Miguel Á González Block, Hortensia Reyes Morales, Lucero Cahuana Hurtado. Balandran
A, Mendez E. Mexico: health system review. World Health Organization. Regional Office for
Europe. 2020; 22(2). https://apps.who.int/iris/handle/10665/334334 12. INEGI. Principales causas de mortalidad por residencia habitual, grupos de edad y sexo del
fallecido. INEGI, México. 2016. http://www.inegi.org.mx/est/contenidos/proyectos/registros/
vitales/mortalidad/tabulados/PC.asp?t=14&c=11817 p
13. Global Burden of Diseases 2019 Diseases and Injuries Collaborators. Global burden of 369
diseases and injuries in 204 countries and territories, 1990–2019: a systematic analysis for the
Global Burden of Disease Study 2019. Lancet. 2020 Oct 17; 396(10258): 1204–1222.https://
www.thelancet.com/journals/lancet/article/PIIS0140-6736(20)30925-9/fulltext 14. Giacomelli A, Ridolfo AL, Milazzo L, Oreni L, Bernacchia D, Siano M, Bonazzetti C, Covizzi
A, Schiuma M, Passerini M, Piscaglia M, Coen M, Gubertini G, Rizzardini G, Cogliati C,
Brambilla AM, Colombo R, Castelli A, Rech R, Riva A, Torre A, Meroni L, Rusconi S,
Antinori S, Galli M. 30-day mortality in patients hospitalized with COVID-19 during the first
wave of the Italian epidemic: A prospective cohort study. Pharmacol Res. 2020 Aug; 158:
104931. https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7242199/ p
g
p
15. Hernández-Garduño E. Obesity is the comorbidity more strongly associated for Covid-
19 in Mexico. A case-control study. Obesity Research and Clinical Practice. 2020 Jul-
Aug;14(4):375–379. https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7290168/ 16. Coordinación de Comunicación Social. Secretaría de Salud confirma el primer caso de
COVID-19 en Querétaro. Coordinación de Comunicación Social. https://www.queretaro.gob. mx/prensa/contenido.aspx?q=vUYGbsxLnlg0f3YIE/VHulWIoupRMXO0ELXDx6ArzgDnF
msJEdUFLQ 17. Dirección General de Epidemiología. COVID-19, México: Datos epidemiológicos. Dirección
General de Epidemiología. https://covid19.sinave.gob.mx/ p
g
p
g
18. Consejo Nacional de Ciencia y Tecnología. Datos Abiertos. Dirección General de Epidemi-
ología. 2021 Jan 18. https://datos.covid-19.conacyt.mx/ g
p
y
19. Plan Estatal de Querétaro 2016- 2021. https://www.queretaro.gob.mx/BS_ped16-21/pdf/pl
nEstatalDesarrollo_2016-21.pdf 20. Dirección General de Epidemiología. References 1. World Health Organization. COVID-19 China (2020) World Health Organization. 2020 Jan
05. https://www.who.int/emergencies/disease-outbreak-news/item/2020-DON229 2. World Health Organization (2020) 2019-nCoV outbreak is an emergency of international
concern. World Health Organization. 2020 Jan 31. https://www.euro.who.int/en/health-topics/
health-emergencies/international-health-regulations/news/news/2020/2/2019-ncov-outbreak-
is-an-emergency-of-international-concern 3. Suárez V, Suarez Quezada M, Oros Ruiz S, Ronquillo De Jesús E (2020) Epidemiology of
COVID-19 in Mexico: from the 27th of February to the 30th of April 2020. Revista Clinica
Espanola (Barc) 220(8): 463–471. https://pubmed.ncbi.nlm.nih.gov/32560915/ 3. Suárez V, Suarez Quezada M, Oros Ruiz S, Ronquillo De Jesús E (2020) Epidemiology of
COVID-19 in Mexico: from the 27th of February to the 30th of April 2020. Revista Clinica
Espanola (Barc) 220(8): 463–471. https://pubmed.ncbi.nlm.nih.gov/32560915/ 4. Johns Hopkins University of Medicine. Coronavirus Resource Center. Mortality analysis. Johns
Hopkins University of Medicine. [https://coronavirus.jhu.edu/data/mortality] 4. Johns Hopkins University of Medicine. Coronavirus Resource Center. Mortality analysis. Johns
Hopkins University of Medicine. [https://coronavirus.jhu.edu/data/mortality] 5. Global Health 5050. The sex gender and COVId-19 project. Global Health 50/50. 2020. [https:/
/globalhealth5050.org/covid19/] 6. Consejo Nacional de Ciencia y Tecnología. Datos Abiertos Dirección General de Epidemi-
ología. Consejo Nacional de Ciencia y Tecnología. [https://datos.covid-19.conacyt.mx/] 6. Consejo Nacional de Ciencia y Tecnología. Datos Abiertos Dirección General de Epidemi-
ología. Consejo Nacional de Ciencia y Tecnología. [https://datos.covid-19.conacyt.mx/] 7. Ashktorab H, Pizuomo A, González NAF, Villagrana EDC, Herrera-Solís ME, Cardenas G,
Zavala-Alvarez D, Oskrochi G, Awoyemi E, Adeleye F, Dalivand MM, Laiyemo AO, Lee EE,
Aduli F, Sherif ZA, Brim H (2021Jan) A Comprehensive Analysis of COVID-19 Impact in
Latin America. Res Sq [Preprint]. 8:141245 7. Ashktorab H, Pizuomo A, González NAF, Villagrana EDC, Herrera-Solís ME, Cardenas G,
Zavala-Alvarez D, Oskrochi G, Awoyemi E, Adeleye F, Dalivand MM, Laiyemo AO, Lee EE,
Aduli F, Sherif ZA, Brim H (2021Jan) A Comprehensive Analysis of COVID-19 Impact in
Latin America. Res Sq [Preprint]. 8:141245 57 Comprehensive Care Response and Systematic Management … 8. Instituto Nacional de Salud Pública (2020) Encuesta nacional de salud y nutrición (ENSANUT),
México. National Health and Nutrition Survey. Instituto Nacional de Salud Pública. Encuesta
nacional de salud y nutrición (ENSANUT), México. https:// ensanut.insp.mx/encuestas/
ensanut2012/index. php 8. Instituto Nacional de Salud Pública (2020) Encuesta nacional de salud y nutrición (ENSANUT),
México. National Health and Nutrition Survey. Instituto Nacional de Salud Pública. Encuesta
nacional de salud y nutrición (ENSANUT), México. https:// ensanut.insp.mx/encuestas/
ensanut2012/index. php 9. Instituto Nacional de Estadística y Geografía (2015) Encuesta Intercensal. Panorama sociode-
mográfico de Querétaro 2015. Instituto Nacional de Estadística y Geografía. References Miembros del Grupo Técnico Institucional (GTI) Comité
Nacional Para la Vigilancia Epidemiológica (CONAVE). Lineamiento estandarizado para
la vigilancia epidemiológica y por laboratorio de la enfermedad respiratoria viral. General
de Epidemiología. 2021 Jan. https://coronavirus.gob.mx/wp-content/uploads/2021/02/Lineam
iento_VE_y_Lab_Enf_Viral_Ene-2021_290121.pdf 21. Secretaria de Salud. Promoción de la Salud. Secretaria de Salud. https://www.gob.mx/promos
alud 22. Secretaria de Relaciones Exteriores. The general health council declares a national health
emergency due to COVID-19 coronavirus epidemic. Foreign Ministry - Health Ministry Joint
Press Release. 2020 Mar 31. https://www.gob.mx/sre/prensa/182283 p
g
p
23. Ritchie H, Mathieu E, Rodés-Guirao L, Appel C, Giattino C, Ortiz-Ospina E, Hasell J,
Macdonald B, Beltekian D, Roser M. Coronavirus Pandemic (COVID-19). Our World Data. https://ourworldindata.org/coronavirus 58 A. Aguilar Galarza et al. A. Aguilar Galarza et al. 24. Gobierno de la Ciudad de Mexico. “Plan gradual hacia la nueva normalidad,”. Gobierno de la
Ciudad de Mexico. 2020. https://covid19.cdmx.gob.mx/nuevanormalidad 25. COVID-19 Medidas Económicas. Nueva normalidad. Gobierno de México. 2020 Jun 01. https:
/www.gob.mx/covid19medidaseconomicas/acciones-y-programas/nueva-normalidad-244196 vid19medidaseconomicas/acciones-y-programas/n 26. Secretaria de Salud. Estrategia de Promoción de la Salud, Prevención, Atención y Mitigación
de la COVID-19 en el Marco de Atención Primaria de Salud. Gobierno De México. 2020 Jul
24. https://coronavirus.gob.mx/wp-content/uploads/2020/10/APS_COVID_v17_08_2020.pdf p
g
p
p
p
27. Gobierno De México. Información internacional y nacional sobre nuevo coronavirus con corte
al 11 de marzo de 2020. Comunicado Técnico Diario. Gobierno De México. 2020. https://cor
onavirus.gob.mx/2020/03/11/conferencia-11-de-marzo g
28. Secretaria de Salud. Material de Consulta COVID-19 (2020). Secretaria de Salud. 2020. https:
/www.seseq.gob.mx/R_Sanitaria/COVID-19.html 29. Gobierno de México, Secretaría de Salud, Subsecretaría de Prevención y Promoción de la
Salud. Comunicado Técnico Diario Nuevo Coronavirus en el Mundo (COVID-19). Gobierno
de México. 2020 Feb 27. https://www.gob.mx/cms/uploads/attachment/file/537793/Comuni
cado_Tecnico_Diario_COVID-19_2020.02.27.pdf 30. Secretaria de Salud. Noticias Queretaro. Call Center COVID-19, eje fundamental para
combatir la pandemia en Querétaro: Vocería. Secretaria de Salud. Noticias Queretaro. 2020. https://www.queretaro.gob.mx/covid19/contenido/noticiasContenido.aspx?q=vUYGbs
xLnlh1HrfdJ02VArRPFEYaASc1 31. Comunicado: Realiza IMSS reconversión hospitalaria en ocho entidades ante el aumento d
contagios de COVID-19. 2021. http://www.imss.gob.mx/prensa/archivo/202101/016 32. Poder Ejecutivo del Estado de Querétaro. Noticias. Lista reconversión del Querétaro Centro
de Congresos como Unidad Médica y de Aislamiento COVID-19. Poder Ejecutivo del Estado
de Querétaro. Noticias. 2020. https://www.queretaro.gob.mx/covid19/contenido/noticiasCont
enido.aspx?q=vUYGbsxLnlgOMXf545QDaQ p
q
g
33. Periódico Oficial del Gobierno del Estado de Querétaro “La Sombra de Arteaga”. 2020. https:/
/municipiodequeretaro.gob.mx/wp-content/uploads/Gaceta-No.70.pdf 34. Secretaria de Salud. Métrica COVID-19. 2020. https://municipiodequeretaro.gob.mx/wp-con
tent/uploads/Gaceta-No.70.pdf 35. Santiago de Querétaro. Periódico Oficial del Gobierno del Estado de Querétaro “La Sombra
de Arteaga”. Santiago de Querétaro. 2020 Dec 19. https://lasombradearteaga.segobqueretaro. References gob.mx/getfile.php?p1=202012100-01.pdf&fbclid=IwAR1Mj10AXPLy-h-F7jRsJYrTOCT
9ojrCsHKTGpYrD3wtjBXxKOd8FBfPbgo j
p
j
g
36. Secretaria de Salud. Métrica COVID-19. Secretaria de Salud. 2021 Nov 03. https://www.qu
retaro.gob.mx/covid19/contenido/listadoMetricasSESEQ.aspx 37. Periódico Oficial del Gobierno del Estado de Querétaro “La Sombra de Arteaga”. Julio César
Ramírez Argüello Secretario De Salud. 2021 Aug 13. https://www.seseq.gob.mx/R_Sanitaria/
PDFs/acuerdo_escenario_B.pdf p
38. Yue H, Bai X, Wang J, Yu Q, Liu W, Pu J, Wang X, Hu J, Xu D, Li X, Kang N, Li L, Lu W,
Feng T, Ding L, Li X, Qi X; Gansu Provincial Medical Treatment Expert Group of COVID-
19. Clinical characteristics of coronavirus disease 2019 in Gansu province, China. Annals of
Palliative Medicine. 2020 Jul; 9(4): 1404–1412. https://pubmed.ncbi.nlm.nih.gov/32692208/ 39. Farhane H, Motrane M, Anaibar FE, Motrane A, Abeid SN, Harich N (2021Oct) COVID-19
pandemic: Effects of national lockdown on the state of health of patients with type 2 diabetes
mellitus in a Moroccan population. Prim Care Diabetes 15(5):772–777. https://doi.org/10.1001/
jamanetworkopen.2020.21476.PMID:33006622;PMCID:PMC7532385 j
p
;
40. Zaccagni L, Toselli S, Barbieri D (2021Jun 13) Physical activity during covid-19 lockdown
in Italy: A systematic review. Int J Environ Res Public Health 18(12):6416. https://doi.org/10. 3390/ijerph18126416.PMID:34199286;PMCID:PMC8296244 41. Islam N, Shkolnikov VM, Acosta RJ, Klimkin I, Kawachi I, Irizarry RA, Alicandro G, Khunti
K, Yates T, Jdanov DA, White M, Lewington S, Lacey B (2021May) Excess deaths associ-
ated with COVID-19 pandemic in 2020: Age and sex disaggregated time series analysis in
29 high income countries. BMJ 19(373):1137. https://doi.org/10.1136/bmj.n1137.PMID:340
11491;PMCID:PMC8132017 Comprehensive Care Response and Systematic Management … 59 42. Doubova SV, Leslie HH, Kruk ME, Pérez-Cuevas R, Arsenault C. Disruption in essential health
services in Mexico during COVID-19: Ainterrupted time series analysis of health information
system data. British Medical Journal Global Health. 2021 Sep; 6(9). doi: https://doi.org/10. 1136/bmjgh-2021-006204. PMID: 34470746; PMCID: PMC8413469. 43. Centro de Investigación Económica y Presupuestaria, A. C. Sistema Universal de Salud. Retos
de cobertura y financiamiento. Ciudad de México. https://saludenmexico.ciep.mx/ 44. Doubova SV, Leslie HH, Kruk ME, Perez-Cuevas R, Arsenault C. Disruption in essential health
services in Mexico during COVID-19: an interrupted time series analysis of health information
system data. British Medical Journal Global Health. 2021 Sep; 6(9). 45. Sullivan DH (1995) The role of nutrition in increased morbidity and mortality. Clin Geriat
Med 11(4):661–674 46. Downer S, Berkowitz SA, Harlan TS, Olstad DL, Mozaffarian D (2020Jun) Food is medicine:
actions to integrate food and nutrition into healthcare. BMJ 29:369. https://doi.org/10.1136/
bmj.m2482.PMID:32601089;PMCID:PMC7322667 47. References Sandra Celada Martínez, MSc Collaborative Researcher, University Health Program, Univer-
sidad Autonoma de Queretaro, Queretaro, Mexico Sandra Celada Martínez, a collaborator to
health programs at the Universidad Autonoma de Queretaro, focuses on the implementation of
new areas for healthcare systems oriented to adequate spaces and necessary sanitary measures. Sandra Celada Martínez, MSc Collaborative Researcher, University Health Program, Univer-
sidad Autonoma de Queretaro, Queretaro, Mexico Sandra Celada Martínez, a collaborator to
health programs at the Universidad Autonoma de Queretaro, focuses on the implementation of
new areas for healthcare systems oriented to adequate spaces and necessary sanitary measures. Dr. Oscar San Roman Orozco Project Manager, The BORN Project, Universidad Autonoma de
Queretaro, Queretaro, Mexico Oscar San Roman Orozco is a medical doctor from the Univer-
sidad Autonoma de Queretaro (UAQ), Mexico. He has a Masters in Global Public Health and
Advanced Certificate in Public Health Disaster Science, Policy and Practice from the New York
University (NYU) School of Global Public Health. He has a University Expert Degree in Hospital
Management from the Universidad of Cadiz, Spain. He is the Project Manager of the BORN
Project Mexico at the Newborn Foundation. He has been on Expert Advisory Boards for devel-
oping interventions like the Masimo Safety Net OPEN and the COVID-19 Clinic at UAQ where he
has been actively publishing research on COVID-19 in the Mexican population including mobility
measures, relationship with the reproductive number, models for re-opening the university and
mental health impact among others. He was awarded the Lewis Blackman Leadership Award
by the Patient Safety Movement. He is a member of the Delta Omega Honorary Public Health
Society. He is a former Co-coordinator and to date, an Advisor to the Applied Global Public
Health Initiative at the NYU School of Global Public Health and its satellite laboratory at the
Universidad Autonoma de Queretaro Dr. Isidro Amadeo Gutiérrez Álvarez, Professor and Medical Coordinator, Applied Global
Public Health Initiatives, Universidad Autonoma de Queretaro, Queretaro, Mexico is
Professor of basic medical genetics at the school of medicine of the Autonomous University of
Querétaro and is the academic coordinator of the laboratory of Applied Global Public Health
Initiatives UAQ/NYU, a student’s organization in Querétaro, México that is dedicated to impacting
health equity in underserved communities. References He has worked on health communications and policy
for more than 30 years when he launched campaigns that focused on knowledge of congenital
diseases, immunization, food insecurity, infant mortality, nutrition, and mental health. He is a
peaker and author who blogs on congenital disease, environmental impacts on health and the
connection between public health policies and clinical practice. Izarelly
Rosillo
Pantoja,
PhD,
Researcher,
Universidad
Autonoma
de
Queretaro,
Mexico Doctor of Law, researcher, and trial lawyer in the field of human rights and the environ-
ment. She elaborated 20 local legislations for the Mexican state and three international legislations
that impacted on various plans and programs on environmental matters. She drafted the first
Circular Economy law for Mexico in the state of Quintana Roo and also for the Dominican
Republic. She worked for various international and national organizations including the World
Bank, Inter-American Development Bank, ECLAC, UN Environment, German Cooperation
Agency (GIZ), Chamber of Deputies in Mexico, and local governments, among others. Izarelly
Rosillo
Pantoja,
PhD,
Researcher,
Universidad
Autonoma
de
Queretaro,
Mexico Doctor of Law, researcher, and trial lawyer in the field of human rights and the environ-
ment. She elaborated 20 local legislations for the Mexican state and three international legislations
that impacted on various plans and programs on environmental matters. She drafted the first
Circular Economy law for Mexico in the state of Quintana Roo and also for the Dominican
Republic. She worked for various international and national organizations including the World
Bank, Inter-American Development Bank, ECLAC, UN Environment, German Cooperation
Agency (GIZ), Chamber of Deputies in Mexico, and local governments, among others. She received several distinctions, including an honorary appointment as a member of the
World Committee on Sustainable Development of the Organization Founded by Nobel Peace Prize
winner Rajenda Kumar Pachauri. She is a member of the National System of Researchers of the
National Council of Science and Technology in Mexico. She is the author of several books and
articles published in national and international journals. She received several distinctions, including an honorary appointment as a member of the
World Committee on Sustainable Development of the Organization Founded by Nobel Peace Prize
winner Rajenda Kumar Pachauri. She is a member of the National System of Researchers of the
National Council of Science and Technology in Mexico. She is the author of several books and
articles published in national and international journals. Dr. Nuri G. References Brugliera L, Spina A, Castellazzi P, Cimino P, Arcuri P, Deriu MG, Zanetta C, Angelone SM,
Capitanio JF, Alemanno F, Meloni C, D’Angelo G, Houdayer E, Abutalebi J, Mortini P, Iannac-
cone S (2020) Rehabilitative of COVID-19 patients with acute lower extremity Ischemia and
amputation. J Rehab Med 52(9). https://doi.org/10.2340/16501977-2714. PMID: 32720698. 48. Zhou F, Yu T, Du R, Fan G, Liu Y, Liu Z, Xiang J, Wang Y, Song B, Gu X, Guan L, Wei Y,
Li H, Wu X, Xu J, Tu S, Zhang Y, Chen H, Cao B (2020) Clinical course and risk factors for
mortality of adult inpatients with COVID-19 in Wuhan, China: a retrospective cohort study. Lancet. 395(10229): 1054–1062. https://pubmed.ncbi.nlm.nih.gov/32171076/ p
p
g
49. Galván-Tejada CE, Herrera-García CF, Godina-González S, Villagrana-Bañuelos KE, Amaro
JDL, Herrera-García K, Rodríguez-Quiñones C, Zanella-Calzada LA, Ramírez-Barranco J,
Avila JLR, Reyes-Escobedo F, Celaya-Padilla JM, Galván-Tejada JI, Gamboa-Rosales H,
Martínez-Acuña M, Cervantes-Villagrana A, Rivas-Santiago B, Gonzalez-Curiel IE (2020)
Persistence of COVID-19 symptoms after recovery in Mexican population. Int J Environ
Resilience Public Health. 17(24):9367. https://doi.org/10.3390/ijerph17249367.PMID:333
27641;PMCID:PMC7765113 50. Fishbein AB, Knutson KL, Zee PC (2021Oct 1) Circadian disruption and human health. J Clin
Investig 131(19):148286. https://doi.org/10.1172/JCI148286.PMID:34596053;PMCID:PMC
8483747 51. Leone MJ, Sigman M, Golombek DA (2020) Effects of lockdown on human sleep and chrono-
type during the COVID-19 pandemic. Current Biol 30(16): 930–931. https://doi.org/10.1016/
j.cub.2020.07.015. Epub 2020 Jul 8. PMID: 32810450; PMCID: PMC734078 52. Ray S, Reddy AB (2020Sep) COVID-19 management in light of the circadian clock. Nat Rev
Mol Cell Biol 21(9):494–495. https://doi.org/10.1038/s41580-020-0275-3.PMID:32699357;
PMCID:PMC7374068 53. Cheikh Ismail L, Osaili TM, Mohamad MN, Al Marzouqi A, Jarrar AH, Abu Jamous DO,
Magriplis E, Ali HI, Al Sabbah H, Hasan H, AlMarzooqi LMR, Stojanovska L, Hashim M,
Shaker Obaid RR, Saleh ST, Al Dhaheri AS (2020) Eating Habits and Lifestyle during COVID-
19 Lockdown in the United Arab Emirates: A Cross-Sectional Study. Nutrients 12(11):3314. https://doi.org/10.3390/nu12113314.PMID:33137947;PMCID:PMC7693610 Adriana Aguilar Galarza, PhD Collaborative Researcher, University Health Program, Univer-
sidad Autonoma de Queretaro, Queretaro, Mexico Adriana Aguilar Galarza, a Collaborative
Researcher from the University Health Program, Universidad Autonoma de Queretaro, focuses
on the impact on health of the university community through integral diagnostics and first
level medical care, promoting healthy spaces and forming health promoters. She has worked on
epidemiology studies related to metabolic risk in young adults and the impact of circadian rhythms
in metabolic health. 60 A. Aguilar Galarza et al. Teaching, Bachelor of Mexican Folk Dance, Bachelor of Acting, Faculty of Fine Arts, and Faculty
of Medicine, UAQ. She has published extensively on COVID-19 and other important issues in
international and national journals. Comprehensive Care Response and Systematic Management … References Villaseñor Cuspinera, MSc, School of Medicine, Universidad Autónoma de
Queretaro, Mexico is a full-time teacher-research. She has a Degree in Medicine from the Faculty
of Medicine, UNAM, and a Master Degree in Bioethics. She is a Faculty of Bioethics, Universidad
Anáhuac. Specialty in Nuclear Medicine. National Medical Center 20 de Noviembre. ISSSTE,
PhD student in sciences, Faculty of Medicine, UAQ. She held the position of Tutoring Coordinator
of the Faculty of Medicine, UAQ. She is professor of the Bachelor of Medicine, Bachelor of Art Comprehensive Care Response and Systematic Management … 61 Teaching, Bachelor of Mexican Folk Dance, Bachelor of Acting, Faculty of Fine Arts, and Faculty
of Medicine, UAQ. She has published extensively on COVID-19 and other important issues in
international and national journals. Open Access This chapter is licensed under the terms of the Creative Commons Attribution 4.0
International License (http://creativecommons.org/licenses/by/4.0/), which permits use, sharing,
adaptation, distribution and reproduction in any medium or format, as long as you give appropriate
credit to the original author(s) and the source, provide a link to the Creative Commons license and
indicate if changes were made. g
The images or other third party material in this chapter are included in the chapter’s Creative
Commons license, unless indicated otherwise in a credit line to the material. If material is not
included in the chapter’s Creative Commons license and your intended use is not permitted by
statutory regulation or exceeds the permitted use, you will need to obtain permission directly from
the copyright holder.
|
https://openalex.org/W1554745288
|
https://www.scielo.br/j/rbz/a/xwVQPZNccnh7qXGWMfJwMZc/?lang=pt&format=pdf
|
Portuguese
| null |
Silagem de cereais de inverno submetidos ao manejo de duplo propósito
|
Revista Brasileira de Zootecnia
| 2,011
|
cc-by
| 6,053
|
Palavras-chave: capacidade tampão, forragem conservada, integração lavoura-pecuária, proteína bruta Palavras-chave: capacidade tampão, forragem conservada, integração lavoura-pecuária, proteína bruta Recebido em 14/6/2010 e aprovado em 15/12/2010.
Correspondências devem ser enviadas para: gilmarmeinerz@yahoo.com.br Silage of winter cereals submitted to double purpose management ABSTRACT - The objective of this research was to evaluate the silage of 12 genotypes of six species of double purpose
winter cereals (forage and grains) submitted to harvest at Depressão Central region of Rio Grande do Sul state. Species
and genotypes tested were: BRS 277, BRS Guatambu, BRS Tarumã and BRS Umbu wheat; Agro Zebu, UPFA 21 - Moreninha
and Commom black-oat; UPF 18 white oat; BR 1 and BRS Serrano rye; BRS Marciana barley; and BRS 148 triticale. Genotypes were submitted to tree harvests with the objective to simulate grazing, according to double purpose management. After the third harvest, the development of cultures was permitted for silage production. The genotypes were distributed
in 36 experimental plots in a completely randomized experimental design with 12 treatments (genotypes) and three
replications (plots). Silages were made in PVC experimental silos when forages achieved phenological stage of soft dough. Fermentative parameters, dry matter production, structural and botanical composition of ensilage material and nutritive
value of silages were determined. BR 1 rye and UPF 18 white oat presented the highest dry matter yield. BRS Umbu wheat
produced silage with higher grain participation and better nutritive value. All genotypes presented satisfactory conditions
for ensilage. Key Words: buffering capacity, conserved forage, crude protein, livestock-crop production system Silagem de cereais de inverno submetidos ao manejo de duplo propósito1 Gilmar Roberto Meinerz2, Clair Jorge Olivo3, Julio Viégas3, José Laerte Nörnberg4, Carlos
Alberto Agnolin2, Rudolf Brand Scheibler5, Tiago Horst5, Renato Serena Fontaneli6 Correspondências devem ser enviadas para: gilmarmeinerz@yahoo.com.br Gilmar Roberto Meinerz2, Clair Jorge Olivo3, Julio Viégas3, José Laerte Nörnberg4, Carlos
Alberto Agnolin2, Rudolf Brand Scheibler5, Tiago Horst5, Renato Serena Fontaneli6 1 Pesquisa financiada com recursos do Conselho Nacional de Desenvolvimento Científico e Tecnológico. 2 Programa de Pós-graduação em Zootecnia, Universidade Federal de Santa Maria (UFSM), RS, Brasil, 97105-900. 3 Departamento de Zootecnia, UFSM, RS, Brasil. 4 Departamento de Tecnologia e Ciência dos Alimentos, UFSM, RS, Brasil. 5 Acadêmicos do curso de Zootecnia - UFSM. 1 Pesquisa financiada com recursos do Conselho Nacional de Desenvolvimento Científico e Tecnológico. 2 Programa de Pós-graduação em Zootecnia, Universidade Federal de Santa Maria (UFSM), RS, Brasil, 97105-900. 3 Departamento de Zootecnia, UFSM, RS, Brasil. epa ta
e to de
ootec
a, U S
,
S,
as
4 Departamento de Tecnologia e Ciência dos Alimentos, UFSM, RS, Brasil. 5 Acadêmicos do curso de Zootecnia - UFSM. 6 Centro Nacional de Pesquisa do Trigo (CNPT - EMBRAPA). RESUMO - Esta pesquisa foi conduzida com o objetivo de avaliar a silagem de 12 genótipos de seis espécies de cereais de
inverno de duplo propósito (forragem e grãos), submetidos ao corte na região da Depressão Central do Rio Grande do Sul. As espécies
e os genótipos testados foram: trigo BRS 277, BRS Guatambu, BRS Tarumã, BRS Umbu; aveia-preta Agro zebu, UPFA 21 -
Moreninha e Comum; aveia-branca UPF 18; centeio BR 1 e BRS Serrano; Cevada BRS Marciana; e triticale BRS 148. Os genótipos
foram submetidos a três cortes com o objetivo de simular o pastejo, conforme manejo indicado para duplo propósito. Após o
terceiro corte, permitiu-se o desenvolvimento das culturas para a ensilagem. As silagens foram feitas em silos experimentais de
PVC quando as forrageiras atingiram o estádio fenológico de grão pastoso. O delineamento experimental foi o inteiramente
casualizado, com 12 tratamentos (genótipos) e três repetições (parcelas). Foram determinadas a produção de matéria seca e a
composição estrutural do material ensilado, o valor nutritivo e os parâmetros fermentativos das silagens. O centeio BR 1 e a aveia-
branca UPF 18 apresentaram as maiores produções de matéria seca. O trigo BRS Umbu produziu silagem com maior participação
de grãos e valor nutritivo mais elevado. Todos os genótipos apresentaram condições satisfatórias para a ensilagem. Recebido em 14/6/2010 e aprovado em 15/12/2010. Revista Brasileira de Zootecnia
© 2011 Sociedade Brasileira de Zootecnia
ISSN 1806-9290
www.sbz.org.br Revista Brasileira de Zootecnia
© 2011 Sociedade Brasileira de Zootecnia
ISSN 1806-9290
www.sbz.org.br R. Bras. Zootec., v.40, n.10, p.2097-2104, 2011 Introdução A adubação nitrogenada, foi de 120 kg/ha
de N para todas as espécies, sendo aplicado 10 kg/ha na
semeadura e 110 kg/ha em cobertura, divididos em 4
aplicações. As principais culturas usadas para produção de silagem
são o milho e o sorgo, culturas típicas de verão. Entretanto,
há necessidade de se estudar a utilização de novas culturas
na confecção da silagem, no sentido de reduzir os custos de
produção (Pinto et al., 2007). Com a expansão dos sistemas
de produção baseados na integração lavoura-pecuária, a
utilização de cereais de inverno de duplo propósito (forragem
e grãos) surge como uma alternativa para produção de
silagem de qualidade, com baixo custo, considerando-se
que no final do ciclo dessas culturas, normalmente há um
excedente de massa de forragem. A silagem de cereais de inverno apresenta, geralmente,
maiores teores de proteína bruta do que a silagem de milho,
mas com valor energético inferior (Scheffer-Basso et al.,
2003). As principais espécies utilizadas para ensilagem são
aveia-preta e azevém, colhidos no estádio de elongamento
e submetidos ao pré-murchamento antes da ensilagem,
tendo em vista que o excesso de umidade é prejudicial ao
processo de fermetação e conservação do material ensilado. O estádio fenológico indicado para ensilagem de cereais
de inverno sem pre-murchamento é o de grão pastoso
(Fontaneli et al., 2009). Há, no entanto, carência de
informações sobre diversos fatores envolvidos na ensilagem
destes materiais. Assim, o objetivo neste trabalho foi avaliar
silagens de cereais de inverno submetidos ao manejo de
duplo propósito na Depressão Central de Rio Grande do Sul. O estádio fenológico indicado para ensilagem de cereais
de inverno sem pre-murchamento é o de grão pastoso
(Fontaneli et al., 2009). Há, no entanto, carência de
informações sobre diversos fatores envolvidos na ensilagem
destes materiais. Assim, o objetivo neste trabalho foi avaliar
silagens de cereais de inverno submetidos ao manejo de
duplo propósito na Depressão Central de Rio Grande do Sul. As forrageiras foram submetidas ao manejo de cortes
indicado para duplo propósito. Foram realizados três cortes
com o objetivo de simular o pastejo, em intervalos variando
entre 16 e 38 dias. Após o terceiro corte, foi realizado o
diferimento, permitindo-se o desenvolvimento final das
culturas. No estádio fenológico de grão pastoso, metade da
área de cada parcela foi destinada à confecção das silagens
e a outra metade foi utilizada para avaliação do rendimento
de grãos. Introdução inverno ainda não estão prontas para a utilização (Scheffer-
Basso et al., 2004). O Sul do Brasil possui condições edafoclimáticas
favoráveis ao cultivo de muitas espécies de plantas
forrageiras. No entanto, a estacionalidade na produção
de forragem da maioria das espécies utilizadas ocasiona
um vazio forrageiro no outono e início do inverno, quando
as espécies de verão já completaram seu ciclo e as de Neste sentido, a utilização de forragens conservadas
na alimentação de vacas leiteiras é uma prática bastante
usual nos períodos de carência de forragem e visa fornecer
alimento volumoso de boa qualidade e em quantidades
suficientes para a manutenção dos níveis de produtividade. Dentre as formas de conservação da forragem destaca-se a Meinerz et al. 2098 ensilagem, que consiste no corte da planta forrageira em
momento ideal e posterior armazenamento da massa verde
picada em silos (Novaes et al., 2004). Este processo tem
como principal objetivo conservar a forragem e, desde que
seja realizado em condições ideais, manter a qualidade do
material original (Van Soest, 1994). Foram testados 12 genótipos de seis espécies de cereais
de inverno de duplo propósito de utilização: trigo (BRS 277,
BRS Guatambu, BRS Tarumã, BRS Umbu); aveia-preta
(Agro Zebu, UPFA 21 - Moreninha e Comum); aveia-branca
(UPF 18); centeio (BR 1 e BRS Serrano); cevada (BRS
Marciana); e triticale (BRS 148). A área experimental foi dividida em 36 parcelas
experimentais, com dimensões de 5 m de comprimento e 3 m
de largura. Os dados da análise do solo foram os seguintes:
índice SMP 5,2; P 2,2 mg/dm; K 0,12 cmolc/dm³; Al3+
2,7 cmolc/dm³; Ca2+ 3,1 cmolc/dm³; Mg 2+ 1,5 cmolc/dm³;
MO 2,3%; saturação de bases 30,0% e saturação por alumínio
36%. A semeadura foi feita em 10 de abril, em linhas com
espaçamento de 17cm e com sementes provenientes do
Centro Nacional de Pesquisa do Trigo (CNPT-EMBRAPA),
em Passo Fundo, Rio Grande do Sul. A densidade de
semeadura foi de 400 sementes viáveis/m2. Trinta dias
antes da semeadura, foi realizada a correção da acidez,
conforme a análise do solo, mediante a aplicação de calcário
dolomítico do tipo Filler, incorporado mediante escarificação
do solo. A adubação potássica e fosfórica foi realizada
conforme as recomendações da Comissão de Química e
Fertilidade do Solo – RS/SC (2004), individualmente para
cada espécie. Introdução Para fins de amostragem e coleta de material para
ensilagem foram desconsiderados 15 cm de cada um dos
lados das parcelas (bordaduras). R. Bras. Zootec., v.40, n.10, p.2097-2104, 2011 Material e Métodos A pesquisa foi conduzida no Laboratório de
Bovinocultura de Leite do Departamento de Zootecnia da
UFSM, localizado na região fisiográfica denominada
Depressão Central do Rio Grande do Sul, com altitude de 95 m,
latitude 29° 43' Sul e longitude 53° 42' Oeste, no período
entre março e outubro de 2008. As médias de temperatura
e a precipitação pluviométrica do período foram de 14,86 °C
e 985,2 mm (168,89 mm mensais). Esses valores são similares
às médias climáticas normais da região. O solo da área
experimental é classificado como Argissolo Vermelho
distrófico arênico, pertencente à unidade de mapeamento
São Pedro (Embrapa, 1999) e o clima da região é o Cfa
(subtropical úmido), conforme classificação de Köppen
(Moreno, 1961). O rendimento de forragem foi estimado através de
cinco amostras por parcela, cortadas rente ao solo, sendo
utilizado um quadro com dimensões de 50 × 30 cm. As
amostras foram homogeneizadas, sendo retirada uma
subamostra para estimativa das composições botânica e
estrutural da forragem, fazendo-se manualmente a
separação da lâmina foliar, colmo+bainha, material
senescente, espigueta/panículas, grãos e outras espécies. Estes componentes foram secos em estufa de ar forçado
a 55 ºC até peso constante para determinação dos teores
de matéria parcialmente seca. Estes componentes foram secos em estufa de ar forçado
a 55 ºC até peso constante para determinação dos teores
de matéria parcialmente seca. R. Bras. Zootec., v.40, n.10, p.2097-2104, 2011 Silagem de cereais de inverno submetidos ao manejo de duplo propósito 2099 com o uso de α-amilase termoestável, descontando-se a
proteína insolúvel em detergente neutro e as cinzas
residuais. Também foi determinada a fibra em detergente
ácido corrigida para cinzas (FDAc) e para proteína (FDAcp). O delineamento experimental utilizado foi o inteiramente
casualizado, com 12 tratamentos (genótipos), três repetições
(parcelas). Os resultados foram submetidos à análise de
variância e as médias comparadas entre si pelo teste Tukey
a 5% de probabilidade do erro. Os dados foram submetidos
à análise de correlação, pelo coeficiente de Pearson. com o uso de α-amilase termoestável, descontando-se a
proteína insolúvel em detergente neutro e as cinzas
residuais. Também foi determinada a fibra em detergente
ácido corrigida para cinzas (FDAc) e para proteína (FDAcp). A confecção das silagens foi realizada entre 20 de
setembro e 24 de outubro. A forragem foi cortada rente ao
solo, sendo triturada em moinho forrageiro regulado para
fragmentar o material em partículas de 1,5 cm. Resultados e Discussão Os genótipos testados apresentaram ciclos distintos,
sendo o triticale BRS 148 e o centeio BR 1 os mais precoces
para produção de silagem, com 150 dias entre a emergência
e o estádio de grão pastoso (Tabela 1). Os genótipos mais
tardios foram os trigos BRS 277, BRS Guatambu, BRS
Tarumã, o centeio BRS Serrano e as aveias UPF 18 e UPFA
21 - Moreninha, que apresentaram ciclo superior a 180
dias. A estatura das plantas no momento da ensilagem foi
distinta entre os genótipos, sendo que o genótipo que
apresentou maior altura foi o centeio BRS Serrano e o trigo
BRS Tarumã a menor. Não foi observado acamamento nos
materiais estudados. As determinações de matéria seca (MS), matéria orgânica
(MO), fibra em detergente ácido corrigida para cinzas (FDAc),
lignina em detergente ácido (ácido sulfúrico), proteína bruta
(PB), nitrogênio insolúvel em detergente neutro (NIDN) e
nitrogênio insolúvel em detergente ácido (NIDA) foram
realizadas segundo procedimentos descritos por Silva &
Queiroz (2002). Para determinação da fibra em detergente
neutro corrigida para cinzas (FDNc) não foi utilizado
sulfito de sódio na solução em detergente neutro, sendo
empregada α-amilase termoestável. Por isso, a proteína
remanescente na FDNc foi subtraída após a multiplicação
do fator 6,25 pelo teor do NIDN. A abreviação FDNcp
expressa o teor de fibra em detergente neutro determinada Para os teores de matéria seca das silagens (Tabela 1),
foram verificados resultados distintos entre os genótipos,
que variaram de 24 a 42% de MS. Os valores mais elevados
foram observados para os trigos BRS 277 e BRS Guatambu,
que apresentaram teores de matéria seca superiores à 40%. No entanto, não foi constatada presença de mofo ou
desenvolvimento de fungos. O teor de MS afeta a qualidade
fermentativa da silagem, que está relacionada tanto ao
potencial de ingestão quanto à eficiência de utilização de
nutrientes para produção animal (McDonald, 1981). Material e Métodos O material
foi compactado e hermeticamente fechado em silos
experimentais de PVC com 100 mm de diâmetro e 50 cm
de altura, com tampas com válvulas de Bunsen para
permitir o escape dos gases, e acondicionados em sala
protegida da radiação solar. O delineamento experimental utilizado foi o inteiramente
casualizado, com 12 tratamentos (genótipos), três repetições
(parcelas). Os resultados foram submetidos à análise de
variância e as médias comparadas entre si pelo teste Tukey
a 5% de probabilidade do erro. Os dados foram submetidos
à análise de correlação, pelo coeficiente de Pearson. A abertura dos silos foi realizada após 40 dias de
fermentação, desprezando-se a porção superior de cada um. O restante do material foi homogeneizado, retirando-se uma
subamostra para a determinação do pH em potenciômetro
digital (Silva & Queiroz, 2002) e da capacidade tampão
(Playne & McDonald, 1966). Com auxílio de uma prensa, foi
retirado suco para a determinação do nitrogênio amoniacal
(N-NH3) por destilação com óxido de magnésio (Chaney &
Marbach, 1962). O restante da amostra foi parcialmente
seca em estufa de ventilação forçada, a 55 ºC até peso
constante, sendo posteriormente moída em moinho do
tipo Willey em peneira com malha de 1mm e acondicionada
para a realização das análises laboratoriais. R. Bras. Zootec., v.40, n.10, p.2097-2104, 2011 Meinerz et al. 2100 Meinerz et al. e material morto. A participação de lâminas foliares foi
maior para o trigo BRS Umbu e para a cevada BRS Marciana. exceção da aveia-preta Comum e da cevada BRS Marciana,
os teores de MS ficaram próximos aos preconizados por
Noller et al. (1954) para que ocorram as menores perdas
durante o processo fermentativo. No momento da abertura dos silos, não foi observado
odor de amônia ou mesmo de forragem apodrecida, indicando
que o processo de fermentação ocorreu de maneira
satisfatória. Os valores de pH das silagens (Tabela 3) foram
diferentes entre os genótipos e mantiveram-se dentro do
preconizado para que ocorra fermentação adequada, com
valores de pH entre 3,7 e 4,2 (Kung Júnior & Stokes, 2003),
exceto o centeio BR 1, que apresentou pH de 4,39. Apesar da grande variabilidade entre os teores de
matéria seca das silagens, o teor de matéria seca dos grãos
foi similar entre os genótipos testados: em média de 54%. Este resultado indica que não houve diferença no estádio
fenológico de desenvolvimento entre os genótipos no
momento da ensilagem. A estabilização do pH na silagem deve-se às interações
entre a concentração da matéria seca, da capacidade
tamponante (Fisher & Burns, 1987), das concentrações de
carboidratos solúveis, do teor de lactato e das condições de
anaerobiose do meio (Moisio & Heikonen, 1994). A
correlação negativa encontrada entre o pH e o teor de matéria
seca (r = –0,35; P = 0,03), embora baixa, indica a associação
existente entre estas duas variáveis. Com relação à produção de matéria seca (Tabela 1), os
maiores rendimentos foram obtidos com o centeio BR 1 e a
aveia-branca UPF 18, com valores próximos a 12 t/ha de MS. Estes resultados são superiores aos relatados por Primavesi
et al. (2001) em estudo no qual avaliaram diferentes cultivares
de aveia-branca. Floss et al. (2003), também com aveia-
branca, obtiveram 11,4 t/ha de MS, no estádio de grão em
massa dura. Os menores rendimentos, inferiores a 7 t/ha de
MS foram obtidos com o trigo BRS 277, a aveia-preta
Comum, UPFA 21-Moreninha e a cevada BRS Marciana,
que, por sua vez, não diferiram entre si. A capacidade tamponante das silagens (Tabela 3), que
consiste na capacidade do material em resistir às alterações
de pH, foi diferente entre os genótipos e teve estreita
correlação com os teores de matéria seca (r = 0,91; P<0,0001). R. Bras. Zootec., v.40, n.10, p.2097-2104, 2011 Resultados e Discussão À Espécie
Genótipo
Ciclo (dias)
Estatura (cm)
MS (%)
MS grãos (%)
Produção de MS (kg/ha)
Triticale
BRS 148
150
94ef
28,77de
52,47
9267bc
Cevada
BRS Marciana
156
72hi
24,60e
53,79
6648d
Centeio
BR 1
150
128b
29,12de
51,97
12136a
BRS Serrano
186
142a
38,98abc
53,08
9058bc
Aveia-branca
UPF 18
182
114cd
35,79abcd
53,18
11913a
Aveia-preta
UPFA 21 – Moreninha
182
124bc
33,20cd
54,35
6808d
Agro-zebu
169
116bc
30,22de
58,53
9075bc
Comum
163
103de
24,45e
53,05
6247d
Trigo
BRS 277
185
70hi
42,50a
58,19
6095d
BRS Guatambu
186
87fg
42,04ab
53,28
7101cd
BRS Tarumã
184
67i
35,12bcd
51,39
9278bc
BRS Umbu
156
80gh
28,63de
54,61
10577b
CV (%)
-
-
4,29
7,56
5,12
8,52
Médias seguidas por letras distintas na coluna diferem entre si pelo teste de Tukey a 5% de probabilidade. Tabela 1 - Rendimento de matéria seca (MS) e características da forragem pré-ensilada de cereais de inverno submetidos ao manejo de
duplo propósito Meinerz et al. Os maiores valores de capacidade tampão foram observados
para a aveia-preta Comum e para a cevada BRS Marciana,
indicando que estes materiais apresentam maior resistência
à elevação do pH. Este parâmetro é de fundamental
importância para a conservação da qualidade da silagem
após a abertura do silo, uma vez que com a rápida elevação
do pH e a exposição ao ar, propiciam-se condições para
que certos microrganismos indesejáveis tornem-se
metabolicamente ativos, produzindo calor e consumindo
nutrientes da silagem (Ranjit & Kung Júnior, 2000). Para a composição estrutural do material pré-ensilado
(Tabela 2) foram observadas diferenças significativas entre
os genótipos. As menores participações de grãos foram
obtidas nos genótipos de aveia-preta e no centeio BR1. Os
trigos BRS Umbu, BRS Tarumã, BRS 277 e a aveia UPF 18
apresentaram maiores participações de grãos na massa
ensilada. Segundo Mayombo et al. (1997), a maior proporção
de grãos na forragem confere uma melhor qualidade à
silagem. No entanto, a qualidade da fração fibrosa do
caule, folhas, espiga e palhas, combinada com o percentual
de cada uma dessas partes na planta, também determina o
valor nutritivo do material ensilado (Barrière et al., 1997). As silagens foram compostas principalmente por colmos
e grãos, com pequenas contribuições de lâminas foliares O teor de nitrogênio amoniacal foi diferente entre os
genótipos, mas manteve-se abaixo do limite máximo de 10%
do nitrogênio total, preconizado por Ferreira (2001) para Médias seguidas por letras distintas na coluna diferem entre si pelo teste Tukey a 5% de probabilidade. Meinerz et al. Os maiores valores foram
observados para o triticale BRS 148 e os menores para a
aveia-preta UPFA 21- Moreninha, sendo que os demais
genótipos apresentaram teores intermediários. Os valores
observados foram inferiores aos relatados por Coan et al. (2001), que, trabalhando com cultivares de aveia-preta e
triticale ensilados no estádio de grão pastoso a farináceo,
obtiveram teores médios de 10,85 e 10,45% de PB,
respectivamente. Os resultados deste trabalho são semelhantes aos
relatados por Dumont et al. (1989), que observaram valores
de 7,3% de PB para a aveia-branca, colhida no estádio de grão
pastoso. Excetuando-se o trigo BRS 277, a aveia-branca UPF Os teores de FDNc e FDNcp (Tabela 5) apresentaram as
mesmas diferenças entre os genótipos estudados, sendo Tabela 3 - Parâmetros fermentativos da silagem de cereais de inverno submetidos ao manejo de duplo propósito
Espécie
Genótipo
pH
Capacidade tampão (eq.mg NaOH/100g MS)
N-NH3*
Triticale
BRS 148
4,13ab
18,80abc
5,80bcd
Cevada
BRS Marciana
3,92bcd
22,92a
4,78abcd
Centeio
BR 1
4,39a
17,56abc
5,92abc
BRS Serrano
3,78cd
14,87bc
5,72abc
Aveia-branca
UPF 18
3,78cd
14,72bc
3,21d
Aveia-preta
UPFA 21 - Moreninha
3,98cd
16,81bc
4,67bcd
Agro-zebu
4,11ab
18,00abc
3,97cd
Comum
3,76cd
23,24a
3,49d
Trigo
BRS 277
3,73d
13,80c
5,22abcd
BRS Guatambu
3,87bcd
13,57c
6,76a
BRS Tarumã
3,96bcd
16,03bc
6,33ab
BRS Umbu
4,06bc
19,75ab
5,65abc
CV (%)
-
2,66
11,51
13,68
Médias seguidas por letras distintas na coluna diferem entre si pelo teste Tukey a 5% de probabilidade. * N-NH3 – Nitrogênio amoniacal em % do nitrogênio total. a silagem de cereais de inverno submetidos ao manejo de duplo propósito Médias seguidas por letras distintas na coluna diferem entre si pelo teste Tukey a 5% de probabilidade. * N-NH3 – Nitrogênio amoniacal em % do nitrogênio total. bruta, nitrogênio insolúvel em detergente ácido (NIDA) e nitrogênio insolúvel em detergente neutro Espécie
Genótipo
Proteína bruta
NIDA*
NIDN*
Triticale
BRS 148
8,45a
14,25
9,74
Cevada
BRS Marciana
7,41ab
15,01
9,13
Centeio
BR 1
7,21ab
18,05
14,36
BRS Serrano
6,31ab
17,19
12,87
Aveia-branca
UPF 18
6,85ab
17,30
13,88
Aveia-preta
UPFA 21 - Moreninha
5,97b
16,26
13,70
Agro-zebu
6,20ab
18,17
13,10
Comum
7,25ab
15,30
12,02
Trigo
BRS 277
6,87ab
16,81
12,94
BRS Guatambu
7,96ab
15,51
10,14
BRS Tarumã
7,32ab
15,60
10,82
BRS Umbu
7,44ab
14,25
10,12
CV (%)
-
12,25
19,92
15,68
* Relativo ao nitrogênio total. Meinerz et al. Espécie
Genótipo
Lâminas foliares
Colmo + bainha
Material morto
Espiga/panícula
Grãos
Outras espécies
Triticale
BRS 148
3,80bc
41,91ab
4,69c
15,68ab
24,24bcd
9,66ab
Cevada
BRS Marciana
6,14ab
40,36ab
12,83abc
4,06d
17,10ef
19,49a
Centeio
BR 1
3,99abc
49,58a
9,78abc
8,50bcd
15,67fg
12,45ab
BRS Serrano
2,74c
41,44ab
13,8ab
11,84abcd
20,06def
10,09ab
Aveia-branca
UPF 18
3,16bc
42,05ab
15,58a
5,65cd
25,68abcd
7,86ab
Aveia-preta
UPFA 21 - Moreninha
3,09bc
44,43a
13,88ab
4,74d
16,17fg
17,67ab
Agro-zebu
3,63bc
45,17a
9,31abc
9,96abcd
14,10fg
17,82ab
Comum
2,84c
48,09a
8,79abc
12,09abcd
9,88g
18,29a
Trigo
BRS 277
3,26bc
27,00b
9,76abc
12,18abcd
29,46abc
18,32a
BRS Guatambu
2,55c
35,66ab
9,80abc
17,63a
23,01cde
11,32ab
BRS Tarumã
3,6bc
27,31b
6,46bc
13,84abc
30,89ab
17,85ab
BRS Umbu
7,06a
42,76ab
5,14bc
9,00abcd
31,17a
4,86b
CV (%)
-
27,2
13,62
30,81
29,25
10,63
32,77
Tabela 2 - Composição botânica e estrutural (% da massa seca total) da forragem pré-ensilada de cereais de inverno submetidos ao
manejo de duplo propósito trutural (% da massa seca total) da forragem pré-ensilada de cereais de inverno submetidos ao Silagem de cereais de inverno submetidos ao manejo de duplo propósito 2101 18, as aveias-pretas UPFA 21-Moreninha, Agro-zebu e o
centeio BRS Serrano, os teores de PB observados situaram-se
acima do limite mínimo de 7%, considerado por Van Soest
(1994), para que não ocorram limitações ao crescimento
microbiano, permitindo adequada fermentação ruminal. silagens de boa qualidade. Os teores observados no
presente trabalho indicam que houve pequena degradação
da proteína no processo de ensilagem. Isto se deve,
provavelmente, ao fato de que a atividade proteolítica
diminui com o aumento do teor de MS do material ensilado
e com o rápido abaixamento do pH (Pereira & Reis, 2001). Considerando os valores de NIDA e NIDN, não foram
observadas diferenças entre os genótipos, sendo os teores
de NIDA das silagens bastante elevados. Van Soest (1994)
sugere que variações de 3 a 15% desta fração na MS
estariam dentro da normalidade. Geralmente, os teores
mais elevados de NIDA estão associados à formação de
compostos de Mailard, em decorrência da elevação da
temperatura nos silos (Evangelista et al., 2004). Os teores de
NIDN observados são inferiores aos relatados por Oliveira
(2008), que verificou valor médio de 20,3% para silagens
de milho, sorgo sudão, sorgo forrageiro e girassol. O NIDN
corresponde à fração do nitrogênio que se disponibiliza
lentamente em ambiente ruminal. Para a porcentagem de PB (Tabela 4) foram observadas
diferenças entre os genótipos. R. Bras. Zootec., v.40, n.10, p.2097-2104, 2011 * Relativo ao nitrogênio total.
Médias seguidas por letras distintas na coluna diferem entre si pelo teste Tukey a 5% de probabilidade. Meinerz et al. Médias seguidas por letras distintas na coluna diferem entre si pelo teste Tukey a 5% de probabilidade
Tabela 4 - Percentuais de proteína bruta, nitrogênio insolúvel em detergente ácido (NIDA) e nitrogênio insolúvel em detergente neutro
(NIDN) Tabela 4 - Percentuais de proteína bruta, nitrogênio insolúvel em detergente ácido (NIDA) e nitrogênio i
(NIDN) R. Bras. Zootec., v.40, n.10, p.2097-2104, 2011 2102 Meinerz et al. que a FDNcp foi, em média, 1,13 unidade percentual inferior
à FDNc. Esta diferença numérica é oriunda da subtração
da proteína insolúvel em detergente neutro (NIDN × 6,25)
da FDNc, e a sua amplitude indica a importância desta
correção para classificação das silagens quanto à qualidade. Os valores de FDAc e FDAcp também apresentaram
comportamento similar, com diferença de 1,03 unidade
percentual. Lopes et al. (2008), avaliando silagens de triticale em
diferentes idades de corte, observaram valores de 48,20 e
29,40% de FDN e FDA, bem inferiores aos observados
neste trabalho, enquanto Coan et al. (2001), avaliando
silagens de aveia amarela do genótipo São Carlos e aveia-
preta Comum, obtiveram valores médios de 60,5 e 37,25%
para estas variáveis, respectivamente, mais próximos aos
deste trabalho. Os menores valores de FDNcp e de FDAcp foram
obtidos para os trigo BRS Umbu, BRS Guatambu,
BRS Tarumã, para a cevada BRS Marciana para o triticale
BRS 148. Foi encontrada correlação negativa entre o
percentual de grãos e os teores de FDNcp (r–0,35; P = 0,03)
e de FDAcp (r = –0,42; P = 0,008). Esta associação confirma
que a maior participação deste componente confere maior
qualidade nutricional às silagens (Barrière et al., 1997). Ressalta-se que os teores de FDAcp observados,
excetuando-se os genótipos de centeio e a aveia-preta
UPFA21-Moreninha, são inferiores a 40%, valor apontado
por Nussio et al. (1998) como limitante ao consumo
voluntário dos bovinos. Quanto ao teor de celulose (Tabela 6), o centeio BR 1
apresentou a maior concentração deste componente. O
elevado valor de celulose observado para este genótipo
está diretamente relacionado com a maior participação
da fração FDAcp, uma vez que a celulose é importante
componente desta fração. Esta afirmação é confirmada
pela correlação encontrada entre estes dois componentes
(r = 0,95; P<0,0001). Verificou-se também correlação
negativa da celulose com a participação de grãos (r = 0,42;
P = 0,01), indicando que quanto maior a participação
desse componente, menor o percentual de carboidratos
estruturais na silagem. R. Bras. Zootec., v.40, n.10, p.2097-2104, 2011 Meinerz et al. Com relação à hemicelulose, o maior
valor foi observado para a aveia Agro Zebu. Os valores de tro e fibra em detergente ácido, corrigidas para cinzas (FDNc, FDAc) e para proteína (FDNcp, FDAcp)
e inverno submetidos ao manejo de duplo propósito Espécie
Genótipo
FDNc
FDNcp
FDAc
FDAcp
Triticale
BRS 148
62,65abcd
61,45abcd
37,55bcd
33,73bcd
Cevada
BRS Marciana
58,15cd
57,04cd
32,50d
31,83d
Centeio
BR 1
72,07ab
70,77a
45,93a
44,90a
BRS Serrano
69,84ab
68,76ab
41,31abc
40,50abc
Aveia-branca
UPF 18
68,38abc
67,26abc
39,86abcd
38,95abcd
Aveia-preta
UPFA 21 – Moreninha
72,63a
71,67a
44,13ab
43,30ab
Agro-zebu
70,80ab
69,67a
40,35abcd
39,54abcd
Comum
65,36abcd
64,25abcd
39,31abcd
38,46abcd
Trigo
BRS 277
68,40abc
67,29abc
38,82abcd
37,96abcd
BRS Guatambu
59,65bcd
58,41bcd
34,18cd
33,73cd
BRS Tarumã
63,08abcd
61,96abcd
35,39cd
34,81cd
BRS Umbu
55,59d
54,53d
32,81d
32,06d
CV
-
5,82
5,91
6,93
7,06
Médias seguidas por letras distintas na coluna diferem entre si pelo teste Tukey a 5% de probabilidade. Tabela 5 - Fibra em detergente neutro e fibra em detergente ácido, corrigidas para cinzas (FDNc, FDAc) e para proteína (FDNcp, FDAcp)
da silagem de cereais de inverno submetidos ao manejo de duplo propósito Espécie
Genótipo
Celulose
Hemicelulose
Lignina
Sílica
Triticale
BRS 148
33,00abc
25,10bc
4,26bc
1,50
Cevada
BRS Marciana
30,10bc
25,65abc
3,21c
1,36
Centeio
BR 1
40,39a
26,13abc
5,52ab
1,14
BRS Serrano
35,97abc
28,53ab
5,78a
1,31
Aveia-branca
UPF 18
34,42abc
28,52ab
5,45ab
1,55
Aveia-preta
UPFA 21 – Moreninha
37,78ab
28,50ab
5,36ab
1,23
Agro-zebu
35,38abc
30,45a
5,04ab
1,44
Comum
34,18abc
26,04abc
4,42abc
1,65
Trigo
BRS 277
33,55abc
29,57ab
5,19ab
1,44
BRS Guatambu
29,76bc
25,47abc
4,90ab
1,69
BRS Tarumã
31,59bc
27,49abc
4,93ab
1,60
BRS Umbu
29,00c
22,78c
4,17bc
1,05
CV (%)
-
8,13
6,62
9,65
24,41
Médias seguidas por letras distintas na coluna diferem entre si pelo teste Tukey a 5% de probabilidade. Tabela 6 - Percentuais de celulose, hemicelulose, lignina e sílica em silagens de cereais de inverno submetidas ao manejo de duplo propósito Silagem de cereais de inverno submetidos ao manejo de duplo propósito 2103 FERREIRA, J.J. Estágio de maturação ideal para ensilagem do
milho e do sorgo. In: CRUZ, J.C.; PEREIRA FILHO, I.A.;
RODRIGUES, J.A.S. et al. (Eds). Produção e utilização de
silagem de milho e sorgo. Sete Lagoas: Embrapa Milho e
Sorgo, 2001. p.405-428. celulose e hemicelulose encontrados no presente trabalho
foram semelhantes aos observados por Coan et al. (2001),
trabalhando com silagem de aveia pré-emurchecida. Conclusões LOPES, F.C.F.; SILVA E OLIVEIRA, J.; LANES, E.C.M. et al. Valor
nutricional do triticale (X Triticosecale Wittmack) para uso
como silagem na Zona da Mata de Minas Gerais. Arquivo
Brasileiro de Medicina Veterinária e Zootecnia, v.60, n.6,
p.1484-1492, 2008. Todos os genótipos testados apresentam condições
para ser ensilados e produzem silagens com características
fermentativas desejáveis. O triticale BRS 148 e o centeio
BR 1 são os genótipos mais precoces para produção de
silagem. O centeio BR 1 e a aveia UPF 18 apresentam o maior
rendimento de massa seca de pré-ensilagem. O trigo BRS
Umbu tem maior participação de grãos e de lâminas foliares
na massa total, o que proporciona silagem com maior
qualidade nutricional. MAYOMBO, A.P.; DUFRASNE, I.; HORNICK, J.L et al. Influencie
du stade de maturité de la plante de may recolteé pour ensilage
sur la composition, la digestibilité aparente, les caractéristiques
de fermentation dans le rume et les performances zootechniques
chez le taurillon à I’engraissement. Animal Zootech, v.46, n.1,
p.43-55, 1997. McDONALD, P. The biochemistry of silage. New York: John
Wiley & Sons, 1981. p.226 MOISIO, T.; HEIKONEN, M. Lactic acid fermentation in silage
preserved with formic acid. Animal Feed Science and
Technology, v.47, n.1-2, p.107-124, 1994. Meinerz et al. Os teores mais elevados de lignina foram observados
para o centeio BRS Serrano, sendo semelhantes aos
relatados por Hernández et al. (2002), de 5,35 e 5,29% da
MS, respectivamente para silagens de milho sem e com
inoculante. A lignina está associada à FDAcp, condição
essa confirmada no presente trabalho (R = 0,74; P<0,0001)
e diretamente relacionada com a digestibilidade da forragem,
uma vez que é a fração da fibra totalmente indigestível. O
menor teor de lignina foi observado para a cevada BRS
Marciana. Coan et al. (2001), trabalhando com silagem
pré-emurchecida, observaram teores de lignina de 5,2% em
genótipos de triticale e aveia, semelhantes aos observados
no presente trabalho. Para os teores de sílica, os resultados
foram similares entre os genótipos testados. FISHER, D.S.; BURNS, J.C. Quality analysis of summer-annual
forages. II. Effects of forage carbohydrate constituents on silage FISHER, D.S.; BURNS, J.C. Quality analysis of summer-annual
forages. II. Effects of forage carbohydrate constituents on silage
fermentation. Agronomy Journal, v.79, n.2, p.242-248, 1987. forages. II. Effects of forage carbohydrate constituents on silage
fermentation. Agronomy Journal, v.79, n.2, p.242-248, 1987. g
g
y
g
fermentation. Agronomy Journal, v.79, n.2, p.242-248, 1987. FONTANELI, Ren.S.; FONTANELI, Rob.S.; SANTOS, H.P. et al. Rendimento e valor nutritivo de cereais de inverno de duplo
propósito: forragem verde e silagem ou grãos. Revista Brasileira de Zootecnia, v.38, n.11, p.2116-2120, 2009. FLOSS, L.F.; BOIN, C.; PALHANO, A.L. et al. Efeito do estádio
de maturação sobre o rendimento e valor nutritivo da aveia-
branca no momento da ensilagem. Boletim da Industria
Animal, v.60, n.2, p.117-126, 2003. branca no momento da ensilagem. Boletim da Industria
Animal, v.60, n.2, p.117-126, 2003. HERNÁNDEZ, F.I.L.; VALADARES FILHO, S.C.; PAULINO, M.F. et al. Avaliação da composição de vários alimentos e
determinação da cinética ruminal da proteína, utilizando o
método de produção de gás e amônia in vitro. Revista
Brasileira de Zootecnia, v.31, n.1, p.243-255, 2002. KUNG JUNIOR, L.; STOKES, M.R.; LIN, C.J. Silage additives. In: BUXTON, D.R.; MUCK, R.E.; HARRISON, J.H. (Eds.)
Silage science and technology. Madison: American Society
of Agronomy; Crop Science Society of America; Soil Science
Society of America, 2003. p.251-304. R. Bras. Zootec., v.40, n.10, p.2097-2104, 2011 Referências MORENO, J.A. Clima do Rio Grande do Sul. Porto Alegre:
Secretaria da Agricultura, 1961. 41p. BARRIÈRE, Y.; ARGILLIER, O.; MICHALET-DOREAU, B. et al. Relevant traits, genetic variation and breeding strategies in
early silage maize. Agronomie, v.17, n.5, p.395-411, 1997. NOLLER, C.H.; STILLONS, M.C.; MARTZ, F.A. et al. Digestion
studies with oat silages using a new fecal collection technique. Journal of Animal Science, v.18, n.2, p.671-675, 1954. NOVAES, L.P.; LOPES, F.C.F.; CARNEIRO, J.C. Silagens: pontos
críticos e oportunidades. Brasília: Embrapa Cerrados; Juiz de
Fora: Embrapa Gado de Leite, 2004. 10p. CHANEY, A.L.; MARBACH, E.P. Modified reagents for
determination of urea and ammonia. Clinical Chemistry, v.8,
n.2, p.130-162, 1962. COAN, R.M.; FREITAS, D.; REIS, R.A. et al. Composição
bromatológica das silagens de forrageiras de inverno submetidas
ou não ao emurchecimento e ao uso de aditivos. ARS
Veterinária
v 17
n 1
p 58-63
2001 NUSSIO, L.G.; MANZANO, R.P.; PEDREIRA, C.G.S. Valor alimentício
em plantas do gênero Cynodon. In: PEIXOTO, A.M.; MOURA, J. C.;
FARIA, V.P. (Eds.) Manejo de pastagens de tifton, coastcross e estrela. Piracicaba: FEALQ, 1998. p.203-242. p
COMISSÃO DE QUÍMICA E FERTILIDADE DO SOLO. Manual de
adubação e calagem para os estados do Rio Grande do Sul e
de Santa Catarina. 10.ed. Porto Alegre: SBCS-NRS, 2004. 400p. OLIVEIRA, L.B. Produção e valor nutritivo de diferentes
forrageiras e as suas respectivas silagens. 2008. 46f. Dissertação (Mestrado em Agronomia) – Universidade Estadual
do Sudoeste da Bahia, Vitória da Conquista. DUMONT, L.J.C.; LANUZA, A.F.; ELIZALDE, V.H.F. Use of
ensiled oats harvest at two growth stages and effects of protein
supplementation in dairy cows. Agricultura Técnica, v.49,
n.31, p.5-13, 1989. PEREIRA, J.R.A.; REIS. R.A. Produção de silagem pré-secada com
forrageiras temperadas e tropicais. In: SIMPÓSIO SOBRE
PRODUÇÃO E UTILIZAÇÃO DE FORRAGENS CONSERVADAS,
2011, Maringá. Anais... Maringá: Universidade Estadual de
Maringá, 2001. p.64-86. EMPRESA BRASILEIRA DE PESQUISA E AGROPECUÁRIA -
EMBRAPA. Sistema brasileiro de classificação de solos. Brasília: Centro Nacional de Pesquisa de Solos; Rio de Janeiro:
Embrapa, 1999. 412p. PLAYNE, M.J.; McDONALD, P. The buffering constituints of
herbage and of silage. Journal Science Food and Agriculture,
v.17, n.2, p.264-268, 1966. p
p
EVANGELISTA, A.R.; ABREU, J.G.; AMARAL, P.N.C. et al. Produção de silagem de capim-marandu (Brachiaria brizantha
Stapf cv. Marandu) com e sem emurchecimento. Ciência e
Agrotecnologia, v.28, n.2, p. 443-44, 2004. PINTO, A.P.; MIZUBUTI, I.Y.; RIBEIRO, E.L.A. Avaliação da
silagem de bagaço de laranja e silagem de milho em diferentes R. Bras. R. Bras. Zootec., v.40, n.10, p.2097-2104, 2011 Passo Fundo: Universidade de Passo Fundo – Centro de Pesquisa
em Alimentação, 2003. 31p. Passo Fundo: Universidade de Passo Fundo – Centro de Pesquisa
em Alimentação, 2003. 31p.
SCHEFFER-BASSO, S.M.; AGRANIONIK, H.; FONTANELI, R.S.
Acúmulo de biomassa e composição bromatológica de milhetos
das cultivares comum e africano. Revista Brasileira de
Agrociência, v.10, n.4, p.483-486, 2004.
SILVA, D.J.; QUEIROZ, A.C. Análise de alimentos: métodos
químicos e biológicos. 3.ed. Viçosa, MG: UFV, 2002. 235p.
VAN SOEST, P.J. Nutritional ecology of the ruminant. Ithaca:
Cornell University, 1994. 476p. Referências Zootec., v.40, n.10, p.2097-2104, 2011 Meinerz et al. 2104 períodos de armazenamento. Acta Scientiarum Animal
Sciences, v.29, n.4, p.371-377, 2007. períodos de armazenamento. Acta Scientiarum Animal
Sciences, v.29, n.4, p.371-377, 2007. Passo Fundo: Universidade de Passo Fundo – Centro de Pesquisa
em Alimentação, 2003. 31p. PRIMAVESI, A. C.; PRIMAVESI, O.; CHINELLATO, A. et al. Indicadores de determinação de cortes de cultivares de aveia
forrageira. Scientia Agricola, v.58, n.1, p.79-89, 2001. SCHEFFER-BASSO, S.M.; AGRANIONIK, H.; FONTANELI, R.S. Acúmulo de biomassa e composição bromatológica de milhetos
das cultivares comum e africano. Revista Brasileira de
Agrociência, v.10, n.4, p.483-486, 2004. RANJIT, N.K.; KUNG JR., L. The effect of Lactobacillus buchneri,
Lactobacillus plantarum, or a chemical preservative on the
fermentation and aerobic stability of corn silage. Journal of
Dairy Science, v.83, n.3, p.526-535, 2000. SILVA, D.J.; QUEIROZ, A.C. Análise de alimentos: métodos
químicos e biológicos. 3.ed. Viçosa, MG: UFV, 2002. 235p. VAN SOEST, P.J. Nutritional ecology of the ruminant. Ithaca:
Cornell University, 1994. 476p. SCHEFFER-BASSO, S.M.; DÜRR, J.W.; FONTANELI, R.S. Valor
nutritivo de forragens: concentrados, pastagens e silagens.
|
https://openalex.org/W2160951763
|
https://liu.diva-portal.org/smash/get/diva2:768926/FULLTEXT01
|
English
| null |
Polymorphisms in Chemokine Receptor 5 and Toll-Like Receptor 3 Genes Are Risk Factors for Clinical Tick-Borne Encephalitis in the Lithuanian Population
|
PloS one
| 2,014
|
cc-by
| 9,008
|
Abstract This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits
unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Copyright: 2014 Mickiene et al. This is an open-access article distributed under the terms of the Creative Commons Attr
unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. The authors confirm that all data underlying the findings are fully available without restriction. All data are included within the pape Data Availability: The authors confirm that all data underlying the findings are fully available without restriction. All data are inc Funding: AM and JP received the research grant from Research Council of Lithuania (grant number MIP-11174) URL: http://www.lmt.lt/en/about.html. LS
received grant from Swedish Research Council (grant No: 3485). The funders had no role in study design, data collection and analysis, decision to publish, or
preparation of the manuscript. Competing Interests: The authors have declared that no competing interests exist. Competing Interests: The authors have declared that no competing interests exist. Competing Interests: The authors have declared that no competing interests exist. Competing Interests: The authors have declared that no competing interests exist. * Email: aukse.mickiene@lsmuni.lt * Email: aukse.mickiene@lsmuni.lt * Email: aukse.mickiene@lsmuni.lt * Email: aukse.mickiene@lsmuni.lt . These authors contributed equally to this work. . These authors contributed equally to this work. After an infected tick bites a person, TBE viruses first multiply
locally in the skin dendritic cells and subsequently are transported
to regional nymph nodes. After replication in the lymph nodes,
TBE viruses pass into the blood stream. Various organs are
invaded after a hematogenic spread of the viruses, and the release
of TBEV from various tissues enables the viremia to continue for
several days. Although in the majority of cases the TBEV infection
is terminated at the extraneural stage, in some cases high virus
replication in the primarily affected organs leads to a progressive Aukse? Mickiene?1,2*., Jolita Pakalniene?1., Johan Nordgren3, Beatrice Carlsson3, Marie Hagbom3,
Lennart Svensson3,4, Lars Lindquist2 Aukse? Mickiene?1,2*., Jolita Pakalniene?1., Johan Nordgren3, Beatrice Carlsson3, Marie Hagbom3,
Lennart Svensson3,4, Lars Lindquist2 1 Department of Infectious Diseases, Lithuanian University of Health Sciences, Kaunas, Lithuania, 2 Unit for Infectious Diseases, Department of Medicine, Karolinska
Institutet, Karolinska University Hospital Huddinge, Stockholm, Sweden, 3 Division of Molecular Virology, Medical Faculty, Linko¨ping University, Linko¨ping, Sweden
4 Department of Clinical Microbiology, Linko¨ping University Hospital, Linko¨ping, Sweden Linköping University Post Print Linköping University Post Print
N.B.: When citing this work, cite the original article. N.B.: When citing this work, cite the original article. Original Publication: Aukse Mickiene, Jolita Pakalniene, Johan Nordgren, Beatrice Carlsson, Marie Hagbom,
Lennart Svensson and Lars Lindquist, Polymorphisms in Chemokine Receptor 5 and Toll-Like
Receptor 3 Genes Are Risk Factors for Clinical Tick-Borne Encephalitis in the Lithuanian
Population, 2014, PLoS ONE, (9), 9, e106798. http://dx.doi.org/10.1371/journal.pone.0106798
Copyright: Public Library of Science
http://www.plos.org/
Postprint available at: Linköping University Electronic Press
http://urn.kb.se/resolve?urn=urn:nbn:se:liu:diva-112653 Aukse Mickiene, Jolita Pakalniene, Johan Nordgren, Beatrice Carlsson, Marie Hagbom,
Lennart Svensson and Lars Lindquist, Polymorphisms in Chemokine Receptor 5 and Toll-Like
Receptor 3 Genes Are Risk Factors for Clinical Tick-Borne Encephalitis in the Lithuanian
Population, 2014, PLoS ONE, (9), 9, e106798. http://dx.doi.org/10.1371/journal.pone.0106798
Copyright: Public Library of Science
http://www.plos.org/ Aukse Mickiene, Jolita Pakalniene, Johan Nordgren, Beatrice Carlsson, Marie Hagbom,
Lennart Svensson and Lars Lindquist, Polymorphisms in Chemokine Receptor 5 and Toll-Like
Receptor 3 Genes Are Risk Factors for Clinical Tick-Borne Encephalitis in the Lithuanian
Population, 2014, PLoS ONE, (9), 9, e106798. h
//d d i
/10 1371/j
l
0106798 p
http://dx.doi.org/10.1371/journal.pone.0106798
Copyright: Public Library of Science
http://www.plos.org/ Abstract Background: Tick-borne encephalitis virus (TBEV) infections can be asymptomatic or cause moderate to severe injuries of
the nervous system. We previously reported that a nonfunctional chemokine receptor 5 (CCR5) and a functional Toll-like
receptor 3 (TLR3) predispose adults to clinical tick-borne encephalitis (TBE). This study expands our previous findings and
further examines polymorphisms in CCR5 and TLR3 genes in different age and disease severity groups. Methods: 117 children and 129 adults, stratified into mild, moderate and severe forms of TBE, and 103 adults with severe
TBE were analyzed. 135 healthy individuals and 79 patients with aseptic meningoencephalitis served as controls. CCR5 delta
32 and rs3775291 TLR3 genotypes were established by pyrosequencing, and their frequencies were analyzed using recessive
genetic, genotype and allelic models. Findings: The prevalence of CCR5D32 homozygotes was higher in children (2.5%), in adults with severe TBE (1.9%), and in
the combined cohort of TBE patients (2.3%) than in controls (0%) (p,0.05). The nonfunctional homozygous TLR3 genotype
was less prevalent among the combined TBE cohort (11.5%) than among controls (19.9%) (p = 0.025), but did not differ
between children TBE and controls. The genotype and allele prevalence of CCR5 and TLR3 did not differ in children nor adult
TBE cohorts stratified by disease severity. However, in the severe adult TBE cohort, homozygous functional TLR3 genotype
and wt allele were less prevalent compared to the adult cohort with the whole disease severity spectrum (44.4% vs 59.8%
p = 0.022 and 65.2% vs 76.4% p = 0.009; respectively). Conclusions: Independently of age, nonfunctional CCR5D32 mutation is a significant risk factor for development of clinical
TBE, but not for disease severity. The polymorphism of TLR3 gene predisposes to clinical TBE in adults only and may be
associated with disease severity. Further studies are needed to clarify the role of these polymorphisms in susceptibility to
TBEV infection. Citation: Mickiene? A, Pakalniene? J, Nordgren J, Carlsson B, Hagbom M, et al. (2014) Polymorphisms in Chemokine Receptor 5 and Toll-Like Receptor 3 Genes Are
Risk Factors for Clinical Tick-Borne Encephalitis in the Lithuanian Population. PLoS ONE 9(9): e106798. doi:10.1371/journal.pone.0106798 Editor: Ulrike Gertrud Munderloh, University of Minnesota, United States of America Editor: Ulrike Gertrud Munderloh, University of Minnesota, United States of America Received April 15, 2014; Accepted August 1, 2014; Published September 16, 2014 Received April 15, 2014; Accepted August 1, 2014; Published September 16, 2014 Copyright: 2014 Mickiene et al. September 2014 | Volume 9 | Issue 9 | e106798 Study population TBE cases. All patients included in the study had clinical
signs of neuroinfection and pleocytosis in cerebrospinal fluid (CSF)
$86106/l. TBE was diagnosed by the demonstration of specific
IgM activity by the two-step ELISA method in serum samples
[13]. The clinical presentation of TBE was classified as mild,
moderate or severe, as previously described [14]. Briefly, mild
form showed predominantly meningeal symptoms; moderate form
showed monofocal encephalitic symptoms (ataxia, dysphasia,
tremor, single cranial nerve paralysis) and/or moderate diffuse
brain dysfunction (Glasgow Coma Scale (GCS) score .9); severe
form showed multifocal encephalitic symptoms and/or GCS #9. For all study participants, CSF specimens were obtained by
lumbar puncture in a standardized manner on a median of 1 day
(range, 0–11 days) after admission to the hospital. Immediately
after collection, all CSF samples were examined for cell count,
differential count, total protein and glucose concentration. For PCR, we used 5–7.5 mL DNA, 2.5 mL 10xPCR buffer II
(Applied Biosystems), 2.5 mL 50 mM MgCl (Applied Biosystems),
1 uL
10 mM
GeneAmp
dNTP
mix
with
dTTP
(Applied
Biosystems), 1(CCR5) or 2 (TLR3) mL 10 mM Fw, 1 (CCR5) or
2 (TLR3) mL 10 mM Rev primer (Table 2), and 0.2 mL AmpliTaq
Gold DNA Polymerase per reaction. The final volume was
adjusted with ultraclean water to a final volume of 25 mL. The
PCR reaction was performed at 95uC for 5 min followed by 50
cycles of 15 s at 95uC, 30 s at 55 or 65uC depending on the
amplified sequence (Table 2), and 30 s at 72uC, and finally 1 cycle
of 5 min at 72uC. Pyrosequencing to distinguish between homozygous wild type
(wt/wt), heterozygous (wt/mut), and homozygous mutant (mut/
mut)
of
CCR5D32
and
TLR3
rs3775291
genotypes
was
performed in a PSQ 96 MA Instrument (Biotage) as described
previously [6]. Sequencing primers and dispension orders are
shown in Table 2. The CCR5D32 genotype of a subset of DNA
samples (n = 30) were verified by gel electrophoresis, by separation
of the 100- and 132-bp PCR amplicons in a 2% agarose gel. The
TLR3 genotype for 8 DNA samples could not be determined by
pyrosequencing and were determined by sanger sequencing using
the same amplicon with forward and reverse primers (Table 2) as
sequencing primers. Three TBE cohorts were used in this study. Three TBE cohorts were used in this study. CCR5 and TLR3 Polymorphisms in Tick-Borne Encephalitis infection when TBEV crosses the blood-brain barrier and invades
the brain [4]. Three combined cohorts of TBE cases were made for statistical
analysis. The first combined cohort was created in order to cover the
entire age and disease severity spectrum in usual proportions of
mild, moderate, and severe forms, and consisted of the 117
children recruited in the present study and 129 adults reported
previously [6,9,14]. The clinical spectrum of TBEV infection varies considerably
from asymptomatic to mild meningitis, severe encephalitis or
encephalomyelitis [5]. Why certain individuals respond with
severe clinical symptoms while the majority either remains
asymptomatic or only develops mild disease is largely unknown. The second combined cohort was a total sample of all three
TBE cohorts described above. y
p
y
p
g y
Recently, we have shown an association between development
of TBE and the polymorphisms of two genes modulating the
innate immune response. The first genetic risk factor identified for
TBE was a 32-bp deletion in the coding region of the chemokine
receptor 5 (CCR5) gene [6]. The CCR5 gene encodes a protein
expressed on the surfaces of leukocytes that is involved in
regulation of leukocyte migration [7,8]. The second risk factor
was
a
rs3775291
single
nucleotide
polymorphism
(SNP)
Leu412Phe in exon 4 of the Toll-like receptor 3 (TLR3) gene
[9]. TLR3 protein is expressed in dendritic cells, a variety of
epithelial cells, and in the brain, and is localized primarily in
endosomal membranes [10]. The TLR3 protein binds to virus-
derived dsRNA and activates the transcription factors, NF-kB and
IRF3. This in turn induces the production of type 1 interferons
and pro-inflammatory cytokines, in particular TNF-a, which
decreases the integrity of the blood-brain barrier and allows the
passage of the virus into the brain [10–12]. The third combined cohort was used to investigate the
association of gene polymorphisms and severity of TBE, and
consisted of an overall cohort of adults with TBE (129 reported
previously and 103 severe TBE cases). Controls. Two control cohorts from our previous studies on
TBE were included for comparison. Controls. Two control cohorts from our previous studies on
TBE were included for comparison. The first control cohort was 135 healthy Lithuanians with no
documented TBEV infection matched geographically and by age
and gender. The second control cohort was 79 geographically matched adult
patients with aseptic meningoencephalitis (AME), negative for IgM
antibody for TBE virus. CCR5D32 and TLR3 rs3775291 genotyping All serum samples were analyzed for a 32-bp deletion in the
coding region of the chemokine receptor CCR5 gene and for
missense mutation rs3775291 (G/A, Leu412Phe) in exon 4 of the
Toll-like receptor TLR3 gene by polymerase chain reaction (PCR)
and pyrosequencing, essentially as described in a previous articles
[6,9]. DNA was extracted from serum by QiaAmp 96 DNA Blood
Kit (Qiagen), in accordance with the manufacturer’s instructions
and the DNA samples were eluted into 100 mL of AE buffer
(Qiagen) and stored at 220uC, until further analyzed. Study population The first cohort consisted of all consecutive patients under 18
years of age admitted from 1999 through 2009 (n = 117), 73 of
which were classified as mild, 40 as moderate, and 4 as severe
TBE; and is called ‘‘Children TBE cohort’’ in the manuscript. The second cohort consisted of all adults meeting the criteria of
severe form of disease from the database of 831 consecutive adult
TBE patients admitted from 2004 through 2010 (n = 103); and is
called ‘‘Adult severe TBE cohort’’ in the manuscript. The third TBE patient cohort was composed of 129 adult TBE
patients, stratified by the same clinical classification into mild
(n = 56), moderate (n = 57), and severe (n = 16) form of TBE, and
reported earlier in our previous studies [6,9,14]. CCR5 and TLR3 Polymorphisms in Tick-Borne Encephalitis As no difference in CCR5D32 and TLR3 rs3775291 genotype
and allele distribution was found between these two control
cohorts [6,9], they were considered as one combined control
cohort when statistical calculations were performed. The aim of this study was to extend our previous findings by
enlarging our data set, to understand the role of these polymor-
phisms in different age groups, and to investigate if they determine
the severity of TBE. Introduction Tick-borne encephalitis (TBE) is a zoonotic disease caused by a
RNA virus of the genus Flavivirus within the family Flaviviridae. Like Japanese encephalitis virus and West Nile virus (WNV), TBE
virus (TBEV) is one of the major neurotropic flaviviruses [1]. The
endemic area of TBEV ranges from Western Europe to China and
Japan, and the virus is taxonomically classified into three subtypes:
European, Siberian, and Far Eastern. Members of the European
subtype are transmitted primarily by Ixodes ricinus ticks and
members of the latter two subtypes by I. persulcatus [2,3]. September 2014 | Volume 9 | Issue 9 | e106798 1 PLOS ONE | www.plosone.org September 2014 | Volume 9 | Issue 9 | e106798 Statistical methods Statistical analysis included descriptive statistics with frequency
analysis (percentages) for categorical variables and means with
standard deviations (SD) for continuous variables. The two-sample Demographic data of all three TBE cohorts are presented in
Table 1. PLOS ONE | www.plosone.org September 2014 | Volume 9 | Issue 9 | e106798 2 CCR5 and TLR3 Polymorphisms in Tick-Borne Encephalitis t, Mann-Whitney or Kruskal-Wallis tests were used for continuous
variables as appropriate. Proportions were compared using x2 or
Fisher’s exact tests. One way analysis of variance (ANOVA) was
used to compare more than two independent groups. Multivariate
logistic regression model was used to investigate associations of risk
factors with disease severity. Statistical analyses were performed
using SPSS (Statistical Package for the Social Science for Windows;
Table 1. Demographic data of children TBE, adult severe TBE, and adult TBE cohorts. Characteristic
Value
p
Children TBE (n = 117)
Gender, n (%):
Boys
70 (59.2)
p = 0.033
Girls
47 (40.2)
Age, mean (years)6SD:
Boys
12.0763.857
p = 0.376
Girls
11.4363.855
Mild form
11.3663.987
p = 0.179
Moderate form
12.7363.289
Severe form
11.0065.888
Adult severe TBE (n = 103)
Gender, n (%):
Male
55 (53.4)
p = 0.490
Female
48 (46.6)
Age, mean (years)6SD:
Male
51.93615.419
p = 0.080
Female
57.27615.108
Adult TBE (n = 129)
Gender, n (%):
Male
70 (54.3)
p = 0.333
Female
59 (45.7)
Age, mean (years)6SD:
Male
43.56615.284
p = 0.176
Female
46.97612.756
Mild form
41.34614.895
p = 0.021
Moderate form
47.30613.450
Severe form
50.56611.696
doi:10.1371/journal.pone.0106798.t001
Table 2. Primers, annealing temperatures and dispension orders used for amplification and sequencing of the different mutations. doi:10.1371/journal.pone.0106798.t001 logistic regression model was used to investigate associations of risk
factors with disease severity. Statistical analyses were performed
using SPSS (Statistical Package for the Social Science for Windows; logistic regression model was used to investigate associations of risk
factors with disease severity. Statistical analyses were performed
using SPSS (Statistical Package for the Social Science for Windows; t, Mann-Whitney or Kruskal-Wallis tests were used for continuous
variables as appropriate. Proportions were compared using x2 or
Fisher’s exact tests. One way analysis of variance (ANOVA) was
used to compare more than two independent groups. Multivariate Table 2. Primers, annealing temperatures and dispension orders used for amplification and sequencing of the different mutations. CCR5 and TLR3 polymorphisms and severity of TBE An association between CCR5 and TLR3 polymorphisms and
the severity of TBE was analysed in the children cohort and the
overall cohort of adults, stratified by severity of disease. We did not detect any significant difference in CCR5 genotype
distribution and in CCR5D32 allele prevalence among the cohort
of children (n = 117) and adults (n = 232), stratified by severity of
disease (Table 5). Combined TBE cohorts. Altogether, 8 CCR5D32 homozy-
gotes were found among the combined cohort of all patients with
TBE (2.3% (8/349)). The prevalence of CCR5D32 homozygotes
was higher in this cohort than among the AME and the
Lithuanian TBE-naive control cohorts (Table 3). The difference
was statistically significant when both the cohort of all TBE
patients (n = 349) and the combined cohort of children and adult
TBE cases (n = 246) were compared with the combined control
cohort (n = 210; p = 0.027 and p = 0.023, respectively) (Table 3). For TLR3 rs3775291, neither the genotype distribution nor the
wild type allele prevalence differed in children (n = 105) and adult
(n = 226) TBE cohorts (Table 6). Interestingly, the cohort of adults
with severe TBE (n = 99) had a significantly lesser prevalence of
both homozygous wild genotype and wt allele compared with the
cohort of adult TBE cases (n = 127), (44.4% vs 59.8% p = 0.022
and 65.2% vs 76.4% p = 0.009; respectively) (Table 4). Further-
more, the prevalence of homozygous mutation was higher in
adults with severe or moderate TBE compared to adults with mild
TBE (p = 0.071, Table 6). The CCR5D32 allele prevalence was also higher in the cohort
of all patients with TBE (n = 349) (12.3% (86/698)) than in the
AME cohort, and the Lithuanian TBE-naive control cohort
(Table 3). The difference was observed when the combined
children and adult TBE cohort (n = 246) was compared with the
cohort of Lithuanian TBE-naive individuals (p = 0.046), which
suggests CCR5D32 allele being a risk factor for clinical TBEV
infection (Odds ratio (OR) 1.672; 95% confidence interval (CI)
1.005–2.782; p = 0.048) (Table 3). The same trend was observed
when the cohort of all TBE cases (n = 349) was compared with the CCR5D32 polymorphism in clinical TBE Adult severe TBE cohort. TLR3 rs3775291 genotypes were
successfully obtained for 99 out of the cohort of 103 (96.1%) adults
with severe TBE. Children TBE cohort. All child patients with TBE (n = 117)
were successfully genotyped. Children TBE cohort. All child patients with TBE (n = 117)
were successfully genotyped. The prevalence of CCR5D32 homozygotes was higher in the
children TBE cohort (2.5% (3/117) than in the Lithuanian TBEV-
naive control (0% (0/134) and in the AME cohort (0% (0/76). The
difference was also observed when the children TBE cohort was
compared with the combined control cohort (p = 0.045) (Table 3). In this TBE cohort, the genotype distribution of TLR3
rs3775291 was 44.4% for homozygous wild type, 41.4% for
heterozygous, 14.1% for mutant homozygous genotype, and was
in concordance with the distribution among the cohort of
Lithuanian TBE-naive controls and among the AME cohort,
and did not differ when compared with the combined control
cohort (p = 0.135). The wt allele distribution between the TBE and
the control cohorts did not differ either (Table 4). The CCR5D32 allele prevalence was also higher in the children
TBE cohort (12.4% (29/234) than in the Lithuanian TBEV-naive
control (8.2% (22/268) and in the AME cohort (10.5% (16/152)
(Table 3) but the difference was not statistically significant when
the children TBE cohort was compared with the control cohorts. The CCR5D32 allele prevalence was also higher in the children
TBE cohort (12.4% (29/234) than in the Lithuanian TBEV-naive
control (8.2% (22/268) and in the AME cohort (10.5% (16/152)
(Table 3) but the difference was not statistically significant when
the children TBE cohort was compared with the control cohorts. Combined TBE cohorts. The mutant homozygous genotype
for TLR3 rs3775291 was found significantly less frequently among
TBE patients in both the combined cohort of children and adults
(n = 232) and the overall combined cohort of TBE cases (n = 331),
compared to the combined control cohort (p = 0.02 and p = 0.025,
respectively) (Table 4). The wild allele was found to be a risk factor
for clinical TBEV infection when comparing the children and
adult TBE cohort (n = 232) with the combined control cohort (OR
1.449, 95% CI 1.085–1.936, p = 0.012). Combined TBE cohorts. TLR3 polymorphism in clinical TBE Children TBE cohort. 105 out of 117 (89.7%) children with
TBE were successfully genotyped. y g
yp
For TLR3 rs3775291, the genotype distribution in children
cohort was 51.4% for
homozygous wild type,
34.3% for
heterozygous, 14.3% for mutant homozygous genotype, and was
in concordance with the distribution in the cohort of the
Lithuanian TBE-naive controls (51.6% wt/wt, 29.4% heterozy-
gous, 19.0% mut/mut, respectively), as well as in the AME cohort
(46.7% wt/wt, 32.0% heterozygous, 21.3% mut/mut, respective-
ly). When the children TBE cohort was compared with the
combined control cohort, we did not find any significant
differences (p = 0.453). The wt allele prevalence between the
children TBE and the control cohorts did not differ either
(Table 4). Ethical approval The study was approved by Kaunas Regional Research Ethics
Committee (No. BE-2-15) and a written informed consent was
obtained from each study participant or from a parent/legally
authorised representative for all children. CCR5 and TLR3 Polymorphisms in Tick-Borne Encephalitis Chicago, USA) 13.1 software. p,0.05 was considered statistically
significant. Lithuanian TBE-naive cohort (p = 0.069) as well as in comparison
of the combined children and adult TBE cohort (n = 246) with the
combined control cohort (p = 0.059) (Table 3). For the CCR5 gene, a recessive genetic model (i.e., CCR5D32
homozygotes vs wild-type CCR5 plus CCR5D32 heterozygotes)
and an allelic model (mut vs wt) were applied. For TLR3
rs3775291, genotype (362 contingency analysis) was used as well
as allelic model (mut vs wt). For the cohort of all adult patients
stratified by severity of TBE, a recessive genetic model was also
applied. Statistical calculations included only samples that were
successfully genotyped. CCR5D32 polymorphism in clinical TBE The mutant homozygous genotype
for TLR3 rs3775291 was found significantly less frequently among
TBE patients in both the combined cohort of children and adults
(n = 232) and the overall combined cohort of TBE cases (n = 331),
compared to the combined control cohort (p = 0.02 and p = 0.025,
respectively) (Table 4). The wild allele was found to be a risk factor
for clinical TBEV infection when comparing the children and
adult TBE cohort (n = 232) with the combined control cohort (OR
1.449, 95% CI 1.085–1.936, p = 0.012). p
Adult severe TBE cohort. All adult patients with severe
TBE (n = 103) were successfully genotyped. In this cohort, 2 CCR5D32 homozygotes were found, making
the prevalence of CCR5D32 homozygotes higher in the TBE
cohort (1.9% (2/103) than in the Lithuanian TBEV-naive control
and in the AME cohorts (Table 3). Also, the prevalence of
CCR5D32 homozygotes differed when the TBE cohort was
compared with the combined control cohort (p = 0.043) (Table 3). The CCR5D32 allele prevalence was also higher in the cohort
of adult patients with severe TBE (11% (22/206) than in the
Lithuanian TBEV-naive control and in the AME cohorts
(Table 3), but no statistical differences were found between the
TBE cohort compared to the control cohorts. In this cohort, 2 CCR5D32 homozygotes were found, making
the prevalence of CCR5D32 homozygotes higher in the TBE
cohort (1.9% (2/103) than in the Lithuanian TBEV-naive control
and in the AME cohorts (Table 3). Also, the prevalence of
CCR5D32 homozygotes differed when the TBE cohort was
compared with the combined control cohort (p = 0.043) (Table 3). The CCR5D32 allele prevalence was also higher in the cohort
of adult patients with severe TBE (11% (22/206) than in the
Lithuanian TBEV-naive control and in the AME cohorts
(Table 3), but no statistical differences were found between the
TBE cohort compared to the control cohorts. Statistical methods Mutation (gene)
PCR and sequencing primers
PCR annealing temperature
Dispension order
D32 CCR5
65uC
GACAGTCAGA
Fw: 59-CACCTGCAGCTCTCATTTTCC-39
Rev: 59-BIOTIN- TTTTTAGGATTCCCGAGTAGCA-39
Seq: 59-CAGCTCTCATTTTCCAT-39
rs3775291 TLR3
55uC
GAGTATGT
Fw: 59-TCATTAAGGCCCAGGTCAAG-39
Rev:59-BIOTIN-TGGCTAAAATGTTTGGAGCA-39
Seq: 59- TTATTCTTGGTTAGGTTGA-39
PCR – polymerase chain reaction, Fw – forward, Rev – reverse, Seq – sequencing. doi:10.1371/journal.pone.0106798.t002
PLOS ONE | www.plosone.org
3
September 2014 | Volume 9 | Issue 9 | e106798 Table 2. Primers, annealing temperatures and dispension orders used for amplification and sequencing of the different mutations. Mutation (gene)
PCR and sequencing primers
PCR annealing temperature
Dispension order
D32 CCR5
65uC
GACAGTCAGA
Fw: 59-CACCTGCAGCTCTCATTTTCC-39
Rev: 59-BIOTIN- TTTTTAGGATTCCCGAGTAGCA-39
Seq: 59-CAGCTCTCATTTTCCAT-39
rs3775291 TLR3
55uC
GAGTATGT
Fw: 59-TCATTAAGGCCCAGGTCAAG-39
Rev:59-BIOTIN-TGGCTAAAATGTTTGGAGCA-39
Seq: 59- TTATTCTTGGTTAGGTTGA-39
PCR – polymerase chain reaction, Fw – forward, Rev – reverse, Seq – sequencing. doi:10.1371/journal.pone.0106798.t002
PLOS ONE | www.plosone.org
3
September 2014 | Volume 9 | Issue 9 | e106798 September 2014 | Volume 9 | Issue 9 | e106798 3 CCR5 and TLR3 Polymorphisms in Tick-Borne Encephalitis CCR5 and TLR3 Polymorphisms in Tick-Borne Encephalitis September 2014 | Volume 9 | Issue 9 | e106798 Correlation between demographic, laboratory, and
genetic parameters and severity of TBE CSF leukocyte and mononuclear cell count and total protein
level in TBE patient cohorts stratified by severity of disease September 2014 | Volume 9 | Issue 9 | e106798 PLOS ONE | www.plosone.org 4 CCR5 and TLR3 Polymorphisms in Tick-Borne Encephalitis Table 3. Genotype distribution of CCR5 and D32 allele prevalence among TBE patients, Lithuanian TBE virus-naive control subjects, and patients with aseptic meningoencephalitis
(AME) of non-TBEV etiology. Cohort
Population
CCR5 genotype, n (%)
Failed, n (%)
Allele prevalence
(wt/D32 allele)
Reference
wt/wt
wt/D32
D32/D32
TBE1
Children TBE (n = 117)
91 (77.8)
23 (19.7)
3 (2.5)a
0 (0)
0.876/0.124
TBE2
Adult severe TBE (n = 103)
83 (80.6)
18 (17.5)
2 (1.9)b
0 (0)
0.890/0.110
TBE3
Adult TBE (n = 129)
97 (75.2)
29 (22.5)
3 (2.3)
0 (0)
0.864/0.136
[6]
TBE1+TBE3
Children and adult TBE (n = 246)
188 (78.4)
52 (21.1)
6 (2.4)c
0 (0)
0.870/0.130f,g
TBE1+TBE2+TBE3
All TBE cases (n = 349)
271 (77.7)
70 (20.1)
8 (2.3)d
0 (0)
0.877/0.123h,i
C1
Lithuanian controls (n = 134)
112 (83.6)
22 (16.4)
0 (0)
0 (0)
0.918/0.082f,h
[6]
C2
Adult AME (n = 79)
60 (78.9)
16 (21.1)
0 (0)
3 (3.8)
0.895/0.105
[6]
C1+C2
Lithuanian controls and adult AME (n = 213)
172 (81.9)
38 (18.1)
0 (0)a,b,c,d
3 (1.4)
0.910/0.090g,i
[6]
wt – wild type. a TBE1 vs C1+C2: p = 0.045 (Pearson’s x2 test). b TBE2 vs C1+C2: p = 0.043 (Pearson’s x2 test). c TBE1+TBE3 vs C1+C2: p = 0.023 (Pearson’s x2 test). d TBE1+TBE2+TBE3 vs C1+C2: p = 0.027 (Pearson’s x2 test). f TBE1+TBE3 vs C1: p = 0.046 (Pearson’s x2 test) and OR = 1.672 (95% CI 1.005–2.782; p = 0.048). g TBE1+TBE3 vs C1+C2: p = 0.059 (Pearson’s x2 test). h TBE1+TBE2+TBE3 vs C1: p = 0 069 (Pearson’s x2 test)
PLOS ONE | www.plosone.org
5 Genotype distribution of CCR5 and D32 allele prevalence among TBE patients, Lithuanian TBE virus-naive control subjects, and patients with aseptic meningoencephalitis
non-TBEV etiology. September 2014 | Volume 9 | Issue 9 | e106798 September 2014 | Volume 9 | Issue 9 | e106798 September 2014 | Volume 9 | Issue 9 | e106798 Correlation between demographic, laboratory, and
genetic parameters and severity of TBE Population
CCR5 genotype, n (%)
Failed, n (%)
Allele prevalence
(wt/D32 allele)
Reference
wt/wt
wt/D32
D32/D32
Children TBE (n = 117)
91 (77.8)
23 (19.7)
3 (2.5)a
0 (0)
0.876/0.124
Adult severe TBE (n = 103)
83 (80.6)
18 (17.5)
2 (1.9)b
0 (0)
0.890/0.110
Adult TBE (n = 129)
97 (75.2)
29 (22.5)
3 (2.3)
0 (0)
0.864/0.136
[6]
Children and adult TBE (n = 246)
188 (78.4)
52 (21.1)
6 (2.4)c
0 (0)
0.870/0.130f,g
TBE3
All TBE cases (n = 349)
271 (77.7)
70 (20.1)
8 (2.3)d
0 (0)
0.877/0.123h,i
Lithuanian controls (n = 134)
112 (83.6)
22 (16.4)
0 (0)
0 (0)
0.918/0.082f,h
[6]
Adult AME (n = 79)
60 (78.9)
16 (21.1)
0 (0)
3 (3.8)
0.895/0.105
[6]
Lithuanian controls and adult AME (n = 213)
172 (81.9)
38 (18.1)
0 (0)a,b,c,d
3 (1.4)
0.910/0.090g,i
[6] September 2014 | Volume 9 | Issue 9 | e106798 5 CCR5 and TLR3 Polymorphisms in Tick-Borne Encephalitis Table 4. Genotype distribution of TLR3 rs3775291 and allele prevalence among TBE patients, Lithuanian TBEV-naive control subjects, and patients with aseptic
meningoencephalitis (AME) of non-TBEV etiology. Cohort
Population
TLR3 rs3775291 genotype, n (%)
Failed, n (%)
Allele prevalence
(wt/mut allele)
Reference
wt/wt
wt/mut
mut/mut
TBE1
Children TBE (n = 117)
54 (51.4)
36 (34.3)
15 (14.3)a
12 (10.3)
0.686/0.314
TBE2
Adult severe TBE (n = 103)
44 (44.4)f
41 (41.4)
14 (14.1)b
4 (3.9)
0.652/0.348g
TBE3
Adult TBE (n = 128)
76 (59.8)f
42 (33.1)
9 (7.1)
1 (1.0)
0.764/0.236g
[9]
TBE1+TBE3
Children and adult TBE (n = 245)
130 (56.0)
78 (33.6)
24 (10.4)c
13 (5.3)
0.728/0.272e
TBE1+TBE2+TBE3
All TBE cases (n = 348)
174 (52.5)
119 (36.0)
38 (11.5)d
17 (4.8)
0.705/0.295
C1
Lithuanian controls (n = 135)
65 (51.6)
37 (29.4)
24 (19.0)
9 (7.0)
0.663/0.337
[9]
C2
Adult AME (n = 77)
35 (46.7)
24 (32.0)
16 (21.3)
2 (3.0)
0.627/0.373
[9]
C1+C2
Lithuanian controls and adult AME (n = 212)
100 (49.8)
61 (30.3)
40 (19.9)a,b,c,d
11 (5.2)
0.649/0.351e
[9]
wt – wild type. September 2014 | Volume 9 | Issue 9 | e106798 6 CCR5 and TLR3 Polymorphisms in Tick-Borne Encephalitis Table 5. Genotype distribution of CCR5 and D32 allele prevalence among patients with TBE, stratified by severity of disease. Table 5. Genotype distribution of CCR5 and D32 allele prevalence among patients with TBE, stratified by severity of disease. Correlation between demographic, laboratory, and
genetic parameters and severity of TBE Population
Clinical form of TBE
CCR5 genotype, n (%)
Allele prevalence (wt/D32 allele)
wt/wt
wt/D32
D32/D32
Children TBE*
Mild (n = 73)
58 (79.5)
14 (19.2)
1 (1.3)
0.890/0.110
Moderate (n = 40)
30 (75.0)
8 (20.0)
2 (5.0)
0.850/0.150
Severe (n = 4)
3 (75.0)
1 (25.0)
0 (0)
0.875/0.125
Total (n = 117)
91 (77.8)
23 (19.7)
3 (2.5)
0.876/0.124
Adult TBE**
Mild (n = 56)
43 (76.8)
13 (23.2)
0 (0)
0.884/0.116
Moderate (n = 57)
44 (77.2)
10 (17.5)
3 (5.3)
0.860/0.140
Severe (n = 119)
93 (78.1)
24 (20.2)
2 (1.7)
0.882/0.118
Total (n = 232)
180 (77.6)
47 (20.2)
5 (2.2)
0.877/0.123
wt – wild type; M – Mild, Mo – Moderate, S – Severe form. * (wt/wt + wt/D32) vs D32/D32, M vs Mo vs S: p = 0.479; M vs (Mo+S): p = 0.292; wt vs D32, M vs Mo vs S: p = 0.571; M vs (Mo+S): p = 0.391. ** (wt/wt + wt/D32) vs D32/D32, M vs Mo vs S: p = 0.137; M vs (Mo+S): p = 0.202; wt vs D32, M vs Mo vs S: p = 0.806; M vs (Mo+S): p = 0.802. doi:10.1371/journal.pone.0106798.t005 wt – wild type; M – Mild, Mo – Moderate, S – Severe form. * (wt/wt + wt/D32) vs D32/D32, M vs Mo vs S: p = 0.479; M vs (Mo+S): p = 0.292; wt vs D32, M vs Mo vs S: p = 0.571; M vs (Mo+S): p = 0.391. ** (wt/wt + wt/D32) vs D32/D32, M vs Mo vs S: p = 0.137; M vs (Mo+S): p = 0.202; wt vs D32, M vs Mo vs S: p = 0.806; M vs (Mo+S): p = 0.802. doi:10.1371/journal.pone.0106798.t005 wt
wild type; M
Mild, Mo
Moderate, S
Severe form. * (wt/wt + wt/D32) vs D32/D32, M vs Mo vs S: p = 0.479; M vs (Mo+S): p = 0.292; wt vs D32, M vs Mo vs S: p = 0.571; M vs (Mo+S): p = 0.391. ** (wt/wt + wt/D32) vs D32/D32, M vs Mo vs S: p = 0.137; M vs (Mo+S): p = 0.202; wt vs D32, M vs Mo vs S: p = 0.806; M vs (Mo+S): p = 0.802. doi:10 1371/journal pone 0106798 t005 (excluding CSF samples with red blood cells due to traumatic
lumbar puncture) are presented in Table 7. Correlation between demographic, laboratory, and
genetic parameters and severity of TBE independently of age but does not determine the severity of TBE. In contrast to CCR5, the polymorphism of TLR3 gene plays a role
in the development of clinical TBE in adults only and could also
be associated with disease severity. In the overall combined cohort of TBE cases (n = 349), CSF cell
count, homozygous CCR5D32 genotype, D32 allele, homozygous
wild type, homozygous mutant TLR3 rs3775291 genotype and wt
allele did not correlate with the severity of TBE. The rationale to extend our previous studies was based on the
hypothesis that genetic factors predispose to the important features
of TBE: the disease being much more common in adults than in
children [5,15,16], and having a very broad spectrum of disease
severity. The study was designed to avoid selection bias combining
two large prospective and consecutive cohorts of children and
adults with severe TBE using the same clinical classification by the
same investigators. Three independent predictors of the encephalitic (moderate and
severe) form of illness in this cohort – age, gender and total protein
in CSF – were assessed using the multivariate logistic regression
model. Increased age (with each year added, OR = 1.045; 95% CI
1.031–1.059, p,0.001), increased total protein in CSF (with each
g/l added, OR = 2.353; 95% CI 1.039–5.328, p = 0.04) and being
female (OR = 1.714; 95% CI 1.019–2.880, p = 0.042) were
associated with the risk for encephalitic (moderate and severe)
form of TBE. In this report, the frequency of CCR5D32 homozygotes was
higher in TBE patients than in controls (2.5% in children, 1.9% in
adults with severe TBE, and 0% in controls), as in agreement with
the results of our first study on the association between CCR5D32
and TBE [6]. Furthermore, demonstrating this association in the
large combined children and adult TBE cohort, covering the
whole age and disease severity spectrum, strongly suggests that
functional CCR5 protein plays a role in the host defense against
TBE infection. The association between functional/wild type
TLR3 polymorphism and TBE in the combined cohorts was – Moderate, S – Severe form.
t, M vs Mo vs S: p = 0.757; M vs (Mo+S): p = 0.485; wt vs mut, M vs Mo vs S: p = 0.476; M vs (Mo+S): p = 0.280. * wt/wt vs wt/mut vs mut/mut, M vs Mo vs S: p = 0.757; M vs (Mo+S): p = 0.485; wt vs mut, M vs Mo vs S: p = 0.476; M vs (Mo+S): p = 0.280.
** wt/wt vs wt/mut vs mut/mut, M vs Mo vs S: p = 0.264; M vs (Mo+S): p = 0.180; (wt/wt + wt/mut) vs mut/mut, M vs Mo vs S: p = 0.197; M vs (Mo+S): p = 0.071; wt vs mut,
M vs Mo vs S: p = 0.157; M vs (Mo+S): p = 0.096.
doi:10.1371/journal.pone.0106798.t006 ,
p
;
(
) p
;
,
p
;
(
) p
t, M vs Mo vs S: p = 0.264; M vs (Mo+S): p = 0.180; (wt/wt + wt/mut) vs mut/mut, M vs Mo vs S: p = 0.197; M vs (Mo+S): p = 0.071; wt vs mu
(Mo+S): p = 0.096.
798 t006 pe; M – Mild, Mo – Moderate, S – Severe form.
t/mut vs mut/mut, M vs Mo vs S: p = 0.757; M vs (Mo+S): p = 0.485; wt vs mut, M vs Mo vs S: p = 0.476; M vs (Mo+S): p = 0.280.
wt/mut vs mut/mut M vs Mo vs S: p = 0 264; M vs (Mo+S): p = 0 180; (wt/wt + wt/mut) vs mut/mut M vs Mo vs S: p = 0 197; M vs (Mo+S): Discussion TLR3
polymorphism in TBE in children has never been investigated
before, and our results indicate that, in contrast to adults, this
particular gene polymorphism is not a risk factor predisposing to
clinical TBE in children. A
special
focus
of
this
study
was
gene
polymorphisms
predisposing to disease severity. No evidence of such association
for CCR5D32 in neither of our cohorts was found. In contrast, a
recent study on WNV established CCR5D32 homozygosity as a
predictor of severity of clinical presentation [27]. Although being
large, our study may still have been inadequate in terms of the
number of CCR5D32 homozygotes to demonstrate this associa-
tion. An unexpected finding of our study was that both
homozygous wild TLR3 genotype and wt allele were significantly
less prevalent in the cohort of adults with severe form of TBE
compared to the cohort of adults with the entire clinical spectrum
of TBE. We further found a trend of lower prevalence of
homozygous wild genotype (p = 0.071) and wt allele (p = 0.096) in
the adults with moderate and severe TBE. Therefore, it is
tempting to speculate that TLR3 may play both beneficial and
detrimental roles in pathogenesis of TBE: the carriers of wild type
allele are more prone to develop clinical TBE; however, when the
virus is already in the brain, TLR3 seems to play a protective role. This could also provide an explanation as to why no association
between TLR3 polymorphisms and clinical TBE was found in the
cohort of adults with severe TBE when compared to the controls. It is striking that similar findings were observed in animal models
with WNV [28,29]. TLR3-deficient mice were more resistant to
WNV after intraperitoneal inoculation but not after direct
injection of WNV into the brain [28]. Our findings further
support a benefit from the therapies directed at restoring the
functional defect of TLR3. In addition to genotype-disease association, the importance of
the mutated allele has also been shown in our study. As the
prevalence of both CCR5D32 and wild type TLR3 alleles were
higher among TBE patients than the controls, we believe that a
gene-dosage effect of those proteins exists in TBEV infection, and
that heterozygote carriers are predisposed to clinical TBE as well. Discussion This study both confirms and extends our previous findings that
a nonfunctional CCR5 protein and a functional TLR3 receptor
are
associated
with
the
clinical
expression
of
TBE. The
nonfunctional CCR5 protein predisposes to the clinical TBE Table 6. Genotype distribution of TLR3 rs3775291 and allele prevalence among patients with TBE, stratified by severity of disease. Population
Clinical form of TBE
TLR3 rs3775291 genotype, n (%)
Allele prevalence (wt/mut allele)
wt/wt
wt/mut
mut/mut
Children TBE*
Mild (n = 66/73)
31 (46.9)
25 (37.8)
10 (15.2)
0.659/0.341
Moderate (n = 36/40)
21 (58.3)
10 (27.8)
5 (13.9)
0.722/0.278
Severe (n = 3/4)
2 (66.7)
1 (33.3)
0 (0)
0.833/0.167
Total (n = 105/117)
54 (51.4)
36 (34.3)
15 (14.3)
0.686/0.314
Adult TBE**
Mild (n = 54/56)
32 (59.3)
20 (37.0)
2 (3.7)
0.778/0.222
Moderate (n = 57/57)
33 (57.9)
17 (29.8)
7 (12.3)
0.728/0.272
Severe (n = 115/119)
55 (47.8)
46 (40.0)
14 (12.2)
0.678/0.322
Total (n = 226/232)
120 (53.1)
83 (36.7)
23 (10.2)
0.715/0.285
wt – wild type; M – Mild, Mo – Moderate, S – Severe form. * wt/wt vs wt/mut vs mut/mut, M vs Mo vs S: p = 0.757; M vs (Mo+S): p = 0.485; wt vs mut, M vs Mo vs S: p = 0.476; M vs (Mo+S): p = 0.280. ** wt/wt vs wt/mut vs mut/mut, M vs Mo vs S: p = 0.264; M vs (Mo+S): p = 0.180; (wt/wt + wt/mut) vs mut/mut, M vs Mo vs S: p = 0.197; M vs (Mo+S): p = 0.071; wt vs mut,
M vs Mo vs S: p = 0.157; M vs (Mo+S): p = 0.096. doi:10.1371/journal.pone.0106798.t006 n of TLR3 rs3775291 and allele prevalence among patients with TBE, stratified by severity of disease. Table 6. Genotype distribution of TLR3 rs3775291 and allele prevalence among patients with TBE, stratif September 2014 | Volume 9 | Issue 9 | e106798 PLOS ONE | www.plosone.org 7 CCR5 and TLR3 Polymorphisms in Tick-Borne Encephalitis Table 7. CSF leukocyte and mononuclear cell count and total protein level in TBE patient cohorts, stratified by severity of disease. Table 7. CSF leukocyte and mononuclear cell count and total protein level in TBE patient cohorts, stratif Table 7. CSF leukocyte and mononuclear cell count and total protein level in TBE patient cohorts, stratified by severity of disease. Discussion Population
Clinical form, (n)
Leukocyte count (106/l),
mean±SD (min–max)
Mononuclear cells (106/l),
mean±SD (min–max)
Total protein (g/l),
mean±SD (min–max)
Children TBE (n = 117)*
182.066149.14 (8–853)
111.15687.85 (1–428)
0.58560.309 (0.137–1.630)
Mild (n = 73)
167.716132.53 (8–612)
104.816 86.96 (5–428)
0.56960.307 (0.137–1.630)
Moderate (n = 40)
217.206176.53 (10–853)
128.51690.69 (1–367)
0.63060.324 (0.230–1.620)
Severe (n = 4)
92.50633.79 (64–141)
53.37624.05 (19–71)
0.43060.178 (0.190–0.580)
Adult severe TBE (n = 89/103)
180.356218.14 (8–1600)
106.09688.74 (7–418)
0.89260.409 (0.214–2.540)
Adult TBE (n = 117/129)**
154.496163.77 (9–995)
113.79694.59 (9–512)
0.68860.319 (0.237–1.908)
Mild (n = 52)
151.926170.27 (9–995)
118.306105.13 (9–428)
0.68860.282 (0.241–1.543)
Moderate (n = 52)
143.446145.17 (10–682)
106.05690.45 (10–512)
0.65260.324 (0.237–1.526)
Severe (n = 13)
208.926206.71 (30–832)
123.98669.87 (19–245)
0.83360.424 (0.388–1.908)
All TBE cases (n = 323/349)***
171.606175.63 (8–1600)
110.57690.16 (1–512)
0.70760.364 (0.137–2.540)
Mild (n = 125)
161.146148.94 (8–995)
110.02694.19 (5–428)
0.61860.301 (0.137–1.630)
Moderate (n = 92)
175.516162.85 (10–853)
116.75690.72 (1–512)
0.64360.322 (0.230–1.620)
Severe (n = 106)
180.546212.58 (8–1600)
106.29685.55 (7–418)
0.86860.412 (0.190–2.540)
Note. Normal CSF cell count range: 0–56106/l leukocytes (all mononuclear cells), no red blood cells; normal total protein range: 0.15–0.45 g/l. M – Mild, Mo – Moderate, S – Severe form. * M vs Mo vs S, Leukocyte count: p = 0.114; Mononuclear cells: p = 0.160; Total protein: p = 0.362. ** M vs Mo vs S, Leukocyte count: p = 0.434; Mononuclear cells: p = 0.763; Total protein: p = 0.191. *** M vs Mo vs S, Leukocyte count: p = 0.684; Mononuclear cells: p = 0.729; Total protein: p,0.001. doi:10.1371/journal.pone.0106798.t007 Note. Normal CSF cell count range: 0–5610 /l leukocytes (all mononuclear cells), no red blood cells;
M – Mild, Mo – Moderate, S – Severe form. * M vs Mo vs S, Leukocyte count: p = 0.114; Mononuclear cells: p = 0.160; Total protein: p = 0.362. ** M vs Mo vs S, Leukocyte count: p = 0.434; Mononuclear cells: p = 0.763; Total protein: p = 0.191. *** M vs Mo vs S, Leukocyte count: p = 0.684; Mononuclear cells: p = 0.729; Total protein: p,0.001. doi:10.1371/journal.pone.0106798.t007 report were in agreement with our data, major differences in
design make comparison of the results difficult. consistent with the previous observations. However, in children
and in adults with severe TBE, the homozygous wild TLR3
genotype was not more prevalent than in the controls. September 2014 | Volume 9 | Issue 9 | e106798 References 1. Lindquist L, Vapalahti O (2008) Tick-borne encephalitis. Lancet 371: 1861–
1871. 18. Lim JK, Louie CY, Glaser C, Jean C, Johnson B, et al. (2008) Genetic deficiency
of chemokine receptor CCR5 is a strong risk factor for symptomatic West Nile
virus infection: a meta-analysis of 4 cohorts in the US epidemic. J Infect Dis 197:
262–265. 2. Mansfield KL, Johnson N, Phipps LP, Stephenson JR, Fooks AR, et al. (2009)
Tick-borne encephalitis virus - a review of an emerging zoonosis. J Gen Virol 90:
1781–1794. 19. Liu R, Paxton WA, Choe S, Ceradini D, Martin SR, et al. (1996) Homozygous
defect in HIV-1 coreceptor accounts for resistance of some multiply-exposed
individuals to HIV-1 infection. Cell 86: 367–377. 3. Suss J (2011) Tick-borne encephalitis 2010: epidemiology, risk areas, and virus
strains in Europe and Asia-an overview. Ticks Tick Borne Dis 2: 2–15. 20. Gorbea C, Makar KA, Pauschinger M, Pratt G, Bersola JL, et al. (2010) A role
for Toll-like receptor 3 variants in host susceptibility to enteroviral myocarditis
and dilated cardiomyopathy. J Biol Chem 285: 23208–23223. 4. Robertson SJ, Mitzel DN, Taylor RT, Best SM, Bloom ME (2009) Tick-borne
flaviviruses: dissecting host immune responses and virus countermeasures. Immunol Res 43: 172–186. 5. Mickiene A, Lindquist L, Laiskonis A (2005) Tick-borne encephalitis – clinical
course and outcome. Review of the literature. In: Ebert RA, editor. Progress in
encephalitis research. Hauppauge N.Y.: Nova Science Publishers. pp. 1–30. 21. Lee SO, Brown RA, Razonable RR (2013) Association between a functional
polymorphism in Toll-like receptor 3 and chronic hepatitis C in liver transplant
recipients. Transpl Infect Dis 15: 111–119. 6. Kindberg E, Mickiene A, Ax C, Akerlind B, Vene S, et al. (2008) A deletion in
the chemokine receptor 5 (CCR5) gene is associated with tickborne encephalitis. J Infect Dis 197: 266–269. 22. Dhiman N, Ovsyannikova IG, Vierkant RA, Ryan JE, Pankratz VS, et al. (2008)
Associations between SNPs in toll-like receptors and related intracellular
signaling molecules and immune responses to measles vaccine: preliminary
results. Vaccine 26: 1731–1736. 7. Wong MM, Fish EN (2003) Chemokines: attractive mediators of the immune
response. Semin Immunol 15: 5–14. 23. O9Dwyer DN, Armstrong ME, Trujillo G, Cooke G, Keane MP, et al. (2013)
The Toll-like receptor 3 L412F polymorphism and disease progression in
idiopathic pulmonary fibrosis. Am J Respir Crit Care Med 188: 1442–1450. 8. Glass WG, Lim JK, Cholera R, Pletnev AG, Gao JL, et al. Acknowledgments We kindly acknowledge Ylva Ro¨nnelid for greatly helping us with
pyrosequencing. References (2005) Chemokine
receptor CCR5 promotes leukocyte trafficking to the brain and survival in West
Nile virus infection. J Exp Med 202: 1087–1098. 24. Barkhash AV, Perelygin AA, Babenko VN, Myasnikova NG, Pilipenko PI, et al. (2010) Variability in the 29-59-oligoadenylate synthetase gene cluster is associated
with human predisposition to tick-borne encephalitis virus-induced disease. J Infect Dis 202: 1813–1818. J
p
9. Kindberg E, Vene S, Mickiene A, Lundkvist A, Lindquist L, et al. (2011) A
functional Toll-like receptor 3 gene (TLR3) may be a risk factor for tick-borne
encephalitis virus (TBEV) infection. J Infect Dis 203: 523–528. 10. Kumar H, Kawai T, Akira S (2009) Toll-like receptors and innate immunity. Biochem Biophys Res Commun 388: 621–625. 25. Barkhash AV, Perelygin AA, Babenko VN, Brinton MA, Voevoda MI (2012)
Single nucleotide polymorphism in the promoter region of the CD209 gene is
associated with human predisposition to severe forms of tick-borne encephalitis. Antiviral Res 93: 64–68. 11. Kumar H, Kawai T, Akira S (2009) Pathogen recognition in the innate immune
response. The Biochemical journal 420: 1. p
j
12. Lafon M, Megret F, Lafage M, Prehaud C (2006) The innate immune facet of
brain: human neurons express TLR-3 and sense viral dsRNA. J Mol Neurosci
29: 185–194. 26. Barkhash AV, Voevoda MI, Romaschenko AG (2013) Association of single
nucleotide polymorphism rs3775291 in the coding region of the TLR3 gene with
predisposition to tick-borne encephalitis in a Russian population. Antiviral Res
99: 136–138. 13. Hofmann H, Heinz FX, Dippe H (1983) ELISA for IgM and IgG antibodies
against tick-borne encephalitis virus: quantification and standardization of
results. Zentralbl Bakteriol Mikrobiol Hyg A 255: 448–455. 27. Lim JK, McDermott DH, Lisco A, Foster GA, Krysztof D, et al. (2010) CCR5
deficiency is a risk factor for early clinical manifestations of West Nile virus
infection but not for viral transmission. J Infect Dis 201: 178–185. infection but not for viral transmission. J Infect Dis 201: 178–185. 14. Mickiene A, Laiskonis A, Gunther G, Vene S, Lundkvist A, et al. (2002)
Tickborne encephalitis in an area of high endemicity in lithuania: disease
severity and long-term prognosis. Clin Infect Dis 35: 650–658. 28. Wang T, Town T, Alexopoulou L, Anderson JF, Fikrig E, et al. (2004) Toll-like
receptor 3 mediates West Nile virus entry into the brain causing lethal
encephalitis. Nat Med 10: 1366–1373. y
g
p
g
15. CCR5 and TLR3 Polymorphisms in Tick-Borne Encephalitis demographic, and genetic findings with disease severity. Age,
gender, and total protein in CSF were established as associated
with severity of TBE, which is in line with other clinical studies
[1,5,14,31]. A major limitation of our study is the lack of a TBEV
seropositive asymptomatic cohort. Therefore, it remains unknown
if CCR5 and TLR3 polymorphisms predispose to an increased
susceptibility to TBEV infection or to the development of clinical
illness. However, because TBEV seropositivity and mutations
under consideration, especially CCR5D32, are both uncommon, a
study including a sufficient number of asymptomatic TBEV
seropositive
individuals
will need
a large-scale
multicentral
approach. [
]
In animal models, other factors contributing to disease severity
have been shown besides the host-dependent risk factors, such as
the virulence of the particular strain, which could be inconsistent
with the TBEV subtype [32], the inoculation dose [33], and the
immunomodulatory compounds of tick saliva inoculated with virus
into the skin [4]. Animal models are also commonly used to
elucidate the mechanism of disease development following TBEV
infection in vivo and suggest that CNS pathology during TBE is
primarily driven by immune response and inflammatory reactions. A key role of CD8+ T cells in the immunopathology of TBE, as
demonstrated by the prolonged survival of severe combined
immunodeficiency (SCID) or CD82/2 mice following infection
compared with immunocompetent mice or mice with transferred
CD8+ T cells has been shown by Ruzek et al. [34]. Another study
found that TNF-a levels were significantly increased in the brains
and in serum of mice that died following TBEV infection [35]. The most recent animal study showed that neutralizing antibody
response is crucial for preventing fatality, while high expression of
various cytokines/chemokines during TBE mediates immunopa-
thology and is associated with a more severe course of the infection
[36]. Furthermore, this study demonstrated that mice of the same
age, gender, nutritious status, and TBEV inoculum, showed
different TBE severity depending on genetic background, strongly
supporting our findings. In conclusion, this study confirms that polymorphisms in the
CCR5 and TLR3 genes are risk factors for the development of
clinical TBE. It also shows that the role of TLR3 polymorphism
differs in different age groups, and may be linked to disease
severity. Further studies are needed to clarify if CCR5 and TLR3
polymorphisms play a role in susceptibility to TBEV infection and
to further elucidate its influence on the severity of TBE. Author Contributions Conceived and designed the experiments: LL LS. Performed the
experiments: JN BC AM JP MH. Analyzed the data: AM JP JN. Contributed reagents/materials/analysis tools: LS. Contributed to the
writing of the manuscript: AM JP JN LL. Discussion Our findings on CCR5D32 contradict those of clinical studies on
WNV infection which claim that both CCR5D32 alleles are
needed to confer a deficit [17,18], but are in agreement with the
data on HIV that show slower rates of disease progression to AIDS
in heterozygous CCR5D32 individuals [19]. Data on TLR3, and
on functional SNP, characterized by amino acid substitution from
phenylalanine to leucine at position 412 in particular, are also
inconsistent and depend on the virus under consideration. Gorbea
et al. could only prove the wild type homozygosity to be
significantly associated with enteroviral myocarditis [20]. Howev-
er, a recent study on chronic hepatitis C in liver transplant patients
demonstrated that heterozygous carriers of the mutated allele are
predisposed to higher mortality after liver transplantation [21]. Also, heterozygous variant of the same SNP in TLR3 gene was
associated with low antibody and lymphoproliferative responses to
measles vaccination [22] and with early mortality and an
accelerated decline in lung function in idiopathic pulmonary
fibrosis patients [23]. TBE is associated with the infiltration of T cells and the
macrophages (cell types known to express CCR5) into the brains of
patients infected with TBEV [30]. The amount of the total protein
in CSF is usually increased during TBE, and its elevation
indirectly reflects the degree of the permeability of blood brain
barrier [31]. Multivariate logistic regression model was employed
to investigate the association of these laboratory parameters, To the best of our knowledge, only one other research group
has studied the role of human genetics in TBE [24–26]. In the
recently published study, no association between CCR5 polymor-
phism and predisposition to TBE was found in the Russian
population [26]. Although the findings on TLR3 in the Russian September 2014 | Volume 9 | Issue 9 | e106798 PLOS ONE | www.plosone.org 8 31. Gunther G, Haglund M, Lindquist L, Forsgren M, Skoldenberg B (1997) Tick-
bone encephalitis in Sweden in relation to aseptic meningo-encephalitis of other
etiology: a prospective study of clinical course and outcome. J Neurol 244: 230–
238. 32. Luat le X, Tun MM, Buerano CC, Aoki K, Morita K, et al. (2014) Pathologic
potential of variant clones of the oshima strain of far-eastern subtype tick-borne
encephalitis virus. Trop Med Health 42: 15–23. p
p
33. Hayasaka D (2011) The Development of Encephalitis Following Tick-Borne
Encephalitis Virus Infection in a Mouse Model. In: Ruzek D, editor. Flavivirus
Encephalitis. Rijeka: InTech. pp. 157–166. 36. Palus M, Vojtiskova J, Salat J, Kopecky J, Grubhoffer L, et al. (2013) Mice with
different susceptibility to tick-borne encephalitis virus infection show selective
neutralizing antibody response and inflammatory reaction in the central nervous
system. J Neuroinflammation 10: 77. 35. Hayasaka D, Nagata N, Fujii Y, Hasegawa H, Sata T, et al. (2009) Mortality
following peripheral infection with Tick-borne encephalitis virus results from a
combination of central nervous system pathology, systemic inflammatory and
stress responses. Virology 390: 139–150. 34. Ruzek D, Salat J, Palus M, Gritsun TS, Gould EA, et al. (2009) CD8+ T-cells
mediate immunopathology in tick-borne encephalitis. Virology 384: 1–6. CCR5 and TLR3 Polymorphisms in Tick-Borne Encephalitis References Arnez M, Avsic-Zupanc T (2009) Tick-borne encephalitis in children: an update
on epidemiology and diagnosis. Expert Rev Anti Infect Ther 7: 1251–1260. 15. Arnez M, Avsic-Zupanc T (2009) Tick-borne encephalitis in child p
29. Daffis S, Samuel MA, Suthar MS, Gale M, Jr., Diamond MS (2008) Toll-like
receptor 3 has a protective role against West Nile virus infection. J Virol 82:
10349–10358. 16. Lindquist L (2008) Tick-borne encephalitis (TBE) in childhood. Acta Paediatr
97: 532–534. 17. Glass WG, McDermott DH, Lim JK, Lekhong S, Yu SF, et al. (2006) CCR5
deficiency increases risk of symptomatic West Nile virus infection. J Exp Med
203: 35–40. 30. Gelpi E, Preusser M, Garzuly F, Holzmann H, Heinz FX, et al. (2005)
Visualization of Central European tick-borne encephalitis infection in fatal
human cases. J Neuropathol Exp Neurol 64: 506–512. PLOS ONE | www.plosone.org September 2014 | Volume 9 | Issue 9 | e106798 9 September 2014 | Volume 9 | Issue 9 | e106798 CCR5 and TLR3 Polymorphisms in Tick-Borne Encephalitis PLOS ONE | www.plosone.org September 2014 | Volume 9 | Issue 9 | e106798 PLOS ONE | www.plosone.org 10
|
https://openalex.org/W2083434411
|
https://ntnuopen.ntnu.no/ntnu-xmlui/bitstream/11250/2357845/3/fpsyt-05-00148.pdf
|
English
| null |
High Aerobic Intensity Training and Psychological States in Patients with Depression or Schizophrenia
|
Frontiers in psychiatry
| 2,014
|
cc-by
| 5,957
|
Jørn Heggelund 1,2*, Kim Daniel Kleppe3, Gunnar Morken2,4 and Einar Vedul-Kjelsås 2,4
1 Division of Psychiatry, Department of Østmarka, St. Olavs University Hospital, Trondheim, Norway
2 Department of Neuroscience, Faculty of Medicine, Norwegian University of Science and Technology, Trondheim, Norway
3 Hamar District Psychiatric Centre, Innlandet Hospital Trust, Ottestad, Norway
4 Division of Psychiatry, Department of Research and Development (AFFU), St. Olavs University Hospital, Trondheim, Norway Jørn Heggelund 1,2*, Kim Daniel Kleppe3, Gunnar Morken2,4 and Einar Vedul-Kjelsås 2,4
1 Division of Psychiatry, Department of Østmarka, St. Olavs University Hospital, Trondheim, Norway
2 Department of Neuroscience, Faculty of Medicine, Norwegian University of Science and Technology, Trondheim, Norway
3 Hamar District Psychiatric Centre, Innlandet Hospital Trust, Ottestad, Norway
4 Division of Psychiatry, Department of Research and Development (AFFU), St. Olavs University Hospital, Trondheim, Norway Aim: To explore changes in psychological states in response to a bout of high aerobic
intensity training (HIT) in patients with depression or schizophrenia compared to healthy
individuals. ClinicalTrials.gov identifier: NCT01310998. Keywords: exercise, intensity, affect, anxiety, transitory emotions *Correspondence: p
Jørn Heggelund, Department of
Østmarka, Division of Psychiatry, St. Olavs University Hospital, Box 3008
Lade, Trondheim N-7441, Norway
e-mail: Jorn.Heggelund@ntnu.no Results: All three groups improved in positive affect and well-being 15 min after HIT
(p < 0.01), but only patients with depression had maintained the effect after 3 h (p = 0.007,
p = 0.012).The duration of the improved positive affect was longer in depression (p = 0.002)
and schizophrenia (p = 0.025) than in healthy individuals (F 2.50 = 5.83, p < 0.01). Patients
with depression or schizophrenia had reduced distress and state anxiety 15 min after HIT
and 3 h after HIT (p < 0.05). The improvement in distress 15 min after HIT was larger
in patients with depression (p = 0.028) compared to healthy individuals (F 2.50 = 5.05,
p < 0.01). No changes were found during the no-training day (p > 0.05). Conclusion: High aerobic intensity training used as an acute intervention improved positive
affect and well-being and reduced distress and state anxiety in patients with depression
and schizophrenia. www.frontiersin.org Edited by: Jan Hoff, Norwegian University of
Science and Technology, Norway Jan Hoff, Norwegian University of
Science and Technology, Norway
Reviewed by:
Eivind Wang, Norwegian University of
Science and Technology, Norway
Øyvind Støren, Telemark University
College, Norway
*Correspondence:
Jørn Heggelund, Department of
Østmarka, Division of Psychiatry, St. Olavs University Hospital, Box 3008
Lade, Trondheim N-7441, Norway
e-mail: Jorn.Heggelund@ntnu.no Reviewed by:
Eivind Wang, Norwegian University of
Science and Technology, Norway
Øyvind Støren, Telemark University
College, Norway Methods: After familiarization training of HIT, 20 patients with schizophrenia, 13 patients
with depression, and 20 healthy individuals performed a no-training day followed by a train-
ing day. HIT was 4 × 4 min intervals at 85–95% of peak heart rate, intermitted by 3 min active
rest periods at 70% of peak heart rate. Self-evaluation questionnaires of positive affect,
negative affect, state anxiety, well-being, distress, and fatigue were completed before
training, 15 min after, and 3 h after training. The two latter measures were also completed
the no-training day. PSYCHIATRY PSYCHIATRY ORIGINAL RESEARCH ARTICLE
O INTRODUCTION for increasing aerobic fitness in terms of peak oxygen uptake
(VO2peak). High aerobic intensity training (HIT) performed as
4 × 4 min intervals at 85–95% of the maximal heart rate improves
VO2peak more than long slow distance training at 70% of the max-
imal heart rate (8–11). HIT also improves VO2peak in patients
with schizophrenia and could be used as an intervention to reduce
the risk of cardiovascular disease in a high risk group, such as
patients with severe mental illnesses (12–14). Despite a broad
understanding of physiological mediators of improved VO2peak
after HIT, it is unknown whether HIT yields supplementary short-
term psychological benefits. Long-term reductions in depressive
scoreareplausibleafterregularHIT(14).Merely,afewstudieshave
explored interval based exercise as an intervention to improve psy-
chological states (7). Thus, it is reasonable to explore the influence
of HIT on post-exercise psychological states. Patients with severe mental illnesses suffer from long-term mental
health problems that often persist in spite of extensive psychiatric
treatments. Thus, acute affective improvements and relief of trou-
bling symptoms may be beneficial, even though they would persist
for a limited period of time. Improved self-reported affectiv-
ity such as mood enhancements, increased subjective well-being,
decreased state anxiety, decreased negative affect, and decreased
psychological stress may be brought about by aerobic endurance
training in both healthy individuals and patients with severe
mental illness (1–3). These affective improvements normally per-
sist for 2–4 h following the cessation of exercise (4), but mood
enhancements up to 12 h post-exercise have been reported (5). To maximize the affective post-exercise improvements, it has
been recommended that the exercise intensity is self-selected
rather than prescribed (2, 6). Furthermore, increasing intensity
is associated with reduced positivity of affect (7). These rec-
ommendations are somewhat in contrast to recommendations The acute psychological benefits of aerobic exercise are widely
explored in healthy individuals but to a lesser degree in patients
with schizophrenia and depression. Patients with depressive October 2014 | Volume 5 | Article 148 | 1 Acute psychological responses to aerobic exercise Heggelund et al. Table 1 | Characteristics of the subjects. INTRODUCTION Schizophrenia
(n = 20)
Depression
(n = 13)
Healthy
(n = 20)
Men/women, n
13/7
8/5
10/10
Age (years), mean (SD)
37.7 (11.8)
41.0 (10.9)
40.8 (11.8)
Body weight (kg), mean (SD)
88.9 (17.3)
87.87 (26.6)
78.9 (14.2)
BMI (kg m−2), mean (SD)
24.79 (3.99)
24.95 (7.03)
22.42 (3.41)
Inpatient/outpatient, n
10/10
2/11
ICD-10 diagnoses, n
Schizophrenia
11
Schizotypal disorder
1
Delusional disorder
2
Schizoaffective disorder
5
Unspecified non-organic
psychosis
1
Bipolar depression
1
Depressive disorder
11
Dysthymia
1
Difference in inpatient/outpatient distribution between patient groups (p < 0.05). Table 1 | Characteristics of the subjects. disorders may score relatively high on negative affect, distress,
fatigue, and state anxiety whereas low on positive affect and
well-being, contrary to healthy individuals (15). Patients with
depression may therefore have a larger window of improvement
compared to healthy individuals. Decreased state-anxiety and neg-
ative affect along with improved positive well-being have been
reported for patients with depression and anxiety (2, 16). Con-
versely, patients with schizophrenia may not be perceptive of
psychological states and are known to have a lack of insight into
their illness (17). Eight weeks of HIT did not improve chronic
symptoms of schizophrenia (12). Acute improvements in state
anxiety, psychological stress, and well-being have though been
reported (3), and observations suggest that patients are less irrita-
ble, depressive, and psychotic as well as more socially interested
and competent on the days they have exercised (18). Patients
have also reported use of exercise as a coping strategy to deal
with positive symptoms (19). HIT may therefore have important
therapeutic benefits for patients with depression or schizophrenia. Thus, it is paramount to compare these groups to decide whether
patients respond differently from healthy individuals and whether
differences in responses exist between patient groups. To explore the acute psychological benefits of HIT, we included
patients with depression, schizophrenia, and healthy individuals
to a controlled clinical trial. We hypothesized that a bout of HIT
would improve psychological states 15 min and 3 h post-exercise,
and patients would have greater acute benefits of HIT than healthy
individuals. particular moment in time. The scale ranges from 1 to 4. When
evaluating the scores, six of the items are reversed so that higher
scores indicate higher levels of anxiety. The test–retest correlations
range from 0.16 to 0.54 in college students (21). INSTRUMENTS AND PROCEDURES Borg rating of perceived exertion (RPE) was applied to deter-
mine subjects’ perception of physical exertion during HIT and
VO2peak testing (26). The scale ranges from 6 to 20. Six indicate
“no exertion at all” whereas 20 is “maximal exertion.” During a period of two consecutive days, each participant com-
pleted self-report questionnaires’ about their psychological states. A bout of HIT was performed on the second day. Question-
naires’ were completed 10 min before (pre-) HIT, 15 min after
(post-) HIT, and 3 h after HIT. The two latter measures were also
completed at the same hour on the first day (no-training day). Par-
ticipants were instructed to refrain from exercising 2 days before
entering the data acquisition. SUBJECTS Fifty-three participants volunteered to take part in one of three
study groups: (1) patients with schizophrenia or psychotic dis-
orders, (2) patients with depression, or (3) healthy individuals. Patients were in- and out-patients at the University hospital psy-
chiatric department. The schizophrenia/psychotic group was 20
patients with ICD-10 schizophrenia, schizotypal, or delusional
disorders (ICD-10, F20–29) (20). The group of patients with
depression comprised 1 with bipolar depression (F31.3), 11 with
depressive episode (F32) or recurrent depression (F33),and 1 with
dysthymia (F34.1). Twenty healthy controls with no history of
psychiatric illness and with a training frequency less than three
times per week were enrolled. Characteristics of the subjects are
presented in Table 1. Positive well-being, psychological distress, and fatigue were
measured by the Subjective Exercise Experiences Scale (SEES). SEES is a 12-item questionnaire that is validated to measure effects
of exercise on psychological states (25). Each subscale contains the
scores from four items and the scale ranges from 1 to 7. Higher
scores indicate a higher perception of the particular factor. INTRODUCTION A low level of reli-
ability is expected since the scale reflects the influence of transient
situational factors. MATERIALS AND METHODS
SUBJECTS Positive affect and negative affect were measured by the Positive
and Negative Affect Schedule (PANAS). The PANAS incorporates
10-itemsof positiveaffectand10-itemsof negativeaffect.Thescale
ranges from 1 to 5 and higher score indicate higher perception of
the factor. The subjects were asked to evaluate whether they expe-
rienced a particular emotion in the present moment. The positive
affect and negative affect scores correlate negatively and positively,
respectively, with the Beck Depression Inventory (BDI) (15, 23). Test–retest intraclass correlation is 0.79 and 0.93 for the positive
and negative scales, respectively (24). HIGH AEROBIC INTENSITY TRAINING High aerobic intensity training was performed on a treadmill
according to the procedures described elsewhere (8, 12). Four
minutes intervals at a fixed workload were repeated 4 times, inter-
mitted with 3 min active break periods between each interval. The
intensity was 85–95% of peak heart rate (HRpeak) during inter-
vals and similar to warming-up work load (i.e., taxing about 70%
of HRpeak) during break periods. Subjects either walked or ran a State anxiety was measured by the State-Trait Anxiety Inven-
tory (STAI) form X-1 (21). A 12-item short form of the original
20-items was used (22). The STAI is a self-evaluation question-
naire and the instruction is to indicate how the subject feels at a October 2014 | Volume 5 | Article 148 | 2 Frontiers in Psychiatry | Schizophrenia Acute psychological responses to aerobic exercise Heggelund et al. Table 2 | Mean (SD) work load of intervals during the high aerobic
intensity training. Schizophrenia
(n = 20)
Depression
(n = 13)
Healthy
(n = 20)
Speed (km h−1)
7.4 (1.7)
7.2 (1.9)
8.5 (2.3)
Incline (%)
5.5 (1.3)
6.7 (3.4)
6.3 (1.0)
Watt
95 (29)
106 (45)
121 (29)
No differences between groups. Table 2 | Mean (SD) work load of intervals during the high aerobic
intensity training. minimum of 5% incline. Warm-up was 5 min. Heart rate was con-
tinuously measured using a Polar S610i heart rate monitor (Polar
Electro, Finland). Heart rate and RPE was collected 3 min within
each interval. All subjects performed a familiarization period of
3 HIT bouts within 2 weeks prior to the study. During familiar-
ization training, the speed and incline were adjusted to attain the
exact heart rate intensity (Table 2). All subjects performed a test of HRpeak in order to calcu-
late the HIT intensity (Table 3). The test was carried out as
HIT interval training. The first interval was performed without
an experience of leg stiffness. After a 3 min active rest, the sec-
ond interval was carried out with >1 km h−1 incensements each
minute until exhaustion (preferentially within 3–5 min). HRpeak
was the highest recorded HR. A measure of blood lactate was
taken 1 min after discontinuation using a Lactate Pro blood lac-
tate test meter (Arkray, Inc, Japan). A peak test was accepted at a
blood lactate level above 8 mmol L−1. Borgs RPE was collected at
discontinuation of the test. STATISTICAL ANALYSES Within-group changes were analyzed using paired t-tests. One-
way between-groups ANOVA was used to analyze baseline dif-
ferences and differences in change between the three groups. Separate analysis were performed on the delta changes (pre- to
15 min post-HIT) and (pre- to 3 h post-HIT). LSD or Tamhane’s
post hoc analyses were performed during significant main analysis. Cohens’s d effect sizes were calculated using the formula described
in Nakagawa and Cuthill (27). The effect was considered small,
medium, and large at 0.2, 0.5, and 0.8, respectively. Chi-square test
was used to evaluate categorical data. respectively. Positive well-being was different between the healthy
individuals and patients with depression (p < 0.001) but not
between healthy individuals and patients with schizophrenia
(p > 0.05). The patients with schizophrenia and patients with
depression scored differently in positive affect (p = 0.013) and
positive well-being (p < 0.001) but not in negative affect, psycho-
logical distress, fatigue, and state anxiety (p > 0.05) at baseline. Statistical significance was reached at p < 0.05. Data are
described as mean and SD, unless otherwise noted. IBM SPSS
Statistics, version 20 (SPSS Inc.), was applied to analyze results. The study was approved by the regional committees for med-
ical and health research ethics, middle Norway and conducted
according to the Helsinki declaration. Written informed consent
was obtained from all the included patients after the procedures
were fully explained. RESULTS Characteristics of the patients are presented in Table 1. There were
no differences in age, bodyweight, or BMI between the groups
(p > 0.05). There were no differences between the three groups in
HRpeak, speed, or incline during the peak treadmill test (p > 0.05;
Table 3). All three groups performed the HIT at the prescribed
intensity and duration. Work load of the intervals are presented in
Table 2. There were between-group differences at baseline in posi-
tive affect (F2.50 = 9.67, p < 0.01), negative affect (F2.50 = 17.21,
p < 0.01), positive well-being (F2.50 = 19.84, p < 0.01), psycho-
logical distress (F2.50 = 12.64, p < 0.01), fatigue (F2.50 = 8.36,
p < 0.01), and state anxiety (F2.50 = 21.74, p < 0.01). Post hoc
analyses revealed that the positive affect (p = 0.046 and p < 0.001),
negative affect (p = 0.005 and p < 0.001), psychological distress
(p = 0.006 and p < 0.001), fatigue (p = 0.012 and p < 0.001), and
state anxiety (p = 0.001 and p < 0.001) were different between
health individuals and patients with schizophrenia and depression, HIGH AEROBIC INTENSITY TRAINING Table 3 | Mean (SD) values of the peak heart rate test. Schizophrenia
(n = 20)
Depression
(n = 13)
Healthy
(n = 20)
HRpeak (beats min−1)
177 (20)
186 (9)
186 (12)
Peak speed (km h−1)
9.4 (2.8)
9.5 (2.5)
11.4 (3.5)
Peak incline (%)
9.2 (3.8)
8.9 (3.8)
9.6 (3.8)
Watt
192 (75)
190 (86)
218 (79)
La−(mmol l−1)
11.02 (3.60)
11.2 (2.2)
11.78 (3.16)
BORG RPE
19 (2)
19 (1)
19 (1)
No differences between groups. HRpeak, peak heart rate; min, minute; RPE, rating of perceived exertion. Table 3 | Mean (SD) values of the peak heart rate test. POSITIVE AFFECT AND POSITIVE WELL-BEING All three groups increased their experience of positive affect and
well-being from pre- to 15 min post-HIT (Figure 1). The Cohen’s
d effect size indicated a medium (0.66), large (0.91), and small
(0.45) effect on the positive affect in the patients with schizophre-
nia,patients with depression,and healthy individuals,respectively. The corresponding Cohen’s d effect sizes for positive well-being
was medium (0.74), large (1.05), and medium (0.58), respectively. After 3 h, the Cohen’s d effect sizes for positive affect and posi-
tive well-being were still large (0.96 and 0.90) in the patients with
depression (Figure 2). The change in positive affect from pre-HIT
to 3 h post-HIT was different between the groups (F2.50 = 5.83,
p < 0.01), and the post hoc analyses revealed that the change in
healthy individuals was different from patients with schizophrenia
(p = 0.025) and patients with depression (p = 0.008). Frontiers in Psychiatry | Schizophrenia PSYCHOLOGICAL DISTRESS The patients with schizophrenia and depression reduced their
experience of psychological distress with a small (0.39) and
medium (0.71) Cohen’s d effect size, respectively, from pre- to
15 min post-HIT (Figure 1). The Cohen’s d effect size for distress
indicated a medium effect 3 h post-HIT (Figure 2) in the patients
with schizophrenia (0.48) and depression (0.56). Cohen’s d effect October 2014 | Volume 5 | Article 148 | 3 www.frontiersin.org www.frontiersin.org Acute psychological responses to aerobic exercise Heggelund et al. FIGURE 1 | Perception of psychological states before and 15 min
after HIT. PANAS, Positive and Negative Affect Schedule; SEES,
Subjective Exercise Experiences Scale; STAI, State-Trait Anxiety
Inventory Within groups; *p < 0.05; **p < 0.01; ***p < 0.001 different
from before HIT. Between groups; different change from healthy
#p < 0.05. FIGURE 1 | Perception of psychological states before and 15 min
after HIT. PANAS, Positive and Negative Affect Schedule; SEES,
Subjective Exercise Experiences Scale; STAI, State-Trait Anxiety FIGURE 1 | Perception of psychological states before and 15 min
after HIT. PANAS, Positive and Negative Affect Schedule; SEES,
Subjective Exercise Experiences Scale; STAI, State-Trait Anxiety Inventory Within groups; *p < 0.05; **p < 0.01; ***p < 0.001 different
from before HIT. Between groups; different change from healthy
#p < 0.05. FIGURE 1 | Perception of psychological states before and 15 min
after HIT. PANAS, Positive and Negative Affect Schedule; SEES,
Subjective Exercise Experiences Scale; STAI, State-Trait Anxiety Frontiers in Psychiatry | Schizophrenia October 2014 | Volume 5 | Article 148 | 4 Acute psychological responses to aerobic exercise Heggelund et al. FIGURE 2 | Perception of psychological states before and after 3 h
after HIT. PANAS, Positive and Negative Affect Schedule; SEES,
Subjective Exercise Experiences Scale; STAI, State-Trait Anxiety
Inventory. Within groups; *p < 0.05; **p < 0.01; ***p < 0.001 different
from before HIT. Between groups; different change from healthy
#p < 0.05; ##p < 0.01. Inventory. Within groups; *p < 0.05; **p < 0.01; ***p < 0.001 different
from before HIT. Between groups; different change from healthy
#p < 0.05; ##p < 0.01. FIGURE 2 | Perception of psychological states before and after 3 h
after HIT. PANAS, Positive and Negative Affect Schedule; SEES,
Subjective Exercise Experiences Scale; STAI, State-Trait Anxiety October 2014 | Volume 5 | Article 148 | 5 www.frontiersin.org Acute psychological responses to aerobic exercise Heggelund et al. NEGATIVE AFFECT The negative affect was unchanged following HIT in all groups
(Figures 1 and 2). The negative affect was already reduced in the
patients with depression before the HIT bout compared to the
no-training day (p = 0.024; Cohen’s d = 0.59). STATE ANXIETY The Cohen’s d effect sizes for state anxiety for patients with schiz-
ophrenia and patients with depression was medium (0.47 and
0.48) 15 min following the HIT (Figure 1). Cohen’s d indicated
a medium (0.66) effect in patients with schizophrenia as well as
in patients with depression (0.68). The healthy individuals had
a higher level of state anxiety immediately before the HIT com-
pared with the no-training day (p = 0.025; Cohen’s d = 0.59). This
increase in state anxiety was unchanged from pre- to 15 min post-
HIT (p = 0.408) but had returned to no-training day levels 3 h
post-HIT as indicated by a reduction in state anxiety from pre-HIT
values (p = 0.038; Cohen’s d = 0.50; Figure 2). NO-TRAINING DAY During the no-training day, the two measures were not different
in either group (p > 0.05), which indicate a stable experience of all
six psychological state variables. The
between
groups
analyses
confirm
some
beneficial
responses in patients compared to healthy individuals. The dura-
tion of the improved positive affect was longer for those with
depression or schizophrenia than in the healthy individuals. Fur-
ther, the 15 min post-HIT effect on distress was larger in patients
with depression compared to healthy individuals. These findings
support the hypothesis that the benefits are largest in those with
the most unbalanced affect and underscore the particular role
of exercise in the treatment of patients with depression (28). It
has been suggested that HIT does not improve chronic symptoms
in patients with schizophrenia (12). Nevertheless, it now appears
that patients are perceptive of certain affective improvements that
exceed those of the healthy individuals. This might have important
implications for daily functioning and quality of life, particularly
at the days of exercise. Patients with schizophrenia (p = 0.038; Cohen’s d = 0.45),
depression (p = 0.009; Cohen’s d = 0.81), and healthy individ-
uals (p = 0.007; Cohen’s d = 0.48) experienced a lower level of
fatigue before performing the HIT session compared to the
no-training day. PSYCHOLOGICAL DISTRESS Patients with depression or schizophrenia sustained the reduc-
tion in distress and state anxiety more than 3 h after HIT but the
improved positive affect and well-being did only persist in the
patients with depression. The negative affect were unaltered in all
groups at both of the post-HIT assessments. Together, these find-
ings replicate previous results suggesting that the psychological
benefits are sustained for some hours after the exercise is ter-
minated (4, 5). The findings are tentative evidence that patients
with depression might have particularly beneficial and sustainable
responses in positive affect and well-being after HIT compared
to the patients with schizophrenia and the healthy individuals. Patients with depression also have the lowest baseline scores in
positive affect and well-being, which provides a large window
of improvement. Positive affect and BDI score are in fact nega-
tively correlated, which indicate that patients with enhancements
in positive affect also would experience a reduction in BDI scores
(23). Further, positive affect is more strongly related to depression
than to anxiety (15). Thus, patients with high levels of depres-
sion might have important therapeutic benefits from HIT (16). Chamove (18) found a reduction in depression 2 h after exercise
in patients with schizophrenia. Chamove (18) found that patients
were“less tense”and“less irritable,”which probably reflect similar
changes as the reduced distress and state anxiety in the present
study. Chamove (18) applied a wider range of physical activities,
illustrating that affective improvements likely appear through a
multifactorial mechanism. size indicated a small effect (0.26) on distress in the healthy
individuals, 15 min post-HIT. The three groups changed differ-
ently in distress from pre-HIT to 15 min post-HIT (F2.50 = 5.05,
p < 0.01) and the post hoc analyses reviled a difference between the
healthy individuals and the patients with depression (p = 0.028). size indicated a small effect (0.26) on distress in the healthy
individuals, 15 min post-HIT. The three groups changed differ-
ently in distress from pre-HIT to 15 min post-HIT (F2.50 = 5.05,
p < 0.01) and the post hoc analyses reviled a difference between the
healthy individuals and the patients with depression (p = 0.028). STATE ANXIETY REFERENCES a range of psychosocial stimuli such as diversion from stress-
ful stimuli, attention form the coach, improved self-image, feel-
ings of control, social interaction, and social support (29). It
is also suggested that exercise improves depression through a
neurobiological mechanism. Regular exercise may exert a regu-
latory influence on the neurotransmitter system or/and affect the
hypothalamic–pituitary–adrenal cortical (HPA) axis (29). 1. Hale BS, Koch KR, Raglin JS. State anxiety responses to 60 minutes of cross
training. Br J Sports Med (2002) 36(2):105–7. doi:10.1136/bjsm.36.2.105 2. Knapen J, Sommerijns E, Vancampfort D, Sienaert P, Pieters G, Haake P, et al. State anxiety and subjective well-being responses to acute bouts of aerobic exer-
cise in patients with depressive and anxiety disorders. Br J Sports Med (2009)
43(10):756–9. doi:10.1136/bjsm.2008.052654 3. Vancampfort D, De Hert M, Knapen J, Wampers M, Demunter H, Deckx S,
et al. State anxiety,psychological stress and positive well-being responses to yoga
and aerobic exercise in people with schizophrenia: a pilot study. Disabil Rehabil
(2011) 33(8):684–9. doi:10.3109/09638288.2010.509458 y
y
This study did not aim to compare HIT with other types of
exercise interventions. Thus, it is not possible to advocate the
use of HIT merely based on its effect on psychological states. Although the finding that a single HIT session is beneficial, it
is appropriate to implement HIT on a regular basis in order to
improve fitness and overall health. Better VO2peak is associated
with decreased depressive symptoms,quality of life,better capacity
to cope with stress as well as reduced mortality from cardiovascular
disease (30–33). It is evidential that HIT performed as 4 × 4 min
intervals induces larger improvements in VO2peak compared to
other aerobic endurance training interventions (8–11). This large
improvement caused by HIT contribute risk reduction of cardio-
vascular disease (12, 34) and likely influence depressive score (14). Thus, HIT should be implemented in clinical practice to improve
VO2peak in patients with severe mental illnesses. 4. Raglin JS,Wilson GS. Exercise and its effects on mental health. 2 ed. In:Bouchard
C, Blair S, Haskell WL, editors. Physical Activity and Health. (Vol. 331–342),
Champaign, IL: Human Kinetics (2012). p. 247–57. 5. Sibold JS, Berg KM. Mood enhancement persists for up to 12 hours follow-
ing aerobic exercise: a pilot study. Percept Mot Skills (2010) 111(2):333–42. doi:10.2466/02.06.13.15.PMS.111.5.333-342 6. Szabo A. Acute psychological benefits of exercise performed at self selected
workloads: implications for theory and practice. J Sports Sci Med (2003) 2(3):
77–87. 7. AUTHOR CONTRIBUTIONS Jørn Heggelund, Kim Daniel Kleppe, Gunnar Morken, and Einar
Vedul-Kjelsås took part in the concept and design of the study. Jørn
Heggelund conducted data analyses and prepared the manuscript. Kim Daniel Kleppe recruited participants and collected data, per-
formed preliminary analyses and preparation of the manuscript. Gunnar Morken assisted data analyses, interpretation, and prepa-
ration of the manuscript. Einar Vedul-Kjelsås assisted with data
collection, data analyses, and interpretation, and was involved in
the preparation of the manuscript. All authors approved the final
manuscript. 16. Bartholomew JB, Morrison D, Ciccolo JT. Effects of acute exercise on mood
and well-being in patients with major depressive disorder. Med Sci Sports Exerc
(2005) 37(12):2032–7. doi:10.1249/01.mss.0000178101.78322.dd 17. Linaker OM, Moe A. The COOP/WONCA charts in an acute psychiatric ward. Validity and reliability of patients’ self-report of functioning. Nord J Psychiatry
(2005) 59(2):121–6. doi:10.1080/08039480510022918 18. Chamove AS. Positive short-term effects of activity on behaviour in chronic
schizophrenic patients. Br J Clin Psychol (1986) 25(Pt 2):125–33. doi:10.1111/j. 2044-8260.1986.tb00681.x 19. Faulkner G, Sparkes A. Exercise as therapy for schizophrenia: an ethnographic
study. J Sport Exerc Psychol (1999) 21(1):52–70. 20. World Health Organization.The ICD-10 Classification of Mental and Behavioural
Disorders: Diagnostic Criteria for Research. (Vol. XIII). Geneva: World Health
Organization (1993). 248 p. CONCLUSION Supervised HIT performed at the Hospitals Exercise Training
Clinic increased positive affect and well-being and reduced state
anxiety and distress. It is therefore possible that patients could
have twofold benefits from HIT. Training effectively to improve
VO2peak gave acute psychological benefits. Reductions in distress
and state anxiety were sustained for more than 3 h after HIT
and patients with depression also sustained the improved posi-
tive affect and well-being. The duration of the improved positive
affect was longer for those with depressive and schizophrenia
disorders than in the healthy individuals. The reduction in dis-
tress was also larger in patients with depression compared to
healthy individuals with a low distress at baseline. It is there-
fore reasonable to conclude that patients with reduced affectiv-
ity had benefits from HIT that exceeded those in the healthy
individuals. 10. Wisloff U, Stoylen A, Loennechen JP, Bruvold M, Rognmo O, Haram PM, et al. Superior cardiovascular effect of aerobic interval training versus moderate con-
tinuous training in heart failure patients: a randomized study. Circulation (2007)
115(24):3086–94. doi:10.1161/CIRCULATIONAHA.106.675041 11. Tjonna AE, Lee SJ, Rognmo O, Stolen TO, Bye A, Haram PM, et al. Aer-
obic interval training versus continuous moderate exercise as a treatment
for the metabolic syndrome: a pilot study. Circulation (2008) 118(4):346–54. doi:10.1161/CIRCULATIONAHA.108.772822 12. Heggelund J, Nilsberg GE, Hoff J, Morken G, Helgerud J. Effects of high aer-
obic intensity training in patients with schizophrenia-A controlled trial. Nord
J Psychiatry (2011) 65(4):269–75. doi:10.3109/08039488.2011.560278 13. Hennekens CH. Increasing global burden of cardiovascular disease in general
populations and patients with schizophrenia. J Clin Psychiatry (2007) 68(Suppl
4):4–7. doi:10.4088/JCP.0507e12 14. Flemmen G, Unhjem R, Wang E. High-intensity interval training in patients
with substance use disorder. Biomed Res Int (2014) 2014:616935. doi:10.1155/
2014/616935 15. Crawford JR, Henry JD. The positive and negative affect schedule (PANAS):
construct validity, measurement properties and normative data in a large
non-clinical sample. Br J Clin Psychol (2004) 43(Pt 3):245–65. doi:10.1348/
0144665031752934 REFERENCES Ekkekakis P, Petruzzello SJ. Acute aerobic exercise and affect: current sta-
tus, problems and prospects regarding dose-response. Sports Med (1999)
28(5):337–74. doi:10.2165/00007256-199928050-00005 8. Helgerud J, Hoydal K, Wang E, Karlsen T, Berg P, Bjerkaas M, et al. Aerobic
high-intensity intervals improve VO2max more than moderate training. Med
Sci Sports Exerc (2007) 39(4):665–71. doi:10.1249/mss.0b013e3180304570 9. Rognmo O, Hetland E, Helgerud J, Hoff J, Slordahl SA. High intensity aerobic
interval exercise is superior to moderate intensity exercise for increasing aerobic
capacity in patients with coronary artery disease. Eur J Cardiovasc Prev Rehabil
(2004) 11(3):216–22. doi:10.1097/01.hjr.0000131677.96762.0c DISCUSSION The results from the present study support the hypothesis that
supervised HIT improves the psychological state by increasing
positive affect and well-being and reduce state anxiety and dis-
tress 15 min post-exercise in patients with schizophrenia and in
patients with depression. The exact mechanism that led to the
improved psychological state is not possible to elucidate from this
study. Social, cognitive, and biological mechanisms of perform-
ing HIT in a supervised fashion in an Exercise Training Clinic
contribute to the psychological response. However, when HIT is
presented in this clinical wrapping, the high aerobic intensity falls
within the range of intensities that improves psychological states
beyond baseline levels already 15 min after cessation. The present
study also finds that a prescribed intensity enhances the affective
responses. Thus, it is possible to achieve these beneficial affective
responses from prescribing an aerobic endurance training pro-
gram that is developed for optimizing VO2peak. Exercising at a
high aerobic intensity (i.e., 85–95% HRpeak) is fatigable, as should
be expected. All subjects rated the intervals in the range from
somewhat hard – very hard (heavy), which is reasonably and at
a fair distance from maximal exertion. The perception of fatigue,
from the SEES questionnaire, is evident 15 min after cessation but
is attenuated sometime within 3 h. The psychological states were stable during the no-exercise day,
whichsupportstheinfluenceof HIT.Further,thefindingthatsome
variables sustained elevated/reduced 3 h post-HIT also supports
the hypothesis that they were influenced by HIT rather than being
spontaneous changes. Studies also suggest that fitness level might
influence the psychological response to exercise (7). VO2peak mea-
surements were not collected to explore exact differences between
the three groups. However, the speed, incline, and watt load dur-
ing the peak exercise test and the HIT intervals did not reveal any
significant changes between the groups. We also assume that the
familiarization training limited some of the affective responses of
attending to an exercise regimen for the first time. This study investigated supervised HIT at the hospitals Exer-
cise Training Clinic. Thus, a combination of social, cognitive, and
biologicalmechanismslikelyhasbeenresponsiblefortheimprove-
ments (29). Performing supervised HIT exposes the patient to Frontiers in Psychiatry | Schizophrenia October 2014 | Volume 5 | Article 148 | 6 Acute psychological responses to aerobic exercise Heggelund et al. REFERENCES Acute psychological responses to aerobic exercise Acute psychological responses to aerobic exercise Heggelund et al. 22. Bodin T, Martinsen EW. Mood and self-efficacy during acute exercise in clin-
ical depression. A randomized, controlled study. J Sport Exerc Psychol (2004)
26:623–33. 32. Sloan RA, Sawada SS, Martin CK, Church T, Blair SN. Associations between
cardiorespiratory fitness and health-related quality of life. Health Qual Life Out-
comes (2009) 7:47. doi:10.1186/1477-7525-7-47 23. Watson D, Clark LA, Tellegen A. Development and validation of brief mea-
sures of positive and negative affect: the PANAS scales. J Pers Soc Psychol (1988)
54(6):1063–70. doi:10.1037/0022-3514.54.6.1063 33. Sui X, Laditka JN, Church TS, Hardin JW, Chase N, Davis K, et al. Prospective study of cardiorespiratory fitness and depressive symptoms in
women and men. J Psychiatr Res (2009) 43(5):546–52. doi:10.1016/j.jpsychires. 2008.08.002 24. Ostir GV, Smith PM, Smith D, Ottenbacher KJ. Reliability of the positive and
negative affect schedule (PANAS) in medical rehabilitation. Clin Rehabil (2005)
19(7):767–9. doi:10.1191/0269215505cr894oa 34. Heggelund J, Hoff J, Helgerud J, Nilsberg GE, Morken G. Reduced peak oxygen
uptake and implications for cardiovascular health and quality of life in patients uptake and implications for cardiovascular health and quality of life in patients
with schizophrenia. BMC Psychiatry (2011) 11(1):188. doi:10.1186/1471-244X-
11-188 25. McAuley E, Courneya KS. Sport psychology the subjective exercise experiences
scale (SEES): development and preliminary validation. J Sport Exerc Psychol
(1994) 16(2):163–77. doi:10.1016/j.jbmt.2008.11.005 with schizophrenia. BMC Psychiatry (2011) 11(1):188. doi:10.1186/1471-244X-
11-188 26. Borg G. Perceived exertion as an indicator of somatic stress. Scand J Rehabil Med
(1970) 2(2):92–8. Conflict of Interest Statement: The authors declare that the research was conducted
in the absence of any commercial or financial relationships that could be construed
as a potential conflict of interest. Conflict of Interest Statement: The authors declare that the research was conducted
in the absence of any commercial or financial relationships that could be construed
as a potential conflict of interest. 27. Nakagawa S, Cuthill IC. Effect size, confidence interval and statistical sig-
nificance: a practical guide for biologists. Biol Rev Camb Philos Soc (2007)
82(4):591–605. doi:10.1111/j.1469-185X.2007.00027.x Received: 16 May 2014; accepted: 11 October 2014; published online: 30 October 2014. Citation: Heggelund J, Kleppe KD, Morken G andVedul-Kjelsås E (2014) High aerobic
intensity training and psychological states in patients with depression or schizophrenia. Front. Psychiatry 5:148. doi: 10.3389/fpsyt.2014.00148 28. Rimer J, Dwan K, Lawlor DA, Greig CA, McMurdo M, Morley W, et al. Exercise for depression. Cochrane Database Syst Rev (2012) 7:CD004366. October 2014 | Volume 5 | Article 148 | 8 ACKNOWLEDGMENTS We acknowledge the participants who took part in the study. We
thank physiotherapist Aksel Skjelbred and psychiatric nurse Kari
Kristiansen Herre for the contribution in data acquisition. 21. Spielberger CD, Gorsuch RL, Lushene R, Vagg PR, Jacobs GA. Manual for the
State-Trait Anxiety Inventory. Palo Alto, CA: Consulting Psychologists Press
(1983). October 2014 | Volume 5 | Article 148 | 7 www.frontiersin.org www.frontiersin.org Acute psychological responses to aerobic exercise doi:10.1002/14651858.CD004366 29. Buckworth J, Dishman RK, O’Connor PJ, Tomporowski PD. Depression. In:
Schrag M, Zavala M, Cox K, Feeney J, Fortney P, editors. Exercise Psychology. Champaign, IL: Human Kinetics (2013). p. 185–219. This article was submitted to Schizophrenia, a section of the journal Frontiers in
Psychiatry. This article was submitted to Schizophrenia, a section of the journal Frontiers in
Psychiatry. 30. Gerber M, Lindwall M, Lindegard A, Borjesson M, Jonsdottir IH. Cardiorespira-
tory fitness protects against stress-related symptoms of burnout and depression. Patient Educ Couns (2013) 93(1):146–52. doi:10.1016/j.pec.2013.03.021 Copyright © 2014 Heggelund, Kleppe, Morken and Vedul-Kjelsås. This is an open-
access article distributed under the terms of the Creative Commons Attribution License
(CC BY). The use, distribution or reproduction in other forums is permitted, provided
the original author(s) or licensor are credited and that the original publication in this
journal is cited, in accordance with accepted academic practice. No use, distribution or
reproduction is permitted which does not comply with these terms. 31. Rieck T, Jackson A, Martin SB, Petrie T, Greenleaf C. Health-related fitness, body
mass index, and risk of depression among adolescents. Med Sci Sports Exerc
(2013) 45(6):1083–8. doi:10.1249/MSS.0b013e3182831db1 October 2014 | Volume 5 | Article 148 | 8 Frontiers in Psychiatry | Schizophrenia Frontiers in Psychiatry | Schizophrenia
|
https://openalex.org/W1657894675
|
https://revistas.pucp.edu.pe/index.php/contabilidadyNegocios/article/download/559/553, https://revistas.pucp.edu.pe/index.php/contabilidadyNegocios/article/download/559/553/, https://dialnet.unirioja.es/descarga/articulo/5038336.pdf, https://www.redalyc.org/pdf/2816/281621764003.pdf
|
es
|
¿Obligatoriedad de los estudios de precios de transferencia?
|
Contabilidad y negocios
| 2,007
|
cc-by
| 3,889
|
Revista del Departamento Académico
de Ciencias Administrativas
año 2, número 3
julio 2007
TRIBUTACIÓN
¿Obligatoriedad de los estudios de precios
de transferencia?
Milton Álvarez Eguiluz
Pontificia Universidad Católica del Perú
Departamento Académico de Ciencias Administrativas
Los precios de transferencia aparecieron como
consecuencia del proceso de liberalización económica y comercial aplicado en la mayoría de los
países desarrollados o en vías de desarrollo, lo que
originó un incremento en las transacciones internacionales; además, las empresas multinacionales
empezaron a jugar un rol cada vez más importante
dentro del comercio mundial.
Al existir distintos regímenes impositivos en diversas jurisdicciones, se hacía necesario contar con
directrices generales que sean aplicadas por los
países de manera uniforme. Con esta inquietud, la
Organización para la Cooperación y el Desarrollo
Económico (OCDE), organismo no gubernamental
que agrupa a más de treinta países del mundo dentro de los que se encuentran las economías más
grandes, emitió en 1979 unas directrices sobre
precios de transferencia que tuvieron gran acogida y cuya versión aprobada en 1995 y actualizada
hasta 1999, constituye hoy por hoy un referente
mundial.
Es así que con el objeto de evitar que las empresas multinacionales trasladen indebidamente las
utilidades de una empresa rentable de un país a
otras empresas filiales, afiliadas, sucursales, etcétera, domiciliadas en países donde hayan menores
tasas impositivas y que de esta manera eludan el
Impuesto a la Renta en el país en donde tales utilidades se generan, la legislación tributaria internacional recogió el Arms Lenght Principle, o principio
Julio 2007
de libre o plena concurrencia o del precio justo sin
ventaja. Este principio establece que los precios
acordados en transacciones efectuadas entre empresas vinculadas económicamente deben realizarse de acuerdo a su valor de mercado, que es el valor que normalmente se obtiene en las operaciones
que la empresa realiza con terceros no vinculados
en condiciones iguales o similares, o en su defecto
se considera el valor que se obtenga en una operación entre sujetos no vinculados en condiciones
iguales y similares.
Las administraciones tributarias de más de treinta
países en el mundo aplican este principio desde el
año 1996 para fiscalizar el valor de los precios de
los bienes y servicios de las transacciones realizadas con empresas relacionadas. Así verifican que se
hayan efectuado a su valor de mercado, es decir,
que no se hayan subvaluado o sobrevaluado.
En el presente trabajo vamos a desarrollar en forma conceptual y objetiva los aspectos siguientes:
-
¿Qué son los precios de transferencia?
¿Cuáles son las transacciones de compraventa
de bienes y prestación de servicios más frecuentes con empresas vinculadas del exterior?
La obligatoriedad legal de las empresas en el
Perú de realizar estos estudios a partir del ejercicio 2001.
El desarrollo de los estudios de precios de transferencia.
Contabilidad y negocios
15
-
-
Los métodos de valoración internacionalmente
aceptados.
Los ajustes a los resultados tributarios.
Obligaciones tributarias formales.
Infracciones tributarias y sanciones.
La importancia de los estudios de precios de
transferencia para las empresas peruanas.
¿Quiénes están obligados a presentar la declaración jurada y los informes de estudios de precios de transferencia a partir del 2006?
¿Quiénes están exceptuados de presentar la
declaración jurada y los informes de estudios
de precios de transferencia en los años 2006 y
2007?
Las consecuencias de no realizar los estudios de
precios de transferencia.
1. ¿Qué son los precios de transferencia?
En términos de la Organización para la Cooperación
y el Desarrollo Económico (OCDE), «los precios de
transferencia son los precios a los que una empresa
transfiere bienes físicos, propiedad intelectual o
presta servicios a una empresa relacionada».
2. ¿Cuáles son las transacciones de compraventa
de bienes y prestación de servicios más
frecuentes con empresas vinculadas del
exterior?
a) Compraventa de materia prima o de productos
terminados.
b) Prestación de servicios administrativos o de servicios de asistencia técnica.
c) Transferencia de tecnología.
d) Arrendamiento de bienes muebles e inmuebles.
e) Transferencias o cesión en uso de intangibles
—patentes, marcas, gastos de investigación y
desarrollo, know how—.
f) Operaciones financieras y bursátiles —préstamos, compraventa de acciones-subcapitalización, operaciones de financiamiento, futuros,
derivados, warrants, entre otras—.
g) Compraventa de divisas —sport, forward, entre
otras—.
16
Contabilidad y negocios
h) Distribución de la asunción de costos generales
de dirección y administración —management fee,
gerenciamiento—.
3. La obligatoriedad legal de las empresas en
el Perú de realizar estudios de precios de
transferencia a partir del ejercicio 2001
En el Perú, a partir del 1 de enero de 2001, para los
efectos de la determinación de las bases imponibles
del Impuesto a la Renta y del Impuesto General a
las Ventas, los precios de transferencia de bienes
que los contribuyentes acuerden en las transacciones con empresas vinculadas económicamente y con
empresas con residencia en territorios con baja o
nula imposición, deberán estar sustentados con la
documentación e información sobre los métodos de
valoración utilizados para la determinación de sus
precios de transferencia, señalando los criterios y
los elementos objetivos considerados. Similar obligación se ha establecido a partir del 1 de enero de
2003 para las prestaciones de servicios a terceros
independientes o compañías no vinculadas.
La legislación peruana de precios de transferencia
vigente, hasta el 31 de diciembre de 2003, establece un orden de prelación para su aplicación,
debiéndose contar con un comparable interno producto de las operaciones independientes con terceros no vinculados. Excepcionalmente, se debe
buscar el precio comparable de terceros no vinculados entre sí, vale decir, un referente externo
en condiciones iguales o similares. Los métodos
del costo incrementado, precio de reventa y, en
su caso, los métodos basados en las utilidades,
fueron considerados de aplicación supletoria como
una obligación exclusiva de la SUNAT.
Hasta el 31 de diciembre de 2003 el ajuste de valor
establecido por la administración tributaria era un
ajuste primario unilateral que no compensaba a la
otra parte implicada en la transacción, aun tratándose de operaciones nacionales. En este supuesto,
se afecta el principio de igualdad en tanto se genera una doble tributación.
El tratamiento dispuesto por la Ley del Impuesto a
la Renta (LIR) hasta el 31 de diciembre de 2003 se
aplica a las transacciones locales e internacionales
sin ningún prerrequisito. En este período no se consideraron transacciones comparables a aquellas no
producidas en el curso ordinario de los negocios.
entre partes vinculadas celebradas a título oneroso
o gratuito. Debido a ello, las empresas que realicen transferencias gratuitas de bienes a sus partes
vinculadas deberán estimar una ganancia presunta
basada en uno de los métodos de precios de transferencia.
Bajo la legislación sobre precios de transferencia
vigente hasta el 31 de diciembre de 2003, resultaba conveniente contar con un estudio técnico
basado en las políticas de precios y descuentos de
la empresa, como una aplicación del método del
precio comparable no controlado.
Desde el 1 de enero de 2004 el ajuste primario será
bilateral para las transacciones entre partes vinculadas con efectos para el transferente y para el
adquiriente cuando ambos se encuentran domiciliados. Esta circunstancia no es aplicable para las
transacciones internacionales con distinta jurisdicción para efectos tributarios, con excepción de las
transacciones efectuadas con empresas de países
con los que el Perú ha suscrito un convenio para
evitar la doble imposición.
La diferencia entre el tratamiento de precios de
transferencia para partes vinculadas y el valor de
mercado de aplicación general a todas las empresas se encuentra determinada por la aplicación de
métodos de valuación y la incorporación de ajustes
a las operaciones. Los métodos no solo se refieren
a precios, sino a la comparación con información
financiera de empresas independientes, en condiciones iguales o similares.
El artículo 24 del Reglamento excede los alcances
de la LIR cuando establece un criterio de vinculación comercial no considerado por esta, lo que
atenta contra los principios de legalidad y jerarquía
de las normas. La vinculación comercial puede significar una dependencia económica del proveedor,
pero no implica necesariamente administración,
capital o control de sus decisiones.
Por resolución de la SUNAT, se puede exceptuar del
tratamiento de precios de transferencia a determinadas operaciones entre partes vinculadas a criterio de esta entidad. Esta facultad razonablemente
utilizada, debe contribuir a garantizar una mejor
administración del impuesto.
A partir del 1 de enero de 2004 las normas sobre precios de transferencia se aplican a las transacciones
Julio 2007
4. El desarrollo de los estudios de precios
de transferencia
Para realizar los estudios de precios de transferencia se necesita evaluar la documentación e información financiera y descriptiva de las operaciones
que las empresas realicen con partes relacionadas
residentes en el extranjero. Este estudio se divide
en dos partes:
(a) El análisis funcional. Que brinda un panorama
preciso de la industria, del negocio y del
mercado dentro del cual se desarrollan las
transacciones sujetas a análisis, identificando
los riesgos asumidos por las partes involucradas
y los recursos empleados en las actividades
desarrolladas.
(b) El análisis económico. Que constituye el informe central de la documentación y respaldo
probatorio para demostrar a las autoridades tributarias el cumplimiento del valor de mercado
por cada transacción involucrada, mediante la
aplicación de los métodos previstos en la legislación tributaria vigente.
Contabilidad y negocios
17
5. Métodos de valoración internacionalmente
aceptados
Para determinar el valor de mercado de las transacciones con empresas vinculadas, el literal e del
artículo 32-A del decreto legislativo 945 de la LIR,
vigente a partir del 1 de enero de 2004, ha establecido los siguientes métodos de valoración internacionalmente aceptados, que a partir de 1979 fueron
aportados por la Organización para la Cooperación
y el Desarrollo Económico (OCDE):
a) El método del precio comparable no controlado. Es el más apropiado para el principio de libre concurrencia, en tanto permite comparar
los precios de bienes o servicios que se transfieren en una operación entre partes vinculadas
con el precio obtenido en una operación independiente.
b) El método del precio de reventa. Resulta más
exacto cuando existe similitud en los bienes
transferidos y en las funciones de comercialización. Método plenamente aplicable cuando
el revendedor no incorpora valor al producto,
ejecutando una simple distribución.
c) El método del costo incrementado. Es el más
adecuado para operaciones entre partes vinculadas de bienes semiterminados, suministros de
larga duración y servicios.
d) El método del margen neto transaccional. Es
utilizado en operaciones complejas en las que
existen prestaciones o funciones estrechamente
relacionadas, los márgenes brutos no son identificados con claridad o resulta difícil obtener
información confiable de alguna de las partes
involucradas en la transacción.
e) El método de partición de utilidades. Para su
aplicación será necesario efectuar un análisis
riguroso de las operaciones, considerando hechos y circunstancias concretas, las funciones
desempeñadas por cada parte, los riesgos asumidos y los activos implicados.
Se deberá aplicar el método de valoración que resulte más apropiado para reflejar la realidad económica de la operación bajo análisis.
18
Contabilidad y negocios
6. Los ajustes a los resultados tributarios
Si la administración tributaria tuviera información
de otras operaciones similares entre empresas no
vinculadas, por las que se hayan pactado precios
distintos a los acordados por las empresas relacionadas, entonces podría ajustar los valores pactados
por ellas, determinando un ajuste unilateral de las
bases imponibles de los IR e IGV, notificando a la
empresa fiscalizada las resoluciones de determinación y de multa correspondientes. Dichas resoluciones contendrían una deuda tributaria conformada
por el importe de tales tributos, más multas, que
pueden alcanzar hasta el 50% de los mencionados
tributos, e intereses moratorios, a razón de 1,5%
mensual, sobre tales tributos y sanciones administrativas fiscales.
7. Obligaciones tributarias formales
a) Los contribuyentes sujetos a las reglas de precios de transferencia deben presentar una declaración jurada anual de sus transacciones con
partes vinculadas o con sujetos residentes en
países o territorios de baja o nula imposición.
b) Toda la documentación de sustento de las transacciones a precios de transferencia, incluyendo papeles de trabajo que demuestren que las
operaciones son efectuadas a valores de mercado, debe ser mantenida por los contribuyentes
durante el plazo de prescripción del tributo,
traducida al castellano, de ser el caso.
c) Los contribuyentes que se encuentren dentro
del ámbito de aplicación de precios de transferencia deberán contar con un estudio técnico
que respalde las operaciones efectuadas y los
métodos utilizados.
8. Infracciones tributarias y sanciones
El incumplimiento en la presentación de la declaración jurada especial anual y de contar con un
estudio de precios de transferencia, así como la
ausencia de la documentación requerida por la
LIR, constituyen infracciones formales que pueden
ser sancionadas con multas por la administración
tributaria. En efecto, de acuerdo con el decreto
legislativo 953 del 5 de febrero de 2004, que modificó el Código Tributario, se han establecido sanciones administrativas por cometer las siguientes
infracciones:
a) No contar con la documentación e información
que respalde el cálculo de precios de transferencia —multa de 2 UIT, equivalentes a S/. 6.900—.
b) No contar con el estudio de precios de
transferencia —multa de 30 UIT, equivalentes a
S/. 103.500—. Esta sanción solo es aplicable a
partir del 2006.
c) No conservar la documentación e información que respalde el cálculo de precios de
transferencia —multa de 30 UIT, equivalentes a
S/. 103.500—.
d) No presentar el estudio técnico de precios de
transferencia —multa de 15 UIT, equivalentes a
S/. 51.750—.
9. La importancia de los estudios de precios de
transferencia para las empresas peruanas
Es evidente que este tema se ha tornado sumamente importante: (a) por la posibilidad de que las
empresas puedan adoptar un enfoque estratégico
preventivo de precios de transferencia que abarque tanto el planeamiento operacional como el impositivo; y (b) por el riesgo de las elevadas multas
que se derivan de su incumplimiento.
Por todo ello, las empresas deben sustentar con
estudios de precios de transferencia el valor de
mercado de las transacciones de compra y venta
de bienes y servicios con empresas vinculadas y de
servicios con terceros no vinculados o entidades
independientes, a fin de minimizar la carga impositiva global, mejorar la rentabilidad, y a la vez,
evitar que en una fiscalización de los impuestos a
la renta y general a las ventas correspondientes a
los ejercicios abiertos a revisión fiscal, la administración tributaria ajuste tales valores por subvaluación o sobrevaluación.
Julio 2007
10. ¿Quiénes están obligados a presentar
la declaración jurada y los informes de
estudios de precios de transferencia a
partir del 2006?
El sábado 14 de octubre de 2006 se publicó en el
diario oficial El Peruano la resolución de superintendencia 167-2006-SUNAT, que establece qué contribuyentes deben presentar declaración jurada informativa de Precios de Transferencia (PT) y cuáles
deberán contar con un estudio técnico de PT.
10.1. ¿Quiénes deberán presentar una
declaración jurada de PT?
Deberán presentar esta declaración jurada anual
los contribuyentes que en el ejercicio 2006 hayan
realizado operaciones con empresas vinculadas por
un total de más de doscientos mil nuevos soles o
hubieran realizado al menos una transacción desde,
hacia o a través de países de baja o nula imposición
fiscal.
Como se puede apreciar, la obligación de informar
las operaciones con compañías establecidas en
países de baja o nula imposición, corre por separado de la obligación de informar operaciones con
compañías vinculadas. En efecto, de realizar ambos tipos de operaciones, el contribuyente necesariamente deberá informar las primeras, pero solo
deberá informar las segundas si estas superan los
doscientos mil nuevos soles.
Asimismo, cabe destacar que para el cálculo del
monto de las operaciones con compañías vinculadas, se deben sumar tanto las que dan lugar a ingresos como las que dan lugar a gastos, en vez de
calcular un monto neto.
Por otra parte, no se ha establecido un nivel de
materialidad individual por transacción, sino que
una vez que la sumatoria supera el límite establecido, deberán declararse todas las transacciones,
incluso aquellas de muy bajo monto.
Contabilidad y negocios
19
Hemos sido informados que el nuevo Programa de
Declaración Telemática (PDT) para precios de transferencia, que está preparando la SUNAT, incluiría
tres grandes campos: información sobre el declarante, sobre los informados —empresas vinculadas— y sobre cada transacción. El PDT de precios de
transferencia comprendería puntos como: nombres
completos de las partes vinculadas o sujetos domiciliados en paraísos fiscales; razón social o número
de identificación personal o tributaria del país de
origen; el registro del monto de las transacciones,
tanto en la moneda en la cual se llevó a cabo la
transacción como en aquella en la cual se registró
contablemente. De la misma manera, los préstamos
tendrían un formato de declaración exclusivo, en
el cual se identificaría el capital, la tasa de interés
pactada, los intereses pagados y el saldo al cierre
del ejercicio. Adicionalmente, por cada transacción declarada se deberá especificar la metodología escogida para evaluar cada operación, según lo
establecido en el nuevo reglamento de precios de
transferencia, expedido mediante el decreto supremo 190-2005-EF.
excepción, pero solo deberán analizarse las primeras cuando se superen los límites establecidos.
10.2. ¿Quiénes están obligados a contar con un
estudio técnico de PT?
a) El monto de operaciones al que se refiere el inciso a del indicado artículo 4, se determinará
sin tomar en cuenta las transacciones que los
contribuyentes domiciliados en el país realicen
con sus partes vinculadas domiciliadas.
b) No será de aplicación respecto a las transacciones que los contribuyentes domiciliados
en el país realicen con sus partes vinculadas
domiciliadas.
Deben contar con dicho estudio los contribuyentes
cuyos ingresos devengados superen los seis millones de nuevos soles —en el ejercicio 2006— y cuyo
monto de operaciones con compañías vinculadas
—se entiende— supere el millón de nuevos soles.
Asimismo, deben contar con el estudio de PT las
compañías que realicen una o más operaciones hacia, desde o a través de compañías radicadas en
países de baja o nula imposición fiscal, sin importar el monto de las mismas.
Nuevamente, la obligación de contar con el estudio de PT es distinta para transacciones celebradas
con compañías vinculadas —locales o del exterior—,
de la existente para transacciones celebradas con
compañías radicadas en países de baja o nula imposición —vinculadas o no vinculadas—. En este último caso se debe contar con el estudio técnico sin
20
Contabilidad y negocios
11. ¿Quiénes están exceptuados de presentar la
declaración jurada y los informes de estudios
de precios de transferencia en los años 2006
y 2007?
El domingo 7 de enero de 2007 se publicó en el diario oficial El Peruano la resolución de superintendencia 008-2007-SUNAT, que amplía las excepciones a la obligación de contar con estudio técnico
de precios de transferencia (PT).
Mediante dicha resolución, la SUNAT —haciendo
uso de sus facultades para efectuar excepciones
relacionadas con la obligación de contar con el estudio técnico de PT— ha establecido que la obligación a la que hacía referencia el artículo 4 de
la resolución de superintendencia 167-2006-SUNAT,
respecto de las operaciones realizadas por los contribuyentes durante los ejercicios gravables 2006 y
2007, estará sujeta a:
Como se sabe, el inciso a del artículo 4 establecía
la obligación de contar con dicho estudio a los contribuyentes cuyos ingresos devengados superen los
seis millones de nuevos soles —por ejercicio gravable— y cuyo monto de operaciones con compañías
vinculadas supere el millón de nuevos soles.
Por tanto, según lo establecido por la mencionada
resolución recientemente publicada, la obligación de
contar con dicho estudio técnico no será aplicable
para las operaciones realizadas entre contribuyentes
locales. Asimismo, tampoco se tomarán en
cuenta las transacciones que se realicen entre
contribuyentes locales para el cálculo del monto de
operaciones con vinculadas —un millón de nuevos
soles— que determina la obligación de contar con
estudio técnico. Es decir, si una empresa tiene
transacciones con compañías vinculadas locales por
valor de dos millones de nuevos soles y transacciones
con compañías vinculadas del exterior por medio
millón de nuevos soles, solo se contabilizará,
para la determinación de la obligación de contar
con el estudio, las transacciones con vinculadas
del exterior —medio millón de nuevos soles—,
de modo que dicha empresa estaría exenta de la
obligación.
si sus operaciones se celebraron como lo hubiesen
hecho partes independientes.
12. Algunas reflexiones sobre las consecuencias
de no realizar los estudios de precios de
transferencia
Finalmente, cabe tomar en consideración que la
SUNAT está especializándose desde hace varios
años en esta normatividad, y que se espera que los
procesos de fiscalización en esta materia empiecen este año. Por tanto, al documentar los precios
de transferencia, aun si no se estuviera obligado
a contar con el estudio técnico de PT, se estaría
trasladando la carga de la prueba al fisco, forzado
a demostrar que el análisis efectuado por el contribuyente no es el correcto, mediante la elaboración
de otro estudio de precios de transferencia.
No obstante la indicada excepción de contar con
el estudio técnico, es importante considerar que
todos los contribuyentes que mantienen operaciones con vinculadas deben actuar bajo el principio
de valor de mercado, es decir, los contribuyentes
deberán determinar si compraron o vendieron a
valor de mercado de acuerdo con los métodos de
valoración indicados en el artículo 32-A inciso e de
la Ley del Impuesto a la Renta.
Por tanto, el hecho de que existan contribuyentes
exceptuados de contar con el estudio técnico no
significa que estos estén excluidos de la normatividad de PT.
Dado ello, el contribuyente no está exento de ser
acotado por problemas de PT si la administración
tributaria determinara que no operó con valor de
mercado. Por ello, aun en el supuesto de no estar
obligados a contar con un estudio técnico de PT,
es recomendable que los contribuyentes tengan
la seguridad de que sus operaciones se pactaron
a valores de mercado, para lo cual es sumamente
importante que evalúen bajo los métodos de PT
Julio 2007
Un punto importante por mencionar es el hecho
de que si bien la resolución de superintendencia
167-2006-SUNAT exceptúa de contar con el estudio
técnico, ella no realiza excepciones respecto de
la presentación de la declaración jurada de PT,
con lo cual los precios y montos de las contraprestaciones acordados por el contribuyente con
sus vinculadas serán informados al fisco, quien,
de presumir que pudiera existir algún problema
de PT, podría realizar una fiscalización que derive
en la emisión y notificación de resoluciones de determinación y de multa.
A partir de lo expuesto, consideramos que las empresas deben contar con un estudio de precios de
transferencia que demuestre a las autoridades tributarias que las transacciones de bienes y servicios
efectuadas entre partes relacionadas, como las de
servicios efectuadas con terceros no vinculados, se
han realizado con valores de mercado.
Bibliografía consultada
Organización para la Cooperación y el Desarrollo Económico
1995 Directrices aplicables en materia de precios
de transferencia para empresas multinacionales y administraciones tributarias. México
D.F.: OECD.
Contabilidad y negocios
21
Legislación peruana vigente sobre precios de
transferencia
«Decreto Legislativo Nº 945» El Peruano, 23 de diciembre de 2003 (vigente a partir de 1 de enero
de 2004).
«Decreto Legislativo Nº 953. Modifica el Código
Tributario para establecer sanciones administrativas
por cometer infracciones tributarias». El Peruano,
5 de febrero de 2004 (vigente a partir de 1 de
enero de 2006).
22
Contabilidad y negocios
«Decreto Supremo Nº 179-2004-EF. Texto Único
Ordenado de la Ley de Impuesto a la Renta». El
Peruano, 8 de diciembre de 2004.
«Decreto Supremo Nº 190-2005-EF. Reglamento de
la Ley del Impuesto a la Renta». El Peruano, 31 de
diciembre de 2005 (vigente a partir de 1 de enero
de 2006).
«Resolución de Superintendencia Nº 167-2006SUNAT». El Peruano, 14 de octubre de 2006.
«Resolución de Superintendencia Nº 008-2007SUNAT». El Peruano, 7 de enero de 2007
|
|
https://openalex.org/W3138492038
|
https://www.nature.com/articles/s41598-021-85670-z.pdf
|
English
| null |
Administration of β-lactam antibiotics and delivery method correlate with intestinal abundances of Bifidobacteria and Bacteroides in early infancy, in Japan
|
Scientific reports
| 2,021
|
cc-by
| 12,869
|
www.nature.com/scientificreports www.nature.com/scientificreports Administration of β‑lactam
antibiotics and delivery method
correlate with intestinal
abundances of Bifidobacteria
and Bacteroides in early infancy,
in Japan Naruaki Imoto1*, Chie Kano2, Yumi Aoyagi2, Hiroto Morita2, Fumitaka Amanuma3,
Hidekazu Maruyama3, Shuko Nojiri4, Naoyuki Hashiguchi5 & Shin Watanabe1 The intestinal microbiome changes dynamically in early infancy. Colonisation by Bifidobacterium and
Bacteroides and development of intestinal immunity is interconnected. We performed a prospective
observational cohort study to determine the influence of antibiotics taken by the mother immediately
before delivery on the intestinal microbiome of 130 healthy Japanese infants. Faecal samples (383)
were collected at 1, 3, and 6 months and analysed using next-generation sequencing. Cefazolin
was administered before caesarean sections, whereas ampicillin was administered in cases with
premature rupture of the membranes and in Group B Streptococcus-positive cases. Bifidobacterium
and Bacteroides were dominant (60–70% mean combined occupancy) at all ages. A low abundance
of Bifidobacterium was observed in infants exposed to antibiotics at delivery and at 1 and 3 months,
with no difference between delivery methods. A lower abundance of Bacteroides was observed after
caesarean section than vaginal delivery, irrespective of antibiotic exposure. Additionally, occupancy
by Bifidobacterium at 1 and 3 months and by Bacteroides at 3 months differed between infants with
and without siblings. All these differences disappeared at 6 months. Infants exposed to intrapartum
antibiotics displayed altered Bifidobacterium abundance, whereas abundance of Bacteroides was
largely associated with the delivery method. Existence of siblings also significantly influenced the
microbiota composition of infants. The human body is inhabited by 100–1000 trillion bacteria in the oral cavity, skin, and intestine, influencing the
biological health of the host1,2. There are large differences in the composition of the human intestinal microbiome
depending on race, country, and lifestyle3–5. Although the predominance of Bifidobacterium in the intestinal
microbiome has been identified in Japanese children, there are very few studies on the intestinal microbiome
specifically in Japanese infants5–10. i
Many studies have indicated an association between the intestinal microbiome and disease11–13. Colonisation
by intestinal bacteria in early infancy is known to have a major effect on intestinal immunity14–16. In particular,
colonisation by the dominant bacteria such as Bifidobacteria and Bacteroides17–23, resulting from the start of food
ingestion at 6 months after birth has been implied to be linked with the onset of diseases such as allergies24–26. Scientific Reports | (2021) 11:6231 www.nature.com/scientificreports/ and antibiotic administration in the late perinatal period30. These studies, however, have reported differences in
the administration and screening period, and offer inconclusive results. The influence of the delivery method
on the Bifidobacteria and Bacteroides populations in infants has also been extensively studied16,31–33. It is a
widely accepted hypothesis that as infants delivered by caesarean section do not pass through the birth canal,
they do not come in contact with the maternal bacterial microbiome, thus influencing the microbiome of the
infant34,35. However, the actual influence of caesarean sections on infant intestinal microbiome differs among
studies and is, therefore, uncertain. Moreover, the prophylactic administration of antibiotics immediately before
surgery in caesarean sections, while the foetus and umbilical cord are connected, has not been considered in
most studies36,37. A recent study38 investigated the effect of exposure to cefloxime prior to caesarean section on
the intestinal microbiome of infants at 10 days and 9 months of age. No distinct difference in gut microbiota
composition was observed at 10 days postnatal. The nutrition method35,39, presence or absence of siblings19,40,41,
and gestational age33,42,43 may also influence the intestinal microbiome.l g
g
yl
We previously examined the influence of antibiotics administered immediately before delivery on intestinal
colonisation of Bifidobacteria in a pilot study of 1-month-old healthy Japanese infants44. This study showed
that antibiotic administration to the mother at the time of delivery has a strong influence on the Bifidobacteria
population and that this influence may even be more substantial than that of caesarean section. l
Unlike previous studies of IAP, this pilot study was unique in a sense that the antibiotics were used for GBS
and IAP in cases of premature rupture of the membranes (PROM) and routinely before caesarean section. i.e.,
antibiotics were used in the mother immediately before delivery, while the umbilical cord was still intact. Inter-
estingly, the results revealed a significantly higher bifidobacterial occupancy in infants with siblings. In contrast,
Bacteroides occupancy was substantially influenced by delivery mode compared to antibiotic exposure at delivery. As the pilot study43 had a cross-sectional design and was limited to 33 1-month-old infants, a continuous study
comprising a larger group of infants was needed to confirm the results.i i
Based on the above background, the present study defined antibiotic exposure of infants through antibiotics
administered to their mothers immediately before delivery as antimicrobial exposure at delivery (AED). Results
S bj
t Subject data. A total of 142 mother and infant pairs were registered in the study, and 424 samples were
obtained. Among these, 130, 127, and 126 samples collected at 1, 3, and 6 months, respectively, adhered to the
inclusion criteria of the study. Subjects were excluded due to the following reasons: three premature babies
dropped out by 1 month of age, one infant received antibiotic administration for fever in the neonatal period,
and there were eight cases at 1 month with samples that could not be analysed. While dropouts from 1 to
3 months were due to antibiotic administration in eight cases, no samples were received in one case, and a non-
analysable sample was received at 3 months in one case, dropouts from 3 to 6 months were due to antibiotic
administration in one case and a non-analysable sample at 6 months in one case.hl The background information of the mothers and infants at 1 month, which were influencing factors, are shown
in Table 1. As the dropout cases resulted in no major change in the mean value of the background factors, the data
at 3 and 6 months are shown in Supplementary Table S1 online. Antibiotics were used immediately before deliv-
ery in about 55% of cases at each age. caesarean section, GBS-positive, and PROM cases accounted for about 20%,
15%, and 15% of all cases at each age, respectively. The PROM cases included one emergency and 6 GBS-positive
caesarean sections. These seven cases were included in the caesarean section group because cefazolin (CEZ) was
administered as an antibiotic. In 5 PROM cases, delivery progressed rapidly, and no antibiotic was used. Of the
infants born by caesarean section, the Apgar score at birth was low in two cases, oxygen was administered after
birth for mild neonatal respiratory disorder in one case, phototherapy was performed for neonatal jaundice in
one case, the mothers had diabetes in two cases, the mothers had hyperthyroidism in two cases, and one infant
was admitted for respiratory syncytial virus (RSV) infection during the observation period and discharged after
symptomatic treatment. Regarding the nutritional method, the infants enrolled in this study were those that
were solely breastfed and those that were mix-fed, and none were fed milk only. All infants were confirmed to
be healthy via a health examination at each age by physicians of the paediatrics and neonatology department. www.nature.com/scientificreports/ Based
on the hypothesis that AED may have a strong influence on the intestinal microbiome of healthy Japanese
children in early infancy, especially on the dominant bacterial genera Bifidobacteria and Bacteroides, samples
were collected from infants until 6 months after birth, and the influence of AED and other factors in the infant
population were investigated. Administration of β‑lactam
antibiotics and delivery method
correlate with intestinal
abundances of Bifidobacteria
and Bacteroides in early infancy,
in Japan Various factors are known to influence bacterial colonisation, including maternal exposure to antibiotics admin-
istered as intrapartum antimicrobial prophylaxis (IAP) in Group B Streptococcus (GBS)-positive mothers27–29 1Department of Microbiome Research, School of Medical Science, Juntendo University, Hongou 2‑1‑1, Bunkyo
Ward, Tokyo 113‑8421, Japan. 2Core Technology Laboratories, Asahi Group Holdings, Ltd., Sagamihara,
Kanagawa, Japan. 3Department of Paediatrics, Department of Neonatology, Iwate Prefectural Iwai Hospital,
Ichinoseki, Iwate, Japan. 4Juntendo Clinical Research Support Centre, Juntendo University, Bunkyo Ward, Tokyo,
Japan. 5Department of Emergency and Disaster Medicine, School of Medical Science, Juntendo University, Bunkyo
Ward, Tokyo, Japan. *email: nimoto@juntendo.ac.jp Scientific Reports | (2021) 11:6231 | https://doi.org/10.1038/s41598-021-85670-z Scientific Reports | (2021) 11:6231 www.nature.com/scientificreports/ Results
S bj
t Background factors
Data
Number of infants
130
Number of females
70 (54.0%)
Gestational age at birtha
275.1 ± 9.3
Birth weighta
3038.9 ± 339.7
Maternal antimicrobial use at delivery
74 (56.9%)
Caesarean section
31 (23.8%)
Premature rupture of membrane
22 (16.9%)
Group B Streptococcus-positive status
33 (25.4%)
Infants with older siblings
67 (51.5%)
Exclusive Breast feeding
80 (61.5%)
Age of Mothersa
31.6 ± 5.1
Maternal history of allergy
55 (42.3%)
Neonatal respiratory disorder
2 (1.5%)
Neonatal jaundice
4 (3.1%)
RSV infection
3 (2.3%)
Maternal history of smoking
9 (6.9%)
Maternal history of Hyperthyroidism
2 (1.5%)
Maternal history of Diabetes Mellitus
2 (1.5%) Background factors
Data
Number of infants
130
Number of females
70 (54.0%)
Gestational age at birtha
275.1 ± 9.3
Birth weighta
3038.9 ± 339.7
Maternal antimicrobial use at delivery
74 (56.9%)
Caesarean section
31 (23.8%)
Premature rupture of membrane
22 (16.9%)
Group B Streptococcus-positive status
33 (25.4%)
Infants with older siblings
67 (51.5%)
Exclusive Breast feeding
80 (61.5%)
Age of Mothersa
31.6 ± 5.1
Maternal history of allergy
55 (42.3%)
Neonatal respiratory disorder
2 (1.5%)
Neonatal jaundice
4 (3.1%)
RSV infection
3 (2.3%)
Maternal history of smoking
9 (6.9%)
Maternal history of Hyperthyroidism
2 (1.5%)
Maternal history of Diabetes Mellitus
2 (1.5%) Background factors
Data
Number of infants
130
Number of females
70 (54.0%)
Gestational age at birtha
275.1 ± 9.3
Birth weighta
3038.9 ± 339.7
Maternal antimicrobial use at delivery
74 (56.9%)
Caesarean section
31 (23.8%)
Premature rupture of membrane
22 (16.9%)
Group B Streptococcus-positive status
33 (25.4%)
Infants with older siblings
67 (51.5%)
Exclusive Breast feeding
80 (61.5%)
Age of Mothersa
31.6 ± 5.1
Maternal history of allergy
55 (42.3%)
Neonatal respiratory disorder
2 (1.5%)
Neonatal jaundice
4 (3.1%)
RSV infection
3 (2.3%)
Maternal history of smoking
9 (6.9%)
Maternal history of Hyperthyroidism
2 (1.5%)
Maternal history of Diabetes Mellitus
2 (1.5%) Table 1. Background factors of 1-month-old infants and their mothers. RSV respiratory syncytial virus. a Gestational age at birth, birth weight, and maternal age are shown as the mean ± standard deviation. Other
factors are given as the number of subjects and a percentage. Table 1. Background factors of 1-month-old infants and their mothers. RSV respiratory syncytial virus. a Gestational age at birth, birth weight, and maternal age are shown as the mean ± standard deviation. Other
factors are given as the number of subjects and a percentage. Figure 1. Results
S bj
t y
g
y
y
gy
As for the sequencing data, input numeric totaled 15,957,768 reads, an average of 41,665 reads, a maximum
of 261,246 reads, and a minimum of 17,884 reads. In addition, non-chimeric numeric reads totaled 11,055,110,
an average of 28,864, a maximum of 180,762, and a minimum of 12,828.h g
The top 20 bacterial genera constituting the intestinal microbiome at each age are shown in Fig. 1. At
1 month, based on the occupancy, the Bifidobacteria population was found to be overwhelmingly dominant
(49.7% ± 34.1%), whereas the Bacteroides population was found to be the third most dominant (7.7% ± 12.6%),
but its occupancy was almost equivalent to the second most dominant bacteria, Streptococcus (7.8% ± 12.6%). The Bifidobacteria population was also the most dominant at 3 months (61.7% ± 28.0%), whereas the Bacteroides
population was the second most dominant (6.5% ± 10.9%). The Bifidobacteria population continued to be the
most dominant at 6 months (66.2% ± 21.6%), followed by the Bacteroides population (5.7% ± 9.2%). Analysis at 1 month. The effects of background factors on the five most dominant bacterial genera of the
intestinal microbiome of 1-month-old infants are shown in Table 2. Bifidobacteria occupancy was significantly
dependent on the exposure to AED (non-AED: Odds Ratio (OR), 0.11; 95% Confidence Interval (CI), 0.03–
0.39) and the existence of siblings (no sibling: OR 3.03; 95% CI 1.09–8.4), whereas that of Bacteroides signifi- Scientific Reports | (2021) 11:6231 | https://doi.org/10.1038/s41598-021-85670-z www.nature.com/scientificreports/ Table 1. Background factors of 1-month-old infants and their mothers. RSV respiratory syncytial virus. a Gestational age at birth, birth weight, and maternal age are shown as the mean ± standard deviation. Other
factors are given as the number of subjects and a percentage. Results
S bj
t Variances
Bifidobacterium
Streptococcus
Bacteroides
Clostridium
Escherichia
Odds
Ratio
95% CI
Odds
Ratio
95% CI
Odds
Ratio
95% CI
Odds
Ratio
95% CI
Odds
Ratio
95% CI
Gestational daysa
1
0.96
0.91
1.02
1.05
0.99
1.11
0.93
0.87
0.98
*
1.09
1.03
1.14
**
0.92
0.87
0.98
**
2
1.03
0.97
1.09
1.03
0.98
1.09
0.89
0.83
0.94
**
1.06
1.002
1.13
*
0.93
0.88
0.99
*
3
0.95
0.90
1.00
1.01
0.96
1.07
1.00
0.95
1.07
1.03
0.97
1.10
0.96
0.91
1.02
Birth weighta
1
0.999
0.998
1.00
1.001
0.99
1.002
0.999
0.998
1.00
1.002
1.00
1.003
0.998
0.996
0.999
**
2
0.999
0.998
1.00
1.001
0.99
1.002
0.998
0.99
1.00
1.001
1.00
1.003
0.998
0.99
1.00
3
0.999
0.998
1.00
0.999
0.99
1.001
0.999
0.99
1.00
1.001
1.00
1.003
0.999
0.998
1.001
Age of mothersa
1
1.00
0.91
1.11
1.02
0.93
1.13
1.09
0.94
1.14
0.91
0.83
0.99
*
1.07
0.97
1.18
2
0.96
0.87
1.06
1.00
0.91
1.11
1.03
0.94
1.14
0.94
0.85
1.04
1.13
1.02
1.25
3
0.98
0.89
1.08
1.03
0.94
1.14
1.10
1.00
1.21
0.96
0.86
1.07
1.05
0.96
1.16
Male
1.47
0.57
3.75
1.20
0.57
2.53
1.35
0.56
3.23
0.85
0.33
2.18
1.45
0.67
3.14
Vaginal
delivery
1.84
0.49
6.92
1.06
0.32
3.54
0.026
0.003
0.23
**
4.94
1.10
22.23
*
0.48
0.14
1.68
Infants
without
siblings
3.03
1.09
8.43
*
1.19
0.56
2.57
0.96
0.40
2.33
0.22
0.072
0.66
**
0.84
0.38
1.87
Non-AED
0.11
0.03
0.39
***
1.22
0.53
2.82
0.65
0.27
1.56
4.98
1.69
14.69
**
0.75
0.32
1.77
Mothers
without
allergy
1.33
0.51
3.50
1.27
0.60
2.72
1.14
0.46
2.78
0.85
0.33
2.23
1.62
0.73
3.58
Exclusively
breast-fed
1.06
0.41
2.73
2.06
0.96
4.41
1.61
0.66
3.94
5.88
2.24
15.43
***
0.97
0.44
2.13 Table 2. Influence of background factors of the mother and child at 1 month on occupancies of the five most
dominant bacterial genera in the intestinal microbiome of the infant. The bacterial genera are shown from left
to right in the order of higher occupancy (mean). For the continuous variables (a gestational age at birth, birth
weight, and maternal age), occupancy was classified from 1 to 4 in ascending order from low occupancy with
the occupancy of each bacterial species rounded to four decimal places. Results
S bj
t The bacterial genera are shown from left
to right in the order of higher occupancy (mean). For the continuous variables (a gestational age at birth, birth
weight, and maternal age), occupancy was classified from 1 to 4 in ascending order from low occupancy with
the occupancy of each bacterial species rounded to four decimal places. For the high occupancy group (group
4), a multinomial logistic regression analysis was performed as the category standard and the occupancy was
classified into two groups based on the median for each genus for the logistic regression analysis for categorical
variables. The odds ratio and 95% confidence interval were calculated using the logistic regression analysis and
the multinomial regression analysis. The significance level was set at 5%. *p < 0.05, **p < 0.01, ***p < 0.001. Table 2. Influence of background factors of the mother and child at 1 month on occupancies of the five most
dominant bacterial genera in the intestinal microbiome of the infant. The bacterial genera are shown from left
to right in the order of higher occupancy (mean). For the continuous variables (a gestational age at birth, birth
weight, and maternal age), occupancy was classified from 1 to 4 in ascending order from low occupancy with
the occupancy of each bacterial species rounded to four decimal places. For the high occupancy group (group
4), a multinomial logistic regression analysis was performed as the category standard and the occupancy was
classified into two groups based on the median for each genus for the logistic regression analysis for categorical
variables. The odds ratio and 95% confidence interval were calculated using the logistic regression analysis and
the multinomial regression analysis. The significance level was set at 5%. *p < 0.05, **p < 0.01, ***p < 0.001. cantly depended on the delivery method (vaginal delivery: OR 0.03; 95% CI 0.003–0.23), but not on the exposure
to AED or the existence of siblings. The fourth dominant genera, Clostridium (6.2% ± 15.5%), showed significant
effects of the exposure to AED (non-AED: OR 4.98; 95% CI 1.69–14.7), delivery method (vaginal delivery: OR
4.94; 95% CI 1.1–22.2), the existence of siblings (no sibling: OR 0.22; 95% CI 0.07–0.66), and feeding methods
(exclusive breastfeeding: OR 5.88; 95% CI 2.24–15.4). cantly depended on the delivery method (vaginal delivery: OR 0.03; 95% CI 0.003–0.23), but not on the exposure
to AED or the existence of siblings. Results
S bj
t For the high occupancy group (group
4), a multinomial logistic regression analysis was performed as the category standard and the occupancy was
classified into two groups based on the median for each genus for the logistic regression analysis for categorical
variables. The odds ratio and 95% confidence interval were calculated using the logistic regression analysis and
the multinomial regression analysis. The significance level was set at 5%. *p < 0.05, **p < 0.01, ***p < 0.001. Variances
Bifidobacterium
Streptococcus
Bacteroides
Clostridium
Escherichia
Odds
Ratio
95% CI
Odds
Ratio
95% CI
Odds
Ratio
95% CI
Odds
Ratio
95% CI
Odds
Ratio
95% CI
Gestational daysa
1
0.96
0.91
1.02
1.05
0.99
1.11
0.93
0.87
0.98
*
1.09
1.03
1.14
**
0.92
0.87
0.98
**
2
1.03
0.97
1.09
1.03
0.98
1.09
0.89
0.83
0.94
**
1.06
1.002
1.13
*
0.93
0.88
0.99
*
3
0.95
0.90
1.00
1.01
0.96
1.07
1.00
0.95
1.07
1.03
0.97
1.10
0.96
0.91
1.02
Birth weighta
1
0.999
0.998
1.00
1.001
0.99
1.002
0.999
0.998
1.00
1.002
1.00
1.003
0.998
0.996
0.999
**
2
0.999
0.998
1.00
1.001
0.99
1.002
0.998
0.99
1.00
1.001
1.00
1.003
0.998
0.99
1.00
3
0.999
0.998
1.00
0.999
0.99
1.001
0.999
0.99
1.00
1.001
1.00
1.003
0.999
0.998
1.001
Age of mothersa
1
1.00
0.91
1.11
1.02
0.93
1.13
1.09
0.94
1.14
0.91
0.83
0.99
*
1.07
0.97
1.18
2
0.96
0.87
1.06
1.00
0.91
1.11
1.03
0.94
1.14
0.94
0.85
1.04
1.13
1.02
1.25
3
0.98
0.89
1.08
1.03
0.94
1.14
1.10
1.00
1.21
0.96
0.86
1.07
1.05
0.96
1.16
Male
1.47
0.57
3.75
1.20
0.57
2.53
1.35
0.56
3.23
0.85
0.33
2.18
1.45
0.67
3.14
Vaginal
delivery
1.84
0.49
6.92
1.06
0.32
3.54
0.026
0.003
0.23
**
4.94
1.10
22.23
*
0.48
0.14
1.68
Infants
without
siblings
3.03
1.09
8.43
*
1.19
0.56
2.57
0.96
0.40
2.33
0.22
0.072
0.66
**
0.84
0.38
1.87
Non-AED
0.11
0.03
0.39
***
1.22
0.53
2.82
0.65
0.27
1.56
4.98
1.69
14.69
**
0.75
0.32
1.77
Mothers
without
allergy
1.33
0.51
3.50
1.27
0.60
2.72
1.14
0.46
2.78
0.85
0.33
2.23
1.62
0.73
3.58
Exclusively
breast-fed
1.06
0.41
2.73
2.06
0.96
4.41
1.61
0.66
3.94
5.88
2.24
15.43
***
0.97
0.44
2.13 Table 2. Influence of background factors of the mother and child at 1 month on occupancies of the five most
dominant bacterial genera in the intestinal microbiome of the infant. Results
S bj
t Mean occupancies of the top 20 bacterial genera constituting the intestinal microbiome at 1, 3, and
6 months after birth. At each age, the occupancies of the top 20 genera (others are indicated as ‘Others’) are
shown as 100% stacked columns. The genera are shown in the order of higher occupancy from the bottom to the
top. This figure was generated using Microsoft Excel for Mac 2016 (https://www.microsoft.com). Figure 1. Mean occupancies of the top 20 bacterial genera constituting the intestinal microbiome at 1, 3, and
6 months after birth. At each age, the occupancies of the top 20 genera (others are indicated as ‘Others’) are
shown as 100% stacked columns. The genera are shown in the order of higher occupancy from the bottom to the
top. This figure was generated using Microsoft Excel for Mac 2016 (https://www.microsoft.com). https://doi.org/10.1038/s41598-021-85670-z Scientific Reports | (2021) 11:6231 | www.nature.com/scientificreports/ www.nature.com/scientificreports/
cantly depended on the delivery method (vaginal delivery: OR 0.03; 95% CI 0.003–0.23), but not on the exposure
to AED or the existence of siblings. The fourth dominant genera, Clostridium (6.2% ± 15.5%), showed significant
effects of the exposure to AED (non-AED: OR 4.98; 95% CI 1.69–14.7), delivery method (vaginal delivery: OR
4.94; 95% CI 1.1–22.2), the existence of siblings (no sibling: OR 0.22; 95% CI 0.07–0.66), and feeding methods
(exclusive breastfeeding: OR 5.88; 95% CI 2.24–15.4). Analysis at 3 months. The effects of background factors on the five most dominant bacterial genera and
other high-ranking genera of the intestinal microbiome of 3-month-old infants are shown in Supplementary
Table S2 online. Bifidobacteria occupancy was significantly dependent on the exposure to AED (non-AED: OR
0.3; 95% CI 0.09–0.9) and the existence of siblings (no sibling: OR 3.73; 95% CI 1.1–12.6), similar to that seen
at 1 month (p < 0.05), whereas that of Bacteroides was significantly dependent on the delivery method (vaginal
delivery: OR 0.14; 95% CI 0.03–0.63), also similar to that at 1 month (p < 0.05). The fifth dominant genus, Rumi-
nococcus (2.9% ± 8.5%), showed a significant dependence on feeding methods (exclusive breastfeeding: OR 2.5;
95% CI 1.13–5.62). Analysis at 6 months. The effects of background factors on the five most dominant bacterial genera and
on other high ranking genera of the intestinal microbiome in 6 month old infants are shown in Supplementary
Table 2. Results
S bj
t Influence of background factors of the mother and child at 1 month on occupancies of the five most
dominant bacterial genera in the intestinal microbiome of the infant. The bacterial genera are shown from left
to right in the order of higher occupancy (mean). For the continuous variables (a gestational age at birth, birth
weight, and maternal age), occupancy was classified from 1 to 4 in ascending order from low occupancy with
the occupancy of each bacterial species rounded to four decimal places. For the high occupancy group (group
4), a multinomial logistic regression analysis was performed as the category standard and the occupancy was
classified into two groups based on the median for each genus for the logistic regression analysis for categorical
variables. The odds ratio and 95% confidence interval were calculated using the logistic regression analysis and
the multinomial regression analysis. The significance level was set at 5%. *p < 0.05, **p < 0.01, ***p < 0.001. Results
S bj
t The fourth dominant genera, Clostridium (6.2% ± 15.5%), showed significant
effects of the exposure to AED (non-AED: OR 4.98; 95% CI 1.69–14.7), delivery method (vaginal delivery: OR
4.94; 95% CI 1.1–22.2), the existence of siblings (no sibling: OR 0.22; 95% CI 0.07–0.66), and feeding methods
(exclusive breastfeeding: OR 5.88; 95% CI 2.24–15.4). Analysis at 3 months. Analysis at 3 months. The effects of background factors on the five most dominant bacterial genera and
other high-ranking genera of the intestinal microbiome of 3-month-old infants are shown in Supplementary
Table S2 online. Bifidobacteria occupancy was significantly dependent on the exposure to AED (non-AED: OR
0.3; 95% CI 0.09–0.9) and the existence of siblings (no sibling: OR 3.73; 95% CI 1.1–12.6), similar to that seen
at 1 month (p < 0.05), whereas that of Bacteroides was significantly dependent on the delivery method (vaginal
delivery: OR 0.14; 95% CI 0.03–0.63), also similar to that at 1 month (p < 0.05). The fifth dominant genus, Rumi-
nococcus (2.9% ± 8.5%), showed a significant dependence on feeding methods (exclusive breastfeeding: OR 2.5;
95% CI 1.13–5.62). Analysis at 6 months. The effects of background factors on the five most dominant bacterial genera and
on other high-ranking genera of the intestinal microbiome in 6-month-old infants are shown in Supplementary
Table S2 online. Bifidobacteria occupancy showed no significant dependence on any factor, and Bacteroides only
showed a significant dependence on exclusive breastfeeding (p < 0.05). There were significant effects of the deliv-
ery method (vaginal delivery: OR 0.26; 95% CI 0.07–0.91) and the existence of siblings (no sibling: OR 0.26; 95%
CI 0.07–0.91) on the third most dominant genus, Streptococcus (4.8% ± 6.9%). The mothers’ allergy history (with
history of allergy: OR 2.67; 95% CI 1.20–5.94) significantly affected the fourth most dominant genus, Enterobac-
teriaceae; and feeding methods (exclusive breastfeeding: OR 0.29; 95% CI 0.12–0.66) significantly affected the
fifth most dominant genus, Ruminococcus. https://doi.org/10.1038/s41598-021-85670-z Scientific Reports | (2021) 11:6231 | www.nature.com/scientificreports/ Effects of AED. Infants at each age were divided based on the AED status and delivery method, and back-
ground factors of the mother and child were compared. The results are shown in Supplementary Table S3 online. In infants born via caesarean section, the existence of siblings and age of the mother were significantly higher
due to the influence of the previous caesarean section, and the gestational age and birth weight were significantly
lower because the date of caesarean delivery was decided beforehand unless performed as an emergency. This
tendency also existed between the two types of delivery methods in the AED group, but a sub-group analysis of
the vaginal delivery group, excluding the influence of caesarean section, showed no difference in background
factors between the AED and non-AED groups. Analysis at 3 months. The effect of background factors that influenced the dominant
bacterial genera at each age (AED, delivery method, siblings) and the occupancies by Bifidobacteria and Bacte-
roides were then analysed.if AED had a significant effect on the overall diversity of the intestinal microbiome at 1 and 3 months (Fig. 2a). Bifidobacteria occupancy was significantly lower in AED cases than in non-AED cases in 1-month-old infants,
regardless of the use of ampicillin (ABPC) or CEZ (p < 0.001). In contrast, in 3-month-old infants, occupancy was
not affected by AED. The Bacteroides population was markedly lower in the CEZ group at both 1 and 3 months
than in the non-AED group (p < 0.001) and this tendency was also noted in the ABPC group. A significant dif-
ference was also found between AED and the non-AED groups (p < 0.05) (Fig. 2b). g
p
p
g
In a sub-group analysis of AED in vaginal delivery cases without CEZ administration (i.e., excluding infants
born by caesarean section), there was a significant difference in diversity (p = 0.03) (Fig. 3a). Bifidobacteria
occupancy in 1-month-old infants was significantly lower in the AED group (all were included in the ABPC
group) (p < 0.001), and a significant difference was also noted at 3 months (p < 0.05). In contrast, occupancy of
Bacteroides did not differ between these two groups (Fig. 3b). In the AED group, the exposure to antibiotics did
not affect the Bifidobacteria and Bacteroides populations in the PROM and GBS-positive groups (Supplementary
Fig. S1 online). Effects of the delivery method. The delivery method significantly influenced the diversity of the intes-
tinal microbiome at 1 month (Fig. 4a). The occupancy of Bifidobacteria did not differ with age, whereas that of
Bacteroides was significantly lower in 1- and 3-month-old infants born via caesarean section (p < 0.001) (Fig. 4b). A comparison of delivery methods within the AED group gave similar findings (Fig. 5a,b). Effects of siblings. The presence of siblings significantly changed the diversity of the intestinal microbiome
at 1 and 3 months (Fig. 6a). Bifidobacteria occupancy was significantly higher in 1-month-old (p = 0.001) and
3-month-old (p < 0.001) infants with siblings. Occupancy of Bacteroides did not differ at 1 month but was sig-
nificantly lower in infants with siblings at 3 months (p < 0.05). At 6 months, there was no significant difference in
occupancy for either genus (Fig. 6b). Analysis at 3 months. Sub-group analysis within the AED group also showed a significant change
in the diversity of the intestinal microbiome at 1 and 3 months (Fig. 5a), and bifidobacterial occupancy was
significantly higher in 1- and 3-month-old infants with siblings (p < 0.01 and p < 0.001, respectively) (Fig. 5b). Time‑course changes in Bifidobacteria and Bacteroides (linear mixed‑effect model). Com-
parison of bifidobacterial occupancy in AED and non-AED infants using a linear mixed-effects model (Fig. 7a)
showed a significant difference over 6 months after birth, with lower occupancy in the AED group, but the dif-
ference in occupancy decreased with time. There was, however, no difference seen due to the delivery method. Occupancy appeared to be higher in infants with siblings, but there was no significant difference by the sixth
month. Occupancy of Bacteroides did not differ significantly between the AED and non-AED groups (Fig. 7b),
but the occupancy was lower in the caesarean section group and in infants with siblings. Discussionh The results of this study indicated that the diversity of the intestinal microbiome was influenced by AED, delivery
method, and siblings, with significant effects on Bifidobacteria and Bacteroides populations, which remained
dominant at a combined occupancy of 60–70% in infants aged up to 6 months. These findings confirm the results
of an earlier pilot study44 in 1-month-old infants.li p
y
AED to β-lactamase antibiotics has a major influence on Bifidobacteria population in early infants regardless
of the use of ABPC or CEZ, with the influence being especially marked in 1-month-old infants. The influence of
ABPC persisted until 3 months, but then gradually weakened and mostly disappeared by the sixth month. These
results also conform with those of the pilot study44. Several previous studies have suggested a minor effect of IAP
on the Bifidobacteria occupancy. However, these studies were limited to use of antibiotics for specific reasons,
such as for GBS-positive mothers45,46 or in the late stage of delivery30, and the study design and screening time-
line of the intestinal microbiome were inconsistent. Although there has been a previous study38 on the effect of
cefuroxime administration to mothers on the gut composition of infants immediately after delivery (10 days)
and after weaning (9 months), the present study is the first, to the best of our knowledge, to evaluate the effects
of antibiotic administration to mothers immediately before delivery on 1-, 3-, and 6-month-old infants, includ-
ing the cases of caesarean section. The study comprised a statistically appropriate number of samples, thereby
allowing sub-group analyses. The effects were evaluated until 6 months after birth using a 16S rRNA-targeting
next-generation sequencer.hfi g
q
The delivery method (vaginal vs caesarean section) did not affect the Bifidobacteria occupancy in 1-month
old infants, but there was a significant difference in the CEZ and non-AED groups. The delivery method did
affect the Bifidobacteria population between the ABPC and CEZ groups. Thus, Bifidobacteria occupancy was sig-
nificantly influenced in the caesarean section and CEZ groups compared to non-AED infants, but this effect did
not change due to AED in the vaginal delivery group (i.e., the ABPC group). These results suggest that β-lactam Scientific Reports | (2021) 11:6231 | https://doi.org/10.1038/s41598-021-85670-z www.nature.com/scientificreports/ Figure 2. Comparison of the β diversity and occupancy of the top two bacteria species in the AED and non-
AED groups. Discussionh (a) Comparison of β diversity of the intestinal microbiome between infants at each age with (AED)
and without (non-AED) antibiotic exposure at delivery. (b) Bifidobacteria and Bacteroides occupancies in infants
in the AED and non-AED groups, shown as box-whisker plots at each age. The AED group was also divided into
ampicillin-treated (ABPC) and cefazolin-treated (CEZ) groups. Comparison of occupancy among these groups
and the non-AED group was performed using Bonferroni multiple comparison test. Comparison between
the AED and non-AED groups was performed using Mann–Whitney U-test. The ABPC, CEZ, and non-AED
groups included 43, 31, and 56 infants at 1 month (130 in total); 42, 27, and 58 infants at 3 months (127 in total);
and 40, 28, and 58 infants at 6 months (126 in total). The significance level was set at 5%. *p < 0.05, ***p < 0.001
Thi fi
t d
i
SAS
i
9 4 (htt
//
) Figure 2. Comparison of the β diversity and occupancy of the top two bacteria species in the AED and non-
AED groups. (a) Comparison of β diversity of the intestinal microbiome between infants at each age with (AED)
and without (non-AED) antibiotic exposure at delivery. (b) Bifidobacteria and Bacteroides occupancies in infants
in the AED and non-AED groups, shown as box-whisker plots at each age. The AED group was also divided into
ampicillin-treated (ABPC) and cefazolin-treated (CEZ) groups. Comparison of occupancy among these groups
and the non-AED group was performed using Bonferroni multiple comparison test. Comparison between
the AED and non-AED groups was performed using Mann–Whitney U-test. The ABPC, CEZ, and non-AED
groups included 43, 31, and 56 infants at 1 month (130 in total); 42, 27, and 58 infants at 3 months (127 in total);
and 40, 28, and 58 infants at 6 months (126 in total). The significance level was set at 5%. *p < 0.05, ***p < 0.001
This figure was generated using SAS version 9.4 (https://www.sas.com). Figure 2. Comparison of the β diversity and occupancy of the top two bacteria species in the AED and non-
AED groups. (a) Comparison of β diversity of the intestinal microbiome between infants at each age with (AED)
and without (non-AED) antibiotic exposure at delivery. (b) Bifidobacteria and Bacteroides occupancies in infants
in the AED and non-AED groups, shown as box-whisker plots at each age. The AED group was also divided into
ampicillin-treated (ABPC) and cefazolin-treated (CEZ) groups. Discussionh The AED and non-AED groups included 43 and 56 infants at 1 month
(99 in total), 42 and 58 infants at 3 months (100 in total), and 41 and 58 infants at 6 months (99 in total). The
significance level was set at 5%. *p < 0.05, ***p < 0.001 using Mann–Whitney U-test. This figure was generated
using SAS version 9.4 (https://www.sas.com). Figure 3. Comparison of the β diversity and occupancy of the top two bacteria species in the AED and non-
AED groups of the vaginal delivery group. (a) Comparison of β diversity of the intestinal microbiome between
infants at each age with (AED) and without (non-AED) antibiotic exposure at vaginal delivery. (b) Comparison
of Bifidobacteria and Bacteroides occupancies in infants in the AED and non-AED groups with vaginal delivery,
shown as box-whisker plots at each age. The AED and non-AED groups included 43 and 56 infants at 1 month
(99 in total), 42 and 58 infants at 3 months (100 in total), and 41 and 58 infants at 6 months (99 in total). The
significance level was set at 5%. *p < 0.05, ***p < 0.001 using Mann–Whitney U-test. This figure was generated
using SAS version 9.4 (https://www.sas.com). Figure 3. Comparison of the β diversity and occupancy of the top two bacteria species in the AED and non-
AED groups of the vaginal delivery group. (a) Comparison of β diversity of the intestinal microbiome between
infants at each age with (AED) and without (non-AED) antibiotic exposure at vaginal delivery. (b) Comparison
of Bifidobacteria and Bacteroides occupancies in infants in the AED and non-AED groups with vaginal delivery,
shown as box-whisker plots at each age. The AED and non-AED groups included 43 and 56 infants at 1 month
(99 in total), 42 and 58 infants at 3 months (100 in total), and 41 and 58 infants at 6 months (99 in total). The
significance level was set at 5%. *p < 0.05, ***p < 0.001 using Mann–Whitney U-test. This figure was generated
using SAS version 9.4 (https://www.sas.com). Bifidobacteria colonisation was also influenced by the presence or absence of siblings. Bifidobacteria occu-
pancy in AED infants was significantly higher in those with siblings. Discussionh Comparison of occupancy among these groups
and the non-AED group was performed using Bonferroni multiple comparison test. Comparison between
the AED and non-AED groups was performed using Mann–Whitney U-test. The ABPC, CEZ, and non-AED
groups included 43, 31, and 56 infants at 1 month (130 in total); 42, 27, and 58 infants at 3 months (127 in total);
and 40, 28, and 58 infants at 6 months (126 in total). The significance level was set at 5%. *p < 0.05, ***p < 0.001
This figure was generated using SAS version 9.4 (https://www.sas.com). antibiotics may directly influence bifidobacterial occupancy. Influence of the delivery method on Bifidobacteria
population from immediately after birth to early infancy has been shown previously40,47–50, but the influence of
antibiotics administered before caesarean section36,37,51 was not considered in these studies, and this effect may
have been simultaneously observed. The present study is not capable of judging whether the observed effect is
due to the infant not passing through the birth canal in caesarean section or CEZ. Further studies with the use
of the same antibiotics for vaginal delivery and caesarean section are therefore warranted. antibiotics may directly influence bifidobacterial occupancy. Influence of the delivery method on Bifidobacteria
population from immediately after birth to early infancy has been shown previously40,47–50, but the influence of
antibiotics administered before caesarean section36,37,51 was not considered in these studies, and this effect may
have been simultaneously observed. The present study is not capable of judging whether the observed effect is
due to the infant not passing through the birth canal in caesarean section or CEZ. Further studies with the use
of the same antibiotics for vaginal delivery and caesarean section are therefore warranted. https://doi.org/10.1038/s41598-021-85670-z Scientific Reports | (2021) 11:6231 | www.nature.com/scientificreports/ Figure 3. Comparison of the β diversity and occupancy of the top two bacteria species in the AED and non-
AED groups of the vaginal delivery group. (a) Comparison of β diversity of the intestinal microbiome between
infants at each age with (AED) and without (non-AED) antibiotic exposure at vaginal delivery. (b) Comparison
of Bifidobacteria and Bacteroides occupancies in infants in the AED and non-AED groups with vaginal delivery,
shown as box-whisker plots at each age. Discussionh The results suggested that at least until
3 months after birth, the presence of an elder sibling promoted the colonisation of Bifidobacteria, even in infants
exposed to antibiotics at delivery, i.e., there may be mutual interference of the microbiome between siblings. This
may explain the maintenance of high Bifidobacteria occupancy in infants, even in the AED group. In a previous
pilot study44, the presence of siblings was suggested to influence IAP, and the present study confirmed this effect. Previous studies on the effects of siblings have reported that Bifidobacteria colonisation occurs more easily in Scientific Reports | (2021) 11:6231 | https://doi.org/10.1038/s41598-021-85670-z www.nature.com/scientificreports/ Figure 4. Comparison of the β diversity and occupancy of the top two bacteria species in the vaginal delivery
(VD) and caesarean section (CS) groups. (a) Comparison of β diversity of the intestinal microbiome at each
age between vaginal delivery (VD) and caesarean section (CS) (b) Bifidobacteria and Bacteroides occupancies
between delivery methods, shown as box-whisker plots at each age. The VD and CS groups included 99 and
31 infants at 1 month (130 in total), 100 and 27 infants at 3 months (127 in total), and 99 and 27 infants at
6 months (126 in total). The significance level was set at 5%. *p < 0.05, ***p < 0.001 using Mann–Whitney U-test. This figure was generated using SAS version 9.4 (https://www.sas.com). Figure 4. Comparison of the β diversity and occupancy of the top two bacteria species in the vaginal delivery
(VD) and caesarean section (CS) groups. (a) Comparison of β diversity of the intestinal microbiome at each
age between vaginal delivery (VD) and caesarean section (CS) (b) Bifidobacteria and Bacteroides occupancies
between delivery methods, shown as box-whisker plots at each age. The VD and CS groups included 99 and
31 infants at 1 month (130 in total), 100 and 27 infants at 3 months (127 in total), and 99 and 27 infants at
6 months (126 in total). The significance level was set at 5%. *p < 0.05, ***p < 0.001 using Mann–Whitney U-test. This figure was generated using SAS version 9.4 (https://www.sas.com). infants with siblings19,40,41. However, this effect has been scarcely studied as compared to studies on factors such
as AED and the delivery method, particularly in Japanese infants. Thus, the present study is significant in showing
the effect of siblings in a large cohort study. Discussionh This effect was confirmed using a sub-group analysis within the AED
group to allow interpretation in the context of AED. The association of this effect with the intestinal microbiome
of siblings requires a continuous study, including siblings living together.hlhf infants with siblings19,40,41. However, this effect has been scarcely studied as compared to studies on factors such
as AED and the delivery method, particularly in Japanese infants. Thus, the present study is significant in showing
the effect of siblings in a large cohort study. This effect was confirmed using a sub-group analysis within the AED
group to allow interpretation in the context of AED. The association of this effect with the intestinal microbiome
of siblings requires a continuous study, including siblings living together.hlhf g
q
y
g
g
g
g
The influence of the caesarean section was more substantial than that of AED in Bacteroides. This effect was
firmly maintained at 3 months and persisted at least until 6 months after birth. The same tendency was observed
in the sub-analysis of the AED group. This confirmed that birth via caesarean section is an important factor in the
occupancy of Bacteroides, compared to AED. A similar persistence of the influence of the caesarean section on
Bacteroides until the weaning period and thereafter has been previously reported34,40,50,52,53. However, as described
above, all caesarean section cases received preoperative CEZ. Thus, although the Bacteroides population was Scientific Reports | (2021) 11:6231 | https://doi.org/10.1038/s41598-021-85670-z www.nature.com/scientificreports/ Figure 5. Comparison of the β diversity and occupancy of the top two bacteria species in the vaginal delivery
(VD) and caesarean section (CS) groups of the AED group. (a) Comparison of β diversity of the intestinal
microbiome at each age between delivery methods (1) and with and without siblings (2) in the AED group. VD: vaginal delivery, CS: caesarean section, Non-Siblings: infants without a sibling, Siblings: infants with older
siblings. (b) Bifidobacteria and Bacteroides occupancies in the AED group compared between delivery methods
(1) and presence of absence of siblings (2), shown as box-whisker plots at each age. (1) The vaginal delivery
(VD) and caesarean section (CS) groups included 43 and 31 infants at 1 month (74 in total); 42 and 27 infants at
3 months (69 in total), and 42 and 27 infants at 6 months (68 in total). Discussionh Comparison of the β diversity and occupancy of the top two bacteria species between the infants with
siblings and those without siblings (a) Comparison of β diversity of the intestinal microbiome between infants
with and without siblings. (b) Bifidobacteria and Bacteroides occupancies between infants with siblings (Sib)
and without siblings (Non-Sib), shown as box-whisker plots at each age. The Sib and non-Sib groups included
67 and 63 infants at 1 month (130 in total), 61 and 66 infants at 3 months (127 in total), and 66 and 60 infants at
6 months (126 in total). The significance level was set at 5%. *p < 0.05, ***p < 0.001 using Mann–Whitney U-test. This figure was generated using SAS version 9.4 (https://www.sas.com). Figure 6. Comparison of the β diversity and occupancy of the top two bacteria species between the infan Figure 6. Comparison of the β diversity and occupancy of the top two bacteria species between the infants with
siblings and those without siblings (a) Comparison of β diversity of the intestinal microbiome between infants
with and without siblings. (b) Bifidobacteria and Bacteroides occupancies between infants with siblings (Sib)
and without siblings (Non-Sib), shown as box-whisker plots at each age. The Sib and non-Sib groups included
67 and 63 infants at 1 month (130 in total), 61 and 66 infants at 3 months (127 in total), and 66 and 60 infants at
6 months (126 in total). The significance level was set at 5%. *p < 0.05, ***p < 0.001 using Mann–Whitney U-test. This figure was generated using SAS version 9.4 (https://www.sas.com). of this study until 6 months of age54. Similar to the effect seen on Bifidobacteria, the effect on Bacteroides until
3 months may reflect mutual interference among siblings.ii l
Many studies have examined the clinical significance of colonisation of the intestinal microbiome with Bifi-
dobacteria and Bacteroides in early infancy17–22. The present study evaluated the influence of AED on early
infants in terms of the effects on their subsequent health. The samples from this study were also used to assess
the relation of allergies with changes in the intestinal microbiome. This study was performed as a part of a cohort
study evaluating the clinical significance of changes in the intestinal microbiome during early infancy in healthy
Japanese infants and their effect on the intestinal microbiome later in life. Discussionh (2) The Sib and non-Sib groups included
44 and 30 infants at 1 month (74 in total), 42 and 27 infants at 3 months (69 in total), and 41 and 27 infants at
6 months (68 in total). The significance level was set at 5%. **p < 0.01, ***p < 0.001 using Mann–Whitney U-test. This figure was generated using SAS version 9.4 (https://www.sas.com). Figure 5. Comparison of the β diversity and occupancy of the top two bacteria species in the vaginal delivery
(VD) and caesarean section (CS) groups of the AED group. (a) Comparison of β diversity of the intestinal
microbiome at each age between delivery methods (1) and with and without siblings (2) in the AED group. VD: vaginal delivery, CS: caesarean section, Non-Siblings: infants without a sibling, Siblings: infants with older
siblings. (b) Bifidobacteria and Bacteroides occupancies in the AED group compared between delivery methods
(1) and presence of absence of siblings (2), shown as box-whisker plots at each age. (1) The vaginal delivery
(VD) and caesarean section (CS) groups included 43 and 31 infants at 1 month (74 in total); 42 and 27 infants at
3 months (69 in total), and 42 and 27 infants at 6 months (68 in total). (2) The Sib and non-Sib groups included
44 and 30 infants at 1 month (74 in total), 42 and 27 infants at 3 months (69 in total), and 41 and 27 infants at
6 months (68 in total). The significance level was set at 5%. **p < 0.01, ***p < 0.001 using Mann–Whitney U-test. This figure was generated using SAS version 9.4 (https://www.sas.com). not influenced by ABPC, it may have been markedly influenced by CEZ. This possibility should be examined
in future studies.hfif The Bacteroides population was not affected by siblings at 1 month, but a significant effect was seen at
3 months, with no influence at 6 months. In contrast to Bifidobacteria, siblings negatively influenced the occu-
pancy of Bacteroides. The influence of siblings on the Bacteroides population has been shown before40, with the
occupancy by Bacteroides at 18 months after birth being higher in infants with siblings, in contrast to the findings https://doi.org/10.1038/s41598-021-85670-z Scientific Reports | (2021) 11:6231 | www.nature.com/scientificreports/ Figure 6. Discussionh Data at 1, 3, and 6 months after birth
were used in this study, but data related to longer-term time-course changes in the same individuals are needed https://doi.org/10.1038/s41598-021-85670-z Scientific Reports | (2021) 11:6231 | www.nature.com/scientificreports/ Figure 7. Time-course changes in bifidobacterial (a) and Bacteroides (b) occupancies (from 1 to 6 months
after birth) based on AED or non-AED, delivery method, and the presence or absence of siblings, using a linear
mixed-effect model. The analysis set at 1 month included 130 infants. Dropouts at 3 and 6 months were handled
as missing values. The standard deviation by age in months is shown in bar form in each figure. Significant
differences in occupancies between the two groups at each time point are also indicated in each comparison. The significance level was set at 5%. *p < 0.05, ***p < 0.001 using the Mann–Whitney U-test. This figure was
generated using SAS version 9.4 (https://www.sas.com). Figure 7. Time-course changes in bifidobacterial (a) and Bacteroides (b) occupancies (from 1 to 6 months
after birth) based on AED or non-AED, delivery method, and the presence or absence of siblings, using a linear
mixed-effect model. The analysis set at 1 month included 130 infants. Dropouts at 3 and 6 months were handled
as missing values. The standard deviation by age in months is shown in bar form in each figure. Significant
differences in occupancies between the two groups at each time point are also indicated in each comparison. The significance level was set at 5%. *p < 0.05, ***p < 0.001 using the Mann–Whitney U-test. This figure was
generated using SAS version 9.4 (https://www.sas.com). for a complete and comprehensive investigation. The composition of the intestinal microbiome shows substan-
tial similarities at different time-points in the same individual55, but external factors influencing the intestinal
microbiome increase with growth, such as the increase in baby food intake, interaction with siblings and other
infants in group nursing, and further use of antibiotics for various diseases. However, this study is significant as
a cohort study with a statistically significant large number of samples of the intestinal microbiome of infants in
the first 6 months of life, which is a crucial period for the development of the immune system as this is a time at
which external factors have the least influence in the entire lifetime24–26. l
Despite its importance, the present study is not without limitations. Discussionh With regard to the possibility of the AED
and differences in delivery modes in this study affecting Bifidobacterium and Bacteroides, a strong “relationship”
was observed. However, this study is a prospective cohort follow-up observation study, and comparative experi-
mental studies are needed to confirm more robust causal relationship, together with follow-up observations. This
study was conducted in a single hospital, which does not allow for extrapolation of the obtained results to the
population from other regions within Japan and beyond, with differences in ethnicity or geography. Although the
protocol for the use of antimicrobial agents before the delivery was similar to that in previous studies on IAP27,29,
multi-centre studies are needed for validation of such extrapolations. Additionally, while this study focused
on several factors that could have a significant impact on the gut microbiota of infants, it did not account for
some factors such as feeding methods as infants fed solely on milk were not included; thus, comparison of the
feeding methods is not adequate. These points will likely cause a selection bias, which could affect colonisation
characteristics of certain bacteria in the intestinal microbiota of infants. Inclusion of another group of infants
that were milk-fed for the most part along with top feed is imperative to understand the factors influencing gut
microbiota in infants. Moreover, occupancy was used in the comparison of bacteria in this study. A qualitative
assessment based on qPCR is required to accurately assess the effect of factors such as AED and delivery method,
rather than a relative assessment based on occupancy as was done in this study56,57. Methods
hi Ethics approval and consent to participate. All experimental procedures used in the study complied
with the ethical standards of national guidelines of the Japanese government on human experimentation and
the Declaration of Helsinki 1975, as revised in 2008. The study was approved by the institutional review boards
of Iwate Prefectural Iwai Hospital (No. 1234) and Juntendo University (No. 2017127). Written informed consent
for participation and publication was obtained from all mothers. Subjects. This prospective cohort study was performed as a part of a study investigating the association of
allergic diseases with time-course changes observed in the microbiome in infants. The subjects included 142
infants and their mothers, who gave consent to registration before delivery or 2 weeks after delivery at Iwate
Prefectural Iwai Hospital between February 2018 and March 2019. This hospital is in the Tohoku (Northeast)
region of Japan and handles about 800 deliveries each year as a core perinatal medical care centre in the southern
Iwate prefecture. p
Inclusion criteria were as follows: infants born at full-term with natural delivery or caesarean section, whose
mothers had not been exposed to antibiotics for 1 month before delivery, except for the antimicrobial used just
before the delivery. Faecal samples were collected at 1, 3, and 6 months after birth by the parents. t
Exclusion criteria were as follows: premature babies born before 37 weeks of gestation; if the babies received
any antibiotics during first 6 months from their birth, the samples collected were handled as dropouts. If the
sample collection was missed, the infant was considered as a dropout at that age and after that. If a sample was
inappropriate for MiSeq analysis and could not be analysed, data for this infant were excluded from the analysis
only at this time-point, whereas the analytical results for the infant at all other ages were used. y
y
g
During IAP at delivery, a single dose of CEZ (1 g) was given systemically to mothers for all caesarean sections
just before the surgery. ABPC (2 g) was given at least 4 h before delivery, followed by intermittent administration
every 6 h until delivery in GBS-positive and PROM cases. Methods
hi Antibiotics were administered to all subjects at the
dose and time defined in the clinical protocol determined by the hospital board.t i
Containers for collection of faecal samples at 1 month after birth were handed to mothers during hospitali-
sation for delivery or at the infant health examination 2 weeks after delivery. The container for the collection
of faecal samples at 3 months was sent by mail to the address of each registered infant from Core Technology
Laboratories, Asahi Group Holdings, and the container for 6 months was sent by mail from the Department of
Microbiome Research, Juntendo University. Each faecal sample collected by the infants’ parents was transferred to
a test tube (Techno Suruga Laboratory, Shizuoka, Japan) containing 0.001% bromothymol and 100 mM Tris–HCl
(pH 9), 40 mM EDTA, 4 M guanidine thiocyanate, and was mixed well as described in a previous study58. Mixed
faecal samples were delivered to a laboratory of Asahi Group Holdings (Sagamihara, Kanagawa, Japan) within
one or two days from Ichinoseki city, Iwate prefecture, where most of the enrolled infants resided (the distance
between the two locations is approximately 480 km), and were stored at − 80 °C until processing for DNA extrac-
tion. The test tubes containing the samples were dissolved in a solution (provided in the kit mentioned above),
which ensured that the composition of the intestinal microbiome present within the body was stable even at
room temperature58. DNA extraction. The processed samples were subjected to DNA extraction, as described previously44. Briefly, the samples (2 mL) were transferred to plastic tubes, centrifuged at 14,000× g for 3 min, washed in 1.0 mL
of phosphate-buffered saline, and centrifuged at 14,000× g. Pellets were re-suspended in 500 μL of extraction
buffer (166 mM Tris/HCl, 66 mM EDTA, 8.3% sodium dodecyl sulphate, pH 9.0) and 500 μL of TE buffer-satu-
rated phenol. Next, 300 mg of zirconium beads (0.1 mm diameter) was added to the suspension, and the mixture
was vortexed vigorously for 60 s × 3 times using a Multi-Beads Shocker (Yasui Kikai Corp., Osaka, Japan). After
centrifugation at 14,000 × g for 5 min, 400 μL of the supernatant was purified using a Maxwell Instrument (Pro-
mega KK, Tokyo, Japan). Sequencing and data processing. 16S rRNA gene sequencing was performed using a MiSeq V3 kit as
per the manufacturer’s protocol (Illumina, San Diego, CA, USA). Conclusionsh This prospective cohort study confirmed the findings from a previous pilot study indicating that β-lactam anti-
biotics administered to mothers immediately before delivery significantly influence the intestinal microbiome of
healthy Japanese infants at 1 and 3 months after birth. This effect is more substantial than the effect of the deliv-
ery method on the dominant bacterial genus Bifidobacterium. The evaluation of the influence of AED requires
the inclusion of all antibiotics used immediately before delivery, including before the caesarean section. The https://doi.org/10.1038/s41598-021-85670-z Scientific Reports | (2021) 11:6231 | www.nature.com/scientificreports/ presence of siblings also affects Bifidobacteria colonisation, and this effect persists until 3 months and increases
with time. In contrast, for Bacteroides, the influence of the delivery method is greater than that of AED. However,
it is unclear whether this is an influence of delivery via caesarean section or CEZ administration. These results
provide a new perspective on essential factors influencing the intestinal microbiome in early infancy, which is
vital for the development of intestinal immunity. The clinical significance of the results in the later life of the
infants requires further long-term studies. www.nature.com/scientificreports/ ing chimeric sequences and feature table construction were performed with the DADA2 plugin60. The primers
sequence were trimmed and the remaining forward and reverse sequences were truncated to a final length of
280 bp. Phylogenetic diversity analyses were carried out with q2-phylogeny and q2-diversity, and beta diversity
was visualised using principal coordinate analysis (PCoA). The feature classifiers were performed with q2-fea-
ture-classifier plugin using “gg-13-8-99-nb-classifier.qza.” from the greengenes database as reference sequences. ing chimeric sequences and feature table construction were performed with the DADA2 plugin60. The primers
sequence were trimmed and the remaining forward and reverse sequences were truncated to a final length of
280 bp. Phylogenetic diversity analyses were carried out with q2-phylogeny and q2-diversity, and beta diversity
was visualised using principal coordinate analysis (PCoA). The feature classifiers were performed with q2-fea-
ture-classifier plugin using “gg-13-8-99-nb-classifier.qza.” from the greengenes database as reference sequences. Data collection. The following data were collected from medical records at Iwate Prefectural Iwai Hospi-
tal: delivery method, gender, body weight at birth, perinatal history, records of hospital visits, and treatments
received by the infant up to 6 months after birth including the use of antibiotics after birth. Additional informa-
tion related to age (days) at sample collection, feeding method (breastfeed exclusively or added top feed), and
siblings were obtained from a questionnaire completed by the mothers. The following data about the mothers
were also collected from medical records and a questionnaire: age, delivery method, history of allergies (food
allergy, bronchial asthma, atopic dermatitis, allergic rhinitis), abnormal findings at delivery (including PROM
and GBS-positive status), antimicrobial use during late pregnancy, and systemic antibiotics (including types)
given at delivery. Statistical analysis. The significance of the difference between the two groups was analysed using a non-
parametric ANOSIM (analysis of similarities) test based on unweighted UniFrac distances within QIIME2 (https
://qiime2.org/). Acquired 16S rRNA gene data for bacteria were analysed using SAS 9.4 (SAS Institute Inc.,
Cary, NC, USA). Background factors of the mother and child were compared using the Mann–Whitney U-test
for continuous variables and the Pearson’s chi-square test for categorical variables. The influence of each back-
ground factor on occupancies by higher-rank dominant bacterial genera in the intestinal microbiome at each age
was examined using logistic regression analysis and multinomial logistic regression for categorical variables and
continuous variables, respectively. www.nature.com/scientificreports/ The dependence of occupancy of each bacterial genus on factors, for which
a significant association was found in diversity analysis and logistic regression analysis, was examined using a
Mann–Whitney U-test for between-group comparison and using a Kruskal–Wallis test with a Bonferroni cor-
rection for multiple group comparison. Continuous comparative changes of dominant bacterial genera due to
different factors were analysed using a linear mixed-effect model (random intercept and first-order autoregres-
sion model). The significance level was set at p < 0.05 in all analyses. Data availabilityh y
The data generated during the current study are available in the Figshare repository (https://doi.org/10.6084/
m9.figshare.12000255), and the sequencing data is deposited in the DNA Data Bank of Japan (DDBJ; accession
number: DRA010467). Received: 22 July 2020; Accepted: 4 March 2021 Received: 22 July 2020; Accepted: 4 March 2021 References 1. Kundu, P., Blacher, E., Elinav, E. & Pettersson, S. Our gut microbiome: the evolving inner self. Cell 171, 1481–1493 (2017). g
g
2. Sender, R., Fuchs, S. & Milo, R. Revised estimates for the number of human and bacteria cells in the body. PLoS Biol. 14, e1002533. https://doi.org/10.1371/journal.pbio.1002533 (2016).i https://doi.org/10.1371/journal.pbio.1002533 (2016). p
g
j
p
3. Turroni, F. et al. Diversity of bifidobacteria within the infant gut microbiota. PLoS ONE 7, e36957. https://doi.org/10.1371/journ
al.pone.0036957 (2012). p
4. Kumbhare, S. V. et al. A cross-sectional comparative study of gut bacterial community of Indian and Finnish children. Sci. Rep. 7
10555. https://doi.org/10.1038/s41598-017-11215-y (2017). g
y
5. Kurokawa, K. et al. Comparative metagenomics revealed commonly enriched gene sets in human gut microbiomes. DNA Res. 14,
169–181 (2007). (
)
6. Nakayama, J. et al. Diversity in gut bacterial community of school-age children in Asia. Sci. Rep. 5, 8397. https://doi.org/10.1038/
srep08397 (2015). p
(
)
7. Nishijima, S. et al. The gut microbiome of healthy Japanese and its microbial and functional uniqueness. DNA Res. 23, 125–133
https://doi.org/10.1093/dnares/dsw002 (2016).ii p
g
8. Nagpal, R. et al. Evolution of gut Bifidobacterium population in healthy Japanese infants over the first three years of life: a quantita-
tive assessment. Sci. Rep. 7, 10097. https://doi.org/10.1038/s41598-017-10711-5 (2017).hll 9. Benno, Y., Sawada, K. & Mitsuoka, T. The intestinal microflora of infants: composition of fecal flora in breast-fed and bottle-fed
infants. Microbiol. Immunol. 28, 975–986 (1984).lii 0. Mikami, K. et al. Influence of maternal bifidobacteria on the establishment of bifidobacteria colonizing the gut in infants. Pediatr
Res. 65, 669–674 (2009).i 11. Vernocchi, P., Del Chierico, F. & Putignani, L. Gut microbiota profiling: Metabolomics based approach to unravel compounds
affecting human health. Front. Microbiol. 7, 1144 (2016). f
g
2. Wen, L. & Duffy, A. Factors influencing the gut microbiota, inflammation, and type 2 diabetes. J. Nutr. 147, 1468s–1475s (2017)
3 Bi
J P l
i V & B
k
P Th i t ti
l
i
bi t d
bi
i
d Cl
t idi
diffi il i f
ti
i th
l ti
hi
ith f
12. Wen, L. & Duffy, A. Factors influencing the gut microbiota, in f
12. Wen, L. & Duffy, A. Factors influencing the gut microbiota, inflammation, and type 2 diabetes. J. Nutr. 147, 1468s–1475s (2017). 13. Bien, J., Palagani, V. & Bozko, P. Methods
hi Briefly, the V3-V4 region of the bacterial 16S
rDNA was amplified using PCR with forward and reverse primers (5′-TCG GCA GCG TCA GAT GTG TAT
AAG AGA CAG CCT ACG GGA GGC WGC AG-3′ and 5′-GTC TCG TGG GCT CGG AGA TGT GTA TAA
GAG ACA GGA CTA CHV GGG TAT CTA ATC C-3′) with the TaKaRa Ex Taq HS Kit (TaKaRa Bio, Shiga,
Japan) from 5 ng of DNA from faecal samples. After the PCR products were purified with Agencourt AMPure
XP (Beckman Coulter, Indianapolis, IN, USA) and amplified using a Nextera XT Index Kit v2 (Illumina, San
Diego, CA, USA). After the second round of PCR, the products were again purified using Agencourt AMPure
XP. The library was quantified, normalised, and pooled in equimolar amounts. Sequencing was conducted using
a paired-end 2 × 300-bp cycle run on an Illumina MiSeq system with a MiSeq Reagent Kit v.3 (600 cycles). 16S rRNA‑based taxonomic and diversity analysis. QIIME2 (Quantitative Insights into Microbial
Ecology, http://qiime2.org/) v.2019.4.0. was used for sequence analysis59. The sequence quality control, remov- Scientific Reports | (2021) 11:6231 | https://doi.org/10.1038/s41598-021-85670-z www.nature.com/scientificreports/ www.nature.com/scientificreports/ 48 Bi
i G
t l M d
f d li
ff
t th b
t i l
it i th
b
t E
l H
D
86(S
l 1) 13 15 (2010 47. Huurre, A. et al. Mode of delivery effects on gut microbiota and humoral immunity. Neonatology 93, 236 240 (2008). 48 Biasucci G et al Mode of delivery affects the bacterial community in the newborn gut Early Hum Dev 86(Suppl 1) 13 15 (2010) ,
yf
g
y
gy 9 ,
(
)
48 Biasucci, G et al Mode of delivery affects the bacterial community in the newborn gut Early Hum Dev 86(Suppl 1), 13–15 (2010) f
48. Biasucci, G. et al. Mode of delivery affects the bacterial community in the newborn gut. Early Hum. Dev. 86(Suppl 1), 13–15 (2 f
9. Lee, E. et al. Dynamics of gut microbiota according to the delivery mode in healthy Korean infants. Allergy Asthma Immunol. Res
8, 471–477 (2016).i 50. Azad, M. B. et al. Gut microbiota of healthy Canadian infants: profiles by mode of delivery and infant diet at 4 months. CMAJ 185,
385–394 (2013).hf 1. Chan, G. J. et al. The effect of intrapartum antibiotics on early-onset neonatal sepsis in Dhaka, Bangladesh: a propensity score
matched analysis. BMC Pediatr. 14, 104 (2014).ti y
(
)
2. Fallani, M. et al. Determinants of the human infant intestinal microbiota after the introduction of first complementary foods in
i f
l
f
fi
E
Mi
bi l
157 1385 1392 (2011) 2. Fallani, M. et al. Determinants of the human infant intestinal microbiota after the introduction of first complementary foods in
infant samples from five European centres. Microbiology 157, 1385–1392 (2011).l i
53. Fallani, M. et al. Intestinal microbiota of 6-week-old infants across Europe: geographic influence beyond delivery mode, breast-
feeding, and antibiotics. J. Pediatr. Gastroenterol. Nutr. 51, 77–84 (2010). g
54. Laursen, M. F. et al. Having older siblings is associated with gut microbiota development during early childhood. BMC Micro
15, 154–154 (2015). (
)
55. Turnbaugh, P. J. et al. A core gut microbiome in obese and lean twins. Nature 457, 480–484 (2009).hl 56. Dierikx, T. H. et al. The influence of prenatal and intrapartum antibiotics on intestinal microbiota colonisation in infants: a sys-
tematic review. J. Infect. 81, 190–204. https://doi.org/10.1016/j.jinf.2020.05.002 (2020). 7. Shao, Y. et al. Stunted microbiota and opportunistic pathogen colonization in caesarean-section birth. Nature 574, 117–121. References The intestinal microbiota dysbiosis and Clostridium difficile infection: is there a relationship with
inflammatory bowel disease?. Therap. Adv. Gastroenterol. 6, 53–68 (2013). f yl
g
gl
yp
(
13. Bien, J., Palagani, V. & Bozko, P. The intestinal microbiota dysbiosis and Clostridium difficile infection: is there a relationship
inflammatory bowel disease?. Therap. Adv. Gastroenterol. 6, 53–68 (2013). l
yh
p
14. Houghteling, P. D. & Walker, W. A. Why is initial bacterial colonization of the intestine important to infants’ and children’s health?. J. Pediatr. Gastroenterol. Nutr. 60, 294–307 (2015).h 15. Tamburini, S., Shen, N., Wu, H. C. & Clemente, J. C. The microbiome in early life: implications for health outcomes. Nat. Med
713–722 (2016).l (
)
16. Fanaro, S., Chierici, R., Guerrini, P. & Vigi, V. Intestinal microflora in early infancy: composition and development. Acta Paediatr. Suppl. 91, 48–55 (2003).i pp
7. Gore, C. et al. Bifidobacterium pseudocatenulatum is associated with atopic eczema: a nested case-control study investigating the
fecal microbiota of infants. J. Allergy Clin. Immunol. 121, 135–140 (2008). 17. Gore, C. et al. Bifidobacterium pseudocatenulatum is associated with atopic eczema: a nested case-control study investigating the
fecal microbiota of infants. J. Allergy Clin. Immunol. 121, 135–140 (2008). 18. Abrahamsson, T. R. et al. Low diversity of the gut microbiota in infants with atopic eczema. J. Allergy Clin. Immunol. 129, 434–440
(2012). 17. Gore, C. et al. Bifidobacterium pseudocatenulatum is associated with atopic eczema: a nested case control study investigating the
fecal microbiota of infants. J. Allergy Clin. Immunol. 121, 135–140 (2008). 18. Abrahamsson, T. R. et al. Low diversity of the gut microbiota in infants with atopic eczema. J. Allergy Clin. Immunol. 129, 434–440 fecal microbiota of infants. J. Allergy Clin. Immunol. 121, 135–140 (2008). 18. Abrahamsson, T. R. et al. Low diversity of the gut microbiota in infants with atopic eczema. J. Allergy Clin. Immunol. 129, 434–440
(2012). gy
8. Abrahamsson, T. R. et al. Low diversity of the gut microbiota in infants with atopic eczema. J. Allergy Clin. Immunol. 129, 434–440
(2012). https://doi.org/10.1038/s41598-021-85670-z Scientific Reports | (2021) 11:6231 | www.nature.com/scientificreports/ PLoS ONE 11, e0157527. https://doi.org/10.1371/journal.pone.0157527 (2016).i 8. Hussey, S. et al. Parenteral antibiotics reduce bifidobacteria colonization and diversity in neonates. Int. J. Microbiol. 2011, 130574
https://doi.org/10.1155/2011/130574 (2011).f p
g
(
)
29. Aloisio, I. et al. Evaluation of the effects of intrapartum antibiotic prophylaxis on newborn intestinal microbiota using a sequencing
approach targeted to multi hypervariable 16S rDNA regions. Appl. Microbiol. Biotechnol. 100, 5537–5546 (2016).l pp
g
yp
g
pp
,
(
)
30. Penders, J. et al. Factors influencing the composition of the intestinal microbiota in early infancy. Pediatrics 118, 511–521 (2 30. Penders, J. et al. Factors influencing the composition of the intestinal microbiota in early infancy. Pediatrics 118, 511–521 (2006). 31. Adlerberth, I. Factors influencing the establishment of the intestinal microbiota in infancy. Nestle Nutr. Workshop Ser. Pediatr. Prog. 62, 13–33 (2008). , Jl
g
p
y
y
,
(
)
31. Adlerberth, I. Factors influencing the establishment of the intestinal microbiota in infancy. Nestle Nutr. Workshop Ser. Pediatr. Prog. 62, 13–33 (2008). g
(
)
32. Adlerberth, I. & Wold, A. E. Establishment of the gut microbiota in Western infants. Acta Paediatr. 98, 229–238 (2009). ,
,
g
,
(
)
33. Hill, C. J. et al. Evolution of gut microbiota composition from birth to 24 weeks in the INFANTMET Cohort. Microbiome 5, 4
(2017).h 4. Jakobsson, H. E. et al. Decreased gut microbiota diversity, delayed Bacteroidetes colonisation and reduced Th1 responses in infants
delivered by caesarean section. Gut 63, 559–566 (2014).i y
35. Bäckhed, F. et al. Dynamics and stabilization of the human gut microbiome during the first year of life. Cell Host Microbe 17,
690–703 (2015). 36. Costantine, M. M. et al. Timing of perioperative antibiotics for cesarean delivery: a metaanalysis. Am. J. Obstet. Gynecol. 199(301),
e1-6. https://doi.org/10.1016/j.ajog.2008.06.077 (2008).t p
g
j j g
7. Smaill, F. M. & Grivell, R. M. Antibiotic prophylaxis versus no prophylaxis for preventing infection after cesarean section. Cochrane
Database Syst. Rev. 10, CD007482. https://doi.org/10.1002/14651858.CD007482.pub3 (2014). y
g
38. Kamal, S. S. et al. Impact of early exposure to cefuroxime on the composition of the gut microbio
delivery. J. Pediatr. 210, 99-105.e102. https://doi.org/10.1016/j.jpeds.2019.03.001 (2019). 38. Kamal, S. S. et al. Impact of early exposure to cefuroxime on the composition of the gut microbiota in infants following cesarean
delivery. J. Pediatr. 210, 99-105.e102. https://doi.org/10.1016/j.jpeds.2019.03.001 (2019). 38. Kamal, S. S. et al. www.nature.com/scientificreports/ www.nature.com/scientificreports/ 19. Penders, J. et al. Establishment of the intestinal microbiota and its role for atopic dermatitis in early childhood. J. Allergy Clin. Immunol. 132, 601–607 (2013). 0. Hong, P.-Y. et al. Comparative analysis of fecal microbiota in infants with and without eczema. PLoS ONE 5, e9964. https://doi
org/10.1371/journal.pone.0009964 (2010).t g
j
p
1. Van Zwol, A. et al. Intestinal microbiota in allergic and nonallergic 1-year-old very low birth weight infants after neonatal glutamine
supplementation. Acta Paediatr. 99, 1868–1874 (2010).fil supplementation. Acta Paediatr. 99, 1868–1874 (2010).fil pp
2. Ouwehand, A. C. et al. Differences in Bifidobacterium flora composition in allergic and healthy infants. J. Allergy Clin. Immunol
108, 144–145 (2001).fi 108, 144–145 (2001). 23. Suzuki, S., Shimojo, N., Tajiri, Y., Kumemura, M. & Kohno, Y. Differences in the composition of intestinal Bifidobacterium species
and the development of allergic diseases in infants in rural Japan Clin Exp Allergy 37 506–511 (2007) (
)
3. Suzuki, S., Shimojo, N., Tajiri, Y., Kumemura, M. & Kohno, Y. Differences in the composition of intestinal Bifidobacterium species
and the development of allergic diseases in infants in rural Japan. Clin. Exp. Allergy 37, 506–511 (2007). d T G
b
S
h
A
b
d
d
b
d d
C ll
b
(
) 24. Vangay, P., Ward, T., Gerber, J. S. & Knights, D. Antibiotics, pediatric dysbiosis, and disease. Cell Host Microbe 17, 553–564 (2015). 25. Rasmussen, S. H. et al. Antibiotic exposure in early life and childhood overweight and obesity: a systematic review and meta-
analysis. Diabetes Obes. Metab. 20, 1508–1514 (2018). 4. Vangay, P., Ward, T., Gerber, J. S. & Knights, D. Antibiotics, pediatric dysbiosis, and disease. Cell Host Microbe 17, 553–564 (2015) g y,
,
,
,
, J
g
,
, p
y
,
,
(
)
25. Rasmussen, S. H. et al. Antibiotic exposure in early life and childhood overweight and obesity: a systematic review and meta-
analysis. Diabetes Obes. Metab. 20, 1508–1514 (2018). y
6. Johnson, C. C. & Ownby, D. R. Allergies and asthma: Do atopic disorders result from inadequate immune homeostasis arising
from infant gut dysbiosis?. Expert Rev. Clin. Immunol. 12, 379–388 (2016). g
y
p
7. Mazzola, G. et al. Early gut microbiota perturbations following intrapartum antibiotic prophylaxis to prevent group B Streptococca
disease. PLoS ONE 11, e0157527. https://doi.org/10.1371/journal.pone.0157527 (2016).i g
y
p
27. Mazzola, G. et al. Early gut microbiota perturbations following intrapartum antibiotic prophyla
disease. www.nature.com/scientificreports/ Impact of early exposure to cefuroxime on the composition of the gut microbiota in infants following cesa
delivery. J. Pediatr. 210, 99-105.e102. https://doi.org/10.1016/j.jpeds.2019.03.001 (2019). 39. Tannock, G. W. et al. Comparison of the compositions of the stool microbiotas of infants fed goat milk formula, cow milk-based
formula, or breast milk. Appl. Environ. Microbiol. 79, 3040–3048 (2013). formula, or breast milk. Appl. Environ. Microbiol. 79, 3040–3048 ( pp
40. Martin, R. et al. Early-life events, including mode of delivery and type of feeding, siblings and gender, shape the developin
microbiota. PLoS ONE 11, e0158498. https://doi.org/10.1371/journal.pone.0158498 (2016). 1. Yap, G. C. et al. Evaluation of stool microbiota signatures in two cohorts of Asian (Singapore and Indonesia) newborns at risk o
atopy. BMC Microbiol. 11, 193–193 (2011). 42. Itani, T. et al. Establishment and development of the intestinal microbiota of preterm infants in a Lebanese tertiary hospital. Anaerobe 43, 4–14 (2017). 3. Poroyko, V. et al. Diet creates metabolic niches in the “immature gut” that shape microbial communities. Nutr. Hosp. 26, 1283–1295
(2011).i 44. Imoto, N. et al. Maternal antimicrobial use at delivery has a stronger impact than mode of delivery on bifidobacterial colonization
in infants: a pilot study. J. Perinatol. 38, 1174–1181 (2018). y
5. Nogacka, A. et al. Impact of intrapartum antimicrobial prophylaxis upon the intestinal microbiota and the prevalence of antibiotic
resistance genes in vaginally delivered full-term neonates. Microbiome 5, 93–93 (2017). g
p
p
p
p y
p
p
resistance genes in vaginally delivered full-term neonates. Microbiome 5, 93–93 (2017). 46. Tapiainen, T. et al. Impact of intrapartum and postnatal antibiotics on the gut microbiome and emergence of antimicrobial resist- resistance genes in vaginally delivered full-term neonates. Microbiome 5, 93–93 (2017). 46. Tapiainen, T. et al. Impact of intrapartum and postnatal antibiotics on the gut microbiome and emergence of antimicrobial resist-
ance in infants Sci Rep 9, 10635 (2019) 6. Tapiainen, T. et al. Impact of intrapartum and postnatal antibiotics on the gut microbiome and emergence of antimicrobial resist
ance in infants. Sci. Rep. 9, 10635 (2019).f p
47. Huurre, A. et al. Mode of delivery - effects on gut microbiota and humoral immunity. Neonatology 93, 236–240 (2008).f 47. Huurre, A. et al. Mode of delivery - effects on gut microbiota and humoral immunity. Neonatology 93, 236–240 (2008). Author contributions Author contributions
N.I., Y.A., H.M., and F.A. designed the study. S.W., N.H., and H.M. evaluated, corrected, and reviewed the study. N.I., Y.A., C.K., F.A., and H.M. implemented the study (explanation to parents, distributing sample containers,
and collecting questionnaires). Y.A., C.K., and H.M. performed storage, processing, and analysis using MiSeq of
samples. N.I., Y.A., and C.K. performed data management and statistical analysis. N.I. drafted the manuscript. S.W., N.H., F.A., and H.M. corrected and reviewed the manuscript. S.N. supervised the statistical methods and
examined the validity of the analysis. All authors read and approved the content of the manuscript, including
the accuracy of the data, ethical legitimacy, and validity of the results. p
g
The authors declare no competing interests. The authors declare no competing interests. www.nature.com/scientificreports/ https
://doi.org/10.1038/s41586-019-1560-1 (2019). 57. Shao, Y. et al. Stunted microbiota and opportun
://doi.org/10.1038/s41586-019-1560-1 (2019). 58. Nishimoto, Y. et al. High stability of faecal microbiome composition in guanidine thiocyanate solution at room temperature and
robustness during colonoscopy. Gut 65, 1574–1575 (2016). 59. Bolyen, E. et al. Reproducible, interactive, scalable and extensible microbiome data science using QIIME 2. Nat. Biotechnol. 37,
852–857 (2019). (
)
0. Callahan, B. J. et al. DADA2: High-resolution sample inference from Illumina amplicon data. Nat. Methods 13, 581–583 (2016). Scientific Reports | (2021) 11:6231 | https://doi.org/10.1038/s41598-021-85670-z www.nature.com/scientificreports/ Additional informationh Supplementary Information The online version contains supplementary material available at https://doi. org/10.1038/s41598-021-85670-z. Correspondence and requests for materials should be addressed to N.I. Reprints and permissions information is available at www.nature.com/reprints. Reprints and permissions information is available at www.nature.com/reprints. Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and
institutional affiliations. Open Access This article is licensed under a Creative Commons Attribution 4.0 International
License, which permits use, sharing, adaptation, distribution and reproduction in any medium or
format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the
Creative Commons licence, and indicate if changes were made. The images or other third party material in this
article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the
material. If material is not included in the article’s Creative Commons licence and your intended use is not
permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from
the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. © The Author(s) 2021 https://doi.org/10.1038/s41598-021-85670-z Scientific Reports | (2021) 11:6231 |
|
https://openalex.org/W2807661710
|
https://europepmc.org/articles/pmc5984337?pdf=render
|
English
| null |
Postpartum acute fatty liver of pregnancy: a case report
|
Journal of medical case reports
| 2,018
|
cc-by
| 4,909
|
© The Author(s). 2018 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0
International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and
reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to
the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver
(http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. CASE REPORT Open Access * Correspondence: Husban48@yahoo.com
Obstetrics & Gynecology Department, Faculty of Medicine, University of
Jordan and Jordan University Hospital, P.O. Box 2194, Amman 11941, Jordan Background be needed in severe cases. Admission to the intensive care
unit (ICU) is recommended [3]. In our literature research,
we found no cases of AFLP reported to present initially as
skin rash. In 1940, Sheehan first recognized acute fatty liver of
pregnancy (AFLP) as a distinct clinical syndrome and
reported a series of six cases from the Glasgow Royal
Maternity Hospital [1]. AFLP can be a very dramatic
clinical event with sudden and catastrophic conse-
quences to healthy women. It remains a disease of
unknown etiology and pathogenesis [2]. This serious
condition usually occurs in the third trimester or in the
immediate postpartum period [3]. There exists some
medical evidence to suggest that AFLP may be due to
disordered metabolism of fatty acids in the maternal
mitochondria [4]. It is best treated in a center with expert-
ise in high-risk obstetrics, maternal-fetal medicine, neonat-
ology, and hepatology. Experts in liver transplantation may Naser Al-Husban*, Oqba Al-Kuran and Amal Al Helou Naser Al-Husban*, Oqba Al-Kuran and Amal Al Helou Al-Husban et al. Journal of Medical Case Reports (2018) 12:67
https://doi.org/10.1186/s13256-018-1593-3 Al-Husban et al. Journal of Medical Case Reports (2018) 12:67
https://doi.org/10.1186/s13256-018-1593-3 Abstract Background: Acute fatty liver of pregnancy can be a very dramatic clinical event with significant risk of mortality to
healthy women. The pathogenesis is still unknown. It usually occurs in the third trimester or in the immediate
postpartum period. The clinical presentation is very variable. Medical staff have to be very cautious even regarding
a minor complaint of feeling unwell. Skin rash has not been reported as one of the initial presentations of acute
fatty liver of pregnancy. It is best treated in a center with a multidisciplinary approach. Admission to the intensive
care unit is recommended. Case presentation: We report a case of a 20-year-old Middle Eastern Arabic woman who developed an acute fatty
liver of pregnancy. She was not known to have any medical disease. She had had two previous uncomplicated
deliveries. She developed acute fatty liver of pregnancy on the first day after an uncomplicated normal vaginal
delivery of a healthy male newborn. She started to have nonitchy skin rash over her abdomen and upper limbs. Then she started to feel unwell. Twelve hours later, she developed epigastric and right upper quadrant abdominal
pain, followed by jaundice, nausea, and vomiting. She developed recurrent hypoglycemic attacks, hemolytic anemia,
coagulopathy, and hepatorenal syndrome. Conclusions: The clinical presentation of acute fatty liver of pregnancy is very variable and nonspecific. Skin rash can
be a new presenting symptom of acute fatty liver of pregnancy. Immediate suspicion of the diagnosis, appropriate
investigations, and urgent initiation of therapy in an intensive care unit and by a multidisciplinary team resulted in a good
outcome with no adverse health consequences for our patient. Keywords: Fatty liver, Pregnancy, Liver dysfunction, Postpartum, Skin rash Case presentation Our patient was a 20-year-old Arabic Middle Eastern
woman. She was not known to have any medical illness. She had had two previous uneventful pregnancies with
uncomplicated vaginal deliveries. Her only antenatal visit
to our hospital was at 38 weeks of gestation, when she
presented in early labor. Her general physical examin-
ation was unremarkable. An ultrasound (US) scan
showed a cephalic, normally grown fetus with decreased
amniotic fluid. The patient’s whole blood platelet count
was 182 × 109/L, white blood cell count (WBC) was 11
× 109/L, and whole blood hemoglobin (Hb) was 116 g/L. Her blood group was AB positive. Page 2 of 6 Al-Husban et al. Journal of Medical Case Reports (2018) 12:67 On vaginal examination, she was found to have a 3-cm
dilated, 80% effaced cervix and intact membranes. She
was augmented with artificial rupture of her membranes
and syntocinon intravenous infusion. Six hours later, she
had an uneventful vaginal delivery of a healthy male
newborn weighing 3.06 kg. The baby’s Apgar scores at 1
and 5 minutes were 8 and 9, respectively. Fig. 2 Skin rash over the abdomen p
y
On the morning of her first postpartum day, the
patient complained of a nonpruritic maculopapular skin
rash over her upper limbs (Fig. 1), abdomen (Fig. 2), and
back. It appeared suddenly as patchy lesions. It was not
associated with pustules or vesicles. Her neck, face, and
the palmar aspects of her hands and lower limbs were
spared. There were no noticeable striae over her abdo-
men. She was not known to have any allergic reactions,
and she did not receive any medications that could
explain the findings. Twelve hours later, she was feeling
very unwell and tired. She then developed generalized
abdominal pain that increased in severity and was asso-
ciated with nausea and occasional vomiting. Her vital
signs were normal (blood pressure [BP] 120/70 mmHg,
pulse rate 83 beats/minute, and oral temperature 37.1 °
C). Her urine was yellow and turbid with 3+ proteinuria,
and she had numerous WBC/high-power field (HPF)
but no glycosuria. The same result was confirmed by
testing a second urine sample that was obtained via a
Foley catheter. A dermatologist’s review indicated non-
specific maculopapular skin rash, and the dermatologist
advised only observation with no specific therapy but to
investigate further. Case presentation This advice alerted the medical staff
to do further testing, which showed that her liver func-
tion, kidney function, whole blood count, serum glucose,
serum lactate dehydrogenase (LDH), and coagulation
profile were within normal limits. Fig. 2 Skin rash over the abdomen tenderness. Her vital signs were stable. Investigations
were repeated and showed thrombocytopenia (platelet
count 54 × 109/L), hypoglycemia (serum glucose 2.11
mmol/L), renal impairment (serum creatinine 228.75
μmol/L), impaired liver function (serum alanine amino-
transferase [ALT] 0.735 μkat/L, serum aspartate amino-
transferase [AST] 1.15 μkat/L, serum LDH 19.8 μkat/L,
serum total bilirubin 68.4 μmol/L, serum direct bilirubin
58.15 μmol/L), and coagulopathy (plasma prothrombin
time [PT] 22 seconds, control 14 seconds, blood partial
thromboplastin time [PTT] 36 seconds, control 26 sec-
onds, international normalized ratio [INR] 1.85) with
normal urinalysis and normal plasma D-dimer and fibrin
degradation products. Acute fatty liver was suspected, and the patient was
admitted to the ICU in the evening. In the ICU, her blood
Hb was 88 g/L (dropped from 105 g/L), and her blood
platelet count was 51 × 109/L. Internist, hematologist, and
anesthetist consultants were involved in her care. Septic
workup was done, including urine and blood cultures, as
well as high vaginal and endocervical swabs for culture
and sensitivity. Because she was critically ill in the ICU
with too many intravenous catheters and an indwelling
urinary catheter, and because patients with AFLP are at
risk of infection, a decision was taken by the multidiscip-
linary team to start her on a renal dose of imipenem/cilas-
tatin. She was kept on intravenous fluid, normal saline (N/
S) 100 ml/hour, and dextrose infusion. Five units of fresh
frozen plasma (FFP), 5 U of cryoprecipitate, and 2 U of
packed red blood cells (PRBCs) were given. Day 2 postpartum was marked by persistence of nau-
sea and vomiting and a decrease in the intensity of skin
rash. On day 3 postpartum, she had nausea, vomiting,
and abdominal pain. Her skin rash showed a further de-
crease in intensity. She was very sick, pale, and jaundiced
with epigastric and right upper quadrant abdominal Fig. 1 Skin rash over the right hand and forearm On the fourth day postpartum, the patient had persist-
ent nausea, vomiting, and epigastric and right upper
quadrant abdominal pain. Her vital signs were stable. She was jaundiced. Her skin rash had significantly
decreased in distribution and intensity. Case presentation She had a strict
fluid
input-output
observation. Her
urine
output
remained around 45–60 ml/hour. Her investigations
showed anemia and thrombocytopenia (blood Hb 79 g/L
and blood platelet count 44 × 109/L), acute renal impair-
ment (serum creatinine 316.4 μmol/L), very high serum Fig. 1 Skin rash over the right hand and forearm Al-Husban et al. Journal of Medical Case Reports (2018) 12:67 Page 3 of 6 Page 3 of 6 Page 3 of 6 LDH (19.7 μkat/L), elevated serum ALT (0.77 μkat/L),
and elevated serum AST (1.52 μkat/L) with elevated
serum direct and total bilirubin. Her serum glucose was
3.38 mmol/L (on dextrose infusion), and her total serum
bile acids level was normal (6 μmol/L). Blood film
showed hypochromic microcytic anemia, few schisto-
cytes and acanthocytes, neutrophilia with toxic granula-
tion of neutrophils, a majority of neutrophils that were
hypersegmented, and thrombocytopenia. She received 2
U of PRBCs, 2 U of FFP, and 4 U of cryoprecipitate and
was started on dexamethasone 4 mg intravenously every
8 hours. (very mild nausea, occasional vomiting, and mild abdom-
inal pain) with stable V/S. Blood tests showed Hb 98 g/L,
blood platelet count 60 × 109/L, blood WBC 16 × 109/L
(76% neutrophils and 16% lymphocytes), serum glucose
6.1 mmol/L, serum creatinine 251.6 μmol/L, serum urea
nitrogen 52.1 mmol/L, and serum LDH 11.6 μkat/L with
normal electrolytes and liver enzymes. y
y
A CXR showed reticular shadowing bilaterally, a blunt
left costophrenic angle, and a clear right costophrenic
angle, which further supported the continuation of the
antibiotic. She was given 4 U of FFP. On the eighth day postpartum (the sixth day in the ICU),
the patient was very well with no nausea, vomiting, or ab-
dominal pain. Her dextrose infusion was disconnected. She
was started on oral intake of fluids. She remained normo-
glycemic. She was prophylactically given 5 U of cryoprecipi-
tate, 5 U of FFP, and 2 U of PRBCs for of her mild
thrombocytopenia and anemia. In the evening, repeat blood
test results were normal apart from mild elevation of serum
creatinine. A decision was taken to discharge her from the
ICU. In the afternoon, after transfusion of blood and blood
products, her blood platelet count was 38 × 109/L, blood
Hb 97 g/L, and blood WBC 14.9 × 109/L. Case presentation Other tests
revealed plasma PT 17.5 seconds, blood PTT 29.7 sec-
onds, and INR 1.4 (corrected by the infusion of the
blood and blood products). An abdominopelvic computed tomographic (CT) scan
without contrast enhancement revealed only hyperdense
free fluid (ascites). A chest x-ray (CXR) showed congestive
pulmonary changes and blunted bilateral costophrenic
angles. She was started on furosemide 20 mg intraven-
ously every 4 hours, intravenous fluid dextrose 25% 50
ml/hour, and N/S 0.9% 50 ml/hour. On the ninth day postpartum (the first day in the obstet-
ric ward), the patient was very well with no complaints. She resumed breastfeeding in addition to artificial supple-
ment. Her laboratory test results were normal. Her full sep-
tic workup result was negative. Imipenem/cilastatin was
discontinued. On the fifth day postpartum (the third day in the ICU),
the patient still felt unwell with epigastric and right upper
quadrant
abdominal
pain
and
recurrent
attacks
of
hypoglycemia. She had no skin rash at all. She had normal
BP readings with mild epigastric and right upper quadrant
tenderness. Her
laboratory
tests
showed
anemia,
thrombocytopenia, hypoglycemia, leukocytosis, renal im-
pairment, hyperbilirubinemia, and elevated serum LDH. Urinalysis showed 1+ proteinuria and hematuria. The
result of a viral hepatitis screen was negative. On the tenth day postpartum, the patient was very well
and had no complaint. The results of her blood tests were
normal apart from very mildly elevated serum creatinine. The patient’s 11th postpartum day was unremarkable;
she had no complaints and normal laboratory test results. On the 12th day postpartum (4th day in the obstetric
ward), the patient was very well with stable vital signs
and no complaints. She had normal serum glucose,
normal serum electrolytes, and normal liver enzymes
and serum bilirubin (total and direct). Her serum LDH
was 10.1 μkat/L, blood Hb 105 g/L, blood platelet count
584 × 109/L, blood WBC 11.6 × 106/L, and serum cre-
atinine 1.43. In the afternoon, she was discharged to
home receiving no medications. An abdominal U/S scan showed a marked amount of
free fluid in the abdomen, liver span 17 cm, spleen span
14 cm, and a normal hepatobiliary tree with no stones or
dilatation. A CXR was normal. She was given 5 U of FFP
and kept on the antibiotic because of the ascitic fluid. On the sixth day postpartum (fourth day in the ICU),
the patient showed significant clinical improvement with
stable vital signs (V/S). Case presentation Her blood tests showed persist-
ent anemia, thrombocytopenia, leukocytosis, elevated
serum creatinine, elevated serum LDH, mild elevation of
serum bilirubin, normal serum glucose, and normal liver
enzymes and coagulation. A repeat blood film showed
hypochromic microcytic anemia with mild anisocytosis,
neutrophilic leukocytosis, few hypersegmented neutro-
phils and thrombocytopenia with large forms. She was
prophylactically given 5 U of FFP as suggested by the
multidisciplinary team. The patient was seen in the clinic 1 week later. She
was doing well with no complaints and was seeking
contraception. One month later, she and her baby were doing well
with no complaints. In the clinic, she had an intrauterine
contraceptive device inserted. The chronological order
of her symptomatology and laboratory results are shown
in Tables 1 and 2, respectively. Discussion In our literature research, we did not come across skin rash
preceding or being part of an AFLP presentation. Our pa-
tient’s skin rash was different from pruritic urticarial papules On the seventh day postpartum (fifth day in the ICU),
the patient started to show much clinical improvement Al-Husban et al. Journal of Medical Case Reports (2018) 12:67 Page 4 of 6 Table 1 Patient’s symptoms in chronological order postpartum
Day 1
Day 2
Day 3
Day 4
Day 5
Day 6
Day 7
Day 8
Day 9
Day 12 (discharged
to home)
Skin rash
+++
++
+
+
−
−
−
−
−
−
Nausea
+
+++
+++
+++
+
Very mild
Very mild
−
−
−
Vomiting
+
+++
+++
++
+
Occasional Very
occasional
−
−
−
General feeling
Very
unwell
Very
unwell
Extremely
unwell
Unwell Unwell Well
Very well
Very
well
Very
well
Very well
Abdominal pain +
+++
+++
++
+
Very mild
−
−
−
−
+ mild, ++ moderate, +++ severe, - no or nil + mild, ++ moderate, +++ severe, - no or nil of severe hypoglycemia. The usual presentation of AFLP
is nonspecific [6]. The diagnosis of the condition is sug-
gested by jaundice, mild liver enzyme elevation, elevated
WBC, disseminated intravascular coagulation (DIC), and
a clinically unwell patient [6]. All these features were
very apparent and evident in our patient (raised serum and plaques of pregnancy because it was neither pruritic nor
associated with striae, and it involved both upper limbs and
the abdomen [5]. Abbreviations: ALT Alanine aminotransferase, AST Aspartate aminotransferase, FDP Fibrin degradation products, Hb Hemoglobin, HPF High-power
field, INR International normalized ratio, LDH Lactate dehydrogenase, mg/L milligram/Litre, mmol/L millimole/Litre, N normal, nmol/L nanomole/
Litre, PT Prothrombin time, PTT Partial thromboplastin time, RBC Red blood cell, μmol/L micromole/Litre, μkat/L microkatal/Litre, WBC White blood
cell, g/L gram/Litre, + 1 proteinuria
Values are given in standard international units Discussion Initially, the diagnosis of AFLP was suspected because
of the abrupt onset of feeling very unwell; abrupt onset
of abdominal pain, nausea, and vomiting; and the attacks Table 2 Laboratory test results in chronological order postpartum Table 2 Laboratory test results in chronological order postpartum
Day 1
Day 2 Day 3
Day 4
Day 5
Day 6 Day 7 Day 8 Day 9 Day 10 Day 11 Day 12
Hb, g/L
112
88
79, then 97
after transfusion
94
98
98
101
102
105
Platelets, ×109/L
161
54
then
51
44 then 38
30
34
60
80
482
584
WBC, ×109/L
10.0
7.0
9.0 then 14.9
14.9
15.0
16.0
12.0
14.0
11.6
Serum creatinine,
μmol/L
79.5
265.2
366.8
485.3
371.2
291.7
236.0
203.3
190.0
147.6
126.8
Serum urea
nitrogen, mmol/L
10.7
56.8
55.7
52.1
50.7
40.7
33.5
Serum ALT, μkat/L
0.27
0.735
0.77
0.42
N
N
Serum AST, μkat/L
0.22
1.15
1.52
0.57
N
N
Serum bilirubin
direct, μmol/L
1.71
58.15
71.8
34.2
22.2
10.3
Serum bilirubin
total, μmol/L
5.13
68.4
82.1
42.8
30.8
15.4
PT, seconds
12
22
17.5
14
14.5
PTT, seconds
26
36
29.7
26
28
INR
1.0
1.85
1.4
1.06
1.11
1.1
Plasma D-dimer,
nmol/L
1.9
N
9.8
FDP, mg/L
7.0
N
Plasma fibrinogen,
μmol/L
9.0
N
3.36
LDH, μkat/L
5.37
19.8
19.7
19.39
14.5
11.6
14.16
10.1
Urinalysis
3+ proteinuria, numerous
WBC/HPF, no glycosuria
N
N
+ Proteinuria,
8–10 RBC/HPF
Serum glucose,
mmol/L
3.4
2.11
3.38
3.0
4.1
6.1
3.9
5.1
4.2
5.2
4.7
Abbreviations: ALT Alanine aminotransferase, AST Aspartate aminotransferase, FDP Fibrin degradation products, Hb Hemoglobin, HPF High-power
field, INR International normalized ratio, LDH Lactate dehydrogenase, mg/L milligram/Litre, mmol/L millimole/Litre, N normal, nmol/L nanomole/
Litre, PT Prothrombin time, PTT Partial thromboplastin time, RBC Red blood cell, μmol/L micromole/Litre, μkat/L microkatal/Litre, WBC White blood
cell, g/L gram/Litre, + 1 proteinuria
Values are given in standard international units Abbreviations: ALT Alanine aminotransferase, AST Aspartate aminotransferase, FDP Fibrin degradation products, Hb Hemoglobin, HPF High-power
field, INR International normalized ratio, LDH Lactate dehydrogenase, mg/L milligram/Litre, mmol/L millimole/Litre, N normal, nmol/L nanomole/
Litre, PT Prothrombin time, PTT Partial thromboplastin time, RBC Red blood cell, μmol/L micromole/Litre, μkat/L microkatal/Litre, WBC White blood
cell, g/L gram/Litre, + 1 proteinuria
Values are given in standard international units Al-Husban et al. Funding Funding
All authors declare that they have not received any external source of
funding for the present study. Acknowledgements
None. Acknowledgements
None. Conclusions The clinical presentation of AFLP is very variable and
nonspecific. Skin rash can be a new presenting symp-
tom of AFLP. In our patient, immediate suspicion of
the diagnosis, appropriate investigations, and urgent
initiation of therapy in an ICU and by a multidisciplin-
ary team resulted in a good outcome with no adverse
health consequences. Our patient’s blood laboratory test results showed
marked elevation of serum bilirubin and jaundice with only
mild liver enzyme elevation. She also had leukocytosis and
ascites. These results, in addition to the patient’s clinical
symptoms and hypoglycemia, were consistent with the
diagnosis of AFLP [16]. Availability of data and materials The data presented in this case report are the original patient’s data. Therefore, the authors will not share it in an additional file. Discussion Journal of Medical Case Reports (2018) 12:67 Page 5 of 6 Page 5 of 6 Page 5 of 6 bilirubin, raised blood WBC and DIC). The differential
diagnosis
includes
preeclampsia,
HELLP
syndrome
(hemolysis, elevated liver enzymes, and low platelets),
viral hepatitis, and obstetric cholestasis [3, 6–8]. Our pa-
tient’s BP remained normal prior to delivery and all
through her hospital stay until discharge. She had no
itching to suggest obstetric cholestasis, and her serum
bile acid level was normal (6 μmol/L). Her viral hepatitis
screen result was negative. patient on an antibiotic and watched her carefully for
the development of any sign of adult respiratory distress
syndrome (ARDS). On the basis of her CXR, she needed
an intravenous diuretic. ARDS might occur as a compli-
cation of acute liver failure, septicemia, or transfusion of
multiple blood products [23]. After the fifth day of the clinical onset of our patient’s
presentation, she started to show clinical and hemato-
biochemical improvement. In patients who develop
AFLP antenatally, clinical recovery typically is seen
within 3–4 days; however, laboratory abnormalities can
persist much longer [24]. g
At an early stage, these patients may have an upper
gastrointestinal hemorrhage due to coagulation abnor-
malities, acute renal failure, infection, pancreatitis, or
hypoglycemia [9, 10]. Our patient had acute renal failure
and persistent hypoglycemia with the need for strict
input-output observation and intravenous dextrose infu-
sion. She maintained a normal urine output. The associ-
ation of transient diabetes insipidus and AFLP appears
more common than previously recognized. Both may be
part of the spectrum of preeclampsia [11]. Hypoglycemia
and prolongation of PT helped us to differentiate our
patient’s presentation from HELLP syndrome. DIC is
relatively common in these cases [12, 13]. Our patient
received appropriate infusions of FFP and cryoprecipi-
tate. She also developed thrombocytopenia, which is a
known complication of AFLP [14]. We obtained both a
CT scan and a US scan. Both imaging modalities are
noninvasive but have limited usefulness in the AFLP
diagnosis [15]. Our patient made a quick, uncomplicated recovery. We found a case report of massive intrahepatic calci-
fication [25]. AFLP can progress to fulminant hepatic
failure with the need for liver transplant, encephalop-
athy, coma, and death [26, 27]. The clinical manifes-
tations of patients with mutations in enzymes of fatty
acid metabolism may include AFLP that may mimic
severe preeclampsia [28]. Authors’ contributions NAH was the patient’s consultant and the main writer of the manuscript. OAK contributed to the literature search and writing of the manuscript. AAH
collected the patient’s clinical notes. All authors read and approved the final
manuscript. In the ICU, our patient was conscious, alert, and did
not need ventilator support. Patients who have received
ventilator support or encephalopathy and failed to re-
spond to conventional supportive therapy have benefited
from plasma exchange alone or in combination with
continuous hemodiafiltration [20–22]. We started our Abbreviations AFLP: Acute fatty liver of pregnancy; ALT: Alanine aminotransferase;
ARDS: Adult respiratory distress syndrome; AST: Aspartate aminotransferase;
BP: Blood pressure; CT: Computed tomographic; CXR: Chest x-ray;
DIC: Disseminated intravascular coagulation; FDP: Fibrin degradation product;
FFP: Fresh frozen plasma; Hb: Hemoglobin; HELLP syndrome: Hemolysis,
elevated liver enzymes, and low platelets; HPF: High-power field;
ICU: Intensive care unit; INR: International normalized ratio; LDH: Lactate
dehydrogenase; N/S: Normal saline; PRBC: Packed red blood cell;
PT: Prothrombin time; PTT: Partial thromboplastin time; RBC: Red blood cell;
US: Ultrasound; WBC: White blood cell count The patient went through hemostatic dysfunction in
the form of hemolytic anemia and DIC, as indicated by
the hematological test results. Hemostatic dysfunction
started very early in her condition and persisted for a
few days thereafter. In those patients who develop AFLP
prior to delivery, this dysfunction persists 4–5 days post-
partum [17]. Our patient received infusions of PRBCs,
FFP, and cryoprecipitate. Severe cases of AFLP can lead
to coagulopathy, liver failure, and hypoglycemia. The
pathological hepatic condition is usually self-limiting,
with liver function returning to normal 7–9 days after
delivery [18, 19]. Fluid therapy in our patient was very
strict to avoid pulmonary edema caused by low plasma
oncotic pressure. References 1. Sheehan HL. The pathology of acute yellow atrophy and delayed 1. Sheehan HL. The pathology of acute yellow atrophy and delayed
chloroform poisoning. J Obstet Gynaecol. 1940;47:49–61. chloroform poisoning. J Obstet Gynaecol. 1940;47:49–61. 2. Riely CA. Acute fatty liver of pregnancy. Semin Liver Dis. 1987;7(1):47–54. 3. Ko H, Yoshida EM. Acute fatty liver of pregnancy. Can J Gastroenterol. 2006;
20(1):25–30. 4. Bellig LL. Maternal acute fatty liver of pregnancy and the associated risk for
long-chain 3-hydroxyacyl-coenzyme a dehydrogenase (LCHAD) deficiency
in infants. Adv Neonatal Care. 2004;4(1):26–32. in infants. Adv Neonatal Care. 2004;4(1):26–32. 5. Dehdashti AL, Wikas SM. Pruritic urticarial papules and plaques of
pregnancy occurring postpartum. Cutis. 2015;95(6):344–7. 5. Dehdashti AL, Wikas SM. Pruritic urticarial papules and plaque pregnancy occurring postpartum. Cutis. 2015;95(6):344–7. 6. Wei Q, Zhang L, Liu X. Clinical diagnosis and treatment of acute fatty liver
of pregnancy: a literature review and 11 new cases. J Obstet Gynaecol Res. 2010;36(4):751–6. 7. Riely CA. Liver disease in the pregnant patient. Am J Gastroenterol. 1999;
94(7):1728–32. 8. Pang WW, Lei CH, Chang DP, Yang TF, Chung YT, Huang MH. Acute
jaundice in pregnancy: acute fatty liver or acute viral hepatitis? Acta
Anaesthesiol Sin. 1999;37(3):167–70. 8. Pang WW, Lei CH, Chang DP, Yang TF, Chung YT, Huang MH. Acute
jaundice in pregnancy: acute fatty liver or acute viral hepatitis? Acta
Anaesthesiol Sin. 1999;37(3):167–70. 9. Kaplan MM. Acute fatty liver of pregnancy. N Engl J Med. 1985;313:367–70. 9. Kaplan MM. Acute fatty liver of pregnancy. N Engl J Med. 1985;313:367–70. 10. Vigil-De Gracia P, Lavergne JA. Acute fatty liver of pregnancy. Int J Gynaecol
Obstet. 2001;72:193–5. 10. Vigil-De Gracia P, Lavergne JA. Acute fatty liver of pregnancy. Int J Gynaecol
Obstet. 2001;72:193–5. 11. Kennedy S, Hall PM, Seymour AE, et al. Transient diabetes insipidus and
acute fatty liver of pregnancy. Br J Obstet Gynaecol. 1994;101:387–91. 11. Kennedy S, Hall PM, Seymour AE, et al. Transient diabetes insipidus and
acute fatty liver of pregnancy. Br J Obstet Gynaecol. 1994;101:387–91. 12. Holzbach RT. Acute fatty liver of pregnancy with disseminated intravascula
coagulation. Obstet Gynecol. 1974;43:740–4. 12. Holzbach RT. Acute fatty liver of pregnancy wit
coagulation. Obstet Gynecol. 1974;43:740–4. 13. Cano RI, Delman MR, Pitchumoni CS, Lev R, Rosenthal WS. Acute fatty liver
of pregnancy. Complication by disseminated intravascular coagulation. JAMA. 1975;231:159–61. 14. Burroughs AK, Seong NH, Dojcinov DM, Scheuer PJ, Sherlock SV. Idiopathic
acute fatty liver of pregnancy in 12 patients. Competing interests The authors declare that they have no competing interests. Publisher’s Note 28. Iruretagoyena JI, Shah D. A case of severe preeclampsia leading to the
diagnosis of de novo abnormal fatty acid metabolism and ACE gene
deletion. J Obstet Gynaecol Can. 2010;32(7):695–7. Springer Nature remains neutral with regard to jurisdictional claims in
published maps and institutional affiliations. Received: 1 September 2017 Accepted: 27 January 2018 Ethics approval and consent to participate pp
p
p
Approval from the Department of Obstetrics and Gynecology at Jordan
University Hospital was obtained for this case publication. Page 6 of 6 Page 6 of 6 Al-Husban et al. Journal of Medical Case Reports (2018) 12:67 24.
Nelson DB, Yost NP, Cunningham FG. Acute fatty liver of pregnancy: clinical
outcomes and expected duration of recovery. Am J Obstet Gynecol. 2013;
209(5):456–7. 24.
Nelson DB, Yost NP, Cunningham FG. Acute fatty liver of pregnancy: clinical
outcomes and expected duration of recovery. Am J Obstet Gynecol. 2013;
209(5):456–7.
25.
Bhat KJ, Shovkat R, Samoon HJ. Postpartum Acute liver dysfunction: a case
of acute fatty liver of pregnancy developing massive intrahepatic
calcification. Gastroenterol Res. 2015;8(6):313–5.
26.
Bacq Y. Liver diseases unique to pregnancy: a 2010 update. Clin Res Hepatol
Gastroenterol. 2011;35:182–93.
27.
Heneghan MA, Selzner M, Yoshida EM, Mullhaupt B. Pregnancy and sexual
function in liver transplantation. J Hepatol. 2008;49(4):507–19.
28.
Iruretagoyena JI, Shah D. A case of severe preeclampsia leading to the
diagnosis of de novo abnormal fatty acid metabolism and ACE gene
deletion. J Obstet Gynaecol Can. 2010;32(7):695–7. Consent for publication Written informed consent was obtained from the patient for publication of
this case report and any accompanying images. A copy of the written
consent is available for review by the Editor-in-Chief of this journal. 25. Bhat KJ, Shovkat R, Samoon HJ. Postpartum Acute liver dysfunction: a case
of acute fatty liver of pregnancy developing massive intrahepatic
calcification. Gastroenterol Res. 2015;8(6):313–5. References Q J Med. 1982;51:481–97. 15. Castro MA, Ouzounian JG, Colletti PM, Shaw KJ, Stein SM, Goodwin TM. Radiologic studies in acute fatty liver of pregnancy: a review of the
literature and 19 new cases. J Reprod Med. 1996;41:839–43. 16. Knight M, Nelson-Piercy C, Kurinczuk JJ, Spark P, Brocklehurst P. UK obstetric
surveillance system: a prospective national study of acute fatty liver of
pregnancy in the UK. Gut. 2008;57:951–6. 17. Nelson DB, Yost NP, Cunningham FG. Hemostatic dysfunction with acute
fatty liver of pregnancy. Obstet Gynecol. 2014;124(1):40–6. 18. Bacq Y. Acute fatty liver of pregnancy. Semin Perinatol. 1998;22:134–40. 19. Castro MA, Fassett MJ, Reynolds TB, et al. Reversible peripartum liver failure:
a new prospective on the diagnosis, treatment and cause of acute fatty
liver of pregnancy, based on 28 consecutive cases. Am J Obstet Gynecol. 1999;181:389–95. 25.
Bhat KJ, Shovkat R, Samoon HJ. Postpartum Acute liver dysfunction: a case
of acute fatty liver of pregnancy developing massive intrahepatic
calcification. Gastroenterol Res. 2015;8(6):313–5. 28.
Iruretagoyena JI, Shah D. A case of severe preeclampsia leading to the
diagnosis of de novo abnormal fatty acid metabolism and ACE gene
deletion. J Obstet Gynaecol Can. 2010;32(7):695–7. Submit your next manuscript to BioMed Central
and we will help you at every step: Submit your next manuscript to BioMed Central
and we will help you at every step: • We accept pre-submission inquiries
• Our selector tool helps you to find the most relevant journal
• We provide round the clock customer support
• Convenient online submission
• Thorough peer review
• Inclusion in PubMed and all major indexing services
• Maximum visibility for your research
Submit your manuscript at
www.biomedcentral.com/submit
and we will help you at every step: 20. Martin JN Jr, Briery CM, Rose CH, et al. Postpartum plasma exchange as
adjunctive therapy for severe acute fatty liver of pregnancy. J Clin Apher. 2008;23(4):138–43. 21. Jin F, Cao M, Bai Y, et al. Therapeutic effects of plasma exchange for the
treatment of 39 patients with acute fatty liver of pregnancy. Discov Med. 2012;13(72):369–73. 22. Chu YF, Mei M, Juan Z, et al. Effectiveness of combining plasma exchange
with continuous hemodiafiltration on acute fatty liver of pregnancy
complicated by multiple organ dysfunction. Artif Organs. 2012;36(6):530–4. 23. Kalpana S, Veena R, Geeta P, et al. Acute fatty liver of pregnancy: a case
report of an uncommon disease. Indian J Crit Care Med. 2009;13(1):34–6.
|
https://openalex.org/W2299994716
|
https://www.frontiersin.org/articles/10.3389/fpsyg.2016.00257/pdf
|
English
| null |
The Influence of Content Meaningfulness on Eye Movements across Tasks: Evidence from Scene Viewing and Reading
|
Frontiers in psychology
| 2,016
|
cc-by
| 7,847
|
ORIGINAL RESEARCH
published: 01 March 2016
doi: 10.3389/fpsyg.2016.00257 Edited by:
Guillaume A. Rousselet,
University of Glasgow, UK Reviewed by:
Sébastien M. Crouzet,
Centre de Recherche Cerveau et
Cognition, France
Françoise Vitu,
Aix-Marseille Université, France Keywords: eye movements, cognitive control, meaning, reading, scene perception, eye tracking, eye movement
control *Correspondence:
Steven G. Luke
steven_luke@byu.edu *Correspondence:
Steven G. Luke
steven_luke@byu.edu The Influence of Content
Meaningfulness on Eye Movements
across Tasks: Evidence from Scene
Viewing and Reading Steven G. Luke1* and John M. Henderson2,3 1 Department of Psychology and Neuroscience Center, Brigham Young University, Provo, UT, USA, 2 Department of
Psychology, University of California Davis, Davis, CA, USA, 3 Center for Mind and Brain, University of California, Davis, Davis,
CA, USA The present study investigated the influence of content meaningfulness on eye-
movement control in reading and scene viewing. Texts and scenes were manipulated to
make them uninterpretable, and then eye-movements in reading and scene-viewing
were compared to those in pseudo-reading and pseudo-scene viewing. Fixation
durations and saccade amplitudes were greater for pseudo-stimuli. The effect of the
removal of meaning was seen exclusively in the tail of the fixation duration distribution
in both tasks, and the size of this effect was the same across tasks. These findings
suggest that eye movements are controlled by a common mechanism in reading and
scene viewing. They also indicate that not all eye movements are responsive to the
meaningfulness of stimulus content. Implications for models of eye movement control
are discussed. INTRODUCTION When we are performing a visual task, such as reading, searching for an object, or just looking
around at the world, our eyes make rapid movements, called saccades, several times a second. In between these saccades, the eyes make pauses (called fixations) to take in visual information. Researchers who study eye movements are interested in why we look where we do and why we
move our eyes when we do. It is thought by many that eye movements are under cognitive control,
meaning that the where and when of eye movements are influenced by cognitive processes related
to perception, memory, and language (Rayner, 2009; Rayner and Reingold, 2015; but see Yang and
McConkie, 2001; Vitu, 2003 for an alternate viewpoint). In short, cognitive control implies that our
eye movements respond quickly to the nature of what we are looking at in any given moment. h
d
f
d
h
b
f
l
d f
h
fl
f Specialty section:
This article was submitted to
Perception Science,
a section of the journal
Frontiers in Psychology
Received: 19 October 2015
Accepted: 09 February 2016
Published: 01 March 2016 Specialty section:
This article was submitted to
Perception Science,
a section of the journal
Frontiers in Psychology
Received: 19 October 2015
Accepted: 09 February 2016
Published: 01 March 2016
Citation:
Luke SG and Henderson JM (2016)
The Influence of Content
Meaningfulness on Eye Movements Specialty section:
This article was submitted to
Perception Science,
a section of the journal
Frontiers in Psychology Received: 19 October 2015
Accepted: 09 February 2016
Published: 01 March 2016 Citation: Luke SG and Henderson JM (2016)
The Influence of Content
Meaningfulness on Eye Movements
across Tasks: Evidence from Scene
Viewing and Reading. Front. Psychol. 7:257. doi: 10.3389/fpsyg.2016.00257 The study of reading has proven to be fertile ground for investigating the influence of
cognitive factors on eye movement control. This is primarily because words have multiple
quantifiable cognitive properties such as frequency and predictability, properties that influence
the processing of those words in multiple ways. Studies exploring the influence of these
cognitive properties have shown that cognitive processing can influence eye movements on a
moment-by-moment basis (Just and Carpenter, 1980; Rayner, 1998, 2009; Kliegl et al., 2006). March 2016 | Volume 7 | Article 257 1 Frontiers in Psychology | www.frontiersin.org Meaningfulness and Eye Movement Control Luke and Henderson Studying the influence of cognitive processing in other
visual tasks, such as scene viewing, has proven more difficult,
because the units of processing (i.e., objects) are not so clearly
differentiated in visual scenes (they overlap) and their cognitive
properties are not so easily defined or quantified. As a result,
the influence of cognitive factors in scene viewing is less
clearly understood (Henderson et al., 1999; Henderson, 2003;
Võ and Henderson, 2009; Wang et al., 2010). Researchers
have therefore been forced to rely more on manipulations
of global image properties in order to investigate cognitive
control of eye movements in these scene viewing tasks. These
global manipulations, which are described below, reduce the
possibility of cognitive control by removing or denying access to
information needed to interpret and understand the image. paradigm thus simulates processing difficulty in a manner that
is precisely controlled and easily applied to a variety of different
visual tasks. This paradigm has been employed to study eye
movement control in both reading (Rayner and Pollatsek, 1981;
Morrison, 1984; Dambacher et al., 2013) and scene processing
(Henderson and Pierce, 2008; Henderson and Smith, 2009). The
SOD paradigm has also been used to compare reading and
scene viewing directly (Nuthmann and Henderson, 2012; Luke
et al., 2013), and equivalent effects of delay duration on fixation
durations were observed in both tasks, strongly suggesting that
reading and scene viewing share a common mechanism for the
control of fixation duration. The SOD paradigm typically reveals two populations of
fixations: some that outlast the delay and others that do not
(Henderson and Pierce, 2008; Henderson and Smith, 2009; Luke
et al., 2013). Citation: The first population of fixations appear to be
under cognitive control, increasing linearly with the duration
of the delay, while the second population of fixations does not
lengthen in response to the presence of the mask, suggesting
that these fixations are not under cognitive control. Thus, direct
comparisons of eye movement control in different tasks are
important not only because they tell us that these tasks share
a common mechanism, but also because they reveal something
about the nature of that mechanism. In some models, such as
E–Z reader (Reichle et al., 1998), most or all reading saccades
are initiated by successful completion of some stage of lexical
access, while other models such as SWIFT (Engbert et al.,
2002, 2005), CRISP (Nuthmann et al., 2010; Nuthmann and
Henderson, 2012), and the competition-interaction model (Yang
and McConkie, 2001) delay some saccades when cognitive
processing difficulty is encountered. The existence of two
different populations of fixations is more consistent with the
latter class of models. Exploring eye movement control across
multiple tasks can help to further adjudicate between these
different proposals. These global image manipulations are also useful because
they can also be applied to reading, permitting direct cross-task
comparisons. This is important because reading is measurably
different from other visual tasks, such as scene viewing. For
example, fixation durations are significantly shorter in reading
(Henderson and Hollingworth, 1998; Rayner, 2009; Luke et al.,
2013). Saccade amplitudes tend to be shorter in reading as well
(Rayner, 2009; Henderson and Luke, 2014). On the other hand,
in reading the eyes are presumably guided by the same neural
systems as in other visual tasks, and eye movements are made
for the purpose of gathering information regardless of task. In
support of this is the observation that aggregate measures of eye
movement behavior correlate across tasks (Henderson and Luke,
2014), although not all researchers have found this relationship
with regard to reading (Rayner et al., 2007). At the same time,
while many core visual and eye movement control areas appear to
be common to both tasks (Choi and Henderson, 2015), cognitive
control in reading and scene viewing could be exerted by different
cortical centers. Citation: For example, the parahippocampal place area
(PPA; Epstein and Kanwisher, 1998; Epstein et al., 1999) appears
to be involved in scene viewing but not in reading (Choi and
Henderson, 2015; Henderson and Choi, 2015), while the visual
word form area (VWFA; Cohen et al., 2000; McCandliss et al.,
2003) and language areas in the left hemisphere contribute to
eye movement control in reading but not in scene viewing (Choi
and Henderson, 2015; Henderson et al., 2015). So, the underlying
processes that control eye movements, making them sensitive
to the meaning of words and objects, might differ in significant
ways in reading compared to other tasks. Identifying which
processes are common to all tasks and which are task-specific is
an important goal of eye-movement research. Another global method for exploring eye movement control
that has been employed exclusively in reading is the pseudo-
reading paradigm, in which all letters in a text are replaced with
block shapes or a single letter such as Z. This manipulation
removes all meaning from the text, but preserves the visual-
spatial layout of the words, sentences, and paragraphs. A finding
from this technique is that fixations are typically longer in
pseudo-reading than in reading. This finding seems rather
paradoxical at first, as one might expect longer fixations when
cognitive processing is engaged, not when it is absent, as no
processing difficulty should occur when there is nothing to
process; nevertheless this finding has been consistently shown
across studies (Vitu et al., 1995; Rayner and Fischer, 1996). If
we define processing difficulty simply as an inability to identify
a stimulus, such as a word, then it makes sense that fixation
durations should be lengthened when meaning is removed and
identification is not possible. Or it could be that having meaning
facilitates processing, thereby shortening fixations relative to the
meaningless text condition (Reichle et al., 2012). Usually, the global image manipulations used to study eye
movement control involve obscuring or removing the stimulus
for an extended period of time. Sometimes participants are given
a brief view of part of the text or of the scene before it is removed
from view (Rayner et al., 2003, 2009). The results of these
studies suggest that saccades are under cognitive control in both
tasks. Frontiers in Psychology | www.frontiersin.org Materials The present study uses the principle behind the pseudo-
reading paradigm, the removal of meaningfulness, to directly
compare the cognitive control of eye movements in reading and
in scene viewing. We manipulated text and scenes to create a
pseudo-reading and a pseudo-scene viewing condition, and we
then compared participants’ eye movements in the two tasks
and in their pseudo-variants in a within-subjects design. Based
on previous research on reading, we expected increased fixation
durations for meaningless stimuli (Vitu et al., 1995; Rayner and
Fischer, 1996; Luke and Henderson, 2013). Filtering scenes to
remove high-frequency visual information, which makes object
identification difficult, has also been shown to increase fixation
durations (Mannan et al., 1997; Henderson et al., 2014b). We
predict, therefore, that fixation durations will be longer for our
pseudo-stimuli, indicating that at least some fixations are under
cognitive control. Fifty-six short paragraphs (40–60 words) were taken from online
news articles. These texts were used in Luke and Henderson
(2013) and included a total of 1415 unique words: three one-
letter words, 30 two-letter words, 93 three-letter words, 197
four-letter words, 247 five-letter words, 227 six-letter words, 218
seven-letter words, 159 eight-letter words, 110 nine-letter words,
and 131 words 10 letters or longer. Two different versions of
each text were created, a Normal Reading version, in which
the text appeared on the screen in Courier New 16pt font, and
a Mindless Reading version, in which the text was displayed
in a custom font (also 16pt). This font transformed letters
into block shapes (see Figure 1) while preserving overall word
shape. Both fonts were monospace, and all letters, words, and
lines of text appeared in exactly the same location regardless of
font. g
This manipulation permits us to test two more specific
hypotheses about eye-movement control as well. The first is that
the same systems control eye movements in reading and in scene
viewing: If eye movements are controlled by the same systems
across tasks, then eye movements should be influenced similarly
by the removal of meaningfulness in both tasks. We note here
that we use the term ‘meaningfulness’ because of the global nature
of the manipulation; the pseudo-stimuli differ from the original
text and scenes on many levels, but what is important is that they
are not interpretable, meaning that cognitive control has little
opportunity to influence eye movements for these stimuli (see
Figures 1 and 2 below). Materials The second hypothesis is that, consistent
with findings from the SOD paradigm and from pseudo-reading
that not all fixations are under cognitive control (Henderson and
Pierce, 2008; Henderson and Smith, 2009; Luke and Henderson,
2013; Luke et al., 2013; Henderson and Luke, 2014), the removal
of meaningfulness will only affect some, and, not all, fixations. For the scene stimuli, pseudo-scenes were created that were
analogous to the pseudo-texts in that they had a complex visual
structure similar to that of their real scene counterparts but
were not meaningful. These pseudo-scenes did not contain any
identifiable objects and were not easily assigned to a particular
scene category. In order to create a set of pseudo-scenes, we
began with a large set of 840 images. The images depicted scenes
from seven different categories, five outdoor and two indoor. The outdoor scenes were images of beaches, forests, mountains,
cityscapes, and highways (Walther et al., 2009), while the indoor
scenes were images of bedrooms and kitchens. g
Our goal was to find a manipulation for scenes that was
similar to the manipulation that we and others had previously
used for text (see Figure 1), which still looked like text but
was not interpretable. Specifically, we wanted to (1) preserve
the spatial layout of the scene as much as possible, while (2)
removing meaning. This proved to be a difficult task for visual
scenes, and we tried and rejected several different methods. The
manipulation we ultimately chose removed the meaning from
these images via an extensive filtering process that extracted
the edges from the images, expanded and distorted these edges,
and then filled the empty areas within these newly warped
edges with color, a process which also erased the edge lines. Then both the scenes and pseudo-scenes were transformed to
grayscale. Citation: Another technique, called the stimulus onset delay (SOD)
paradigm, involves covering all or part of the visual stimulus
with a mask during predefined saccades, so that when the next
fixation begins the stimulus is not visible. The mask remains
on screen for a predetermined and varied delay and is then
removed so that the stimulus again becomes visible. The SOD Like the SOD paradigm, the pseudo-reading technique has
also shown that some eye movement behaviors in reading are
under the influence of cognitive control, while others appear not March 2016 | Volume 7 | Article 257 2 Meaningfulness and Eye Movement Control Luke and Henderson to be (Nuthmann et al., 2007; Henderson and Luke, 2012; Luke
and Henderson, 2013). The pseudo-reading technique has also
been used in combination with EEG or MRI to explore the neural
bases of cognitive control in reading (Henderson et al., 2013,
2014a, 2015). minimized with a chin and head rest. Although viewing was
binocular, eye movements were recorded from the right eye. The
experiment was controlled with SR Research Experiment Builder
software. Participants Forty participants recruited from Brigham Young University
completed the experiment. All participants were native English
speakers with 20/20 corrected or uncorrected vision. Prior
to participant recruitment, the institutional review board that
Brigham Young University approved the study. This manipulation disguised the identities of the objects in
the image and made the scene categories difficult to identify. The pseudo-scenes were then normed to see which ones were
the most difficult to identify. All 840 meaningless images were
posted on Amazon’s Mechanical Turk (Buhrmester et al., 2011). Participants were told that each image was created by altering
a photograph of a scene, and asked to provide a short label
identifying the category of the scene that the image was created
from (or “Don’t Know” if they were unable to identify it) and to
rate their confidence in the label they had provided. Each image
was labeled by ten different participants. Apparatus Eye movements were recorded via an SR Research Eyelink
1000 plus tower mount eye tracker (spatial resolution of
0.01◦) sampling at 1000 Hz. Subjects were seated 60 cm
away from a 24′′
LCD monitor with display resolution
set to 1600 × 900, so that approximately three characters
subtended 1◦of visual angle. Scenes (800 × 600 pixel images)
subtended 21 by 16◦of visual angle. Head movements were March 2016 | Volume 7 | Article 257 Frontiers in Psychology | www.frontiersin.org 3 Luke and Henderson
Meaningfulness and Eye Movement Control
FIGURE 1 | Examples of text and pseudo-text. Normal text is above, with the corresponding pseudo-text below. Meaningfulness and Eye Movement Control Luke and Henderson FIGURE 1 | Examples of text and pseudo-text. Normal text is above, with the corresponding pseudo-text below. Based on these norming data, 56 pseudo-scenes were selected,
eight from each scene category. Overall, participants in the
norming study gave the “Don’t Know” response for 73% of the
images, and for the minority of images that they did attempt to
provide a label for, they provided a correct label only 10% of
the time. Confidence ratings were very low (M = 1.34 on a 5-
point scale). Therefore, these images were extremely difficult to
identify, even for participants who knew that the images had been
derived from actual scenes. Examples of the images used can be
seen in Figure 2. were further told that they should view each image in preparation
for a memory test that would be administered at the end of
the experiment. Each trial involved the following sequence. Each
trial began with a gaze trigger, which consisted of a black circle
presented in the center of the screen. Once a stable fixation had
been detected on the gaze trigger, the image was presented for
10 s. At the end of 10 s, a new gaze trigger appeared and the next
trial began. Stimulus condition (Meaningful vs. Pseudo-Stimulus) was
counterbalanced across two stimulus lists, separately for each task
(Reading vs. Scene Viewing), and each participant saw only one of
the lists. Thus, each participant saw 28 normal texts, 28 pseudo-
texts, 28 normal scenes, and 28 pseudo-scenes, and no participant
saw the same text or scene twice. The order of stimulus
presentation was counterbalanced across participants, with half
of the participants completing the scene viewing task first, and
half the reading task. Apparatus Within each task, stimuli were presented
in a random order for each participant. For the memory test,
participants were presented with a random selection of novel and
previously viewed texts, scenes, and pseudo-scenes, and asked to
indicate via button-press if they had seen the stimulus before. The
memory test was administered solely to ensure that participants
attended carefully to the experimental tasks, and so the data from
the memory task were not analyzed. Frontiers in Psychology | www.frontiersin.org Procedure For the reading task, participants were told that they would
be reading short texts on a computer screen while their eye
movements were recorded. Participants were also told that some
of the texts would appear with blocks in place of letters, and
that in those cases they should move their eyes as if they were
reading. These are the standard instructions given in pseudo-
reading experiments (Vitu et al., 1995; Rayner and Fischer, 1996;
Nuthmann et al., 2007; Luke and Henderson, 2013). Participants
were informed that their memory for the texts and pseudo-texts
would be tested at the end of the experimental session. Each
trial involved the following sequence. The trial began with a
gaze trigger, a black circle presented in the position of the first
character in the text. Once a stable fixation was detected on the
gaze trigger, the text was presented. The participant read the text
and pressed a button when finished. Then a new gaze trigger
appeared and the next trial began. Saccade Amplitude Thus, although the findings of the present study with regard
to mean saccade amplitudes may appear to contradict previous
findings that saccades are shorter is pseudo-reading, the pattern
of changes in the distribution of saccade amplitudes is the same. A by-participant 2 (TASK: Reading vs. Scene Viewing) × 2
(STIMULUS TYPE: Meaningful vs. Pseudo-Stimulus) ANOVA was
conducted on saccade amplitude. In this analysis, both main
effects were significant, as was the interaction (all Fs > 9.12,
all ps < 0.0061). Follow-up t-tests showed that the significant
interaction indicated that the effect of STIMULUS TYPE was
present for reading but was not significant for scene viewing
(Reading t(39) = −2.82, p = 0.0082, difference = 0.44; Scene
Viewing t(39) = −0.63, p = 0.53, difference = 0.1). Interestingly,
the mean saccade amplitude was shorter in reading than in
pseudo-reading (see Table 1). This contradicts findings from
previous studies using similar pseudo-reading tasks, where longer
mean saccades were observed in normal reading than in pseudo-
reading (Vitu et al., 1995; Rayner and Fischer, 1996; Luke and
Henderson, 2013). Luke and Henderson (2013) observed that
these mean differences were due to a greater proportion of very
short and long fixations in pseudo-reading. Figure 3 shows that
the same pattern of results was obtained for reading in the
current study. A similar increase in the proportion of longer
saccades is observable for pseudo-scene viewing, although this
shift was not large enough to significantly influence the means. RESULTS Fixations shorter than 50 ms or longer than 1200 ms were
removed as outliers, and saccades larger than 22◦were removed
to exclude return sweeps in reading. Summary statistics for all
dependent variables can be found in Table 1. For the scene task, participants were told that they would be
viewing both photographs and patterns of blobs and shapes on
the screen as their eye movements were monitored. Participants March 2016 | Volume 7 | Article 257 Frontiers in Psychology | www.frontiersin.org Meaningfulness and Eye Movement Control Luke and Henderson FIGURE 2 | Examples of the scene and pseudo-scene stimuli. Normal scenes are on the left, with the corresponding pseudo-scenes on the right. of the scene and pseudo-scene stimuli. Normal scenes are on the left, with the corresponding pseudo-scenes on the right. FIGURE 2 | Examples of the scene and pseudo-scene stimuli. Normal scenes are on the left, with the corresponding pseu Frontiers in Psychology | www.frontiersin.org March 2016 | Volume 7 | Article 257 Fixation Duration Figure 4 shows the distribution of fixation durations for
both scenes and text in the meaningful and pseudo-stimulus
conditions. This
figure
illustrates
that
fixation
duration
distributions are not normal but are skewed to the right. Any
difference in means between the meaningful and pseudo-stimuli
might reflect a difference in the center of the two distributions,
which occurs when most fixations in one condition are longer. However, since means are strongly influenced by outliers and TABLE 1 | Means (and standard deviations) for the dependent variables. Reading
Scene viewing
Meaningful Pseudo-text Meaningful Pseudo-scenes
Fixation duration
206 (89)
255 (126)
284 (143)
307 (169)
Saccade amplitude
3.22 (2.09)
3.66 (2.92)
4.26 (3.47)
4.36 (3.55)
March 2016 | Volume 7 | Article 257 Frontiers in Psychology | www.frontiersin.org 5 Meaningfulness and Eye Movement Control Luke and Henderson FIGURE 3 | Global Distribution of Saccade Amplitudes. There was a greater proportion of very short and long saccades for the pseudo-stimuli (dashed lines)
than for the meaningful stimuli, especially for the reading task. FIGURE 3 | Global Distribution of Saccade Amplitudes. There was a greater proportion of very short and long saccades for the pseudo-stimuli (dashed lines)
than for the meaningful stimuli, especially for the reading task. Previous research comparing fixation duration distributions
in scene viewing and reading has observed that the distribution in
scene viewing is both shifted to the right and more skewed to the
right compared to reading (Luke et al. (2013); see also Henderson
and Hollingworth (1998)). The removal of meaningfulness from
a text stimulus has been shown to result in a “fatter tail”,
skewing the distribution to the right compared to the normal,
meaningful stimulus condition, but does not appear to influence
µ or σ (Luke and Henderson, 2013). Figure 4 and Table 2
suggests that the primary difference between the Meaningful and
Pseudo-Stimulus conditions in both tasks is indeed an increase
in skew in the Pseudo-Stimulus condition, with no large shifts
in the center of the distribution apparent. To look for any
interactions between task and stimulus type that might indicate
task-based differences in fixation duration control, especially in
the analysis of the skew of the distribution (τ), by-participant
2 (TASK: Reading vs. Scene Viewing) × 2 (STIMULUS TYPE:
Meaningful vs. Pseudo-Stimulus) ANOVAs were conducted on
all three of the ex-Gaussian parameters. Frontiers in Psychology | www.frontiersin.org Fixation Duration The solid vertical lines represent overall means, while the dotted vertical lines represent the values for µ
derived from the response time distribution analysis. (Meaning: both ts > 5.61, both ps < 0.0001; No meaning: both
ts > 2.28, both ps < 0.025). When the effect of STIMULUS
TYPE was considered separately for each task, no significant
differences were found in the analysis of µ (Reading: t(39) < 1.78,
p = 0.072; Scene Viewing: t(39) < 0.57, p > 0.57). The effect
was significant (although numerically tiny, only 4 ms) for reading
only in the analysis of σ (t(39) < 2.03, p = 0.046; Scene Viewing:
t(39) < 0.07, p > 0.94). These results indicate that if semantic
content has an influence on the center or spread of the fixation
duration distributions, such influences are quite small (<10 ms;
see Table 2) and mostly non-significant. Accordingly, between-
task differences in the influence of semantic content on µ or σ, if
they exist at all, are on the order of a few milliseconds. Thus, these
results are consistent with previous studies (Luke and Henderson,
2013). (Meaning: both ts > 5.61, both ps < 0.0001; No meaning: both
ts > 2.28, both ps < 0.025). When the effect of STIMULUS
TYPE was considered separately for each task, no significant
differences were found in the analysis of µ (Reading: t(39) < 1.78,
p = 0.072; Scene Viewing: t(39) < 0.57, p > 0.57). The effect
was significant (although numerically tiny, only 4 ms) for reading
only in the analysis of σ (t(39) < 2.03, p = 0.046; Scene Viewing:
t(39) < 0.07, p > 0.94). These results indicate that if semantic
content has an influence on the center or spread of the fixation
duration distributions, such influences are quite small (<10 ms;
see Table 2) and mostly non-significant. Accordingly, between-
task differences in the influence of semantic content on µ or σ, if
they exist at all, are on the order of a few milliseconds. Thus, these
results are consistent with previous studies (Luke and Henderson,
2013). globally manipulated the meaningfulness of both texts and scenes
in a within-subjects design, enabling us to explore potential
differences in eye movement control across two visual tasks. Saccade amplitudes were found to increase significantly
in reading for pseudo-text. Fixation Duration This difference in mean saccade
amplitude across conditions appears to result from an increase
in very short and long saccade amplitudes when meaning is
removed from text. This shift in the distribution has been
observed in other studies (Luke and Henderson, 2013), although
in these studies means decreased because the proportion of
short saccades increased more than was observed here. In scene
viewing there was a numeric trend toward an increase (see
Table 1) but it was small and far from significant. There was some TABLE 2 | Parameters from the response time distributional analysis of
fixation durations. Reading
Scene viewing
µ
σ
T
µ
σ
τ
Meaningful
139
38
66
164
52
122
Pseudo-stimulus
148
42
101
161
52
152
Effect
9
4
35
−3
0
30
The three parameters µ, σ, and τ are from the response time distributional analysis
of the fixation duration distributions shown in Figure 3. The first two parameters
represent the normal component of the distribution (µ, the mean, and σ, the
standard deviation), and τ is the exponential parameter representing the skew of
the distribution. Mean log likelihoods for the four different conditions are: Reading,
Meaningful: −2460.22; Reading, Pseudo-Stimulus: −2015.7; Scenes, Meaningful:
−1345.4; Scenes, Pseudo-Stimulus: −1173.18. TABLE 2 | Parameters from the response time distributional analysis of
fixation durations. In the analysis of τ, both main effects (TASK and STIMULUS
TYPE) were significant (both Fs > 99.06, both ps < 0.0001). The interaction of the two was not significant (p > 0.32). These findings indicate that while all three parameters of the
fixation duration distribution were larger in scene viewing than
in reading, consistent with previous research (Luke et al., 2013),
meaningfulness only had a significant effect on the skew of the
distribution (Luke and Henderson, 2013). The size of this effect
was statistically the same in the two tasks. The three parameters µ, σ, and τ are from the response time distributional analysis
of the fixation duration distributions shown in Figure 3. The first two parameters
represent the normal component of the distribution (µ, the mean, and σ, the
standard deviation), and τ is the exponential parameter representing the skew of
the distribution. Mean log likelihoods for the four different conditions are: Reading,
Meaningful: −2460.22; Reading, Pseudo-Stimulus: −2015.7; Scenes, Meaningful:
−1345.4; Scenes, Pseudo-Stimulus: −1173.18. Fixation Duration In the analyses of µ
and σ, there were main effects of TASK (both Fs > 43.75,
all ps < 0.0046), indicating that both parameters were larger
for scenes than for text. The main effects of STIMULUS TYPE
were not significant (both Fs < 3.9, both ps > 0.056). The
interaction of the two factors was significant in both analyses
(both Fs > 6.9, all ps < 0.012), indicating that the effect of
TASK was somewhat smaller in the Pseudo-Stimulus condition extreme scores, a difference between means can also occur
because one distribution is more skewed than another, which
occurs when some subset (but not all) of the fixations are longer. Mean differences can reflect either of these differences or both in
combination (Balota and Yap, 2011). Since the center and skew of
fixation duration distributions vary independently of each other
and often reflect different processes (Staub and Benatar, 2013), it
is important to consider them separately. To test whether the removal of meaningfulness had similar
effects in the different tasks, the fixation duration distributions
for each participant in each condition were analyzed using a
response time distributional analysis (Balota and Yap, 2011). This analysis fits participants’ response time data with an ex-
Gaussian distribution (Ratcliff, 1979), which is the convolution of
a normal (Gaussian) distribution and an exponential distribution,
with two parameters representing the normal component (µ, the
mean, and σ, the SD), and a single exponential parameter (τ). Any changes in µ and σ indicate changes in the distribution’s
normal component (i.e., the center), whereas increases in τ
indicate increased skew to the right. Ex-Gaussian distributions
fit eye-movement data quite well (Staub et al., 2010; Staub, 2011;
White and Staub, 2012; Luke and Henderson, 2013; Luke et al.,
2013). The ex-Gaussian distribution was fitted to the data from
each participant in each task in each meaning condition using
QMPE software (Heathcote et al., 2004). The mean ex-Gaussian
parameters are found in Table 2. March 2016 | Volume 7 | Article 257 Frontiers in Psychology | www.frontiersin.org Frontiers in Psychology | www.frontiersin.org 6 Meaningfulness and Eye Movement Control Luke and Henderson FIGURE 4 | Global Distribution of Fixation Durations. The solid vertical lines represent overall means, while the dotted vertical lines represent the values for µ
derived from the response time distribution analysis. FIGURE 4 | Global Distribution of Fixation Durations. DISCUSSION The present study investigated how the meaningfulness of a visual
stimulus influences how our eyes move. More specifically, we March 2016 | Volume 7 | Article 257 Frontiers in Psychology | www.frontiersin.org 7 Meaningfulness and Eye Movement Control Luke and Henderson fixated stimulus (e.g., the competition-inhibition theory; Yang
and McConkie (2001). suggestion of an increase in the proportion of longer fixations
for pseudo-scenes as well. The absence of a significant effect
of semantic content on saccades amplitudes in scene viewing
may simply reflect a ceiling effect; saccades are larger by default
in scene viewing, and it is probably not possible to increase
them much more and still keep the eyes within the bounds
of the stimulus. Regardless, these observed changes in saccade
amplitude likely reflect a reduced need for foveal processing when
the stimulus is not being processed for meaning. While the global manipulation employed here is useful for
cross-task comparisons, it of course has certain limitations. Since
our manipulation altered the stimuli in multiple ways, removing
or changing some low-level visual features as well as obscuring
the identity of words and objects, it is not possible to determine
which cognitive processes (or which stage in processing) has
the most influence on eye movements. This technique cannot
therefore adjudicate cleanly between different proposals about
the nature and source of cognitive control. The present study
does, however, provide additional evidence, first, that reading,
and scene viewing share a common control mechanism, and,
second, that only some fixations are under the direct influence
of the visual stimulus. Most models of eye-movement control
apply to reading only (Reichle et al., 1998; Engbert et al., 2002,
2005), and so may not generalize to other tasks (but see Reichle
et al. (2012) for an example of how E–Z reader can generalize
to non-reading tasks). One model of eye-movement control that
has been shown to successfully predict eye movements in both
reading and scene viewing is the CRISP model (Nuthmann et al.,
2010; Nuthmann and Henderson, 2012). CRISP also predicts that
some eye movements will not be under cognitive control; fixation
duration is determined by a random walk timer, after which
a new saccade program is initiated. Prior to saccade program
initiation, cognitive intervention can occur via inhibition of the
saccade program when processing difficulty is encountered, but
after the timer expires no cognitive intervention is possible. DISCUSSION Thus,
CRISP is consistent with the findings of this and other studies. The results of the current study suggest that current and future
models of eye movement control should, first, be able to account
for eye movements across multiple tasks, and second, incorporate
a mechanism for cognitive control that exempts some subset of
fixations. g p
g
One goal of the present study was to investigate whether
the influence of stimulus meaningfulness differs across tasks. A close look at the distribution parameters from the fixation
duration distribution analysis (Table 2) shows that the removal
of meaningfulness affected the fixation duration distributions
in the same way in both tasks, influencing the skew (τ)
but not consistently influencing the center (µ, σ) of the
distributions. That is, the distribution analysis showed no
consistent evidence of any significant effects of meaning
on either µ or σ. There was, however, a main effect of
stimulus type in the analysis of τ. Further, the interaction
of stimulus type and task was not significant in the analysis
of τ, indicating that the removal of meaningfulness from
the stimulus had a statistically identical influence in reading
and in scene viewing. Thus, it appears that the influence of
cognitive control on eye movements in reading and scene
viewing is both qualitatively and quantitatively similar; not
only did the removal of meaningfulness influence the same
component of the distribution in both tasks, the magnitude
of that influence was nearly identical. This observation is
highly consistent with other research with the SOD paradigm
showing that eye movements respond similarly to processing
difficulty in reading and in scene viewing (Luke et al.,
2013). Increases in τ like those observed here occur when some,
but not all, of the fixations are longer, which elongates the tail
of the distribution but does not significantly shift its center. Thus, the fact that for the pseudo-stimuli τ was increased but
the other parameters of the ex-Gaussian distribution were not
indicates that not all fixations were affected by the removal of
meaningfulness. This finding fits nicely with research using the
SOD paradigm that reveals two populations of eye movements,
providing converging evidence that longer duration fixations
are under cognitive control and shorter duration fixations are
not (Henderson and Pierce, 2008; Henderson and Smith, 2009;
Nuthmann and Henderson, 2012; Luke et al., 2013). AUTHOR CONTRIBUTIONS Both authors (SL, JH) made substantial contributions to the
conception or design of the work. SL was primarly responsible for
the acquisition, analysis, or interpretation of data for the work. SL Drafted the work and JH revised it critically for important
intellectual content. Both SL and JH gave final approval of the
version to be published, and agree to be accountable for all aspects
of the work in ensuring that questions related to the accuracy or
integrity of any part of the work are appropriately investigated
and resolved. DISCUSSION This finding
is most consistent with models of eye movement control in
which only longer fixations are influenced by the currently Choi, W., and Henderson, J. M. (2015). Neural correlates of active vision: an
fMRI comparison of natural reading and scene viewing. Neuropsychologia 75,
109–118. doi: 10.1016/j.neuropsychologia.2015.05.027
Cohen, L., Dehaene, S., Naccache, L., Lehéricy, S., Dehaene-Lambertz, G., Hénaff,
M.-A., et al. (2000). The visual word form area. Brain 123, 291–307. doi:
10.1093/brain/123.2.291
Dambacher, M., Slattery, T. J., Yang, J., Kliegl, R., and Rayner, K. (2013). Evidence
for direct control of eye movements during reading. J. Exp. Psychol. Hum.
Percept. Perform. 39, 1468–1484. doi: 10.1037/a0031647 Dambacher, M., Slattery, T. J., Yang, J., Kliegl, R., and Rayner, K. (2013). Evidence
for direct control of eye movements during reading. J. Exp. Psychol. Hum.
Percept. Perform. 39, 1468–1484. doi: 10.1037/a0031647 REFERENCES Co-
registration of eye movements and event-related potentials in connected-text
paragraph reading. Front. Syst. Neurosci. 7:28. doi: 10.3389/fnsys.2013.00028 Rayner, K., Smith, T. J., Malcolm, G. L., and Henderson, J. M. (2009). Eye
movements and visual encoding during scene perception. Psychol. Sci. 20, 6–10. doi: 10.1111/j.1467-9280.2008.02243.x Henderson, J. M., Olejarczyk, J., Luke, S. G., and Schmidt, J. (2014b). Eye movement control during scene viewing: immediate degradation and
enhancement effects of spatial frequency filtering. Vis. Cogn. 22, 486–502. doi:
10.1080/13506285.2014.897662 Reichle, E. D., Pollatsek, A., Fisher, D. L., and Rayner, K. (1998). Toward a
model of eye movement control in reading. Psychol. Rev. 105, 125–157. doi:
10.1037/0033-295X.105.1.125 Henderson, J. M., and Pierce, G. L. (2008). Eye movements during scene viewing:
evidence for mixed control of fixation durations. Psychon. Bull. Rev. 15, 566–
573. doi: 10.3758/pbr.15.3.566 Reichle, E. D., Pollatsek, A., and Rayner, K. (2012). Using E-Z Reader to
simulate eye movements in nonreading tasks: a unified framework for
understanding the eye–mind link. Psychol. Rev. 119, 155–185. doi: 10.1037/
a0026473 Henderson, J. M., and Smith, T. J. (2009). How are eye fixation durations controlled
during scene viewing? Further evidence from a scene onset delay paradigm. Vis. Cogn. 17, 1055–1082. doi: 10.1080/13506280802685552 Staub, A. (2011). The effect of lexical predictability on distributions of eye fixation
durations. Psychon. Bull. Rev. 18, 371–376. doi: 10.3758/s13423-010-0046-9 Henderson, J. M., Weeks, P. A., and Hollingworth, A. (1999). Effects of semantic
consistency on eye movements during scene viewing. J. Exp. Psychol. Hum. Percept. Perform. 25, 210–228. Staub,
A.,
and
Benatar,
A. (2013). Individual
differences
in
fixation
duration distributions in reading. Psychon. Bull. Rev. 20, 1304–1311. doi:
10.3758/s13423-013-0444-x Just, M. A., and Carpenter, P. (1980). A theory of reading: from eye fixations to
comprehension. Psychol. Rev. 87, 329–354. doi: 10.1037/0033-295X.87.4.329 Staub, A., White, S. J., Drieghe, D., Hollway, E. C., and Rayner, K. (2010). Distributional effects of word frequency on eye fixation durations. J. Exp. Psychol. Hum. Percept. Perform. 36, 1280–1293. doi: 10.1037/a0016896 Kliegl, R., Nuthmann, A., and Engbert, R. (2006). Tracking the mind during
reading: the influence of past, present, and future words on fixation durations. J. Exp. Psychol. Gen. 135, 12–35. doi: 10.1037/0096-3445.135.1.12 Vitu, F. (2003). The basic assumptions of EZ Reader are not well-founded. Behav. Brain Sci. 26, 506–507. doi: 10.1017/S0140525X0351010X Luke, S. G., and Henderson, J. M. (2013). Oculomotor and cognitive control of
eye movements in reading: evidence from mindless reading. Atten. Percept. Psychophys. 75, 1230–1242. REFERENCES M., and Choi, W. (2015). Neural correlates of fixation duration
during real-world scene viewing: evidence from fixation-related (FIRE) fMRI. J. Cogn. Neurosci 27, 1137–1145. doi: 10.1162/jocn a 00769 Henderson, J. M., and Choi, W. (2015). Neural correlates of fixation duration
during real-world scene viewing: evidence from fixation-related (FIRE) fMRI. Rayner, K. (1998). Eye movements in reading and information processing: 20 years
of research. Psychol. Bull. 124, 372–422. doi: 10.1037/0033-2909.124.3.372 Henderson, J. M., Choi, W., and Luke, S. G. (2014a). Morphology of primary visual
cortex predicts individual differences in fixation duration during text reading. J. Cogn. Neurosci. 26, 2880–2888. doi: 10.1162/jocn_a_00668 Rayner, K. (2009). Eye movements and attention in reading, scene perception,
and
visual
search. Q. J. Exp. Psychol. (Hove)
62,
1457–1506. doi:
10.1080/17470210902816461 Henderson, J. M., Choi, W., Luke, S. G., and Desai, R. H. (2015). Neural correlates
of fixation duration in natural reading: evidence from fixation-related fMRI. NeuroImage 119, 390–397. doi: 10.1016/j.neuroimage.2015.06.072 Rayner, K., and Fischer, M. (1996). Mindless reading revisited: eye movements
during reading and scanning are different. Percept. Psychophys. 58, 734–747. doi: 10.3758/BF03213106 Henderson, J. M., and Hollingworth, A. (1998). “Eye movements during scene
viewing: an overview eye guidance in reading and scene perception,” in
Eye Guidance While Reading and While Watching Dynamic Scenes, ed. G. Underwood (Oxford: Elsevier), 269–293. Rayner, K., Li, X., Williams, C. C., Cave, K. R., and Well, A. D. (2007). Eye
movements during information processing tasks: individual differences and
cultural effects. Vision Res. 47, 2714–2726. doi: 10.1016/j.visres.2007.05.007 Henderson, J. M., and Luke, S. G. (2012). Oculomotor inhibition of return
in normal and mindless reading. Psychon. Bull. Rev. 19, 1101–1107. doi:
10.3758/s13423-012-0274-2 Rayner, K., Liversedge, S. P., White, S. J., and Vergilino-Perez, D. (2003). Reading
disappearing text: cognitive control of eye movements. Psychol. Sci. 14, 385–388. doi: 10.1111/1467-9280.24483 Rayner, K., and Pollatsek, A. (1981). Eye movement control during reading:
evidence
for
direct
control. Q. J. Exp. Psychol. 33,
351–373. doi:
10.1080/14640748108400798 Henderson, J. M., and Luke, S. G. (2014). Stable individual differences in
saccadic eye movements during reading, pseudoreading, scene viewing, and
scene search. J. Exp. Psychol. Hum. Percept. Perform. 40, 1390–1400. doi:
10.1037/a0036330 Rayner, K., and Reingold, E. M. (2015). Evidence for direct cognitive control of
fixation durations during reading. Curr. Opin. Behav. Sci. 1, 107–112. doi:
10.1016/j.cobeha.2014.10.008 Henderson, J. M., Luke, S. G., Schmidt, J., and Richards, J. E. (2013). REFERENCES Balota, D. A., and Yap, M. J. (2011). Moving beyond the mean in studies
of
mental
chronometry
the
power
of
response
time
distributional
analyses. Curr. Dir. Psychol. Sci. 20, 160–166. doi: 10.1177/0963721411
408885 Buhrmester, M., Kwang, T., and Gosling, S. D. (2011). Amazon’s mechanical turk a
new source of inexpensive, yet high-quality, data? Perspect. Psychol. Sci. 6, 3–5. doi: 10.1177/1745691610393980 March 2016 | Volume 7 | Article 257 Frontiers in Psychology | www.frontiersin.org 8 Meaningfulness and Eye Movement Control Luke and Henderson Engbert, R., Longtin, A., and Kliegl, R. (2002). A dynamical model of saccade
generation in reading based on spatially distributed lexical processing. Vis. Res. 42, 621–636. doi: 10.1016/S0042-6989(01)00301-7 McCandliss, B. D., Cohen, L., and Dehaene, S. (2003). The visual word form area:
expertise for reading in the fusiform gyrus. Trends Cogn. Sci. 7, 293–299. doi:
10.1016/S1364-6613(03)00134-7 Morrison, R. E. (1984). Manipulation of stimulus onset delay in reading: evidence
for parallel programming of saccades. J. Exp. Psychol. Hum. Percept. Perform. 10, 667–682. Engbert, R., Nuthmann, A., Richter, E. M., and Kliegl, R. (2005). SWIFT: a
dynamical model of saccade generation during reading. Psychol. Rev. 112,
777–813. doi: 10.1037/0033-295X.112.4.777 Epstein, R., Harris, A., Stanley, D., and Kanwisher, N. (1999). The parahippocampal
place area: recognition, navigation, or encoding? Neuron 23, 115–125. doi:
10.1016/S0896-6273(00)80758-8 Nuthmann, A., Engbert, R., and Kliegl, R. (2007). The IOVP effect in
mindless reading: experiment and modeling. Vision Res. 47, 990–1002. doi:
10.1016/j.visres.2006.11.005 Epstein, R., and Kanwisher, N. (1998). A cortical representation of the local visual
environment. Nature 392, 598–601. doi: 10.1038/33402 Epstein, R., and Kanwisher, N. (1998). A cortical representat Nuthmann,
A.,
and
Henderson,
J. M. (2012). Using
CRISP
to
model
global
characteristics
of
fixation
durations
in
scene
viewing
and
reading
with
a
common
mechanism. Vis. Cogn. 20,
457–494. doi:
10.1080/13506285.2012.670142 environment. Nature 392, 598–601. doi: 10.1038/33402 Heathcote, A., Brown, S., and Cousineau, D. (2004). QMPE: estimating lognormal,
wald, and weibull RT distributions with a parameter-dependent lower
bound. Behav. Res. Methods Instrum. Comput. 36, 277–290. doi: 10.3758/
BF03195574 Nuthmann, A., Smith, T. J., Engbert, R., and Henderson, J. M. (2010). CRISP: a
computational model of fixation durations in scene viewing. Psychol. Rev. 117,
382–405. doi: 10.1037/a0018924 Henderson, J. (2003). Human gaze control during real-world scene perception. Trends Cogn. Sci. 7, 498–504. doi: 10.1016/j.tics.2003.09.006 Ratcliff, R. (1979). Group reaction time distributions and an analysis of
distribution statistics. Psychol. Bull. 86, 446–461. doi: 10.1037/0033-2909.86. 3.446 Henderson, J. Frontiers in Psychology | www.frontiersin.org REFERENCES doi: 10.3758/s13414-013-0482-5 Vitu, F., O’Regan, J. K., Inhoff, A. W., and Topolski, R. (1995). Mindless
reading:
eye-movement
characteristics
are
similar
in
scanning
letter
strings and reading texts. Percept. Psychophys. 57, 352–364. doi: 10.3758/
BF03213060 Luke, S. G., Nuthmann, A., and Henderson, J. M. (2013). Eye movement
control in scene viewing and reading: evidence from the stimulus onset delay
paradigm. J. Exp. Psychol. Hum. Percept. Perform. 39, 10–15. doi: 10.1037/
a0030392 Võ, M. L. H., and Henderson, J. M. (2009). Does gravity matter? Effects of
semantic and syntactic inconsistencies on the allocation of attention during
scene perception. J. Vis. 9, 24.1–24.15. doi: 10.1167/9.3.24 Mannan, S. K., Ruddock, K. H., and Wooding, D. S. (1997). Fixation patterns made
during brief examination of two-dimensional images. Perception 26, 1059–1072. doi: 10.1068/p261059 Walther, D. B., Caddigan, E., Fei-Fei, L., and Beck, D. M. (2009). Natural
scene categories revealed in distributed patterns of activity in the human March 2016 | Volume 7 | Article 257 Frontiers in Psychology | www.frontiersin.org 9 Meaningfulness and Eye Movement Control Luke and Henderson brain. J. Neurosci. 29, 10573–10581. doi: 10.1523/JNEUROSCI.0559-09. 2009 Conflict of Interest Statement: The authors declare that the research was
conducted in the absence of any commercial or financial relationships that could
be construed as a potential conflict of interest. Wang, H.-C., Hwang, A. D., and Pomplun, M. (2010). Object frequency and
predictability effects on eye fixation durations in real-world scene viewing. J. Eye
Move. Res. 3, 3.1–3.10. Copyright © 2016 Luke and Henderson. This is an open-access article distributed
under the terms of the Creative Commons Attribution License (CC BY). The
use, distribution or reproduction in other forums is permitted, provided the
original author(s) or licensor are credited and that the original publication in
this journal is cited, in accordance with accepted academic practice. No use,
distribution or reproduction is permitted which does not comply with these
terms. White, S. J., and Staub, A. (2012). The distribution of fixation durations during
reading: effects of stimulus quality. J. Exp. Psychol. Hum. Percept. Perform. 38,
603–617. doi: 10.1037/a0025338 Yang, S.-N., and McConkie, G. W. (2001). Eye movements during reading: a theory
of saccade initiation times. Vision Res. 41, 3567–3585. doi: 10.1016/S0042-
6989(01)00025-6 March 2016 | Volume 7 | Article 257 Frontiers in Psychology | www.frontiersin.org 10
|
https://openalex.org/W3171193863
|
http://revistas.um.edu.uy/index.php/revistahumanidades/article/download/732/887
|
Spanish; Castilian
| null |
Revistas de Buenos Aires durante la guerra de 1898. La Biblioteca, La Ilustración Sud-Americana y Revista de Derecho, Historia y Letras, entre la «cuestión palpitante» y las encrucijadas identitarias
|
Humanidades
| 2,021
|
cc-by
| 18,323
|
23
ISSN: 1510-5024 (papel) - 2301-1629 (en línea)
Humanidades: revista de la Universidad de Montevideo, No 9, Junio 2021, pp. 23-58 Para citar este artículo / To reference this article / Para citar este artigo
Bruno, Paula. “Revistas de Buenos Aires durante la guerra de 1898. La Biblioteca, La Ilustración Sud-Americana y
Revista de Derecho, Historia y Letras, entre la «cuestión palpitante» y las encrucijadas identitarias”. Humanidades:
revista de la Universidad de Montevideo, nº 9, (2021): 23-58. https://doi.org/10.25185/9.3 Palabras claves: vida intelectual, revistas, anti-imperialismo, Calibán, guerra de 1898,
sociabilidades, Buenos Aires. .....................................................................................................................................................
PAULA BRUNO - REVISTAS DE BUENOS AIRES DURANTE LA GUERRA DE 1898.
LA BIBLIOTECA, LA ILUSTRACIÓN SUD-AMERICANA Y REVISTA DE DERECHO, HISTORIA Y LETRAS,
ENTRE LA «CUESTIÓN PALPITANTE» Y LAS ENCRUCIJADAS IDENTITARIAS - doi: https://doi.org/10.25185/9.3 Revistas de Buenos Aires durante la
guerra de 1898. La Biblioteca, La Ilustración
Sud-Americana y Revista de Derecho, Historia
y Letras, entre la «cuestión palpitante» y
las encrucijadas identitarias Resumen: En el contexto de la guerra de 1898 entre España y Estados Unidos por las
últimas posesiones coloniales españolas, Buenos Aires se convirtió en un centro en el que se
realizaron diversos eventos, movilizaciones y colectas. La presencia de inmigrantes españoles
en la ciudad propició estas dinámicas. A su vez, los ámbitos de sociabilidad cultural fueron
escenario de conferencias sobre qué significaba la guerra para la vida política e intelectual
argentina y latinoamericana. Las nuevas preguntas sobre el orden geopolítico que surgiría
de la guerra habilitaron la aparición de nuevas formas de intervención intelectual en
América Latina. Figuras de distintas latitudes propusieron interpretaciones y análisis que
conformaron repertorios identitarios como el latinoamericanismo, el hispanoamericanismo
y anti-imperialismo latinoamericano. A la luz de estos eventos y del surgimiento de nuevas
formas de intervención intelectual, este artículo analiza cómo algunas revistas publicadas en
Buenos Aires dieron cuenta en sus páginas de los eventos de la guerra de 1898 y sus efectos. Se analizan de manera central La Biblioteca (1896-1898), La Ilustración Sud-Americana
(1892-1917), Revista de Derecho, Historia y Letras (1898-1924) con el objetivo de ver qué
modalidades adoptaron para intervenir en ese contexto y cómo se tramitaron en sus páginas
distintos repertorios identitarios. Palabras claves: vida intelectual, revistas, anti-imperialismo, Calibán, guerra de 1898,
sociabilidades, Buenos Aires. PAULA BRUNO - REVISTAS DE BUENOS AIRES DURANTE LA GUERRA DE 1898. LA BIBLIOTECA, LA ILUSTRACIÓN SUD-AMERICANA Y REVISTA DE DERECHO, HISTORIA Y LETRAS,
ENTRE LA «CUESTIÓN PALPITANTE» Y LAS ENCRUCIJADAS IDENTITARIAS Palavras-chave: vida intelectual, revistas, anti-imperialismo, Calibã, guerra de 1898,
sociabilidades, Buenos Aires. Buenos Aires journals during the 1898 war. La
Biblioteca, La Ilustración Sud-Americana y Revista de
Derecho, Historia y Letras, between the «throbbing
issue» and identities crossroads Abstract: During the 1898 war between Spain and the United States caused by the last Spanish
colonial possessions, Buenos Aires became the setting of different initiatives related to the war,
such as conferences and mobilizations. The significant Spanish immigration in the city encouraged
these events. In turn, the cultural circles and groups were the milieu of dissertations on the
meaning of the war for the Argentine and Latin American public and intellectual life. The new
questions about the geopolitical order that would appear after the war promoted new ways and
forms of intellectual reflection in Latin America. Personalities from different latitudes proposed
interpretations and analysis that shaped identity repertoires, such as Latino Americanism,
Spanish- Americanism, and Latin American Anti-imperialism. Considering these events and ways
of intellectual intervention, this article analyses how the episodes of 1898 war were covered by
some journals published in Buenos Aires. It analyses La Biblioteca (1896-1898), La Ilustración
Sud-Americana (1892-1917), Revista de Derecho, Historia y Letras. The main purpose is to show
how these publications intervened in this context and how they managed the identity repertoires. Keywords: intellectual life, journals, Anti- Imperialism, Caliban, 1898 war, sociability, Buenos
Aires. Keywords: intellectual life, journals, Anti- Imperialism, Caliban, 1898 war, sociability, Buenos
Aires. Revistas de Buenos Aires durante a guerra de
1898. La Biblioteca, La Ilustración Sud-Americana
e Revista de Derecho, Historia y Letras, entre a
«questão palpitante» e as encruzilhadas de
identidade Revistas de Buenos Aires durante a guerra de
1898. La Biblioteca, La Ilustración Sud-Americana
e Revista de Derecho, Historia y Letras, entre a
«questão palpitante» e as encruzilhadas de
identidade Resumo: No contexto da guerra de 1898 entre Espanha e os Estados Unidos pelas últimas
possessões coloniais espanholas, Buenos Aires tornou-se um centro no qual foram realizados
vários eventos, mobilizações e coletas. A presença de imigrantes espanhóis na cidade favoreceu
essas dinâmicas. Por sua vez, os âmbitos de sociabilidade cultural foram o cenário de conferências
sobre o significado da guerra para a vida política e intelectual argentina e latino-americana. As novas questões sobre a ordem geopolítica após a guerra permitiram a aparição de novas
formas de intervenção intelectual na América Latina. Figuras de diferentes latitudes propuseram
interpretações e análises que conformaram repertórios identitários como o latino-americanismo,
o hispano-americanismo e o anti-imperialismo latino-americano. À luz desses eventos e do
surgimento de novas formas de intervenção intelectual, este artigo analisa como algumas
revistas publicadas em Buenos Aires deram conta na suas páginas dos eventos da guerra de
1898 e seus efeitos. Analisam-se principalmente La Biblioteca (1896-1898), La Ilustración Sud-
Americana (1892-1917), Revista de Derecho, Historia y Letras, (1898-1924) com o objetivo de
ver que modalidades adotaram para intervir neste contexto e como foram configurados na suas
páginas diferentes repertórios de identidade. Palavras-chave: vida intelectual, revistas, anti-imperialismo, Calibã, guerra de 1898,
sociabilidades, Buenos Aires. PAULA BRUNO - REVISTAS DE BUENOS AIRES DURANTE LA GUERRA DE 1898. LA BIBLIOTECA, LA ILUSTRACIÓN SUD-AMERICANA Y REVISTA DE DERECHO, HISTORIA Y LETRAS,
ENTRE LA «CUESTIÓN PALPITANTE» Y LAS ENCRUCIJADAS IDENTITARIAS 1
Puede verse sobre esta cronología: Paula Bruno, “Un momento latinoamericano. Voces intelectuales entre la I
Conferencia Panamericana y la Gran Guerra”, en Ideas comprometidas. Los intelectuales y la política, eds. Ferran Archilés
y Maximiliano Fuentes (Madrid: Akal, 2018), 57-77. 3
Roberto Fernández Retamar, Todo Calibán (La Habana: Editorial Letras Cubanas, 2000), 28. 2
Sobre estos aspectos pueden consultarse: Ángel Rama, “La modernización literaria latinoamericana (1870-
1910)”, Hispamérica 12, nº 36 (1983): 3-19; Agustín Martínez, Figuras. La modernización intelectual de América Latina:
1850-1930 (Caracas: Fondo Editorial Topykos, 1995); Julio Ramos, “Hemispheric Domains: 1898 and the Origins
of Latin Americanism”, Journal of Latin American Cultural Studies 10, nº 3 (2001): 237-251. 1
Puede verse sobre esta cronología: Paula Bruno, “Un momento latinoamericano. Voces intelectuales entre la I
Conferencia Panamericana y la Gran Guerra”, en Ideas comprometidas. Los intelectuales y la política, eds. Ferran Archilés
y Maximiliano Fuentes (Madrid: Akal, 2018), 57-77.
2
Sobre estos aspectos pueden consultarse: Ángel Rama, “La modernización literaria latinoamericana (1870-
1910)”, Hispamérica 12, nº 36 (1983): 3-19; Agustín Martínez, Figuras. La modernización intelectual de América Latina:
1850-1930 (Caracas: Fondo Editorial Topykos, 1995); Julio Ramos, “Hemispheric Domains: 1898 and the Origins
of Latin Americanism”, Journal of Latin American Cultural Studies 10, nº 3 (2001): 237-251.
3
Roberto Fernández Retamar, Todo Calibán (La Habana: Editorial Letras Cubanas, 2000), 28. 1898 en Buenos Aires: voces, sociabilidades y
empresas editoriales Las décadas finales del siglo XIX fueron intensas en América Latina en
lo que se refiere a la conformación de identidades en disputa. Junto con los
repertorios nacionales de cada país, se esbozaron identidades regionales —
como el latinoamericanismo y el panamericanismo—, atlánticas —se cuentan
aquí el americanismo surgido en España y el hispanoamericanismo propuesto
en espacios de América Latina—, y constelaciones de ideas definidas en
oposición a otras —se destacan el anti-imperialismo latinoamericano y el
anti-yankismo—. Estos procesos estuvieron enmarcados en un ciclo que
se extendió entre las apreciaciones de José Martí sobre la I Conferencia
Panamericana realizada en Washington (1889-1890), que terminaron dando
forma al ya clásico Nuestra América, y la publicación del Ariel de José Enrique
Rodó (1900).1 En particular, el año 1898 fue un año destacado en este ciclo para la
vida cultural latinoamericana y habilitó la aparición de nuevas formas de
intervención intelectual.2 La guerra entre Estados Unidos y España por el
control de las últimas colonias españolas en América generó un clima de
opinión cargado de tensiones que se manifestó en distintos ámbitos públicos. Como indicó Fernández Retamar: «‘el 98’ no es sólo una fecha española, que
da nombre a un complejo equipo de escritores y pensadores de aquel país, sino
también, y acaso sobre todo, una fecha hispanoamericana, la cual debía servir
para designar un conjunto no menos complejo de escritores y pensadores de
este lado del Atlántico».3 En este marco, se gestaron y consolidaron una serie
de repertorios de ideas e imágenes sobre España, Estados Unidos y América PAULA BRUNO - REVISTAS DE BUENOS AIRES DURANTE LA GUERRA DE 1898. LA BIBLIOTECA, LA ILUSTRACIÓN SUD-AMERICANA Y REVISTA DE DERECHO, HISTORIA Y LETRAS,
ENTRE LA «CUESTIÓN PALPITANTE» Y LAS ENCRUCIJADAS IDENTITARIAS Latina,4 y se destacaron voces como las de Paul Groussac, Rubén Darío y José
Enrique Rodó. Aunque predominantes, sus intervenciones convivieron con
—y articularon— otras formas de expresión en ámbitos y empresas culturales. En este clima, hubo una capital latinoamericana que ofició de centro
privilegiado para poner en circulación y amplificar estas ideas. Como se
estudió desde distintas perspectivas, Buenos Aires se convirtió en un escenario
efervescente en la coyuntura de la guerra de 1898. Se realizaron diversos
eventos, movilizaciones y colectas. 4
Sobre las relaciones entre España y Argentina véase: Beatriz Figallo Lascano, Argentina y España. Entre la pasión
y el escepticismo (Buenos Aires: Teseo, 2014). Acerca de los vínculos culturales entre España y América Latina véase
Carlos Rama, Historia de las relaciones culturales entre España y América Latina. Siglo XIX (México: Fondo de Cultura
Económica, 1982). Para aproximaciones sobre las miradas acerca de Estados Unidos en América Latina pueden
consultarse: Carlos Marichal y Alexandra Pita González, coords., Pensar el antiimperialismo. Ensayos de historia intelectual
latinoamericana, 1900-1930 (México: COLMEX/Universidad de Colima, 2012); Andrés Kozel, Florencia Grossi, y
Delfina Moroni, coords., El imaginario antiimperialista en América Latina (Buenos Aires: CLACSO/Centro Cultural
de la Cooperación, 2015). 5
Entre otros trabajos, pueden consultarse: Ignacio García, “Apoyo a los españoles a la causa de la Cuba española.
El caso argentino”, Estudios Sociales, nº 19 (2000): 85-104; Marcela García Sebastiani, “España fuera de España. El
patriotismo español en la emigración argentina: una aproximación”, Hispania 73, nº 244 (2013): 469-500. 6
Pueden verse sobre estos asuntos las contribuciones reunidas en Paula Bruno, dir., Sociabilidades y vida cultural.
Buenos Aires, 1860-1930 (Bernal: Editorial de la Universidad Nacional de Quilmes, 2014). Puede leerse este comentario en la sección “Cosas y Quiscosas”, La Ilustración Sudamericana, 1 de mayo, 1898, 1 1898 en Buenos Aires: voces, sociabilidades y
empresas editoriales La presencia de inmigrantes españoles
en la ciudad propició estas dinámicas.5 A su vez, los ámbitos de sociabilidad
cultural fueron escenarios de conferencias y debates sobre qué significaba la
guerra para la vida política e intelectual argentina y latinoamericana. Recintos
como el Teatro Politeama y Teatro de la Victoria, y ámbitos culturales como el
Ateneo y la Sociedad Científica Argentina, devinieron centros que acogieron
a conferencistas de distintas latitudes para que disertaran sobre la guerra y
sus efectos.6 Un cronista de la época daba cuenta de cómo el fervor bélico
se había adueñado de la ciudad: Los diarios más renombrados y los de menor fuste en las veleidades de la
opinión pública, todos son arrebatados por la curiosidad de las gentes: los
telegramas se comentan y discuten: las fiestas y reuniones de la comunidad
española se aplauden y dan pie de ‘conversación bélica’, y por todas partes,
y en todos los lugares, suposiciones, hipótesis, soluciones guerreras, planes
de campaña, asuntos de estrategia y militares motivos, ruedan por las
conversaciones de todo el mundo que constituye la opinión pública, hoy favorable,
favorabilísima, en esta dolorosa contienda de dos grandes pueblos, a la nación
hispana, con todos los países ibero-americanos.7 PAULA BRUNO - REVISTAS DE BUENOS AIRES DURANTE LA GUERRA DE 1898. LA BIBLIOTECA, LA ILUSTRACIÓN SUD-AMERICANA Y REVISTA DE DERECHO, HISTORIA Y LETRAS,
ENTRE LA «CUESTIÓN PALPITANTE» Y LAS ENCRUCIJADAS IDENTITARIAS A la luz de estos eventos, del surgimiento de nuevas formas de intervención
intelectual, de dinámicas de sociabilidad cultural atravesadas por la coyuntura,
y del despliegue de novedosas estrategias de circulación de la información,
este artículo analiza cómo algunas revistas publicadas en Buenos Aires dieron
cuenta en sus páginas de los eventos de la guerra de 1898.8 Existe un considerable consenso historiográfico que señala que la guerra de
1898 fue un punto de inflexión en los modos periodísticos de cobertura de los
conflictos bélicos. También se ha destacado que la expresión «prensa amarilla»
surgió durante el conflicto, y tuvo que ver con el nivel de detalle con que se
presentaban las atrocidades de la guerra. A su vez, se atribuye responsabilidad
a los medios de prensa en la declaración misma del conflicto por el presidente
William McKinley, sobre todo del New York World (comandado por Joseph
Pulitzer) y del New York Journal (bajo responsabilidad de William Hearst). 11 Puede consultarse el siguiente volumen: Adriana Claudia Rodríguez, ed., Argentina y Cuba frente al 98 cubano:
miradas cruzadas en torno al advenimiento del nuevo siglo nuestroamericano (Buenos Aires: Ediciones F.E.P.A.I., 2017). Se
encuentran allí artículos acerca de cómo se cubrió en varios periódicos la guerra de 1898. Entre los diarios estudiados
se encuentran La Nación (Claudio Gallegos), Buenos Aires Herald (Elena Torre), La Patria degli Italiani (Paolo Galassi)
y La Protesta Humana (María Eugenia Chedrese). Referencias de cada artículo en la bibliografía. 8
Para realizar este análisis tuve en cuenta las consideraciones metodológicas para estudiar las relaciones entre
revistas del siglo XIX y climas intelectuales de varios aportes. Destaco entre ellos los reunidos en los siguientes
volúmenes colectivos: Aimer Granados, coord., Las revistas en la historia intelectual de América Latina: redes, intelectuales,
política y sociedad (México: UAM-Cuajimalpa, 2012); Hanno Ehrlicher y Nanette Rißler-Pipka, eds., Almacenes de un
tiempo en fuga. Revistas culturales en la modernidad hispánica (Berlín: Shaker Verlag, 2014).
9
Pueden consultarse como visiones generales sobre este fenómeno: Joseph Campbell, Yellow Journalism: Puncturing
the Myths, Defining the Legacies (Westport: Praeger, 2001); Joseph Campbell, The Spanish-American War: American Wars
and the Media in Primary Documents (Westport: Greenwood Press, 2005).
10 Manqing Qin, “La Guerra de Cuba. Un análisis desde diferentes perspectivas” (Tesis doctoral, Universidad
Complutense de Madrid, 2018). La tesis analiza los siguientes periódicos españoles: El Liberal, El Imparcial y Heraldo
de Madrid. Puede verse también Félix Santos, 1898: la prensa y la guerra de Cuba (Bilbao, Vizcaya: Asociación Julián
Zugazagoitia, 1998). 1898 en Buenos Aires: voces, sociabilidades y
empresas editoriales Ya
con la guerra desatada, la participación de Estados Unidos estuvo apuntalada
por una campaña de prensa sostenida, encabezada por Hearst, que fomentó
en la ciudadanía norteamericana un sentimiento de rechazo a España.9 La
prensa española, por su parte, desplegó distintas formas de expresión para
generar sentimientos de adhesión en el contexto de la guerra.10 En América
Latina los diarios cubrieron la guerra con distintas estrategias; y en Argentina,
en particular, periódicos de comunidades étnicas y de tirada nacional se
ocuparon de dar cuenta del conflicto.11 El impacto de la guerra en las publicaciones periódicas tuvo efectos a escala
trasnacional. Este ensayo pretende ser una contribución para comprender esos
efectos al analizar cómo en Buenos Aires se mostró y analizó el conflicto en
algunas revistas. Los enfrentamientos se dieron en un contexto en el que las PAULA BRUNO - REVISTAS DE BUENOS AIRES DURANTE LA GUERRA DE 1898. LA BIBLIOTECA, LA ILUSTRACIÓN SUD-AMERICANA Y REVISTA DE DERECHO, HISTORIA Y LETRAS,
ENTRE LA «CUESTIÓN PALPITANTE» Y LAS ENCRUCIJADAS IDENTITARIAS empresas editoriales de la vida cultural y diplomática no contaban con plumas
expertas para cubrir temas de geopolítica internacional, como el conflicto
en cuestión.12 La hipótesis central de este artículo es que en torno a 1898 se
instrumentaron varias opciones de intervención desde páginas de revistas que,
a diferencia de los periódicos, no contaban con la presión cotidiana de tener
que dar información sobre la guerra en sí, al menos en lo que se vinculaba
con los acontecimientos diarios.13 Optaron, en cambio, por utilizar distintas
modalidades de narrar el conflicto y, a la vez, propusieron alternativas para
pensar las identidades en disputa en la misma. 28
ISSN: 1510-5024 (papel) - 2301-1629 (en línea)
No 9, Junio 2021, pp. 23-58 Las revistas que se analizan de manera central son La Biblioteca (1896-1898),
La Ilustración Sudamericana (1892-1917), y la Revista de Derecho, Historia y Letras
(1898-1924).14 Algunas cuestiones previas para puntualizar: La Biblioteca y la
Revista de Derecho, Historia y Letras compartieron un espíritu común. Intentaron
ser revistas que, por medio de artículos eruditos, intervenían en la vida cultural
y en ciertos debates políticos e intelectuales; ambas trataron de eludir las
temáticas de coyuntura y los ritmos cotidianos. Sus respectivos directores,
Paul Groussac y Estanislao Zeballos, tuvieron un rol central a la hora de
definir líneas de interés y de despliegue de las publicaciones. 1898 significó,
además, para estas revistas, un año significativo. 12 Aunque este artículo no versa sobre la profesionalización periodística o sobre el rol de los expertos en revistas
y periódicos de fines del siglo XIX, pueden verse constataciones sobre la ausencia de plumas especializadas en
Paula Bruno, Martín García Mérou. Vida intelectual y diplomática en las Américas (Bernal: Universidad Nacional de
Quilmes, 2018); y en Paula Bruno y Emiliano Sánchez, “Argentina frente al espejo norteamericano. Definiciones
sobre el escenario internacional en el fin-de-siglo. Intelectuales, revistas y prensa periódica”, Ponencia Presentada
en la Jornada “Saberes que desbordan. Intersecciones entre conocimientos expertos y sentido común”, Instituto
de Desarrollo Económico y Social, Buenos Aires, 19 y 20 de noviembre de 2017. 14 Revisé también las siguientes publicaciones: El sol del domingo, Almanaque Sud-Americano y Caras y Caretas, entre
otras, con el objetivo de captar contrapuntos entre las publicaciones analizadas de manera sistemática y algunas
que convivían con ellas. 13 Los periódicos recurrieron a varias estrategias para contar con información actualizada en distintos contextos.
Puede verse al respecto: Lila Caimari, “El mundo al instante. Noticias y temporalidades en la era del cable submarino
(1860-1900), Redes 21, nº 40 (2015): 125-146. 15 Se señalan en cada ocasión referencias bibliográficas útiles para ampliar la información sobre las publicaciones
en alguna de estas direcciones, en caso de que estén disponibles.
16 Para un acercamiento descriptivo a la revista: Héctor Lafleur, Sergio Provenzano y Fernando Alonso, Las
revistas literarias argentinas, 1893-1967 (Buenos Aires: CEDAL, 1967). Visiones más recientes pueden encontrarse en:
Alejandro Eujanián, “Paul Groussac y una empresa cultural de fines del siglo XIX: la revista La Biblioteca, 1896-
1898”, Historia de revistas argentinas, tomo II (Buenos Aires: Asociación Argentina de Editores de Revistas, 1997),
9-44; Paula Bruno, “Paul Groussac y La Biblioteca (1896-1898)”, Hispamérica. Revista de literatura, nº 94 (2003): 87-94. 1898 en Buenos Aires: voces, sociabilidades y
empresas editoriales Para La Biblioteca fue su año
de cierre; para la Revista de Derecho, Historia y Letras fue su año fundacional. Por su parte, la revista La Ilustración Sudamericana, que se publicaba en Buenos
Aires desde 1892 —contaba con una edición paralela en Montevideo— no
respondía a las características de una revista cultural de corte erudito; era, en
cambio, una revista ilustrada. Sin embargo, a diferencia de otras empresas
de su tipo, mostró desde sus inicios un interés particular por dar cuenta de
las novedades internacionales y, en particular, por los eventos de la vida
diplomática latinoamericana. PAULA BRUNO - REVISTAS DE BUENOS AIRES DURANTE LA GUERRA DE 1898. LA BIBLIOTECA, LA ILUSTRACIÓN SUD-AMERICANA Y REVISTA DE DERECHO, HISTORIA Y LETRAS,
ENTRE LA «CUESTIÓN PALPITANTE» Y LAS ENCRUCIJADAS IDENTITARIAS En suma, las revistas seleccionadas tienen características diferentes entre sí,
formatos variables y, probablemente, eran leídas por públicos diversos. En este
artículo no realizo un análisis formal de las mismas como soportes, tampoco
estudio la recepción de esas revistas como objetos culturales o de consumo.15
Apunto, en cambio, a dos objetivos: por un lado, analizar comparativamente
los ecos que en sus páginas se pueden observar de las voces de figuras de la
vida intelectual americana y europea que se pronunciaron en el contexto de la
guerra. Por otro, cartografiar las modalidades que estas revistas desplegaron en
sus páginas para narrar y analizar el conflicto bélico de 1898. Por una cuestión
de claridad expositiva, en las siguientes secciones hago foco en cada una de las
publicaciones y sus dinámicas en el contexto de la guerra y, posteriormente,
en la sección final, propongo una interpretación general sobre las formas de
intervención que estaban disponibles y por las que optaron. 29
ISSN: 1510-5024 (papel) - 2301-1629 (en línea)
o 9, Junio 2021, pp. 23-58 La Biblioteca y Calibán: entre la pluma y la voz de
Groussac En el mes de junio de 1896 apareció por primera vez en Buenos Aires
la revista La Biblioteca, dirigida por Paul Groussac, quien ejercía el cargo de
Director de la Biblioteca Nacional de la Argentina desde 1885. Se presentaba
con intenciones de convertirse en portavoz de las novedades de carácter
científico, histórico y literario. Se anunció en el prefacio como órgano
mensual destinado a publicar artículos inéditos sobre estas áreas. En líneas
generales, el formato de la revista permite inscribirla en una tradición que
había empezado a difundirse en el ambiente intelectual porteño durante
las décadas anteriores, con la Revista de Buenos Aires (1863-1871) y la Revista
Argentina (1868-1872/1880-1882), y que continuaría luego de la experiencia
de La Biblioteca, en publicaciones como otra de las aquí tratadas, la Revista de
Derecho, Historia y Letras (que comenzó a publicarse en 1898).16 PAULA BRUNO - REVISTAS DE BUENOS AIRES DURANTE LA GUERRA DE 1898. LA BIBLIOTECA, LA ILUSTRACIÓN SUD-AMERICANA Y REVISTA DE DERECHO, HISTORIA Y LETRAS,
ENTRE LA «CUESTIÓN PALPITANTE» Y LAS ENCRUCIJADAS IDENTITARIAS Los artículos de la revista tratan cuestiones científicas y culturales en el
sentido amplio y decimonónico de ambos términos; quedan fuera temas
vinculados con los sucesos estrictamente coyunturales del mundo político
(disputas entre facciones políticas, debates cotidianos en la Cámara de
Diputados o en la Cámara de Senadores) y los de orden económico; tienen
un corte erudito, lo cual diferencia a esta revista de otras en las que el tono
estaba más ligado a la contribución periodística, sintética y de opinión. La publicación recibía un subsidio oficial por ser, al menos como sugería
su nombre, un órgano de difusión de la Biblioteca Nacional. En la práctica,
actuó como un medio de consagración y prestigio intelectual; en ella se
publicaron escritos de destacados hombres de cultura de la época como
Joaquín V. González, Miguel Cané, Rubén Darío, Juan Agustín García (h.),
Lucio Vicente López, Leopoldo Lugones, Bartolomé Mitre, Lucio V. Mansilla,
Ernesto Quesada, Luis M. Drago y Antonio Dellepiane, entre tantos otros. La revista fue considerada como una empresa modernizadora por figuras
como Miguel Cané o Rubén Darío, quien se refería a ella como «nuestra
Revue de Deux Mondes». La experiencia de esta publicación cesó en 1898. 17 Paul Groussac, “La desaparición de La Biblioteca”, La Biblioteca 8, abril-mayo de 1898, 247. La Biblioteca y Calibán: entre la pluma y la voz de
Groussac Ese año Groussac fue
instado por Luis Beláustegui, Ministro de Justicia, Culto e Instrucción, a
dejar de criticar las labores intelectuales de un funcionario público clave
para la coyuntura, Norberto Piñeiro, quien estaba comisionado entonces en
funciones diplomáticas en las discusiones limítrofes con Chile. El director
de la revista entendió este hecho como un acto de «censura ministerial» y
decidió interrumpir la publicación, que consideraba «una empresa civilizadora»
que bajo ningún punto de vista admitiría censuras.17 El último número de la
revista es usualmente citado para dar cuenta de esta trifulca. Reviso aquí, en cambio, esa última aparición de la revista a la luz de los
sucesos de la guerra de 1898. Como anticipé, Groussac fue una de las voces
destacadas en ese contexto. Adquirió este estatus por su participación en un
evento ocurrido en Buenos Aires y que tuvo amplia repercusión en América
Latina. En el marco del clima bélico, el 2 de mayo de 1898, se realizó en el
Teatro de La Victoria un acto organizado y patrocinado por el Club Español
en el que participaron como oradores Roque Sáenz Peña, Paul Groussac y
José Tarnassi. Mientras que el último presentó una oda al pueblo español
y la guerra en forma de poema, Groussac y Sáenz Peña retomaron en sus PAULA BRUNO - REVISTAS DE BUENOS AIRES DURANTE LA GUERRA DE 1898. LA BIBLIOTECA, LA ILUSTRACIÓN SUD-AMERICANA Y REVISTA DE DERECHO, HISTORIA Y LETRAS,
ENTRE LA «CUESTIÓN PALPITANTE» Y LAS ENCRUCIJADAS IDENTITARIAS discursos distintos ángulos de observación para analizar la contienda entre
Estados Unidos y España. Las intervenciones de los tres oradores fueron
publicadas en un folleto con un prólogo de Severiano Lorente.18 En este acto, el discurso de Groussac presentó en términos contundentes
la guerra de 1898 como conflicto cultural, además de geopolítico. Se trataba,
desde su perspectiva, de un enfrentamiento de los valores de la latinidad versus
los del yanquismo. El discurso está cargado de imágenes contundentes que
ya había esbozado o desarrollado en su libro Del Plata al Niágara (1897).19
El volumen recogía ensayos y reflexiones surgidos al calor de un viaje que
concretó en 1893 por Chile, Perú, México, algunos puntos de América Central
y Estados Unidos, en su travesía para llegar a representar como comisionado
a Argentina en el World’s Congress de Chicago de 1893. La publicación de Del Plata al Niágara suscitó interés en la comunidad
intelectual iberoamericana. 18 España y Estados Unidos. Función dada en el Teatro de la Victoria el 2 de mayo de 1898 bajo el patrocinio del
Club Español de Buenos Aires, a beneficio de la Suscripción Nacional Española. Conferencias de los Señores Dr.
Roque Sáenz Peña, Paul Groussac y Dr. José Tarnassi. Prólogo del Dr. Severiano Llorente (Buenos Aires: Compañía
General de Billetes de Banco, 1898).
19 Paul Groussac, Del Plata al Niágara (Buenos Aires: Administración de La Biblioteca, 1897).
20 Eduardo Gómez de Baquero, “Crónica literaria”, La España Moderna 10, nº. 118 (1898): 168 [Cita textual]. 0 Eduardo Gómez de Baquero, “Crónica literaria”, La España Moderna 10, nº. 118 (1898): 168 [Cita textual] 9 Paul Groussac, Del Plata al Niágara (Buenos Aires: Administración de La Biblioteca, 1897). La Biblioteca y Calibán: entre la pluma y la voz de
Groussac Tres reseñas de plumas destacadas de la época así
lo constatan. La primera fue publicada en las páginas de La España Moderna
(Madrid) y firmada por Eduardo Gómez de Baquero, crítico literario español
de amplio prestigio. En la misma se subraya que el libro de Groussac venía
a suplir una ausencia de conocimiento: a pesar de ‘los estrechos lazos’ que unen a España con las Repúblicas
hispanoamericanas, lazos de los que se habla mucho de algún tiempo a esta
parte y que en realidad existen o deben existir, atendidas la filiación y lengua
de aquellas naciones, la verdad es que la mayoría de los españoles sabemos
muy poco de ellas […] Son, pues, de utilidad para el público español los libros
capaces de llenar esta laguna. Entre ellos merece un puesto señalado el que con
el título Del Plata al Niágara ha publicado recientemente Mr. Paul Groussac.20 a pesar de ‘los estrechos lazos’ que unen a España con las Repúblicas
hispanoamericanas, lazos de los que se habla mucho de algún tiempo a esta
parte y que en realidad existen o deben existir, atendidas la filiación y lengua
de aquellas naciones, la verdad es que la mayoría de los españoles sabemos
muy poco de ellas […] Son, pues, de utilidad para el público español los libros
capaces de llenar esta laguna. Entre ellos merece un puesto señalado el que con
el título Del Plata al Niágara ha publicado recientemente Mr. Paul Groussac.20 Otra recensión que ponderaba el libro de Groussac se publicó Revue
Hispanique (París). La misma reviste interés por varios aspectos: en primer
lugar, la redactó el director de la revista, Raymond Foulché-Delbosc, un
reconocido filólogo hispanista. En segundo lugar, se encargaba de señalar
que el libro era superador en relación a otros relatos de viaje de europeos PAULA BRUNO - REVISTAS DE BUENOS AIRES DURANTE LA GUERRA DE 1898. La Biblioteca y Calibán: entre la pluma y la voz de
Groussac LA BIBLIOTECA, LA ILUSTRACIÓN SUD-AMERICANA Y REVISTA DE DERECHO, HISTORIA Y LETRAS,
ENTRE LA «CUESTIÓN PALPITANTE» Y LAS ENCRUCIJADAS IDENTITARIAS en América; justamente porque se trataba de un libro escrito por un francés
afincado hacía tiempo en un país americano, este hecho le otorgaba otro
tipo de espesor y óptica a sus reflexiones a la hora de contar las realidades
americanas.21 La tercera reseña que me interesa destacar se publicó en la Revista Brazileira
(Río de Janeiro), y está firmada por Manuel de Oliveira Lima, figura central
de la vida intelectual y diplomática de entonces; el autor señalaba algunos
contrapuntos con las consideraciones sociológicas que Groussac esbozaba
en el libro, pero encontraba en sus miradas sobre el continente interesantes
consideraciones para comparar países como Chile, Perú y México. Por su parte,
destaca que la voz del autor se diferenciaba de las de sus contemporáneos
porque no estaba atravesada por las pasiones del patriotismo. En este sentido,
reivindicaba a Groussac por estar alejado tanto del patriotismo francés como
del argentino.22 Las sugerencias de estas reseñas permiten notar que la voz de Groussac,
gracias a la publicación de Del Plata al Niágara, generó interés en una comunidad
letrada atraída por asuntos hispano o iberoamericanos. La publicación lo
había posicionado como un conocedor del despliegue político y cultural del
continente. En la misma, sus reflexiones sobre Estados Unidos proyectaron
una imagen peyorativa del país del Norte, descrito de manera recurrente como
una nación que carecía de historia y tradiciones, que suplía su falta de espesor
cultural con el gigantismo de sus edificios, y cuya carencia de ideales le vedaban
la posibilidad de ser una nación que articulara las relaciones del continente
americano. Pero si bien estas ideas estaban esbozadas en el libro, fue en el
discurso que pronunció en el Teatro de la Victoria donde la intensidad dada
por la oralidad en el contexto del conflicto generó imágenes contundentes y
acentos efectistas. El evento asumió una espectacularidad cubierta en varias
crónicas de periódicos. Por ejemplo, en la sección «Noticias Argentinas», de
El Courrier Franco Oriental (Montevideo) se subrayaba: Anoche efectúese en el Teatro de la Victoria la conferencia política que
los doctores Roque Saénz Peña y José Tarnassi dedicaron a la colectividad
española. La concurrencia fue enorme. El teatro estaba profusamente
adornado con flores y banderas. 22 Manuel de Oliveira Lima, “Do Prata ao Noagara”, Revista Brazileira 4, tomo 14 (1898): 90-96. 21 Raymond Foulché-Delbosc, “Comtes rendu. Paul Groussac. Del Plata al Niágara, Buenos Aires; Administración
de La Biblioteca, 1897, XXIII-487 pp.”, Revue Hispanique, Cinquieme Année (1898): 270. y
g
de La Biblioteca, 1897, XXIII-487 pp.”, Revue Hispanique, Cinquieme Année (1898): 270. 21 Raymond Foulché-Delbosc, “Comtes rendu. Paul Groussac. Del Plata al Niágara, Buenos Aires; Administración
de La Biblioteca, 1897, XXIII-487 pp.”, Revue Hispanique, Cinquieme Année (1898): 270.
22 Manuel de Oliveira Lima, “Do Prata ao Noagara”, Revista Brazileira 4, tomo 14 (1898): 90-96. 21 Raymond Foulché-Delbosc, “Comtes rendu. Paul Groussac. Del Plata al Niágara, Buenos Aires
de La Biblioteca, 1897, XXIII-487 pp.”, Revue Hispanique, Cinquieme Année (1898): 270. 23 Courrier Franco Oriental, 3 de mayo de 1898. 25 Los personajes de La Tempestad fueron motivos recurrentes para pensar en el rol de Latinoamérica en el
contexto internacional. Ariel, Calibán y Próspero forman parte de una galería de posibilidades para tematizar rasgos
y problemas latinoamericanos. Pueden verse, entre otros, Jorge Dubatti, comp., Peregrinaciones de Shakespeare en la
Argentina: testimonios y lecturas de teatro comparado (Buenos Aires: Centro Cultural Rector Ricardo Rojas, 1996); y Emir
Rodríguez Monegal, “Las metamorfosis de Calibán”, Vuelta 3, nº 25 (1978): 23-26. 26 Nuevas contribuciones sobre Darío y sus percepciones acerca de Estados Unidos pueden verse en los trabajos
reunidos en Gerardo Piña-Rosales, Carlos Paldao y Graciela Tomassini, Rubén Darío y los Estados Unidos (New York:
Academia Norteamericana de la Lengua Española, 2017). 23 Courrier Franco Oriental, 3 de mayo de 1898.
24 España y Estados Unidos, 50.
25 Los personajes de La Tempestad fueron motivos recurrentes para pensar en el rol de Latinoamérica en el
contexto internacional. Ariel, Calibán y Próspero forman parte de una galería de posibilidades para tematizar rasgos
y problemas latinoamericanos. Pueden verse, entre otros, Jorge Dubatti, comp., Peregrinaciones de Shakespeare en la
Argentina: testimonios y lecturas de teatro comparado (Buenos Aires: Centro Cultural Rector Ricardo Rojas, 1996); y Emir
Rodríguez Monegal, “Las metamorfosis de Calibán”, Vuelta 3, nº 25 (1978): 23-26.
26 Nuevas contribuciones sobre Darío y sus percepciones acerca de Estados Unidos pueden verse en los trabajos
reunidos en Gerardo Piña-Rosales, Carlos Paldao y Graciela Tomassini, Rubén Darío y los Estados Unidos (New York:
Academia Norteamericana de la Lengua Española, 2017). 24 España y Estados Unidos, 50. La Biblioteca y Calibán: entre la pluma y la voz de
Groussac Roque Sáenz Peña protestó enérgicamente
contra la intervención de los Estados Unidos en los asuntos de las colonias PAULA BRUNO - REVISTAS DE BUENOS AIRES DURANTE LA GUERRA DE 1898. LA BIBLIOTECA, LA ILUSTRACIÓN SUD-AMERICANA Y REVISTA DE DERECHO, HISTORIA Y LETRAS,
ENTRE LA «CUESTIÓN PALPITANTE» Y LAS ENCRUCIJADAS IDENTITARIAS de España. Paul Groussac hizo un magnífico panegírico de España y recordó
las efemérides que tiene en su historia evocadora.23 Mientras describía en su elocución una España hidalga, valiente y
conquistadora, Groussac desprestigiaba la grandeza material y superficial de
los norteamericanos, criticaba demoledoramente su concepción del gobierno
libre —considerándola una distorsión caricaturizada de los principios políticos
ingleses— y comparaba todo lo que sucedía en el país del norte con un
organismo amorfo y bestial. Estas imágenes, que en Del Plata al Niágara fueron
sintetizadas varias veces con la expresión «mammoth», se condensaron en
la imagen del Calibán: «desde la guerra de Secesión y la brutal invasión del
Oeste, se ha desprendido libremente el espíritu yankee del cuerpo informe
y ‘calibanesco’; y el viejo mundo ha contemplado con inquietud y terror a la
novísima civilización que pretende suplantar a la nuestra, declarada caduca».24 El uso de la figura del Calibán para definir a Estados Unidos, inspirada
en el famoso personaje de La tempestad de Shakespeare,25 fue amplificado
días después del evento del Teatro de la Victoria en un artículo firmado por
quién ya la había utilizado con distintas modulaciones en los últimos años:
Rubén Darío.26 Nacía de este modo el texto conocido como «El triunfo de
Calibán». Se encuentran en sus líneas elocuentes trazos para describir a los
Estados Unidos y sus habitantes «los aborrecedores de la sangre latina», «los
Bárbaros». Entre otras consideraciones, se destacan las siguientes: Y los he visto a esos yankees, en sus abrumadoras ciudades de hierro y piedra
y las horas que entre ellos he vivido las he pasado con una vaga angustia. Parecíame sentir la opresión de una montaña, sentía respirar en un país de
cíclopes, comedores de carne cruda, herreros bestiales, habitadores de casas
de mastodontes. Colorados, pesados, groseros, van por sus calles empujándose PAULA BRUNO - REVISTAS DE BUENOS AIRES DURANTE LA GUERRA DE 1898. LA BIBLIOTECA, LA ILUSTRACIÓN SUD-AMERICANA Y REVISTA DE DERECHO, HISTORIA Y LETRAS,
ENTRE LA «CUESTIÓN PALPITANTE» Y LAS ENCRUCIJADAS IDENTITARIAS y rozándose animalmente, a la caza del dollar. Paul Groussac, El viaje intelectual. Impresiones de naturaleza y arte. Primera Serie (Madrid: Librería General d
toriano Suárez, 1904). 31 Almanaque Sud-Americano (1899): 202. 29 El propio Darío narra el éxito y las censuras que sufrió el artículo en Rubén Darío, España contemporánea (París:
Garnier, 1907), 92. 27 “El triunfo de Calibán (Edición y notas de Carlos Jaúregui)”, Revista Iberoamericana, Número especial: Balance
de un siglo (1898-1998), nº 184-185 (1998): 451-455.
28 En general se mencionan las apariciones en El Tiempo y El Cojo Ilustrado; aunque puede que haya habido más
reproducciones de las que logré rastrear en esta investigación, intento aquí mostrar que la difusión del texto tuvo
impacto trasnacional. 27 “El triunfo de Calibán (Edición y notas de Carlos Jaúregui)”, Revista Iberoamericana, Número especial: Balance
de un siglo (1898-1998), nº 184-185 (1998): 451-455.
28
En general se mencionan las apariciones en El Tiempo y El Cojo Ilustrado; aunque puede que haya habido más 27 “El triunfo de Calibán (Edición y notas de Carlos Jaúregui)”, Revista Iberoamericana, Número especial: Balance
de un siglo (1898-1998), nº 184-185 (1998): 451-455.
28 En general se mencionan las apariciones en El Tiempo y El Cojo Ilustrado; aunque puede que haya habido más
reproducciones de las que logré rastrear en esta investigación, intento aquí mostrar que la difusión del texto tuvo
impacto trasnacional.
29 El propio Darío narra el éxito y las censuras que sufrió el artículo en Rubén Darío, España contemporánea (París:
Garnier, 1907), 92.
30 Paul Groussac, El viaje intelectual. Impresiones de naturaleza y arte. Primera Serie (Madrid: Librería General de
Victoriano Suárez, 1904).
31
Almanaque Sud-Americano (1899): 202. En general se mencionan las apariciones en El Tiempo y El Cojo Ilustrado; aunque puede que haya habido má
roducciones de las que logré rastrear en esta investigación, intento aquí mostrar que la difusión del texto tuv
pacto trasnacional. La Biblioteca y Calibán: entre la pluma y la voz de
Groussac El ideal de esos calibanes está
circunscripto a la bolsa y a la fábrica.27 y rozándose animalmente, a la caza del dollar. El ideal de esos calibanes está
circunscripto a la bolsa y a la fábrica.27 El texto de Darío, publicado el 30 de mayo en el periódico El Tiempo
de Buenos Aires, fue profusamente republicado ese año. Algunas de las
reproducciones se encuentran en La Época de Madrid (20 de agosto), La
Vanguardia de Barcelona (22 de agosto), El Cojo Ilustrado de Caracas —con el
título «Rubén Darío combatiente»— (1 de octubre), Don Quijote de Madrid
—bajo el título «¡Los yanquis!»— (25 de noviembre).28 El efecto multiplicador
y las controversias que generó el texto de Darío,29 se vieron reforzados por la
reproducción de la conferencia de Groussac en periódicos y revistas. Además
de transcribirse total o parcialmente en periódicos argentinos, tuvo inmediata
recepción en el marco rioplatense. Se publicó en La Razón de Montevideo
(5 y 6 de mayo) y se comentó en el ya mencionado Courrier Franco Oriental. Se publicó el mismo año en folleto y, años después, el mismo Groussac lo
sumó a la edición de 1904 de su libro El viaje intelectual.30 En lo que se refiere
a las reproducciones en revistas, además de dos de las aquí analizadas, fue
publicado un extracto de la conferencia bajo el título «Llegada de Colón a
Barcelona», en Almanaque Sud-Americano.31 De este modo, la publicación de Del Plata al Niágara y las declaraciones de
Groussac en el Teatro de la Victoria, amplificadas por la crónica de Darío,
tuvieron un impacto de dimensiones americanas y europeas. Como sugirió hace
ya varias décadas Real de Azúa, Groussac fue una de las voces predominantes
a la hora de condensar «núcleos temáticos» en los que Estados Unidos
devino recurrentemente «el polo dialéctico de la negatividad» —piénsese,
por ejemplo, en los ecos del par yanquismo-latinidad que replican en otros
opuestos: bárbaros-civilizados, materialismo-espiritualismo, advenedizos de la
historia-portadores de la tradición, cultura-naturaleza—. A la vez que su voz PAULA BRUNO - REVISTAS DE BUENOS AIRES DURANTE LA GUERRA DE 1898. 32 Carlos Real de Azúa, “Ariel libro porteño”, en Historia visible e historia esotérica. Personajes y claves del debate
latinoamericano (Montevideo: Arca/Calicanto, 1975), 165. 36 Pueden verse: Oscar Terán, “El primer antiimperialismo latinoamericano”, en En busca de la ideología argentina
(Buenos Aires: Catálogos, 1986): 85-97. 32 Carlos Real de Azúa, “Ariel libro porteño”, en Historia visible e historia esotérica. Personajes y claves del debate
latinoamericano (Montevideo: Arca/Calicanto, 1975), 165.
33 Real de Azúa ha sugerido que la circulación de las ideas de Groussac en el marco de una comunidad intelectual
rioplatense es indiscutible, a tal punto que señala que puede descontarse la lectura de Rodó de Del Plata al Niágara
y que “no hay una sola clave del desarrollo ariélico (y su misma índole indirecta, literaria ayuda a explicarlo) que no
se halle en el libro de Groussac”. Real de Azúa, “Ariel libro porteño”, 165.
34 Pueden verse, por ejemplo, los testimonios de Roberto Giusti acerca de cómo la lectura de Groussac y Rodó
articuló las percepciones de sus contemporáneos sobre Estados Unidos: Roberto Giusti, Visto y vivido: anécdotas,
semblanzas, confesiones y batallas (Buenos Aires: Losada, 1965), 90.
35 “Por España”, La Biblioteca 8, abril-mayo de 1898. El discurso de Roque Saénz Peña se reproduce en: 213 a
226; el de Groussac en: 227-240.
36 Pueden verse: Oscar Terán, “El primer antiimperialismo latinoamericano”, en En busca de la ideología argentina
(Buenos Aires: Catálogos, 1986): 85-97. 5 “Por España”, La Biblioteca 8, abril-mayo de 1898. El discurso de Roque Saénz Peña se reproduce en: 21
26; el de Groussac en: 227-240. 32 Carlos Real de Azúa, Ariel libro porteño , en Historia visible e historia esotérica. Personajes y claves del debate
latinoamericano (Montevideo: Arca/Calicanto, 1975), 165.
33 Real de Azúa ha sugerido que la circulación de las ideas de Groussac en el marco de una comunidad intelectual
rioplatense es indiscutible, a tal punto que señala que puede descontarse la lectura de Rodó de Del Plata al Niágara
y que “no hay una sola clave del desarrollo ariélico (y su misma índole indirecta, literaria ayuda a explicarlo) que no
se halle en el libro de Groussac”. Real de Azúa, “Ariel libro porteño”, 165.
34 Pueden verse, por ejemplo, los testimonios de Roberto Giusti acerca de cómo la lectura de Groussac y Rodó
articuló las percepciones de sus contemporáneos sobre Estados Unidos: Roberto Giusti, Visto y vivido: anécdotas,
semblanzas, confesiones y batallas (Buenos Aires: Losada, 1965), 90. 34 Pueden verse, por ejemplo, los testimonios de Roberto Giusti acerca de cómo la lectura de Groussac y Rodó
articuló las percepciones de sus contemporáneos sobre Estados Unidos: Roberto Giusti, Visto y vivido: anécdotas,
semblanzas, confesiones y batallas (Buenos Aires: Losada, 1965), 90. 33 Real de Azúa ha sugerido que la circulación de las ideas de Groussac en el marco de una comunidad intelectual
rioplatense es indiscutible, a tal punto que señala que puede descontarse la lectura de Rodó de Del Plata al Niágara
y que “no hay una sola clave del desarrollo ariélico (y su misma índole indirecta, literaria ayuda a explicarlo) que no
se halle en el libro de Groussac”. Real de Azúa, “Ariel libro porteño”, 165.
34 Pueden verse, por ejemplo, los testimonios de Roberto Giusti acerca de cómo la lectura de Groussac y Rodó
articuló las percepciones de sus contemporáneos sobre Estados Unidos: Roberto Giusti, Visto y vivido: anécdotas,
semblanzas, confesiones y batallas (Buenos Aires: Losada, 1965), 90.
35 “Por España”, La Biblioteca 8, abril-mayo de 1898. El discurso de Roque Saénz Peña se reproduce en: 213 a
226; el de Groussac en: 227-240. semblanzas, confesiones y batallas (Buenos Aires: Losada, 1965), 90.
35 “Por España”, La Biblioteca 8, abril-mayo de 1898. El discurso de Roque Saénz Peña se reproduce en: 213 a
226; el de Groussac en: 227-240.
36 Pueden verse: Oscar Terán, “El primer antiimperialismo latinoamericano”, en En busca de la ideología argentina 37 El título completo de la publicación es La Ilustración Sud-Americana. Periódico Ilustrado de las Repúblicas Sudamericanas.
Para una caracterización de la revista puede verse Sandra Szir, “De la cultura impresa a la cultura de lo visible. Las
publicaciones periódicas ilustradas en Buenos Aires en el Siglo XIX. Colección Biblioteca Nacional”, en Marcelo
Garabedian, Sandra Szir y Miranda Lida, Prensa argentina siglo XIX. Imágenes, textos y contextos (Buenos Aires: Teseo-
Biblioteca Nacional, 2009), 53-84. Para una mirada general sobre los semanarios ilustrados en el Río de la Plata
puede consultarse: Eduardo Romano, Revolución en la lectura. El discurso periodístico-literario de las primeras revistas ilustradas
rioplatenses (Buenos Aires: Catálogos, 2004). Aunque con foco en el análisis de Caras y Caretas, pueden encontrarse
algunas referencias a La Ilustración Sud-Americana en Sandra Szir, “El semanario popular ilustrado Caras y Caretas
y las transformaciones del paisaje cultural de la modernidad. Buenos Aires, 1898-1908” (Tesis Doctoral, Facultad
de Filosofía y Letras, Universidad de Buenos Aires, 2011).
38 “A los lectores”, La Ilustración Sud-Americana, nº 1, 1 de diciembre de 1892, 2.
39
“A los lectores”, 2. La Biblioteca y Calibán: entre la pluma y la voz de
Groussac LA BIBLIOTECA, LA ILUSTRACIÓN SUD-AMERICANA Y REVISTA DE DERECHO, HISTORIA Y LETRAS,
ENTRE LA «CUESTIÓN PALPITANTE» Y LAS ENCRUCIJADAS IDENTITARIAS adquirió una proyección rioplatense,32 marcó un momento de cristalización
de ideas e imágenes para pensar las disputas identitarias entre América Latina
y Estados Unidos que se proyectó entre los contemporáneos,33 y tuvo ecos
en las generaciones posteriores.34 Es decir, en el mismo año en el que Groussac estaba protagonizando
problemas en la dirección de La Biblioteca por ser considerado un adversario
intelectual severo de un representante diplomático en el marco de las
discusiones con Chile por las cuestiones limítrofes, devino una voz que
articulaba un discurso de proyección transnacional y de llamamiento de unidad
hispanoamericana para hacer frente al avance de Estados Unidos. En esta
coyuntura, el gesto último de Groussac en las páginas de la revista que había
fundado y manejado de manera personal y donde había publicado numerosos
trabajos de su autoría, fue intervenir replicando su propia voz. En el último
tomo de su empresa editorial, se encuentra una sección entera dedicada a
reproducir las conferencias pronunciadas por Roque Sáenz Peña y por él
mismo el 2 de mayo en el Teatro de la Victoria —no se reproduce, en cambio,
el poema de José Tarnassi.35 Mientras que sus opiniones parecían articular
intenciones identitarias de proyección hispanoamericana, en su revista, estas
conferencias se reprodujeron bajo un sobrio título: «Por España». Apenas
termina la reproducción de los discursos, se encuentra el artículo de cierre
de la revista. Desaparecía La Biblioteca, una empresa que había convertido
a su director en un árbitro de la vida intelectual argentina; surgía la voz de
Groussac como figura clave en la organización de entramados de un ideario
antiimperialista latinoamericano e hispanoamericanista.36 36 Pueden verse: Oscar Terán, “El primer antiimperialismo latinoamericano”, en En busca de la ideología argentina
(Buenos Aires: Catálogos, 1986): 85-97. PAULA BRUNO - REVISTAS DE BUENOS AIRES DURANTE LA GUERRA DE 1898. LA BIBLIOTECA, LA ILUSTRACIÓN SUD-AMERICANA Y REVISTA DE DERECHO, HISTORIA Y LETRAS,
ENTRE LA «CUESTIÓN PALPITANTE» Y LAS ENCRUCIJADAS IDENTITARIAS 38 “A los lectores”, La Ilustración Sud-Americana, nº 1, 1 de diciembre de 1892, 2. La Ilustración Sud-Americana: opinión americana,
relatos premonitorios y conferencias La Ilustración Sud-Americana. Publicación quincenal de las Repúblicas Sud-
Americanas se publicó por primera vez en diciembre de 1892 (el primer número
indica que la ciudad de edición es Buenos Aires, años después se anunciaba
una edición paralela en Montevideo) y estaba dirigida y fundada por Rafael
Contell y Francisco María Conte; además, se mencionaba como director
literario a Antonio Atienza y Medrano (a lo largo de los años hubo cambios en
la dirección y en la redacción).37 Desde su primer número dejaba planteada una
agenda que intentaba mantenerse al margen de los problemas de coyuntura. Como meta, señalaban sus editores: «registrará, pues, cuidadosamente esta
publicación todos los acontecimientos concernientes a la vida política de los
pueblos sudamericanos; pero no traspasará jamás los límites de la crónica,
ni invadirá terrenos que atiende están vedados por su misma naturaleza».38 Luego de realizar una evaluación sobre la prensa diaria y las revistas
abocadas a la ciencia y a la cultura, los redactores dejaban claro su programa:
«tomando por punto de partida esos meritorios ensayos y por modelo los
periódicos ilustrados más notables en la prensa europea y norteamericana,
esta publicación se esforzará en corresponder a su título, no solo bajo su
aspecto científico y literario, sino también bajo el artístico».39 A tono con lo que sus promotores señalaban, varios estudios han
planteado que la revista compartía rasgos con otras publicaciones ilustradas
contemporáneas americanas y europeas. En las páginas de la misma convivían
notas de opinión sin firma, una notable cantidad de fotografías y láminas,
noticias sobre los países de la América hispana y algunos textos firmados
que, por lo general, eran reproducciones parciales o totales de textos PAULA BRUNO - REVISTAS DE BUENOS AIRES DURANTE LA GUERRA DE 1898. LA BIBLIOTECA, LA ILUSTRACIÓN SUD-AMERICANA Y REVISTA DE DERECHO, HISTORIA Y LETRAS,
ENTRE LA «CUESTIÓN PALPITANTE» Y LAS ENCRUCIJADAS IDENTITARIAS generados en otros formatos, o para otras publicaciones. Así, aunque se
pueden rastrear firmas como las de Calixto Oyuela, Rafael Obligado, Lucio
V. Mansilla o Estanislao Zeballos, los textos de autoría de estas y otras figuras
intelectuales estaban, en general, pensados para destinos diferentes a los de
sus páginas. Es notable, además, el esfuerzo por replicar textos de voces de
la vida latinoamericana, como Ricardo Palma, Rubén Darío, Enrique Gómez
Carrillo y otros. 40 “Cosas y quiscosas”, La Ilustración Sud-Americana, nº 129, 1 de mayo de 1898, 162. La Ilustración Sud-Americana: opinión americana,
relatos premonitorios y conferencias Desde mi perspectiva, la revista es una fuente privilegiada para el estudio
de la vida diplomática y cultural en las Américas, dado que en sus páginas se
ve la intención de pensar más allá de las fronteras nacionales —ya desde su
título— y es visible un esfuerzo por dar cuenta de conexiones y relaciones
americanas e hispanoamericanas. Por su parte, se ve una clara intención de
cubrir los movimientos de figuras de la vida diplomática entre países —por
medio de semblanzas de diplomáticos y otros comisionados a labores en
países diferentes al de origen— y es evidente la determinación de dar cuenta
de eventos de convivencia entre naciones, como congresos americanos y
panamericanos, exposiciones de proyección continental, y otros momentos
de encuentro entre naciones. Por estos motivos, la revista tenía una tendencia
a mostrar lazos y afinidades de dimensión regional de manera sistemática. Con estas intenciones de subrayar la confraternidad, la guerra de 1898
se presentó como un desafío. En sus páginas, el 1 de mayo, los redactores
expresaban su plena conciencia acerca de la guerra como asunto de centralidad
avasalladora. Se lee en las columnas de apertura, tituladas «Cosas y quiscosas»: Es el asunto del día, el de la quincena; y lo será tal vez por algunos meses,
en todos nuestros círculos sociales. A la cuestión de límites con Chile; a los
cabildeos de la política y las murmuraciones sobre la marcha financiera de los
gobiernos que administran nuestros intereses; a los arreglos chileno-peruanos
que el telégrafo nos transmite […] a los acuerdos y desacuerdos de las cosas
uruguayas, y a las dificultades, revoluciones, y demás percances de los demás
países sudamericanos; a todo cuanto constituía base o fundamento de parleras
disquisiciones, ha venido a sustituir el tema de la guerra hispano-americana.40 Según señalaba la publicación, «gente pensadora en los países americanos»
parecía estar, indefectiblemente, a favor de España. Los redactores señalaban
—con un dejo de ironía— que la «cuestión de Cuba» había quedado atrás; PAULA BRUNO - REVISTAS DE BUENOS AIRES DURANTE LA GUERRA DE 1898. LA BIBLIOTECA, LA ILUSTRACIÓN SUD-AMERICANA Y REVISTA DE DERECHO, HISTORIA Y LETRAS,
ENTRE LA «CUESTIÓN PALPITANTE» Y LAS ENCRUCIJADAS IDENTITARIAS había llegado el momento de los «¡Viva España!». La pregunta quedaba
claramente planteada: ¿cómo participar en ese clima de opinión desde las
páginas de una revista ilustrada? Las respuestas a este interrogante fueron varias. 41 “La Guerra inicua. Mackinley [sic] ante el derecho. La constitución y las leyes violadas”, La Ilustración Sud-
Americana, nº 129, 1 de mayo de 1898, 163-164.
42 “La guerra hispano-yankee. Opinión de autoridad”, La Ilustración Sud-Americana, nº 130, 16 de mayo de 1898,
183-185. La Ilustración Sud-Americana: opinión americana,
relatos premonitorios y conferencias Pueden rastrearse en las
páginas de la revista cuatro recursos diferentes entre sí para participar del
fervor bélico. El primero se basa en la consideración de que ciertas voces de
autoridad podían dar cuenta de lo que estaba sucediendo y dar indicios para
comprender el conflicto. En este sentido, se destacan dos artículos. Por un
lado, uno firmado por Luis V. Varela, descrito como «Magistrado Argentino». Varela, nacido en Montevideo y reconocido con el cargo de Juez en la Corte
Suprema de Justicia de Argentina, firmaba un texto titulado «La Guerra inicua. Mackinley [sic] ante el derecho. La constitución y las leyes violadas».41 El texto,
quizás publicado unos días antes en otro soporte —está fechado el 24 de abril
de 1898— revisa algunos aspectos de la constitución de Estados Unidos y de
la toma de decisiones de William McKinley. Luego de algunos argumentos
basados en consideraciones de derecho internacional y jurisprudencia, el
texto asume un tono de marcada defensa a España, que concluye con una
sentencia: «la causa de España es hoy la causa de la humanidad». Además de darle lugar a la firma de un magistrado, el otro texto que
interpela a quien se considera una voz de autoridad se reproduce con el
título «La guerra hispano-yankee. Opinión de autoridad». Con este título
se introducen unas notas del «teniente coronel de ingenieros de España
y especialista en asuntos militares, señor Jenaro Alas». La estrategia de
intervención se describía con las siguientes palabras: «tomamos los siguientes
párrafos, que creemos serán de interés para lo que sigue en desarrollo de los
acontecimientos de la guerra hispano-yankee». El comentario parte de la idea
de que «los Estados Unidos carecen de tradiciones militares»; posteriormente
señala errores del país del Norte a la hora de diseñar las estrategias de guerra,
pero también las limitaciones en España. La conclusión es que la guerra es
un conflicto entre buques.42 En el contexto del conflicto, Jenaro Alas realizó
varias presentaciones en el Consejo de Ministros de España que eran seguidas
por la prensa española y americana con atención; ocupaba, además el rol de PAULA BRUNO - REVISTAS DE BUENOS AIRES DURANTE LA GUERRA DE 1898. 47 La Ilustración Sud-Americana, nº 130, 16 de mayo de 1898, 190. 43 Puede verse, por ejemplo: el Heraldo de Madrid, Madrid, 9 de mayo de 1898; La correspondencia militar, Madrid,
10 de mayo de 1898. Sobre el rol de Jenaro Alas en el contexto de la guerra puede consultarse: Cristóbal Robles
Muñoz, La política exterior de España: Política mediterránea, occidental y de paz (1899-1905), tomo 1 (Madrid: Consejo
Superior de Investigaciones Científicas, 2006), 55.
44 Rafael Sánchez Lizardi, Viaje a España (París: Garnier, 1889). Fragmentos reproducidos en La Ilustración Sud-
Americana, nº 131, 1 de junio de 1898, 210.
45 Carlos Lix Klett fue un activo representante de Argentina en lo que respecta a las relaciones comerciales con
Estados Unidos. Sus crónicas de viajes y recorridos por el país del Norte se publicaban en distintos periódicos de
Buenos Aires en el cambio del siglo XIX al XX. Varios de estos textos fueron recogidos en su libro Carlos Lix
Klett, Estudios sobre producción, comercio, finanzas e intereses generales de la República Argentina (Buenos Aires: Tailhade
y Rosselli, 1900). Se encuentran fragmentos de sus crónicas en La Ilustración Sud-Americana, nº 131, 1 de junio de
1898, 206; nº 135, 1 de agosto de 1898, 282; nº 137, 1 de septiembre de 1898, 323.
46 Rafael Puig y Valls, Viaje á América: Estados Unidos, Exposición Universal de Chicago, México, Cuba y Puerto Rico
(Barcelona: Tipolitografía de Luis Tasso, 1894). Fragmentos reproducidos en La Ilustración Sud-Americana, nº 129,
1 de mayo de 1898, 169. 45 Carlos Lix Klett fue un activo representante de Argentina en lo que respecta a las relaciones comerciales con
Estados Unidos. Sus crónicas de viajes y recorridos por el país del Norte se publicaban en distintos periódicos de
Buenos Aires en el cambio del siglo XIX al XX. Varios de estos textos fueron recogidos en su libro Carlos Lix
Klett, Estudios sobre producción, comercio, finanzas e intereses generales de la República Argentina (Buenos Aires: Tailhade
y Rosselli, 1900). Se encuentran fragmentos de sus crónicas en La Ilustración Sud-Americana, nº 131, 1 de junio de
1898, 206; nº 135, 1 de agosto de 1898, 282; nº 137, 1 de septiembre de 1898, 323.
46
Rafael Puig y Valls Viaje á América: Estados Unidos Exposición Universal de Chicago México Cuba y Puerto Rico 46 Rafael Puig y Valls, Viaje á América: Estados Unidos, Exposición Universal de Chicago, México, Cuba y Puerto Rico
(Barcelona: Tipolitografía de Luis Tasso, 1894). Fragmentos reproducidos en La Ilustración Sud-Americana, nº 129,
1 de mayo de 1898, 169. 43 Puede verse, por ejemplo: el Heraldo de Madrid, Madrid, 9 de mayo de 1898; La correspondencia militar, Madrid,
10 de mayo de 1898. Sobre el rol de Jenaro Alas en el contexto de la guerra puede consultarse: Cristóbal Robles
Muñoz, La política exterior de España: Política mediterránea, occidental y de paz (1899-1905), tomo 1 (Madrid: Consejo
Superior de Investigaciones Científicas, 2006), 55.
44 Rafael Sánchez Lizardi, Viaje a España (París: Garnier, 1889). Fragmentos reproducidos en La Ilustración Sud-
Americana, nº 131, 1 de junio de 1898, 210. el Sánchez Lizardi, Viaje a España (París: Garnier, 1889). Fragmentos reproducidos en La Ilustración Sud-
a, nº 131, 1 de junio de 1898, 210. La Ilustración Sud-Americana: opinión americana,
relatos premonitorios y conferencias LA BIBLIOTECA, LA ILUSTRACIÓN SUD-AMERICANA Y REVISTA DE DERECHO, HISTORIA Y LETRAS,
ENTRE LA «CUESTIÓN PALPITANTE» Y LAS ENCRUCIJADAS IDENTITARIAS diputado por Sanctis Spiritus, Santa Clara, Cuba.43 Es decir, en este caso, la
voz de autoridad estaba legitimada en un doble rol: militar y conocedor de
la situación cubana. Una segunda forma de dar cuenta del clima bélico que se puede rastrear en
las páginas de la revista es el de publicar fragmentos de libros sobre asuntos
de guerra de décadas anteriores, o relatos de viajes a Estados Unidos y a
España publicados en los años previos al conflicto bélico. Se encuentran
en distintos números de 1898, por ejemplo, fragmentos breves del viaje a
España de Rafael Sánchez Lizardi,44 los comentarios de Carlos Lix Klett
acerca de su gira por Estados Unidos —visitas a universidades, fábricas y
establecimientos agrícolas45—, y fragmentos del viaje del español Rafael
Puig y Valls por Estados Unidos.46 La reproducción de estos textos apunta a
mostrar impresiones de corte sociológico sobre las dos naciones en conflicto. De alguna manera, se sugiere que la disputa entre estas dos naciones estaba
inscripta en sus propias dinámicas internas. Se publicaron fragmentos que,
además, subrayan la diversidad de características de España y Estados Unidos,
que pueden sintetizarse en la oposición entre tradición —España como
síntesis del Viejo Continente— y modernidad —Estados Unidos como nación
pujante del continente americano—. Junto con los relatos de travesías, se publicaban otros textos producidos
con anterioridad, pero que, en consideración de los redactores de La Ilustración
Sud-Americana, revestían una «indiscutida actualidad» para pensar en las
dinámicas de la guerra y la paz. Es el caso de unas páginas de autoría de Juan
Bautista Alberdi descritas como «nacidas al calor de la contienda franco-
prusiana» que bajo el título «La Guerra Moderna» se publican in extenso.47 PAULA BRUNO - REVISTAS DE BUENOS AIRES DURANTE LA GUERRA DE 1898. LA BIBLIOTECA, LA ILUSTRACIÓN SUD-AMERICANA Y REVISTA DE DERECHO, HISTORIA Y LETRAS,
ENTRE LA «CUESTIÓN PALPITANTE» Y LAS ENCRUCIJADAS IDENTITARIAS El tercer recurso que se puede rastrear en la revista coincide con una
práctica que devino bastante usual en estos años: la impresión de conferencias
signadas por la coyuntura que se pronunciaban en ámbitos de sociabilidad
reconocidos, como academias, círculos literarios y ateneos. 49 La Ilustración Sud-Americana, nº 130, 16 de mayo de 1898, 183-189.
50 La Ilustración Sud-Americana, nº 132, 16 de junio de 1898. El comentario de Calixto Oyuela se encuentra en:
244; la conferencia de del Solar se reproduce en: 245-250.
51 Alberto Del Solar, “La Doctrina Monroe y la América Latina”, Conferencia leída en el Ateneo el 20 de junio
de 1898 (Buenos Aires: Imprenta, Tipografía y Encuadernación Jacobo Peuser, 1898). 48 Un caso clave que constata esta dinámica es el de la Sociedad Científica Argentina y la publicación de las
conferencias allí pronunciadas en su revista, Anales de la Sociedad Científica Argentina. Como ejemplo, puede consultarse
una conferencia que evaluó el escenario internacional luego de la guerra de 1898 y los Tratados de París pronunciada
por Eduardo L. Holmberg y publicada bajo el título: “De siglo a siglo”, Anales de la Sociedad Científica Argentina 51
(1901): 51-60. La Ilustración Sud-Americana: opinión americana,
relatos premonitorios y conferencias En general, se
trataba de reproducciones de alocuciones ocurridas en ámbitos asociados a
las publicaciones que los difundían en letra impresa.48 La Ilustración Sud-Americana no era el órgano de un ámbito de sociabilidad
concreto y, pese a que varios de sus redactores y fundadores eran de origen
ibérico, no se presentaba como publicación de la comunidad étnica española. Así, en el contexto de 1898, optó por reproducir varias de estas intervenciones
de intelectuales pronunciadas en distintos cenáculos. Por un lado, bajo el
título «El 2 de mayo en el “Victoria”» se replicaron de manera total los ya
referidos discursos de Sáenz Peña, Groussac y Tarnassi sin ningún tipo de
acápite, aclaración o comentario. Estas voces parecían haber asumido un
efecto casi oracular en el despliegue de la guerra. La apuesta de los redactores
puede notarse en una reorganización del orden en el que publicaron las
intervenciones, que alteran las que señalan las crónicas de los periódicos y el
programa de la función —Saénz Peña, Groussac y Tarnassi—; en este caso, se
publicó en primer lugar el discurso de Groussac, en segundo lugar el poema
de Tarnassi y, por último, la conferencia de Roque Sáenz Peña.49 Apenas dos números después, bajo el título «En el Ateneo» se encuentra
un comentario introductorio de Calixto Oyuela, ferviente defensor de España,
para presentar otra de las conferencias que tuvo marcada repercusión en
los meses de la guerra. La misma llevó el título «La Doctrina Monroe y la
América Latina» y fue pronunciada por Alberto del Solar el 20 de junio de
1898 en el Ateneo.50 La conferencia de del Solar, figura de la vida letrada
chilena, se refería a la violación ejercida por el «coloso norteamericano», y
a los derechos de la «desgraciada España» sobre sus últimas posesiones.51 A
su vez, argumentaba que «nuestra madre común» no pretendía violentar las
intenciones de Cuba de ser independiente. Despuntaba en esta apreciación PAULA BRUNO - REVISTAS DE BUENOS AIRES DURANTE LA GUERRA DE 1898. LA BIBLIOTECA, LA ILUSTRACIÓN SUD-AMERICANA Y REVISTA DE DERECHO, HISTORIA Y LETRAS,
ENTRE LA «CUESTIÓN PALPITANTE» Y LAS ENCRUCIJADAS IDENTITARIAS un argumento interesante; el conferencista destacaba: «se puede ser buen
hijo de la América emancipada […] y admirar, al mismo tiempo, el brío, la
hidalguía, el heroísmo hispanos».52 La conferencia había, de alguna manera,
devuelto un lugar a Cuba en el escenario de la guerra. La Ilustración Sud-Americana: opinión americana,
relatos premonitorios y conferencias Una Cuba que no
aparecía casi referida como «hermana» en otros discursos pronunciados por
voces intelectuales de América Latina.53 Estas declaraciones destrababan, de
este modo, la tensión España/Estados Unidos y sumaban nuevas preguntas
sobre la independencia cubana. Los ecos de la conferencia y el entusiasmo
que le había generado a Oyuela se expresó en la fórmula: «falta ahora que
sea impresa en folleto». De hecho, fue publicada en este formato y devino
una referencia usual en textos que han estudiado en el largo plazo el rol de
la Doctrina Monroe en las decisiones de política exterior norteamericana.54 La cuarta forma que la revista dinamizó fue explicitada a comienzos
de mayo con estas palabras: «en nuestras columnas anotamos algunos de
los brillantes artículos de escritores de ambas orillas del Plata y hemos de
continuar agrupando los que en lo sucesivo se escriban, como antecedentes
históricos de la cruenta guerra que se inicia en los postreros años del siglo».55 La cuarta forma que la revista dinamizó fue explicitada a comienzos
de mayo con estas palabras: «en nuestras columnas anotamos algunos de
los brillantes artículos de escritores de ambas orillas del Plata y hemos de
continuar agrupando los que en lo sucesivo se escriban, como antecedentes
históricos de la cruenta guerra que se inicia en los postreros años del siglo».55
La propuesta de tomar escritos de otros diarios y organizar las voces de lo
que solían denominar «opinión sud-americana» puede verse puesta en acción
en varias páginas de la revista en las que se reprodujeron textos publicados
por medios de prensa de distintas latitudes. Destaca en este sentido la apuesta
desplegada en el número 129. Bajo el título general «La actualidad. Por España
(La opinión Sud-Americana)», se encuentran reproducciones de fragmentos
de textos misceláneos como los siguientes: «La cuestión palpitante», con
firma de Julio Herrera Obes (con la aclaración «Ex Presidente de la República
Oriental del Uruguay», una vez más se utilizaba aquí el recurso de la voz
autorizada), «Oda a España», un poema de Calixto Oyuela (debajo de su
nombre se lee «Argentino»), que circuló ampliamente en el contexto de la
guerra; y varios textos de periódicos: un fragmento firmado por Sr. Ariel J. 52 Alberto Del Solar, “La Doctrina Monroe”, 57.
53 Para una mirada general sobre este tema puede verse Carolina López, “Los intelectuales argentinos frente a la
independencia cubana de 1898: último bastión imperialista y nuevo status colonial”, Araucaria. Revista Iberoamericana
de Filosofía, Política y Humanidades, nº 26 (2011): 3-25.
54 Véase, por ejemplo, Dexter Perkins, Historia de la Doctrina Monroe (Buenos Aires: Eudeba, 196), 260.
55 La Ilustración Sud-Americana, nº 129, 1 de mayo de 1898, 162. Para una mirada general sobre este tema puede verse Carolina López, “Los intelectuales argentinos frente a la
pendencia cubana de 1898: último bastión imperialista y nuevo status colonial”, Araucaria. Revista Iberoamericana
osofía, Política y Humanidades, nº 26 (2011): 3-25. 4 Véase, por ejemplo, Dexter Perkins, Historia de la Doctrina Monroe (Buenos Aires: Eudeba, 196), 260. 5 La Ilustración Sud-Americana, nº 129, 1 de mayo de 1898, 162. La Ilustración Sud-Americana: opinión americana,
relatos premonitorios y conferencias Pérez que aclara entre paréntesis «De La Razón de Montevideo»; otro con
el título «España», con la indicación «De Tribuna de Buenos Aires»; párrafos
titulados «Brigantaggio», provenientes de «La Patria degli Italiani, Buenos
Aires»; «La guerra hispanoamericana», con la referencia «De El Tiempo de PAULA BRUNO - REVISTAS DE BUENOS AIRES DURANTE LA GUERRA DE 1898. LA BIBLIOTECA, LA ILUSTRACIÓN SUD-AMERICANA Y REVISTA DE DERECHO, HISTORIA Y LETRAS,
ENTRE LA «CUESTIÓN PALPITANTE» Y LAS ENCRUCIJADAS IDENTITARIAS Buenos Aires»; «La Madre Patria», referido como un fragmento proveniente
de «De El Bien de Montevideo»; «Por España» proveniente «De El Porvenir
de Santiago de Chile»; «España y Estados Unidos» procedente de «De El
Heraldo de Valparaíso». Esta composición miscelánica no está acompañada
de ninguna aclaración, introducción o jerarquía clara. No se aclara la fecha de
publicación de los fragmentos y no siempre cuentan con firma. Sin embargo,
hay un énfasis en destacar los nombres de los periódicos y las ciudades de
origen de los mismos. La apuesta parecía intentar ofrecer una especie de
coro americano que podía revelar, al menos, dos cuestiones: por un lado, la
importancia que se le daba desde la revista a los diarios a la hora de cubrir
las noticias de actualidad de la guerra; por otro, la centralidad de esta puesta
en escena por una revista ilustrada de presentar fragmentos inconexos entre
sí a priori, pero considerarlos representativos de la «opinión sud-americana». Esta puede ser la explicación del énfasis a la hora de mostrar diversas voces
de Buenos Aires —diarios étnicos y periódicos de tirada nacional—, Santiago
de Chile, Valparaíso y Montevideo. En suma, La Ilustración Sud-Americana optó por diferentes modalidades de
expresión en el contexto de la guerra. En sus páginas convivieron conferencias
de coyuntura, relatos de viaje publicados en el último cuarto del siglo XIX,
artículos de voces de autoridad, textos generales sobre la guerra escritos
por intelectuales destacados de América Latina, y fragmentos de notas
periodísticas. Todo ello esbozaba una composición que, lejos de mostrar
unidad, daba cuenta de la amplitud de voces que podían sumar información
e ideas para pensar la guerra y las identidades en disputa en su contexto. 56 Puede consultarse un índice realizado con exhaustividad y una caracterización de la revista en Gregoria Celada
Domínguez y Rita Giacalone, “Revista de Derecho, Historia y Letras (1898-1923). Estudio e índice general”, Iushistoria,
nº 4 (2007): 1-144. Revista de Derecho, Historia y Letras: imperialismo,
expansionismo y Derecho Internacional Entre 1898 apareció el primer número de la Revista de Derecho Historia
y Letras, fundada y dirigida por Estanislao Zeballos y pensada como una
publicación de aparición mensual.56 En su prospecto se indicaba: 56 Puede consultarse un índice realizado con exhaustividad y una caracterización de la revista en Gregoria Celada
Domínguez y Rita Giacalone, “Revista de Derecho, Historia y Letras (1898-1923). Estudio e índice general”, Iushistoria,
nº 4 (2007): 1-144. PAULA BRUNO - REVISTAS DE BUENOS AIRES DURANTE LA GUERRA DE 1898. LA BIBLIOTECA, LA ILUSTRACIÓN SUD-AMERICANA Y REVISTA DE DERECHO, HISTORIA Y LETRAS,
ENTRE LA «CUESTIÓN PALPITANTE» Y LAS ENCRUCIJADAS IDENTITARIAS la acción de la Revista será materia de derecho, crítica y científica […] Los
estudios históricos están incorporados a las grandes escuelas jurídicas, su
enseñanza es virtud fundadora […] La crónica tiene para sus páginas un interés
secundario, pero felizmente empieza la literatura histórica en la República y
en América el período de la crítica y la filosofía […] No será extraño a este
plan el estímulo de la cultura literaria.57 Si estas eran sus intenciones iniciales, para comienzos del siglo XX, la
revista estaba posicionada como un órgano para intervenir sobre temas
ligados al Derecho Internacional y los vínculos entre naciones.58 Temas
de geopolítica, relaciones, tratados y convenciones internacionales, fueron
incorporados con ampliado interés en la revista en forma de artículo erudito. El despliegue de la guerra, la firma del Tratado de París y sus efectos en
territorios americanos, coincidieron con los años iniciales de la revista. Para
entonces, los intereses de Estanislao Zeballos en política internacional y su
trayectoria diplomática eran conocidos en el continente americano y en el
europeo.59 La posibilidad de comandar la revista se convirtió, entonces, en
un ejercicio de curaduría abierto a posibilidades para su director, que contaba
con la posibilidad de detectar y seleccionar contenidos para presentarlos en
las páginas de la publicación. Encuentro que en las páginas de la Revista de
Derecho, Historia y Letras se desplegaron cuatro modalidades de intervención
respecto de la guerra. La primera opción se encuentra en el tomo inaugural de la revista y hace
uso, en sintonía con lo reseñado para La Ilustración Sud-Americana, de la voz
de autoridad militar. Se encuentra allí un artículo titulado «Las matemáticas
del desastre», de Enrique Howard (presentado como «el comodoro Howard»)
con un tono que combina consideraciones técnicas y un llamamiento a aunar
las fuerzas hispanoamericanas. 57 Estanislao Zeballos, “Prospecto”, Revista de Derecho. Historia y Letras 1 (1898): 6.
58 Melisa Deciancio, “Puentes para pensar lo internacional en los albores del siglo XX: La Revista Argentina de
Ciencia Política (1910-1928) y la Revista de Historia, Derecho y Letras (1898-1923) en las relaciones internacionales de
Argentina”, Ciclos en la Historia, la economía y la sociedad 26, nº 47 (2018): 1-15; Camila Bueno Grejo, “A construção
da identidade internacional argentina nas páginas da Revista de Derecho, Historia y Letras”, Antiteses 10, nº 19 (2017):
64-87; Enrique Shaw, “Una mirada particular de las relaciones entre América-nos y europeos, entre 1898 y 1910”,
Estudios, nº 18 (2006): 131-145.
59 Sobre Zeballos pueden consultarse Roberto Etchepareborda, Zeballos y la política exterior argentina (Buenos Aires:
Pleamar, 1982). 57 Estanislao Zeballos, “Prospecto”, Revista de Derecho. Historia y Letras 1 (1898): 6. Sobre Zeballos pueden consultarse Roberto Etchepareborda, Zeballos y la política exterior argentina (Buenos Aires:
mar, 1982). Revista de Derecho, Historia y Letras: imperialismo,
expansionismo y Derecho Internacional En este caso, no se trata de la reproducción de
un texto originalmente publicado en otro lugar. Zeballos señala que solicitó
a un mando militar un comentario sobre los episodios bélicos. El texto PAULA BRUNO - REVISTAS DE BUENOS AIRES DURANTE LA GUERRA DE 1898. LA BIBLIOTECA, LA ILUSTRACIÓN SUD-AMERICANA Y REVISTA DE DERECHO, HISTORIA Y LETRAS,
ENTRE LA «CUESTIÓN PALPITANTE» Y LAS ENCRUCIJADAS IDENTITARIAS propone un análisis de las potencialidades y límites de la marina española
y ofrece sentencias a tono con las discusiones de derecho internacional
contemporáneas. Se señala, por ejemplo: la guerra, cuya probabilidad no era un misterio para nadie, dado el alcance
doctrinario y práctico de Monroe sobre proteccionismo americano, se inicia
entre España y Estados Unidos, y al más negado en la materia no se le hubiera
escapado que el éxito estaba librado al poder naval de una y otra potencia […]
Huérfana y aislada la armada española, sin el robusto sostén de una cabeza
dirigente que le inculcara administración y disciplina, pierde al instante su vigor
e iniciativa, se sostiene con languidez, gira acobardada e ineficaz dentro del
elemento limitado de su acción, lo recorre con embarazosa lentitud, restringe
y contrae las operaciones que le hubieran dado prestigio y vida, y viene, al fin,
a morir de inacción y parálisis. Tenía que suceder: estaba escrito.60 44
ISSN: 1510-5024 (papel) - 2301-1629 (en línea)
eo, No 9, Junio 2021, pp. 23-58 Al darle voz a una figura que ocupó a lo largo de su trayectoria cargos
de Comodoro, Vicealmirante y Capitán de fragata, parece que la apuesta de
Zeballos era mostrar un análisis especializado de la contienda en términos
de estrategia militar.61 La segunda modalidad que se puso en acción en las páginas de la Revista
de Derecho, Historia y Letras fue la traducción de artículos de periódicos y
revistas que, generados en otras geografías, fueron considerados de interés
para comprender el fenómeno de la guerra. Mientras que, en algunos casos
se trata de traducciones de textos asociados directamente con la guerra, en
otros, Zeballos seleccionó intervenciones que revestían, desde su perspectiva,
interés. Este es el caso de los fragmentos comentados de una entrevista a Cecil
Rhodes. En nota al pie, el director aclara que, enterado por el telégrafo de esta
entrevista, decidía dar a conocer a los lectores estas opiniones. 61 De hecho, además de publicarse en la Revista de Derecho Historia y Letras, el mismo fue reproducido en Boletín
del Centro Naval 16 (1898): 59-60, con una breve introducción que hace referencia a la Revista de Derecho, Historia y
Letras y a las palabras elogiosas que le dedicó Zeballos a Enrique Howard. Enrique Howard, “Las matemáticas del desastre”, Revista de Derecho. Historia y Letras 1 (1898): 244. 62 Sobre Cecil Rhodhes puede verse Paul Maylam, The Cult of Rhodes. Remembering an Imperialist in Africa (Claremont:
South Africa David Philip, 2005).
63 Pueden verse las consideraciones sobre el impacto de las intervenciones de Rhodes en la prensa en Edmund
Garrett, A memoir (London: Cook, 1909). Se reproducen allí en anexo una entrevista que Garrett (escritor, periodista
y miembro del Parlamento del Cabo de Buena Esperanza) le realizó e Rhodes en marzo de 1898, páginas 222-227.
64 Cecil Rhodes, “Los americanos en Sur América (traducido del “New York Herald por R. Pérez”)”, Revista de
Derecho Historia y Letras 3 (1899): 450-452. 70 Al publicar el segundo artículo de Bryce, Zeballos aclara: “el Editor de Harper’s Magazine cree que interesará a
los lectores americanos conocer cómo se aprecian estos asuntos en Europa por los que han estudiado la situación
de los Estados Unidos; y aunque no se me oculta cuan delicado es el encargo, correspondo a la invitación”, Revista
de Derecho, Historia y Letras 2 (1898): 458. Traducido para la Revista de Derecho, Historia y Letras, por Domingo de Vívaro; Segundo artículo publicado en The
Harper’s Magazine, Traducido para la Revista de Derecho, Historia y Letras, por D. de V.), Revista de Derecho, Historia y
Letras 2 (1898): 308-320 y 457-474. 65 El artículo original se tituló: “The policy of annexation for America”, The Forum 29 (1897): 385-395. 68 James Bryce, “Nueva política exterior americana” (Primer artículo publicado en The Forum de Nueva York.
Traducido para la Revista de Derecho, Historia y Letras, por Domingo de Vívaro; Segundo artículo publicado en The
Harper’s Magazine, Traducido para la Revista de Derecho, Historia y Letras, por D. de V.), Revista de Derecho, Historia y
Letras 2 (1898): 308 320 y 457 474 69 Sobre el ideario de Bryce puede verse: Héctor Domínguez, James Bryce y los fundamentos intelectuales del
internacionalismo liberal (1864-1922) (Madrid: Centro de Estudios Políticos y Constitucionales, 2018). Agradezco, 7 James Bryce, The American Commonwealth (London/New York: Macmillan, 1889). 69 Sobre el ideario de Bryce puede verse: Héctor Domínguez, James Bryce y los fundamentos intelectuales del
internacionalismo liberal (1864-1922) (Madrid: Centro de Estudios Políticos y Constitucionales, 2018). Agradezco,
por su parte, a Héctor Domínguez el acceso a los textos originales de Bryce que fueron traducidos en la Revista de or su parte, a Héctor Domínguez el acceso a los textos originales de Bryce que fueron traducidos en la Revista
Derecho, Historia y Letras. 8 James Bryce, “Nueva política exterior americana” (Primer artículo publicado en The Forum de Nueva Yo
raducido para la Revista de Derecho, Historia y Letras, por Domingo de Vívaro; Segundo artículo publicado en 6 “Some thoughts on the policy of United States”, Harper’s New Monthly Magazine, 1 de junio de 1898, 609-6 Harper’s Magazine, Traducido para la Revista de Derecho, Historia y Letras, por D. de V.), Revista de Derecho, Histor
etras 2 (1898): 308-320 y 457-474. g
p
y
(
)
66 “Some thoughts on the policy of United States”, Harper’s New Monthly Magazine, 1 de junio de 1898, 609-618.
67 James Bryce, The American Commonwealth (London/New York: Macmillan, 1889). g
p
y
,
(
)
66 “Some thoughts on the policy of United States”, Harper’s New Monthly Magazine, 1 de junio de 1898, 609-618.
67
J
B
Th A
i
C
l h (L
d
/N
Y k M
ill
1889) Revista de Derecho, Historia y Letras: imperialismo,
expansionismo y Derecho Internacional LA BIBLIOTECA, LA ILUSTRACIÓN SUD-AMERICANA Y REVISTA DE DERECHO, HISTORIA Y LETRAS,
ENTRE LA «CUESTIÓN PALPITANTE» Y LAS ENCRUCIJADAS IDENTITARIAS estos textos de Rhodes o Bryce, y mostrar en las páginas de la revista dos
polos de un debate tácito entre defensores y detractores del imperialismo. Otra modalidad que se ve en la revista se advierte en dos textos de opinión
con firma. Consisten en reflexiones sobre Estados Unidos, España y América
Latina que, si bien no hacen referencia explícita a la guerra, comparten el
clima de evaluación acerca de las tensiones entre nuevo y viejo continente,
sintetizadas en expresiones que oponen valores sajones y valores latinos. El
primero se titula «Situación y futuro de la América española». Se trata de unas
observaciones que «en forma de carta», según aclara la nota al pie, le hacía
llegar Paulino Alfonso desde Santiago de Chile (con fecha 21 de junio de
1898) a Estanislao Zeballos. Alfonso aprovechaba esta epístola a Zeballos
para hacer un balance sobre lo que acaecía en la América de habla hispana,
y comparaba su situación con Estados Unidos. Sus declaraciones, en tanto
figura de la vida cultural chilena, ponían los acentos en una lectura pesimista
sobre América Latina: «el espectáculo que se ofrece al espíritu medianamente
observador y estudioso, al echar una mirada sobre el conjunto de la América
española, no es por cierto halagüeño. Juzgo exactísima la idea de que la
civilización hispano-americana está retardada».71 A esta realidad, contraponía
lo «realizado en la gran república norteamericana. Es que allí, fuera de las
condiciones naturales y especialmente propicias de la situación geográfica,
de los mares y los climas, de las tierras y los ríos, hubo alguna educación y
hubo alguna libertad». La epístola presenta las tensiones entre una tierra de
libertades y un sistema político en funciones, y una región de caudillos y
políticas facciosas demasiado atenta al ingrediente popular. Alfonso era un
conocedor de las dinámicas norteamericanas, tempranamente había recorrido
el país del Norte oficiando de secretario de su padre en la I Conferencia
Panamericana en Washington; a su vez, las cuestiones de arbitraje internacional
estaban entre sus temas de interés como jurista.72 El tono de Alfonso refleja
un clima de opinión que en los cenáculos intelectuales de Santiago estaba
bastante extendido. 71 Paulino Alfonso, “Situación y futuro de la América española (A propósito del Prospecto de la Revista de Derecho,
Historia y Letras)”, Revista de Derecho, Historia y Letras 1 (1898): 530.
72 Para referencias biográficas puede verse: Don Paulino Alfonso,1862-1923. Homenaje a su memoria (Santiago de
Chile: Talleres Gráficos San Rafael, 1928).
73 Enrique Rodríguez Mendoza, Ante la decadencia, Conferencia leída en el Ateneo de Santiago (Santiago de Chile:
Imprenta Moderna, 1899). Revista de Derecho, Historia y Letras: imperialismo,
expansionismo y Derecho Internacional En el texto,
Rhodes realizaba consideraciones sobre cómo Estados Unidos contaba con
todo lo necesario para avanzar sobre Sud América, comparando esta situación
con la de Inglaterra respecto de Sudáfrica; de hecho, hacía prácticamente
un llamamiento a que Estados Unidos avanzara determinadamente sobre
el control del resto del continente. Seleccionar y exponer las opiniones de
Rhodes, descripto como «el renombrado e infatigable promotor y agitador PAULA BRUNO - REVISTAS DE BUENOS AIRES DURANTE LA GUERRA DE 1898. LA BIBLIOTECA, LA ILUSTRACIÓN SUD-AMERICANA Y REVISTA DE DERECHO, HISTORIA Y LETRAS,
ENTRE LA «CUESTIÓN PALPITANTE» Y LAS ENCRUCIJADAS IDENTITARIAS de las posesiones inglesas al sur de África», una controvertida figura en el
contexto de imperialismo, no parecía una elección inocente.62 El buen tino
de Zeballos al reseñar la entrevista y usar algunas citas textuales de la misma,
y otras traducidas, puede verse constatado por las repercusiones que esa
entrevista y otras con contenido similar tuvieron durante esos años en la
prensa internacional.63 El texto fue publicado con el título «Los americanos
en Sur América» y se señalaba que era una traducción del New York Herald,
realizada por R. Pérez.64 45
ISSN: 1510-5024 (papel) - 2301-1629 (en línea)
Humanidades: revista de la Universidad de Montevideo, No 9, Junio 2021, pp. 23-58 Si elegir la figura de Cecil Rhodes para opinar sobre cuestiones de
imperialismo y geopolítica muestra a un Zeballos atento al clima internacional,
no es menos interesante su decisión de dar espacio en las páginas de la revista
a la traducción de dos textos de James Bryce que habían sido publicados en
The Forum de Nueva York,65 y en Harper’s New Monthly Magazine.66 Bryce era ya una figura reputada en tanto autor de The American
Commonwealth (1889)67 y una voz autorizada en tanto conocedor de Estados
Unidos, de su constitución y de las dinámicas de política interna y exterior. Por
su parte, era un detractor de la política expansionista británica que condujo a
la guerra anglo-boer. Sus dos textos fueron traducidos bajo el mismo título
«Nueva política exterior norteamericana»,68 y se señala en la nota al pie del
primero que las traducciones fueron realizadas por Domingo de Vivero.69
Puede atribuirse a Zeballos —y a sus conexiones70— la lucidez para dar con PAULA BRUNO - REVISTAS DE BUENOS AIRES DURANTE LA GUERRA DE 1898. Revista de Derecho, Historia y Letras: imperialismo,
expansionismo y Derecho Internacional Sus observaciones positivas sobre Estados Unidos, de
hecho, son coincidentes con las que Enrique Rodríguez Mendoza pronunció
en 1899 durante una conferencia resonante en el Ateneo de Santiago.73 PAULA BRUNO - REVISTAS DE BUENOS AIRES DURANTE LA GUERRA DE 1898. LA BIBLIOTECA, LA ILUSTRACIÓN SUD-AMERICANA Y REVISTA DE DERECHO, HISTORIA Y LETRAS,
ENTRE LA «CUESTIÓN PALPITANTE» Y LAS ENCRUCIJADAS IDENTITARIAS La segunda contribución que aporta reflexiones generales propone ya desde
su título, «Anglosajones y latinos», la contraposición señalada en el párrafo
anterior, y está firmada por Felipe Senillosa, en Génova, el 1 de enero de
1900. Terminada ya la guerra y firmados los Tratados de París, el texto hace
hincapié en «la decadencia heroica de España» y subraya cómo «los Estados
Unidos progresan rápidamente (gozando) de mayor libertad, de más orden,
de más vitalidad moral», todas características que «han motivado la idea de la
superioridad de la raza».74 Senillosa, un miembro destacado de esta familia,
que combinaba sus negocios agrícolas con su interés por el espiritismo,
ponderaba, como parte de sus hermanos y primos, las virtudes comerciales y
emprendedoras de los norteamericanos y veía en el país del Norte un modelo,75
a tono con las consideraciones apenas reseñadas de Paulino Alfonso. Zeballos, al mando indiscutido de la revista, parece haber captado el rol
central de la prensa en el contexto de la guerra, como se puede constatar
en las traducciones seleccionadas de entrevistas y artículos de opinión. En un sentido complementario, en la revista se encuentra un artículo que
hace específicamente foco en este fenómeno. Se trata de una contribución
firmada por Julio Carrié, que devino una especie de corresponsal sui generis del
estado de situación en Estados Unidos. Bajo el título «La cuestión Filipinas
y la opinión americana»,76 Carrié se ocupó de mostrar una discusión que
se estaba dando a ritmo cotidiano en la prensa y entre los hombres de la
política sobre el expansionismo norteamericano y la anexión de Filipinas. El
artículo reviste interés porque el autor se ocupa de comentar cómo en dos
medios de prensa se estaba desplegando el mencionado debate. Es decir,
Carrié oficiaba como un lector de la prensa norteamericana que comentaba,
a su vez, a lectores argentinos qué estaba sucediendo en los periódicos en
el contexto del fervor bélico. Centraba su atención en el New York Times y
el New York World. 4 Felipe Senillosa, “Anglosajones y latinos”, Revista de Derecho, Historia y Letras 6 (1900): 227-233. 75 Sobre Felipe Senillosa puede verse: Roy Hora y Leandro Losada, Una Familia de la elite argentina: los Senillosa,
1810-1930 (Buenos Aires: Prometeo Libros, 2015), 127-128. Julio Carrié, “La cuestión Filipinas y la opinión americana”, Revista de Derecho, Historia y Letras 3 (1899): 99-101. 74 Felipe Senillosa, “Anglosajones y latinos”, Revista de Derecho, Historia y Letras 6 (1900): 227-233.
75 Sobre Felipe Senillosa puede verse: Roy Hora y Leandro Losada, Una Familia de la elite argentina: los Senillosa,
1810-1930 (Buenos Aires: Prometeo Libros, 2015), 127-128.
76
Julio Carrié “La cuestión Filipinas y la opinión americana” Revista de Derecho Historia y Letras 3 (1899): 99 101 p
,
g
j
y
,
,
y
(
)
75 Sobre Felipe Senillosa puede verse: Roy Hora y Leandro Losada, Una Familia de la elite argentina: los Senillosa,
1810-1930 (Buenos Aires: Prometeo Libros, 2015), 127-128.
76 Julio Carrié, “La cuestión Filipinas y la opinión americana”, Revista de Derecho, Historia y Letras 3 (1899): 99-101. Revista de Derecho, Historia y Letras: imperialismo,
expansionismo y Derecho Internacional Subrayaba que en el debate se utilizaba el concepto de
«imperialismo» y el vocablo «expansión» para describir fenómenos que se
ponderaban con distintos acentos. La sorpresa del corresponsal a la hora
de cubrir la discusión candente en la prensa le da una tonalidad fresca, casi
coyuntural, que es notablemente diferente a la que en general se encuentra
en las páginas de la revista. Apenas un años después, el autor de esta nota
tradujo al español Gobierno y administración de los Estados Unidos, de Benjamin PAULA BRUNO - REVISTAS DE BUENOS AIRES DURANTE LA GUERRA DE 1898. LA BIBLIOTECA, LA ILUSTRACIÓN SUD-AMERICANA Y REVISTA DE DERECHO, HISTORIA Y LETRAS,
ENTRE LA «CUESTIÓN PALPITANTE» Y LAS ENCRUCIJADAS IDENTITARIAS Harrison.77 Sumaba así su pluma a la lista corta de los conocedores argentinos
de la política y el pensamiento norteamericano. Harrison.77 Sumaba así su pluma a la lista corta de los conocedores argentinos
de la política y el pensamiento norteamericano. 77 Benjamin Harrison, Gobierno y administración de los Estados Unidos (Buenos Aires: Editorial M. Biedma, 1900).
La traducción de la obra fue realizada por Julio Carrié de la Universidad de Buenos Aires.
78 La Ilustración Sud-Americana, nº 129, 1 de mayo de 1898, 167. 78 La Ilustración Sud-Americana, nº 129, 1 de mayo de 1898, 167. Benjamin Harrison, Gobierno y administración de los Estados Unidos (Buenos Aires: Editorial M. Biedma, 1900
traducción de la obra fue realizada por Julio Carrié de la Universidad de Buenos Aires. Benjamin Harrison, Gobierno y administración de los Estados Unidos (Buenos Aires: Editorial M. Biedma, 1900
traducción de la obra fue realizada por Julio Carrié de la Universidad de Buenos Aires. Consideraciones finales Los redactores de una de las revistas aquí analizadas, La Ilustración Sud-
Americana, señalaban durante la guerra: En tales circunstancias, extraordinarias y solemnes, los que escribimos para
el público y creemos que la prensa periódica tiene una misión más alta que
la de ser simple receptáculo de noticias y telegramas, muchas veces falsos
y absurdos, faltaríamos a nuestro deber, si por debilidad, conveniencia o
hipocresía esquivásemos el dar nuestra opinión franca y categórica sobre las
causas del conflicto, y la parte a quien incumbe su responsabilidad tremenda.78 Esta reflexión es un indicio para analizar cómo los conductores de las
publicaciones periódicas estaban discutiendo al calor de la coyuntura qué
se debía hacer durante la guerra en diarios y revistas. La centralidad de los
periódicos en la circulación de información pasó a ser, en sí misma, un
motivo de discusión en este contexto. Las revistas, por su parte, tal como
aquí se argumentó, desplegaron distintas modalidades para dar cuenta de la
«cuestión palpitante» y ofrecer reflexiones que trascendieran el ritmo de los
acontecimientos. Las posibilidades de las que dispusieron fueron varias y las opciones por
unas u otras tenían que ver, seguramente, con sus propios formatos. Una
revista como La Ilustración Sud-Americana debía exponer cada quince días
la información que consideraba pertinente para dar cuenta de la guerra. La
multiplicación de recursos que se utilizaron y superpusieron demuestra que en
la experiencia se podían combinar algunas estrategias de la prensa periódica
con otras de las revistas culturales. La variedad de opciones así lo demuestra:
diarios de viajes de años previos, relatos de cronistas azarosos, poemas y odas
a España, voces legitimadas por ser de padres fundadores —Alberdi— y voces PAULA BRUNO - REVISTAS DE BUENOS AIRES DURANTE LA GUERRA DE 1898. LA BIBLIOTECA, LA ILUSTRACIÓN SUD-AMERICANA Y REVISTA DE DERECHO, HISTORIA
ENTRE LA «CUESTIÓN PALPITANTE» Y LAS ENCRUCIJADAS IDENTITARIAS expertas militares —como la de Jenaro Alas—, y conferencias realizadas en
teatros y ateneos, desfilaron en sus páginas junto a collages de fragmentos
de periódicos sudamericanos. Quedaba clara la apuesta, como se señalaba en
la columna citada del 1 de mayo: todos los interesados en el debate público
pasarían a ocuparse de la guerra. La revista La Biblioteca, por su parte, incluso en su número final, dio cuenta,
de la mano de Groussac, de que la guerra no era un asunto para obviar. Consideraciones finales LA BIBLIOTECA, LA ILUSTRACIÓN SUD-AMERICANA Y REVISTA DE DERECHO, HISTORIA Y LETRAS,
ENTRE LA «CUESTIÓN PALPITANTE» Y LAS ENCRUCIJADAS IDENTITARIAS a diarios y revistas norteamericanos y europeos, devinieron recursos para
intervenir en los debates y polémicas sobre la guerra, pero sin utilizar textos
que versaran explícitamente sobre las dinámicas del conflicto. En suma, en estas revistas, diferentes en sus intenciones y formatos,
es posible advertir las diversas modulaciones que, desde un sector de la
vida cultural argentina, se ensayaron para tratar de cubrir una serie de
acontecimientos internacionales del periodo estudiado. Las estrategias
utilizadas para pensar «lo internacional» buscaron suplir la falta de información
y de plumas especializadas y expertas mediante diferentes tipos de escritos
e intervenciones. Esto demuestra, por un lado, un alto grado de creatividad
intelectual; por otro, revela las limitaciones con que contaban este tipo de
revistas para ofrecer intervenciones propias sobre contextos como el bélico. Y muestra, a su vez, la eficacia de los recursos de reproducción, reiteración,
selección de fragmentos, y otro tipo de operaciones de apropiación de
contenidos generados en otras latitudes y para otros soportes.79 En este
clima, las traducciones realizadas para la Revista de Derecho, Historia y Letras con
reconocimiento de los nombres de los traductores marcaron, claramente, una
diferencia de paradigma que debe ser explorado de manera más sistemática. Propongo, por último, dos consideraciones para pensar desde las revistas,
pero más allá de ellas. La primera tiene que ver con la tendencia sistemática de
dejar de lado los conflictos y querellas entre naciones americanas, para pasar
a dar espesor a un conflicto de escala mayor. Los redactores de La Ilustración
Sud-Americana así lo notaron en una de las columnas aquí citadas. En trabajos
anteriores postulé que en torno a 1898 los repertorios de ideas e imágenes
que surgieron al calor de la guerra en América Latina pueden organizarse
en los siguientes grupos: 1. impresiones sobre la lucha entre yanquismo y
latinidad; 2. lecturas favorables sobre España y condenatorias de Estados
Unidos basadas en principios del Derecho Internacional; 3. propuestas de
nuevos horizontes para América Latina más allá de la tensión Estados Unidos-
España como polos de definición identitaria; 4. proyectos renovadores para
pensar un futuro compartido de la comunidad hispanoamericana. Estas
tendencias asumieron sus propias dinámicas, con intensidades variables, en las
revistas analizadas. Consideraciones finales Si
hasta el momento el interés principal sobre asuntos internacionales que había
tenido espacio en la revista era la cuestión de los límites con Chile, el conflicto
de 1898 demostraba que era hora de pensar más allá de la región sudamericana
para dar cuenta de un escenario geopolítico amplio y cargado de tensiones. La
voz de Groussac, amplificada por la crónica de Darío, había dado la pauta para
pensar esas tensiones en términos de conflicto cultural y apostado por dejar
claro que ya no había espacios para criticar a España. Había llegado la hora
de filiarse con la dadora de la latinidad para América y enfrentarse a Estados
Unidos y su avance territorial, pero también cultural. El gesto de Groussac
de publicar su propio discurso en el Teatro de la Victoria da cuenta de su
perspicacia para notar que su voz había devenido una autoridad para pensar
el conflicto en clave culturalista. El impacto de Del Plata al Niágara le había
dado la pauta de que era una voz legitimada para pensar en las tensiones del
continente y acusar el avance de Calibán. Se definía así un conjunto de sentidos
comunes sobre yanquismo y latinidad en el ambiente intelectual porteño, que
sería un foco de irradiación de estas ideas al resto de la comunidad letrada
hispanoamericana. Humanidades: revista de la Universidad de Montevideo, No 9, Junio 2021, pp. 23-58 Mientras que en el emblemático año 1898 La Biblioteca llegaba a su fin por
un conflicto entre su director y autoridades ministeriales argentinas, la Revista
de Derecho Historia y Letras, se presentaba en sociedad como una empresa
renovadora de la vida intelectual americana. Con Zeballos comandando
esta empresa editorial, las intenciones de dar cuenta de las dinámicas
internacionales quedaban explicitadas desde la fundación de la misma; no
dudaba en desplegar sus saberes y contactos con figuras de la cultura y
la diplomacia. Este hecho otorgó acentos particulares a las modalidades
adoptadas en la Revista de Derecho, Historia y Letras en los años comprendidos
entre 1898 y 1900. La sucesión de traducciones realizadas particularmente
para la revista —y firmadas—, la exposición de conocimientos sobre Derecho
Internacional, la interpelación a autoridades militares, la selección de nombres
resonantes europeos —como Rhodes y Bryce—, y latinoamericanos —como
Paulino Alfonso, Felipe Senillosa y Julio Carrié—, las referencias explícitas PAULA BRUNO - REVISTAS DE BUENOS AIRES DURANTE LA GUERRA DE 1898. 79 Algunas consideraciones para problematizar estos temas se encuentran en Hernán Pas, “Prensa y literatura en
el siglo XIX: nuevas lecturas alrededor de un “viejo” problema”, Ponencia presentada en VI Congreso Internacional
de Letras, 2014. Consideraciones finales Ahora bien, me interesa puntualizar que los llamamientos
a la confraternidad entre naciones latinas de América parecían dejar de lado PAULA BRUNO - REVISTAS DE BUENOS AIRES DURANTE LA GUERRA DE 1898. LA BIBLIOTECA, LA ILUSTRACIÓN SUD-AMERICANA Y REVISTA DE DERECHO, HISTORIA Y LETRAS,
ENTRE LA «CUESTIÓN PALPITANTE» Y LAS ENCRUCIJADAS IDENTITARIAS de manera rotunda las experiencias de los independentistas de Cuba, y las
situaciones específicas de Filipinas, Guam y Puerto Rico en la contienda
para pensar estas tensiones geopolíticas. En este sentido, voces como la
de Alberto del Solar, conferencista del Ateneo recuperado en las páginas
de La Ilustración Sud-Americana, que apuntaba que las naciones hermanas
de Cuba debían atender a sus demandas, eran más bien disonantes en el
escenario general. Puede que esta falta de presencia en la agenda general y
de las revistas tuviera que ver con la predominancia de los repertorios del
latinoamericanismo, el antimperialismo latinoamericano y el anti-yankismo
como repertorios de fuerte impacto cultural, pero de escasa repercusión en
las políticas internacionales. La última reflexión que propongo se vincula con el tipo de voces
intelectuales y las identidades en disputa relevadas en este artículo, al analizar
las modalidades de intervención que asumieron las revistas en el contexto de
la guerra. En el marco de actos públicos abundaron las liturgias y referencias
de carácter nacional. Por ejemplo, en el evento del Teatro de la Victoria se
entonó el Himno Nacional Argentino y la Marcha Real Española antes de la
conferencia de Sáenz Peña; se escuchó la Marsellesa y un Potpurrí de aires
españoles «Maiquez» antes de la conferencia de Groussac; sonó la Marcha Real
Italiana y la Jota de «La Dolores» antes de que Tarnassi leyera su oda; y se cerró
el acto con la Marcha de Cádiz.80 Los cronistas del evento hacen referencia a
la proliferación de banderas dentro del recinto. Sin embargo, los repertorios
que se esbozaron al calor del conflicto apuntaban a identidades regionales,
atlánticas o bien a las que hoy denominaríamos transnacionales. Por su parte,
varias de las figuras claves mencionadas aquí eran difícilmente reconocidas
como figuras de una sola nación, ejemplarmente Groussac y Darío, que
contaban con un aire de patriotas transnacionales —uso la expresión del título
de un libro de Núñez Seixas solamente como imagen—, que los habilitaba
a explotar los filones del hispanoamericanismo y el latinoamericanismo más
allá de los corsets identitarios nacionales. 80 Se encuentra el “Programa de la Función” en el folleto ya citado de las conferencias. 52
ISSN: 1510-5024 (papel) - 2301-1629 (en línea)
Revistas sobre las que versa el artículo
La Biblioteca (Buenos Aires).
La Ilustración Sudamericana (Buenos Aires).
Revista de Derecho, Historia y Letras (Buenos Aires).
Otras revistas consultadas
Almanaque Sud-Americano (Buenos Aires).
Anales de la Sociedad Científica Argentina (Buenos Aires).
Caras y Caretas (Buenos Aires).
El sol del domingo (Buenos Aires).
La España Moderna (Madrid).
Revista Brazileira (Río de Janeiro).
Revue Hispanique (París).
81 Véase Anne-Marie Thiesse, La creación de las identidades nacionales. Europa: siglos XVIII-XX (Madrid: Éz
2010), 65.
Humanidades: revista de la Universidad de Montevideo, No 9, Junio 2021, pp. 23-58 ISSN: 1510-5024 (papel) - 2301-1629 (en línea) 81 Véase Anne-Marie Thiesse, La creación de las identidades nacionales. Europa: siglos XVIII-XX (Madrid: Ézaro,
2010), 65. Consideraciones finales Estanislao Zeballos, por su parte,
era una figura diplomática reconocida más allá de Argentina, y sus obras
circulaban y se reconocían como aportes a temas de Derecho Internacional y
convenios entre naciones. Los redactores de La Ilustración Sud-Americana, cuyos
nombres propios no son tan distinguibles en cuanto a su peso intelectual,
apostaban a dejar de lado las querellas entre naciones e intentaban conformar
una dimensión sudamericana de la vida cultural. En suma, en el contexto Humanidades: revista de la Universidad de Montevideo, No 9, Junio 2021, pp. 23-58 PAULA BRUNO - REVISTAS DE BUENOS AIRES DURANTE LA GUERRA DE 1898. LA BIBLIOTECA, LA ILUSTRACIÓN SUD-AMERICANA Y REVISTA DE DERECHO, HISTORIA Y LETRAS,
ENTRE LA «CUESTIÓN PALPITANTE» Y LAS ENCRUCIJADAS IDENTITARIAS de la guerra de 1898, se puede ver en acción a una cantidad de actores que,
lejos de estar condicionados por intereses patrióticos y nacionales, parecían
dispuestos a pensar en los problemas de orden geopolítico por los canales
de lo que Anne-Marie Thiesse ha denominado «cosmopolitismo intelectual»,
gesto característico de los letrados que establecían relaciones con sus pares de
otras latitudes en el marco de los procesos de consolidación de identidades
nacionales.81 Revistas sobre las que versa el artículo PAULA BRUNO - REVISTAS DE BUENOS AIRES DURANTE LA GUERRA DE 1898. LA BIBLIOTECA, LA ILUSTRACIÓN SUD-AMERICANA Y REVISTA DE DERECHO, HISTORIA Y LETRAS,
ENTRE LA «CUESTIÓN PALPITANTE» Y LAS ENCRUCIJADAS IDENTITARIAS Bibliografía AA.VV. Don Paulino Alfonso, 1862-1923. Homenaje a su memoria. Santiago de
Chile: Talleres Gráficos San Rafael, 1928. Arocena, Felipe y Eduardo De León, comps. El complejo de Próspero. Ensa-
yos sobre cultura, modernidad y modernización en América Latina. Montevideo:
Vintén Editor, 1993. Boesner, Demetrio. Relaciones internacionales de América Latina. Breve historia. Caracas: Editorial Nueva Sociedad, 1990. Bruno, Paula. Martín García Mérou. Vida intelectual y diplomática en las Américas. Bernal: Universidad Nacional de Quilmes, 2018. Bruno, Paula. “Paul Groussac y La Biblioteca (1896-1898)”. Hispamérica. Re-
vista de literatura, nº 94 (2003): 87-94. Bruno, Paula, dir. Sociabilidades y vida cultural. Buenos Aires, 1860-1930. Bernal:
Editorial de la Universidad Nacional de Quilmes, 2014. Bruno, Paula. “Un momento latinoamericano. Voces intelectuales entre la I
Conferencia Panamericana y la Gran Guerra”. En Ideas comprometidas. Los
intelectuales y la política, editado por Ferran Archilés y Maximiliano Fuen-
tes, 57-77. Madrid: Akal, 2018. Bruno, Paula y Emiliano Sánchez. “Argentina frente al espejo norteamerica-
no. Definiciones sobre el escenario internacional en el fin-de-siglo. Inte-
lectuales, revistas y prensa periódica”. Ponencia Presentada en la Jornada
“Saberes que desbordan. Intersecciones entre conocimientos expertos y
sentido común”, Instituto de Desarrollo Económico y Social, Buenos
Aires, 2017. Bueno Grejo, Camila. “A construção da identidade internacional argentina
nas páginas da Revista de Derecho, Historia y Letras”. Antiteses 10, nº 19
(2017): 64-87. Cagni, Horacio. La guerra hispanoamericana. Inicio de la globalización. Buenos
Aires: Olcese Editores, 1999. Caimari, Lila. “El mundo al instante. Noticias y temporalidades en la era del
cable submarino (1860-1900)”. Redes 21, nº 40 (2015): 125-146. Campbell, Joseph. The Spanish-American War: American Wars and the Media in
Primary Documents. Westport: Conn Greenwood Press, 2005. PAULA BRUNO - REVISTAS DE BUENOS AIRES DURANTE LA GUERRA DE 1898. LA BIBLIOTECA, LA ILUSTRACIÓN SUD-AMERICANA Y REVISTA DE DERECHO, HISTORIA Y LETRAS,
ENTRE LA «CUESTIÓN PALPITANTE» Y LAS ENCRUCIJADAS IDENTITARIAS Campbell, Joseph. Yellow Journalism: Puncturing the Myths, Defining the Legacies. Westport: Praeger, 2001. Campbell, Joseph. Yellow Journalism: Puncturing the Myths, Defining the Legacies. Westport: Praeger, 2001. Castro Morales, Belén. José Enrique Rodó en su tiempo y en sus obras. Madrid:
Fundación Ignacio Larramendi, 2016. Chedrese, María Eugenia. “La Protesta Humana ante el conflicto por la in-
dependencia de Cuba. Un hecho testigo funcional a la ideología anar-
quista”. En Argentina y Cuba frente al 98 cubano: miradas cruzadas en torno
al advenimiento del nuevo siglo nuestroamericano, editado por Adriana Claudia
Rodríguez, 157-190. Bibliografía Buenos Aires: Ediciones F.E.P.A.I., 2017. ISSN: 1510-5024 (papel) - 2301-1629 (en línea) Darío, Rubén. España contemporánea. París: Garnier, 1907. Deciancio, Melisa. “Puentes para pensar lo internacional en los albores del
siglo XX: La Revista Argentina de Ciencia Política (1910-1928) y la Revista de
Historia, Derecho y Letras (1898-1923) en las relaciones internacionales de
Argentina”. Ciclos en la Historia, la economía y la sociedad 26, nº 47 (2018):
1-15. Domínguez, Gregoria Celada y Rita Giacalone. “Revista de Derecho, Historia
y Letras (1898-1923). Estudio e índice general”. Iushistoria, nº 3 (2007):
1-144. Domínguez, Héctor. James Bryce y los fundamentos intelectuales del internacionalis-
mo liberal (1864-1922). Madrid: Centro de Estudios Políticos y Constitu-
cionales, 2018. Dubatti, Jorge, comp. Peregrinaciones de Shakespeare en la Argentina: testimonios y
lecturas de teatro comparado. Buenos Aires: Centro Cultural Rector Ricardo
Rojas, 1996. Ehrlicher, Hanno y Nanette Rißler-Pipka, eds. Almacenes de un tiempo en fuga. Revistas culturales en la modernidad hispánica. Berlín: Shaker Verlag, 2014. Etchepareborda, Roberto. Zeballos y la política exterior argentina. Buenos Aires:
Pleamar, 1982. Eujanián, Alejandro. “Paul Groussac y una empresa cultural de fines del
siglo XIX: la revista La Biblioteca,1896-1898”. En AA.VV., Historia de
revistas argentinas. tomo I, 9-44. Buenos Aires: Asociación Argentina de
Editores de Revistas, 1997. Fernández Retamar, Roberto. Todo Calibán. La Habana: Editorial Letras Cu-
banas, 2000. PAULA BRUNO - REVISTAS DE BUENOS AIRES DURANTE LA GUERRA DE 1898. LA BIBLIOTECA, LA ILUSTRACIÓN SUD-AMERICANA Y REVISTA DE DERECHO, HISTORIA Y LETRAS,
ENTRE LA «CUESTIÓN PALPITANTE» Y LAS ENCRUCIJADAS IDENTITARIAS Figallo Lascano, Beatriz. Argentina y España. Entre la pasión y el escepticismo. Buenos Aires: Teseo, 2014. Figallo Lascano, Beatriz. Argentina y España. Entre la pasión y el escepticismo. Buenos Aires: Teseo, 2014. Galassi, Paolo. “Piratas del Caribe: la irrupción yanqui en el 98 cubano bajo
la mirada del diario La Patria Degli Italiani. Consideraciones sobre el po-
sicionamiento de la comunidad italiana en Argentina frente a los asuntos
continentales de Nuestra América entre el siglo XIX y XX”. En Argenti-
na y Cuba frente al 98 cubano: miradas cruzadas en torno al advenimiento del nuevo
siglo nuestroamericano, editado por Adriana Claudia Rodríguez, 127-156. Buenos Aires: Ediciones F.E.P.A.I., 2017. Gallego, Claudio. “La visión hegemónica: el diario La Nación y su recepción
del ‘98”. En Argentina y Cuba frente al 98 cubano: miradas cruzadas en torno
al advenimiento del nuevo siglo nuestroamericano, editado por Adriana Claudia
Rodríguez, 73-96. Buenos Aires: Ediciones F.E.P.A.I., 2017. García, Ignacio. “Apoyo a los españoles a la causa de la Cuba española. El
caso argentino”. Darío, Rubén. España contemporánea. París: Garnier, 1907. Estudios Sociales, nº 19 (2000): 85-104. García Sebastiani, Marcela. “España fuera de España. El patriotismo espa-
ñol en la emigración argentina: una aproximación”. Hispania 73, nº 244
(2013): 469-500. Garrett, Edmund. A memoir. London: Cook, 1909. Granados, Aimer, coord. Las revistas en la historia intelectual de América Latina:
redes, intelectuales, política y sociedad. México: UAM-Cuajimalpa, 2012. Hora, Roy y Leandro Losada. Una Familia de la elite argentina: los Senillosa,
1810-1930. Buenos Aires: Prometeo Libros, 2015. Jáuregui, Carlos. “Calibán: icono del 98. A propósito de un artículo de Rubén
Darío” y “El triunfo de Calibán (Edición y notas)”. Revista Iberoamericana,
Número especial: Balance de un siglo (1898-1998), nº 184-185 (1998):
441-455. Jáuregui, Carlos. Canibalia: canibalismo, calibanismo, antropofagia cultural y consumo
en América Latina. Frankfurt: Vervuert Verlagsgesellschaft, 2008. Kozel, Andrés, Florencia Grossi y Delfina Moroni, coords. El imaginario an-
tiimperialista en América Latina. Buenos Aires: CLACSO/Centro Cultural
de la Cooperación, 2015. Lafleur, Héctor, Sergio Provenzano y Fernando Alonso. Las revistas literarias
argentinas, 1893-1967. Buenos Aires: CEDAL, 1967. PAULA BRUNO - REVISTAS DE BUENOS AIRES DURANTE LA GUERRA DE 1898. LA BIBLIOTECA, LA ILUSTRACIÓN SUD-AMERICANA Y REVISTA DE DERECHO, HISTORIA Y LETRAS,
ENTRE LA «CUESTIÓN PALPITANTE» Y LAS ENCRUCIJADAS IDENTITARIAS López, Carolina. “Los intelectuales argentinos frente a la independencia
cubana de 1898: último bastión imperialista y nuevo status colonial”. Araucaria. Revista Iberoamericana de Filosofía, Política y Humanidades, nº 26
(2011): 3-25. Marichal, Carlos y Alexandra Pita González, coordinadores. Pensar el antiim-
perialismo. Ensayos de historia intelectual latinoamericana, 1900-1930. México
DF: COLMEX/Universidad de Colima, 2012. Martínez, Agustín. Figuras. La modernización intelectual de América Latina: 1850-
1930. Caracas: Fondo Editorial Topykos, 1995. ISSN: 1510-5024 (papel) - 2301-1629 (en línea) Maylam, Paul. The Cult of Rhodes. Remembering an Imperialist in Africa. Clare-
mont: South Africa David Philip, 2005. Pas, Hernán. “Prensa y literatura en el siglo XIX: nuevas lecturas alrededor
de un “viejo” problema”. Ponencia presentada en VI Congreso Interna-
cional de Letras, 2014. Pérez, Louis (Jr.). The War of 1898. The United States and Cuba in History and
Historiography. North Carolina: University of North Carolina Press, 1999. Perkins, Dexter. Historia de la doctrina Monroe. Buenos Aires: Eudeba, 1964. Piña-Rosales, Gerardo, Carlos Palacio y Graciela Tomassini. Rubén Darío y
los Estados Unidos. New York: Academia Norteamericana de la Lengua
Española, 2017. Qin, Manqing. “La Guerra de Cuba. Un análisis desde diferentes perspecti-
vas”. Tesis Doctoral, Universidad Complutense de Madrid, 2018. Quince, Charles. Darío, Rubén. España contemporánea. París: Garnier, 1907. Resistance to the Spanish-American and Philippine Wars: Anti-Im-
perialism and the Role of the Press, 1895-1902. North Carolina: McFarland,
2017. Rama, Ángel. “La modernización literaria latinoamericana (1870-1910)”. Hispamérica 12, nº 36 (1983): 3-19. Rama, Carlos. Historia de las relaciones culturales entre España y América Latina. Siglo XIX. México: Fondo de Cultura Económica, 1982. Ramos, Julio. “Hemispheric Domains: 1898 and the Origins of Latin Ame-
ricanism”. Journal of Latin American Cultural Studies 10, nº 3 (2001): 237-
251. PAULA BRUNO - REVISTAS DE BUENOS AIRES DURANTE LA GUERRA DE 1898. LA BIBLIOTECA, LA ILUSTRACIÓN SUD-AMERICANA Y REVISTA DE DERECHO, HISTORIA Y LETRAS,
ENTRE LA «CUESTIÓN PALPITANTE» Y LAS ENCRUCIJADAS IDENTITARIAS Real de Azúa, Carlos. “Ariel libro porteño”. En Carlos Real de Azúa, Historia
visible e historia esotérica. Personajes y claves del debate latinoamericano, 157-173. Montevideo: Arca/Calicanto, 1975. Real de Azúa, Carlos. Medio siglo de Ariel: su significación y trascendencia literario-
filosófica. Montevideo: Academia Nacional de Letras, 2001. Robles Muñoz, Cristóbal. La política exterior de España: Política mediterránea,
occidental y de paz (1899-1905), tomo 1. Madrid: Consejo Superior de In-
vestigaciones Científicas, 2006. Rodó, José Enrique. Ariel. Montevideo: Imprenta de Dornaleche y Reyes,
1900. Rodríguez Monegal, Emir. “Las metamorfosis de Calibán”. Vuelta 3, nº 25
(1978): 23-26. Romano, Eduardo. Revolución en la lectura. El discurso periodístico-literario de las
primeras revistas ilustradas rioplatenses. Buenos Aires: Catálogos, 2004. Sánchez Padilla, Andrés. Enemigos íntimos: España y los Estados Unidos antes de
la Guerra de Cuba (1865-1898). Valencia: Universitat de València, 2016. Santos, Félix. 1898: la prensa y la guerra de Cuba. Bilbao, Vizcaya: Asociación
Julián Zugazagoitia, 1998. Shaw, Enrique E. “Una mirada particular de las relaciones entre América-
nos y europeos, entre 1898 y 1910”. Estudios, n° 18 (2006): 131-145. Szir, Sandra. “De la cultura impresa a la cultura de lo visible. Las publicacio-
nes periódicas ilustradas en Buenos Aires en el Siglo XIX. Colección Bi-
blioteca Nacional”. En AA.VV., Prensa argentina siglo XIX. Imágenes, textos
y contextos, 53-84. Buenos Aires: Teseo-Biblioteca Nacional, 2009. Szir, Sandra. “El semanario popular ilustrado Caras y Caretas y las trans-
formaciones del paisaje cultural de la modernidad. Buenos Aires, 1898-
1908”. Tesis Doctoral, Universidad de Buenos Aires, 2011. Terán, Oscar. “El primer antiimperialismo latinoamericano”. En Oscar Te-
rán, En busca de la ideología argentina, 85-97. Buenos Aires: Catálogos, 1986. Thiesse, Anne-Marie. La creación de las identidades nacionales. Europa: siglos
XVIII-XX. Madrid: Ézaro, 2010. Torre, Elena. En Argentina y Cuba frente al 98 cubano: miradas cruzadas en torno al adveni-
miento del nuevo siglo nuestroamericano, editado por Adriana Claudia Rodrí-
guez, 97-126. Buenos Aires: Ediciones F.E.P.A.I., 2017. PAULA BRUNO - REVISTAS DE BUENOS AIRES DURANTE LA GUERRA DE 1898.
LA BIBLIOTECA, LA ILUSTRACIÓN SUD-AMERICANA Y REVISTA DE DERECHO, HISTORIA Y LETRAS,
ENTRE LA «CUESTIÓN PALPITANTE» Y LAS ENCRUCIJADAS IDENTITARIAS El autor es responsable intelectual de la totalidad (100 %) de la investigación que fundamenta este estudio.
Editores responsables Nicolás Arenas Deleón: narenas@miuandes.cl; Mariana Moraes Medina: mmoraes.medina@gmail.com Darío, Rubén. España contemporánea. París: Garnier, 1907. “‘El carácter de cada jugador en el presente juego’: Gran Bre-
taña y ‘sus parientes en el mar’, según la visión del Buenos Aires Herald”. 58
Humanidades: revista de la Universidad de Montevideo, No 9, Junio 2021, pp. 23-58
|
https://openalex.org/W3002996130
|
https://europepmc.org/articles/pmc7316722?pdf=render
|
English
| null |
Recommendations for designing genetic test reports to be understood by patients and non-specialists
|
European journal of human genetics
| 2,020
|
cc-by
| 8,437
|
Abstract Patients and non-specialist healthcare professionals are increasingly expected to understand and interpret the results of
genetic or genomic testing. These results are currently reported using a variety of templates, containing different amounts,
levels, and layouts of information. We set out to establish a set of recommendations for communicating genetic test results to
non-expert readers. We employed a qualitative-descriptive study design with user-centred design principles, including a
mixture of in-person semi-structured interviews and online questionnaires with patients, healthcare professionals and the
general public. The resulting recommendations and example template include providing at-a-glance comprehension of what
the test results mean for the patient; suggested next steps; and details of further information and support. Separation and
inclusion of technical methodological details enhances non-specialists’ understanding, while retaining important information
for specialists and the patients’ records. The recommendations address the high-level needs of patients and their non-
specialist clinicians when receiving genetic test results. These recommendations provide a solid foundation for the major
content and structure of reports, and we recommend further engagement with patients and clinicians to tailor reports to
specific types of test and results. European Journal of Human Genetics (2020) 28:885–895
https://doi.org/10.1038/s41431-020-0579-y European Journal of Human Genetics (2020) 28:885–895
https://doi.org/10.1038/s41431-020-0579-y ARTICLE ARTICLE ARTICLE Recommendations for designing genetic test reports to be
understood by patients and non-specialists George D. Farmer
1,2
●Harry Gray
1,3,4
●Gemma Chandratillake5,6
●F Lucy Raymond5,7
●
Alexandra L J Freeman
1 George D. Farmer
1,2
●Harry Gray
1,3,4
●Gemma Chandratillake5,6
●F Lucy Raymond5,7
Alexandra L. J. Freeman
1 Received: 13 September 2019 / Revised: 12 December 2019 / Accepted: 22 January 2020 / Published online: 5 February 2020
© The Author(s) 2020. This article is published with open access * George D. Farmer
george.farmer@manchester.ac.uk Introduction Genetic and genomic testing is predicted to have a greatly
increased role in healthcare [1]. In practice this means that
such testing is increasingly likely to be ordered, and the
results interpreted, by non-specialist clinicians involved in
routine patient care. Under the broader directives of shared
decision-making and less paternalistic medicine, patients
themselves also have an increasing desire to receive and
understand detailed information about their unique genetic
make-up and its consequences for their lives. Genetic test
reports, therefore, need to be able to deliver the results and
their implications clearly and unambiguously to those who
have no training in genetics. Supplementary information The online version of this article (https://
doi.org/10.1038/s41431-020-0579-y) contains supplementary
material, which is available to authorized users. Supplementary information The online version of this article (https://
doi.org/10.1038/s41431-020-0579-y) contains supplementary
material, which is available to authorized users. * George D. Farmer
george.farmer@manchester.ac.uk * George D. Farmer
george.farmer@manchester.ac.uk 1
Winton Centre for Risk & Evidence Communication, University
of Cambridge, Cambridge CB3 0WA, UK 1
Winton Centre for Risk & Evidence Communication, University
of Cambridge, Cambridge CB3 0WA, UK 2
Division of Neuroscience & Experimental Psychology, University
of Manchester, Manchester M13 9PL, UK 2
Division of Neuroscience & Experimental Psychology, University
of Manchester, Manchester M13 9PL, UK 3
Leverhulme Research Centre for Forensic Science, University of
Dundee, Dundee DD1 4HN, UK This is no small challenge. Even in the simple case of
genetic testing in clinical healthcare there are multiple
domains of uncertainty surrounding the result itself (e.g. testing error) and what it actually means (e.g. variant sig-
nificance). These challenges are exacerbated as more
genomic regions are tested, since a greater quantity of errors
will be induced (even for a low testing error-rate) and more
variants will be of ‘uncertain significance’ as more clinically
uncertain loci of the genome are considered. 4
MRC Biostatistics Unit, University of Cambridge,
Cambridge CB2 0SR, UK 5
East Midlands & East of England NHS Genomic Medicine
Service, Cambridge CB2 0QQ, UK 6
Institute of Continuing Education, University of Cambridge,
Cambridge CB23 8AQ, UK 7
Department of Medical Genetics, Cambridge Institute for Medical
Research, Cambridge CB2 0XY, UK 886 G. D. Farmer et al. This point has been recognised for some time now by
leading national governing bodies for genetics. Introduction As a result,
guidelines for genetic test reporting have been released by
the American College of Medical Genetics and Genomics
(ACMG)
[2],
European
Society
of
Human
Genetics
(ESHG) [3], and Association for Clinical Genetic Science
(ACGS) [4]. These guidelines are primarily concerned with
reporting the technical details associated with the testing
procedure and result interpretation. Importantly, they all
vary in their recommendations [5] and interpretation (see
O’Daniel et al. [6] for a US example) and are perpetually
revised as testing methodologies and the clinical relevance
of genetic variations become better understood. This results
in the need for extremely clear communication of exactly
what was tested and what the result means in every single
report so that non-specialists (and specialists alike) can
readily
interpret
reports
without
requiring
contextual
knowledge of the reporting landscape at the time of testing
and from the location in which the report was generated. The requirement for clear communication (including to non-
experts) is stated in the guidelines for all of the organisa-
tions listed above but isn’t explicitly elaborated on any
further. In fact, the practical guidance for ensuring this clear
communication of results is acknowledged to be minimal. also looked at reporting from a patient perspective, identi-
fying that with the complex results of whole-genome
sequencing, some supportive interpretation information was
necessary to communicate potential clinical relevance to
their patient. They also appreciated that active clinical
guidance was given so that they could confidently convey
this to the patient at the time of reading. The challenge for
reports is to provide information that is seen as relevant for
all parties, while being concise enough to not deter patients. A second issue is the communication of the uncertainties
inherent in genetic tests and their results. These can be
classified into two kinds: genetic risk (the estimated chance
that a person will experience a given consequence) and
testing limitations (the chance that estimate is inaccurate). Perceptions of genetic risk information have been shown to
be affected by individuals’ preconceptions of testing [12],
which can have its roots in familial and cultural back-
grounds [8]. While managing testing expectations is the role
of the genetic counsellor, there is considerable evidence in
the literature concerning risk communication strategies that
could be used to build a robust report template. A com-
prehensive review on this topic is provided in Lautenbach
et al. Introduction [13], which pools together the literature for genetic
risk communication with that of general medical risk. It
highlights important messages that are echoed throughout
the risk communication world: there is no one-size-fits-all
approach and so multiple methods of communication
should be presented, positive and negative framing of risk
should both be given in order to avoid framing bias, and
pictographs can be used as effective methods of commu-
nicating percentages. Shaer et al. [14] empirically demon-
strated
that
visual
presentations
of
genetic
variant
information (regarding pathogenicity and clinical impor-
tance) to non-experts showed improved comprehension and
perceived comprehension when compared with traditional
tabular design formats. Adding the uncertainty resulting
from limitations to the testing accuracy compounds this
complex landscape of risk information but is necessary. Both Dorschner et al. [15] and Kelman et al. [16] have
reported clinicians as wanting access to false positive and
false negative rates of tests for themselves and patients,
although it is uncertain from the literature whether patients
would find this kind of information understandable and
useful, and it is seldom mentioned in current reports. A hi d h
i
h
d f
i
i
f
i
ifi
i Review of existing knowledge Example reports were collected to illustrate a wide
variety of approaches, including some from direct-to-
consumer genetic testing. Examples came from existing
genetic test reports and guidelines in current usage in the
UK, US and Europe to assess the range of different styles of
design, wording and length employed. These included
ACGS, ACMG, and ESHG guidelines and sample reports
[3, 22], as well as suggested reports in the literature from
Scheuner et al. [23], Dorschner et al. [15], Williams et al. [11], and report examples from GeneDX, 23andme, Part-
ners Healthcare, and Lineagen. One theme with relatively little available evidence in
the literature is the graphic design and layout of reports. This is interesting because there is a stark contrast
between the visual appearance of reports that have been
developed by, for example, direct-to-consumer (DTC)
genetic testing companies compared with those suggested
in the academic literature; the former tend to make more
use of colour and graphical elements to separate sections
of their reports when compared with the latter. It is likely
that these private companies have conducted testing
with their users that shows preference for graphics,
but that that data is proprietary. More data needs to be
gathered on this topic in the public domain when shifting
focus towards patients as recipients, since it may directly
increase comprehension [14]. The interviews were divided into two phases. Initially we
asked about participants’ experience with genetic reports in
their personal and professional capacities. In the second
phase we sought participants’ views on the example reports
addressing a number of prepared topics including the
overall visual impression and appropriateness of the length,
the level of the language and ease of understanding, the
‘actionability’ of the information given, and what degree of
trust the report engendered. In addition, we sought com-
ments from participants on a prototype outline based on our
review of the literature, which was iteratively updated based
on comments made in interviews. Interviews were conducted by a combination of one or
more of three authors (HG, AF & GF) and notes were taken
during the interview. Audio was recorded for all interviews. We adopted a descriptive qualitative approach [20] with
elements of a thematic analysis. Any comments from the
recordings that could form the basis of a recommendation
for a laboratory test report were transcribed. These com-
ments were then aggregated for all participants and an
initial code applied. Review of existing knowledge Efforts have been made to assess the communication of
results in reports from a variety of testing contexts for both
clinicians and patients, leading to the development of
communication guidelines and suggested report formats
(e.g. Lubin et al. [7] and Haga et al. [8]). There are a few common themes. First, authors have
commented on the relevance of information contained
within reports. Joseph et al. [9] noted the discrepancies
between the information that genetic counsellors provided
to patients versus the information that the patients indicated
caring most about. Given that it is experts in genetics who
have traditionally decided the content and format of reports,
we identified this as likely to be an ongoing issue to be
addressed. Stuckey et al. [10] found that parents in their study
continually searched for relevant information and resources
for their child’s genetic condition, but that current reporting
didn’t meet that need and led parents to extensive online
searching, with some admitting reticence relating to the
information that they found, and at least one saying that she
scared herself. Not all patients want more information,
though: Joseph et al. [9] described how one patient didn’t
want to know about information regarding the test, genetics,
or risk since they were factors beyond their control—only
the outcome was seen as meaningful. Williams et al. [11] A third theme is the need for citations of scientific evi-
dence from which conclusions in the report derive, and
available resources for further information. In focus groups,
Cutting et al. [17] found clinicians wanted citations to the
academic literature that supports the interpretations stated in
the report. Johnson et al. [18], taking a more patient-centric
approach, found interviewees also wished to see additional
information about genomic testing, as well as the actions of
others in similar situations. 887 Recommendations for designing genetic test reports to be understood by patients and non-specialists Finally, unsurprisingly, the language used throughout the
report has been seen as critical to users’ understanding. Studies have shown that non-experts prefer simpler lan-
guage [9, 11], with technical genetic terms creating confu-
sion and reluctance to even try to understand the content
[10]. Aside from this negative perception of technical lan-
guage, it has also been shown that there is a positive per-
ception of ‘simpler’ language. Lewis et al. [19] showed that
simpler language facilitated understanding and confidence
to talk about results. Semi-structured interviews: results We identified thirteen key recommendations, shown in
Table 1 (See Supplementary Materials for full list). Four of
these were made unanimously in all the interviews (where
n = 9). Review of existing knowledge Codes were then summarised into
themes. In applying a descriptive qualitative approach we
sought to produce a record of suggestions with minimal
interpretation. In light of the limitations identified in this review of the
literature, and the lack of specific official guidance, we
undertook qualitative research with an objective of pro-
viding recommendations for making the content and struc-
ture of a genetic test report more accessible to patients and
non-specialist clinicians. To achieve this we undertook a
qualitative-descriptive study [20] aimed at eliciting the
requirements that our target audiences had. In particular we
adopted the user-centred design principle of involving end-
users in the design process and iterating based on their
feedback [21]. We started with semi-structured interviews
to elicit major themes, and followed this up with online
testing in a larger sample to verify our findings and elicit
further recommendations. Semi-structured interviews: methods Use plain language
Structure & appearance
Use colour to make things clear and easy to read
6 Colours help with understanding and appearance of document
Structure & appearance
Keep reports as short and simple as possible
6 Avoid dense blocks of text and lengthy reports as much as possible
Structure & appearance
Don’t dilute the main message
5 Don’t intersperse key messages with genetics explainers or technical details
Comm. style
Provide patients with all information
5 Patients should receive all of the information resulting from the test including technical details
Structure & appearance
Present result in neutral terms
5 Don’t use ‘positive’ or ‘negative’, or colour-code results. Aim rather for a statement of fact. The recommendations in Table 1 fall broadly into three
groupings. The first of these is communication style which
captures a desire for plain language, the use of lay terms and
the avoidance of jargon where possible. Interviewees also
expressed a desire for a slightly more personal tone, for
example, using ‘your’ rather than ‘the proband’s’. The content grouping addresses the key content that
patients and non-specialist clinicians seek in a report. The
three main sections are: ‘What the result means’, ‘What
actions should be taken’, and ‘where can further infor-
mation and support be found’. The first section addresses
the interpretation of the test result, including its implica-
tions for diagnosis and prognosis. The second section
concerns actions to be taken, such as genetic counselling,
whether testing of relatives is recommended, and acces-
sing treatment. The final section concerns the provision of
sources of further information and support. These include
links to information about any diagnosed conditions,
information about genetic counselling, information about
communicating results to family and employers, and
information on support that might be available, in parti-
cular peer support from other people similarly affected. Providing trusted links to further information helps guide
patients towards trustworthy online information; patients
are otherwise likely to search for online guidance them-
selves, which can lead to distressing and misleading
information. The structure and appearance grouping relates to the
design of the document. This is important not because it is
aesthetically pleasing but because it helps readers under-
stand the content of the document. Clear section headings
convey a useful hierarchy of information, documents that
flow simply from top to bottom without large dense blocks
of text avoid overwhelming readers. Semi-structured interviews: methods This work was approved by the University of Cambridge
Psychology Research Ethics Committee. In August 2017,
semi-structured interviews lasting ~90 min were conducted
with a convenience sample (n = 9, 7 female, mean age 41,
SD = 12). Participants had varying relationships to genetic
testing. Four had experience as a patient, and five as health
professionals. Two participants additionally had experience
as patient advocates. Participants were interviewed about
their experience with genetic testing results and then asked
to comment on existing examples of genetic reports. The first unanimous recommendation concerns the fact
that existing genetic test reports are very difficult, if not
impossible, for patients and non-specialist clinicians to
understand. The main action required is the use of plain
language and the avoidance of jargon. The second concerns
the appearance and structure of the document itself. The
clarity and flow of section headings can greatly enhance the
ease of reading and comprehension. Recommendation three
was to make the result of the test prominent in the report. This means that the result of the test should stand out, and G. D. Farmer et al. 888 Table 1 A summary of recommendations from the semi-structured interviews that were made independently by a majority of interviewees (n ≥5). A full table of all recommendations is in the
Supplementary Materials. Grouping
Recommendation
n Detail
Comm. style
Make reports easier for non-specialists to understand
9 Use layman’s terms, avoid jargon, most reports are incomprehensible even to (non-specialist) medical professionals
Structure & appearance
Consider the structure and appearance of the document
9 The structure and appearance of the document affect understanding, and ease of reading
Structure & appearance
Make the result prominent
9 The result of the test should stand out and be easily found within the document
Structure & appearance
Keep technical test details separate
9 Put technical details such as test methodology into a separate section
Content
Provide an ‘actions to be taken’ section
8 Include a section of recommendations and concrete next steps
Content
Provide sources of further information and support
8 Provide sources of authoritative information, especially on the condition, communicating the result to others and obtaining
support including genetic counselling and peer support
Content
Provide a ‘what this result means’ section
7 Explain what the implications of the result are (diagnosis, risks, treatment, family)
Content
Ensure the result wording is unambiguous
6 Make the result as unambiguous as possible. Semi-structured interviews: methods Use plain language
Structure & appearance
Use colour to make things clear and easy to read
6 Colours help with understanding and appearance of document
Structure & appearance
Keep reports as short and simple as possible
6 Avoid dense blocks of text and lengthy reports as much as possible
Structure & appearance
Don’t dilute the main message
5 Don’t intersperse key messages with genetics explainers or technical details
Comm. style
Provide patients with all information
5 Patients should receive all of the information resulting from the test including technical details
Structure & appearance
Present result in neutral terms
5 Don’t use ‘positive’ or ‘negative’, or colour-code results. Aim rather for a statement of fact. preferably be the first thing the eye is drawn to. The final
unanimous recommendation was to separate the technical
methodological details of the genetic test conducted from
the main message to be communicated to non-specialist
audiences. Table 1 A summary of recommendations from the semi-structured interviews that were made independently by a majority of interviewees (n ≥5). A full table of all recommendations is in the
Supplementary Materials. Grouping
Recommendation
n Detail
Comm. style
Make reports easier for non-specialists to understand
9 Use layman’s terms, avoid jargon, most reports are incomprehensible even to (non-specialist) medical professionals
Structure & appearance
Consider the structure and appearance of the document
9 The structure and appearance of the document affect understanding, and ease of reading
Structure & appearance
Make the result prominent
9 The result of the test should stand out and be easily found within the document
Structure & appearance
Keep technical test details separate
9 Put technical details such as test methodology into a separate section
Content
Provide an ‘actions to be taken’ section
8 Include a section of recommendations and concrete next steps
Content
Provide sources of further information and support
8 Provide sources of authoritative information, especially on the condition, communicating the result to others and obtaining
support including genetic counselling and peer support
Content
Provide a ‘what this result means’ section
7 Explain what the implications of the result are (diagnosis, risks, treatment, family)
Content
Ensure the result wording is unambiguous
6 Make the result as unambiguous as possible. Online survey: methods participants rated the reports favourably. This was true
across all of the features we probed, and was broadly similar
for patients, clinicians, and the general public. Participants’
Likert ratings of the graphic prototype are shown in Fig. 1. The same pattern in ratings was observed for the text pro-
totype (see Supplementary Materials). We generated two prototype designs (see Supplementary
Materials) incorporating the unanimous recommendations
from the interviews, but differing in the tone and the amount
of text they contained, and the presence or absence of a
graphic to convey risk. The difference between the reports
was designed to elicit comments on the extent that graphic
design features were desirable and acceptable. The reports
contained a pathogenic result for a fictitious condition
‘Brendt Syndrome’ causing an increased risk in bowel
cancer. Page 1 of the report addressed the issues raised in
the interviews, and page 2 contained technical and metho-
dological details of the test. yp
pp
y
Table 2 lists 26 themes summarising a total of 478
initially coded comments. There were four broad groupings
of the themes. For the content themes, respondents mainly
wanted more information and detail on the topics that were
already present in the report. In particular, they wanted
more information on actionable next steps they could take. Respondents also wanted more information about the syn-
drome itself. Respondents were in favour of using graphics
to explain and contextualise risk. Finally, respondents were
sensitive to ambiguity in the phrasing of the result, leading
to comments like ‘do I have it or not?’ and questions around
whether retesting would be needed. With these prototype templates in place we sought fur-
ther feedback by asking participants to complete an online
survey rating different aspects of the reports. We recruited
28 patients (26 female, mean age 41, SD = 8), 29 non-
specialist clinicians (25 female, mean age 43, SD = 12) and
49 members of the general public (35 female, mean age 33,
SD = 10) to view our prototype reports and answer ques-
tions about them online. The patient group was recruited by
advertising via support groups and advocacy organisations. Eighty-nine percent of these participants reported that they
or a family member had received a genetic test report. The
general public were recruited from prolific.ac, an online
participant pool. Twenty percent of these participants
reported having received the results of a genetic test. Online survey: methods In the
clinician group, 86% reported some professional experience
of receiving genetic test reports. On the design group of themes, the overwhelming
response was that people appreciated a document that was
simple to look at and navigate. This means a document that
flows from top to bottom without columns or text boxes. It
also means clearly delineating sections and avoiding dense
blocks of text. The use of colour to differentiate sections of
the document was appreciated, but less so in the commu-
nication of the result. Respondents from all three groups
identified the grey box containing the result in one of the
reports as ‘foreboding’ and ‘sinister’. The grouping of communication style themes reflected a
desire for lay terms and avoiding jargon. Many respondents
identified that the first page was easy to understand and the
second (technical page) was very difficult to understand. Many respondents also identified that despite this they
would still like the technical details included in the report. Of the two reports people preferred the tone of the ‘text’
version as it was felt to be more personal and less ‘brusque’. Participants rated the following statements on a seven-
point Likert scale: ‘I understand the results’; ‘I understand
the actions [the patient/I] could take’; ‘I understand how the
risk of developing cancer has changed’; ‘I would trust the
results are correct’; ‘The language used is appropriate’; ‘The
appearance of the report (colours, design) feels appropriate’;
‘I would want to see the technical information on Page 2’. Free text fields in the survey also allowed participants to
comment on the forms under the following categories:
Questions you would still have; Trust in the result;
Appearance and structure of the report; Ease of finding
information; and Ease of comprehension. As with the
interviews, these data were analysed using a qualitative
description approach [20] with an abbreviated thematic
analysis. We first coded each comment and then classified
these into themes. Participants rated the following statements on a seven-
point Likert scale: ‘I understand the results’; ‘I understand
the actions [the patient/I] could take’; ‘I understand how the
risk of developing cancer has changed’; ‘I would trust the
results are correct’; ‘The language used is appropriate’; ‘The
appearance of the report (colours, design) feels appropriate’;
‘I would want to see the technical information on Page 2’. Semi-structured interviews: methods These issues are par-
ticularly important given the sometimes immensely emotive
and stressful nature of obtaining and making sense of a
genetic test result. The position of technical information concerning var-
iants and test methodology is important to consider. It was
clear that this information should be contained in a
patient-facing report, but that it should be clearly sepa-
rated in order to allow patients and non-specialists to
extract the key content they are looking for quickly and
unambiguously. Many patients also reiterated that even a well-designed
report should certainly not take the place of a face-to-face
meeting in which the results are communicated by a
healthcare professional. Recommendations for designing genetic test reports to be understood by patients and non-specialists 889 Online survey: methods On the final grouping of trust, respondents commented
on the professional appearance of the document and the fact
that it was sourced by the UK’s National Health Service
(NHS). These comments reflect the fact that appearing
authoritative inspires trust. By contrast, some participants
determined their trust in the results by assessing the statis-
tical claims in the document. For example, respondents
identified the test sensitivity (99%) as a reason to trust the
result. Others found reason not to trust the result because the
technical section stated the variant had not previously been
found in that laboratory. Free text fields in the survey also allowed participants to
comment on the forms under the following categories:
Questions you would still have; Trust in the result;
Appearance and structure of the report; Ease of finding
information; and Ease of comprehension. As with the
interviews, these data were analysed using a qualitative
description approach [20] with an abbreviated thematic
analysis. We first coded each comment and then classified
these into themes. Overall recommendations Ratings for the prototype with a risk depiction and more
graphic design features, were broadly similar to those for
the prototype with more text. For both, the large majority of Table 3 shows a summary of recommendations for the high-
level content and structure of genetic reports suitable for 890 G. D. Farmer et al. Clinicians
Patients
Public
Understand
Actions
Risk
Trust
Language
Appearance
Technical
−3
−2
−1
0
+1
+2
+3
−3
−2
−1
0
+1
+2
+3
−3
−2
−1
0
+1
+2
+3
0.0
0.2
0.4
0.6
0.0
0.2
0.4
0.6
0.0
0.2
0.4
0.6
0.0
0.2
0.4
0.6
0.0
0.2
0.4
0.6
0.0
0.2
0.4
0.6
0.0
0.2
0.4
0.6
Answer
Proportion
Fig. 1 Participants’ ratings of
the ‘graphic’ prototype. The x
axis spans −3 (Completely
disagree) to +3 (Completely
agree) via 0 (Neither agree nor
disagree). Ratings for the other
prototype follow the same
pattern and are included in
the Supplementary Materials. being piloted by the Patient Information Forum, and which
aims to help patients identify information they can trust. being piloted by the Patient Information Forum, and which
aims to help patients identify information they can trust. These recommendations are in principle compliant with
ISO15189 [24]. However, report providers should check
that any final report they develop is compliant with the
appropriate standards and regulations. being piloted by the Patient Information Forum, and which
aims to help patients identify information they can trust. patients and non-specialists that came out of our work. We
emphasise that such reports are not designed to replace a
face-to-face consultation between a patient and a healthcare
professional. These reports may improve the experience of
consultations and should be given to a patient as a take-
home, not sent before a consultation. These recommendations are in principle compliant with
ISO15189 [24]. However, report providers should check
that any final report they develop is compliant with the
appropriate standards and regulations. These recommendations are in principle compliant with
ISO15189 [24]. However, report providers should check
that any final report they develop is compliant with the
appropriate standards and regulations. Figure 2 shows an example report applying some of the
recommendations. Much of the more detailed information
that participants wanted from reports pertains to condition-,
test- or result-specific scenarios. Overall recommendations We therefore, as an over-
arching recommendation, suggest that the following should
be seen as a solid foundation upon which further con-
sultation with stakeholders can help identify the additional
detail that would be necessary (e.g. identifying appropriate
peer support groups, or testing how results should be wor-
ded for very different types of condition such as autism,
Huntington’s or raised cancer risks). When providing
information about support groups, it will be important that
these have passed some form of quality check. One
potential standard in the UK is Quality Mark currently Discussion There is clearly a need for an empirically-tested template for
genetic or genomic results that communicates equally well
to specialist and non-specialist clinicians and patients. A
review of the literature and existing reports suggested that
none currently existed, and that there were clear gaps in our
knowledge of what information, language and graphical
design was required to construct this. We have developed a set of recommendations and an
example template that contains the major elements most
important to the patients, clinicians and specialists who Recommendations for designing genetic test reports to be understood by patients and non-specialists 891 Table 2 Summary of themes derived from online comments and the number of endorsements from each participant group. Group
Theme
Clinicians (n = 29)
Patients
(n = 28)
Public
(n = 49)
Content
Would want more information about topics addressed in report (family
implications, screening, treatment, next steps)
20
17
39
Content
The use of simple diagrams and figures is helpful. Avoid unfamiliar
designs
11
13
15
Content
Want more detailed information about syndrome/condition (e.g. prognosis,
prevalence)
5
6
9
Content
Helpful to include separated technical section
5
5
4
Content
Ambiguous wording of result unhelpful
4
0
2
Content
Would like more information about the test statistics (sensitivity,
specificity etc.)
4
1
1
Content
Technical section may cause fear or confusion
3
1
0
Content
Include glossary to help with technical terms
0
2
0
Content
Unhelpful to include technical section
2
0
0
Content
Inclusion of patient details useful
0
1
0
Design
Clearly labelled sections, white space, avoiding columns, and avoiding
dense blocks of text, all help with comprehension
24
22
45
Design
The appropriate use of colour helps delineate sections, but avoid it in
communicating test result
12
12
26
Design
Prominence of result helpful
2
4
2
Design
Prominence of result alarming/stark
2
0
3
Design
Use large enough font
1
0
1
Comm. Style
Be concise and clear, with a personal tone, but avoid brevity at the expense
of important detail. 14
14
10
Comm. Style
Patient section easy to understand, technical section is difficult
11
6
7
Comm. Style
Technical details difficult to understand
6
5
12
Comm. Style
Use lay language and avoid jargon
4
6
4
Comm. Discussion Style
Make clear who the audience is for the technical section
2
0
0
Trust
Trust of result based on technical aspects of test
7
4
5
Trust
Trust result because sourced by NHS
4
0
12
Trust
Trust of result based on appearance of document
6
0
4
Trust
Trust if confirmed by another test
1
1
2
Trust
Trust result because signed
1
0
2
Trust
Trust based on comprehension of report
0
0
2 om online comments and the number of endorsements from each participant group. implementing recommended practice (raised in Lautenbach
et al. [13]), and our report uses favourable graphical design
while remaining appropriate (highlighted in Shaer et al. [14], and apparent in direct-to-consumer reports). Finally,
we included necessary technical information and limitations
(as raised in Dorschner et al. [15] and Kelman et al. [16]). receive reports. There was generally broad consensus within
each group as to what was important to them, and we
believe the recommendations can be implemented without
compromising the information required by each audience. It
should be noted that there was a bias toward female
volunteers in our sample, and although males did take part
at all stages, any future work implementing these recom-
mendations would benefit from a more equal balance. This work, however, concentrated on the design of the
report template rather than the specific wording that it
would carry. There are many different types of genetic or
genomic test result—from diagnostic testing for patients
with a condition for which they are seeking a genetic
explanation, to incidental findings from a genomic test with
no relevant family history, and even polygenic risk scores. This study also does not address whether or how to com-
municate more complex issues such as finding variants of Our recommendations echo many findings from the
existing literature. In particular, we have created a ‘patient
friendly report’ [8] which has shown with appropriate lan-
guage that non-specialists perceive that they understand
results and know which actions they can take, addressing
concerns in Stuckey et al. [10], Williams et al. [11], and
Joseph et al. [9]. Risk was effectively communicated by G. D. Farmer et al. 892 Table 3 The main recommendations on the design of genetic reports that came out of this study. Discussion Recommendation
Detail
Use lay language wherever possible
Avoid technical terms and words that can be interpreted differently by people with different backgrounds or
expectations (such as ‘positive’ and ‘negative’). Don’t let brevity lead to ambiguity (e.g. ‘consistent with’) –
test your wording with a lay audience to see what they would understand by it. Employ simple design considerations such as white space, colour and clearly
labelled sections
Good design can enhance trust, ease of comprehension, and lead to reduction in stress. Single column text was preferred for ease of reading. Avoid embellishments, except important logos to show the provenance of results. Use the layout:
Result > What it means > Actions > More support > Technical info. The order of information in the report is important, and this layout was universally liked. Providing details of where to find more information and support from others is important to help steer
patients through the online world, and to give them social support. Support groups should be accredited if
included in a report. The appropriate use of graphics is helpful
Graphics can help people understand numbers, or put risks into context. Unambiguous result
Make the wording of the result as unambiguous as possible, or if the result is inherently ambiguous, explain
the source of ambiguity. Use a neutral and factual presentation of the result
Don’t use colour-coding or language to indicate whether a result is ‘good news’ or ‘bad news’ – that
interpretation could be different for different people. Use a personal tone in communication style
Address the report to the patient, using the second person (‘your…’) not the third person (‘the patient’s…’). Clinicians don’t mind reading this style, and it makes it better for the patient. Separate, but include, the technical methodological details of the test
Patients want to know the technical details at least as much as clinicians, and including them makes the report
useful for the patient’s records - particularly if they move to a new healthcare provider – and for
treatment plans. But clearly label sections that are not necessary for the patient to understand so that they don’t worry that
they don’t. Communicate absolute pre- and post- risks with population for comparison. Include
both framings. If a test increases or decreases the chance of something, it is important to put those risk changes in absolute
terms and in the context of the general population. Recommendations for designing genetic test reports to be understood by patients and non-specialists Recommendations for designing genetic test reports to be understood by patients and non-specialists 893 Design, colour, clear
labelling and single
column text make form
easy to read
Patient's and sample
details on the top of
each page
Neutral, factual and
unambiguous wording
of result
Clear non-technical
language, addressed to
the patient
Graphics to help put
numbers into context. Risks given with
appropriate comparison
and both positive &
negative framing
Full technical details
provided, clearly marked
as not necessary for the
patient to read
Sections on first page
presented in order:
Result – What it Means
– Actions – Support
Fig. 2 An illustration of the recommendations in action. N.B. The NHS logo does not imply endorsement or funding of this work by the
National Health Service. Fig. 2 An illustration of the recommendations in action. N.B. The NHS logo does not imply endorsement or funding of this work by the
National Health Service. Fig. 2 An illustration of the recommendations in action. N.B. The NHS logo does not imply endorsement or funding of this work by the
National Health Service. provides a methodology for tailoring the framework to
more specific testing scenarios. unknown significance or when re-analysis of a sample leads
to new findings. Each of these types of testing scenario will
demand quite different wordings and explanations. For
example, some will be attempting to convey a possible
increased risk of an event with several layers of uncertainty
(purely aleatoric uncertainty which can be portrayed as a
probability; epistemic uncertainty about the strength and
quality of the evidence surrounding the influence of the
gene variant on future risk; uncertainty related to the sen-
sitivity and specificity of the test etc.), each needing quite a
different approach. This would be different from, say, a
carrier testing result where the gene variant has very high
penetrance and is well characterised so the communication
is mainly about the chances of inheritance in future
children. The process of iteratively engaging with recipients of
reports to produce this template and recommendations, is in
itself analogous to shared decision-making, a concept
becoming increasingly familiar in medicine. It involves a
dialogue with patients to find out what is important to them
and come to a mutually-agreed solution that serves their
needs for clear and accurate information. Discussion What is the chance of someone in the general population
compared with someone with this known genetic make-up? Frame it both positively and negatively (how many people will this happen to, and how many won’t it happen
to, out of 100?)
Don’t include information that is unnecessary to understanding the key message
Although it’s tempting to attempt explain inheritance or genetics to give background to the information being
provided, that is unnecessary for people to understand the result. Leave that to face-to-face genetic
counselling and additional patient information leaflets. Include the patient’s details and the context of the test on each page
Ensure the patient’s details, indication for testing, circulation and contacts of the laboratory are at the top of
every page to allow instant checking that this is the ‘right report’ and who a patient can contact. The
indication for testing will also help give context for interpretation for both patient and clinician. Recommendations for designing genetic test reports to be understood by patients and non-specialists Providing patients, and their non-specialist healthcare
providers, with accurate and unambiguous test results arms
them with the information that they need to be able to take
part in shared decision-making. Where the results do not
need any further action, these forms should be able to give
clear reassurance without the need for input from genetic
specialists. When the results have implications that need full
discussion and decision-making, they can help ensure that
the patient is referred correctly to a suitably qualified pro-
fessional and give them the basic information they need to
take part in shared decision-making and informed consent
during that consultation. To ascertain how best to illustrate and explain results in
the many complex reporting scenarios beyond the scope
of this research, it will be critical that the content and
formats of reports are carefully co-designed with their
target audiences. Following the design of this generic
template, we continued with development of wording and
further design refinements, starting with templates for
carrier testing, and when formally assessed against report
forms in current clinical use proved clearer and more
actionable for patients (see Recchia et al.) [25]. This
article provides a framework for effective communication
of genetic test results. In addition, Recchia et al. [25] In genetics, the unit of care is often the family rather
than just the individual, it is really important therefore
that genetic information be conveyed to other family
members accurately and having the patient understand the
information makes this much more likely to happen. Indeed
a
number
of
interviewees
identified
that
facilitating G. D. Farmer et al. 894 communication with others would be a particularly desir-
able benefit of a well-designed report. Although it is worth
noting that patients do not always wish to communicate
results to family members raising difficult privacy and
consent issues (see section 4 in a recent report by the Joint
Committee on Genomics in Medicine [26] for a discussion). 3. Matthijs G, Souche E, Alders M, Corveleyn A, Eck S, Feenstra I,
et al. Guidelines for diagnostic next-generation sequencing. Eur J
Hum Genet. 2016;24:2–5. 4. Smith K, Martindale J, Wallis Y, Bown N, Leo N, Creswell L,
et al. General genetic laboratory reporting recommendations. Birmingham:
Association
for
Clinical
Genetic
Science:
2015. 5. Tack V, Dufraing K, Deans ZC, Van Krieken HJ, Dequeker EMC. The ins and outs of molecular pathology reporting. Virchows Arch
2017;471:199–207. Compliance with ethical standards 12. Kaufman DJ, Bollinger JM, Dvoskin RL, Scott JA. Risky busi-
ness: risk perception and the use of medical services among
customers of DTC personal genetic testing. J Genet Couns. 2012;21:413–22. Conflict of interest None of the authors have conflicts of interest to
report. GC owns shares in companies related to genetics (Personalis,
Petagene), as does her husband (Sophia Genetics). 13. Lautenbach DM, Christensen KD, Sparks JA, Green RC. Com-
municating genetic risk information for common disorders in the
era of genomic medicine. Annu Rev Genomics Hum Genet. 2013;14:491–513. Publisher’s note Springer Nature remains neutral with regard to
jurisdictional claims in published maps and institutional affiliations. 14. Shaer O, Nov O, Okerlund J, Balestra M, Stowell E, Ascher L,
et al. Informing the design of direct-to-consumer interactive per-
sonal genomics reports. J Med Internet Res. 2015;17:e146. Open Access This article is licensed under a Creative Commons
Attribution 4.0 International License, which permits use, sharing,
adaptation, distribution and reproduction in any medium or format, as
long as you give appropriate credit to the original author(s) and the
source, provide a link to the Creative Commons license, and indicate if
changes were made. The images or other third party material in this
article are included in the article’s Creative Commons license, unless
indicated otherwise in a credit line to the material. If material is not
included in the article’s Creative Commons license and your intended
use is not permitted by statutory regulation or exceeds the permitted
use, you will need to obtain permission directly from the copyright
holder. To view a copy of this license, visit http://creativecommons. org/licenses/by/4.0/. 15. Dorschner MO, Amendola LM, Shirts BH, Kiedrowski L, Salama
J, Gordon AS, et al. Refining the structure and content of clinical
genomic reports. Am J Med Genet C Semin Med Genet. 2014;0:85–92. 16. Kelman A, Robinson CO, Cochin E, Ahluwalia NJ, Braverman J,
Chiauzzi E, et al. Communicating laboratory test results for
rheumatoid factor: What do patients and physicians want? Patient
Preference Adherence. 2016;10:2501–17. 17. Cutting E, Banchero M, Beitelshees AL, Cimino JJ, Del
FiolG, Gurses AP, et al. User-centered design of multi-gene
sequencing panel reports for clinicians. J Biomed Inform. 2016;63:1–10. 18. Johnson KJ, Schahl KA, Sinicrope PS, Mcallister TM, Mccormick
JB, Ruckman LE, et al. The “ Genomic Novel “ and “ Priority
Mapping Tool “: using empathic design to develop innovative
patient-centered decision-making tools for the genomic testing
experience. Recommendations for designing genetic test reports to be understood by patients and non-specialists By working across multiple audiences, and hand-in-
hand with those who need to implement any reports in
actual clinical practice, we have sought to develop a
practical and useful product which is flexible enough to be
able to carry test results of many kinds, and will lead to
better-informed decision-making. We also hope to have
demonstrated more generally that involving the target
audience in the design of a communication is an efficient
and valuable way to ensure effective communication of
important medical information. 6. O’Daniel JM, McLaughlin HM, Amendola LM, Bale SJ, Berg JS,
Bick D, et al. A survey of current practices for genomic sequen-
cing test interpretation and reporting processes in US laboratories. Genet Med. 2017;19:575–82. 7. Lubin IM, McGovern MM, Gibson Z, Gross SJ, Lyon E, Pagon
RA, et al. Clinician perspectives about molecular genetic testing
for heritable conditions and development of a clinician-friendly
laboratory report. J Mol Diagnostics. 2009;11:162–71. 8. Haga SB, Mills R, Pollak KI, Rehder C, Buchanan AH, Lipkus
IM, et al. Developing patient-friendly genetic and genomic test
reports: formats to promote patient engagement and under-
standing. Genome Med. 2014;6:1–11. Acknowledgements This work was carried out using the core funding
of the Winton Centre for Risk & Evidence Communication at the
University of Cambridge which is provided by a philanthropic dona-
tion from the David & Claudia Harding Foundation. We thank Zsófia
Szlamka for help with participant recruitment. Graphic design of the
report template was by Alison Norden. We would also like to thank all
the participants who kindly took part, and the organisations that helped
advertise the study. GF was also supported by the Wellcome Institu-
tional Strategic Support Fund award [204796/Z/16/Z]. HG was sup-
ported by Wellcome Trust PhD Studentship [105362/Z/14/Z]. 9. Joseph G, Pasick RJ, Schillinger D, Luce J, Guerra C, Ka J, et al. Information mismatch: cancer risk counseling with diverse
underserved patients. J Genet Couns. 2017;26:1090–104. 10. Stuckey H, Williams JL, Fan AL, Rahm AK, Green J, Feldman L,
et al. Enhancing genomic laboratory reports from the patients’
view:
a
qualitative
analysis. Am
J
Med
Genet,
Part
A. 2015;167:2238–4223. 11. Williams JL, Rahm AK, Stuckey H, Green J, Feldman L, Zallen
DT, et al. Enhancing genomic laboratory reports: a qualitative
analysis
of
provider review. Am
J
Med
Genet,
Part
A. 2016;170:1134–41. Compliance with ethical standards J Genet Disor Genet Rep. 2015;5:1–7. 21. Norman DA, Draper SW. User centered system design: new
perspectives on human-computer interaction. Hillsdale, NJ: Erl-
baum; 1986. 20. Sandelowski M. Whatever happened to qualitative description?
Res Nurs Health. 2000;23:334–40. Recommendations for designing genetic test reports to be understood by patients and non-specialists 26. Royal College of Physicians, Royal College of Pathologists,
British Society for Genetic Medicine. Consent and con-
fidentiality in genomic medicine: guidance on the use of genetic
and genomic information in the clinic. 3rd ed. London: Royal
College of Physicians, Royal College of Pathologists, British
Society for Genetic Medicine; 2019. (Report of the Joint
Committee on Genomics in Medicine). 22. Rehm HL, Bale SJ, Bayrak-Toydemir P, Berg JS, Brown KK,
Deignan JL, et al. ACMG clinical laboratory standards for next-
generation sequencing. Genet Med. 2013;15:733–47. 23. Scheuner MT, Orlando Edelen M, Hilborne LH, Lubin IM,
the members of the RAND Molecular Genetic Test Report
Advisory
Board.
Effective
communication
of
molecular
genetic test results to primary care providers. Genet Med.
2013;15:444–9. 20. Sandelowski M. Whatever happened to qualitative description?
Res Nurs Health. 2000;23:334–40.
21. Norman DA, Draper SW. User centered system design: new
perspectives on human-computer interaction. Hillsdale, NJ: Erl-
baum; 1986. 20. Sandelowski M. Whatever happened to qualitative description?
Res Nurs Health. 2000;23:334–40.
21. Norman DA, Draper SW. User centered system design: new
perspectives on human-computer interaction. Hillsdale, NJ: Erl-
baum; 1986.
22. Rehm HL, Bale SJ, Bayrak-Toydemir P, Berg JS, Brown KK,
Deignan JL, et al. ACMG clinical laboratory standards for next-
generation sequencing. Genet Med. 2013;15:733–47.
23. Scheuner MT, Orlando Edelen M, Hilborne LH, Lubin IM,
the members of the RAND Molecular Genetic Test Report
Advisory
Board.
Effective
communication
of
molecular
genetic test results to primary care providers. Genet Med.
2013;15:444–9. References 1. Davies SC. Annual report of the Chief Medical Officer 2016,
generation genome. London: Department of Health: 2017. 2. Richards S, Aziz N, Bick D, Das S, Gastier-Foster J, Bick D, et al. Standards and guidelines for the interpretation of sequence var-
iants: a joint consensus recommendation of the American College
of Medical Genetics and Genomics and the Association for
Molecular Pathology. Genet Med 2015;17:405–23. 19. Lewis KL, Hooker GW, Connors PD, Hyams TC, Wright MF,
Caldwell S, et al. Participant use and communication of findings
from exome sequencing: a mixed methods study: use and com-
munication of findings from exome sequencing HHS Public
Access. Genet Med. 2016;18:577–83. Recommendations for designing genetic test reports to be understood by patients and non-specialists 895 24. British Standards Institution. ISO 15189:2012. Medical laboratories
- requirements for quality and competence. London: BSI; 2012. 25. Recchia G, Chiappi A, Chandratillake G, Raymond L, Freeman A. Creating genetic reports that are understood by non-specialists: a
case study. Genetics Med. 2019. https://doi.org/10.1038/s41436-
019-0663-2. 22. Rehm HL, Bale SJ, Bayrak-Toydemir P, Berg JS, Brown KK,
Deignan JL, et al. ACMG clinical laboratory standards for next-
generation sequencing. Genet Med. 2013;15:733–47. 26. Royal College of Physicians, Royal College of Pathologists,
British Society for Genetic Medicine. Consent and con-
fidentiality in genomic medicine: guidance on the use of genetic
and genomic information in the clinic. 3rd ed. London: Royal
College of Physicians, Royal College of Pathologists, British
Society for Genetic Medicine; 2019. (Report of the Joint
Committee on Genomics in Medicine). 23. Scheuner MT, Orlando Edelen M, Hilborne LH, Lubin IM,
the members of the RAND Molecular Genetic Test Report
Advisory
Board. Effective
communication
of
molecular
genetic test results to primary care providers. Genet Med. 2013;15:444–9.
|
https://openalex.org/W2130351300
|
https://www.scientific.net/AMM.13-14.29.pdf
|
English
| null |
A Signal to Noise Optimization Algorithm for Speckle Interferometry Applications
|
Applied mechanics and materials
| 2,008
|
cc-by
| 4,179
|
Online: 2008-07-11 Online: 2008-07-11 Applied Mechanics and Materials
ISSN: 1662-7482, Vols. 13-14, pp 29-38
doi:10.4028/www.scientific.net/AMM.13-14.29
© 2008 The Author(s). Published by Trans Tech Publications Ltd, Switzerland. Applied Mechanics and Materials Keywords: speckle – interferometry – shearography – correlation – signal to noise ratio Abstract. Optical Full Field Techniques (OFFT) are more and more utilized by mechanical
laboratories. Among
these
methods,
interferometry
techniques
(mainly
composed
of
Speckle/Grating Interferometry or Speckle/Grating Shearography) are more difficult to use in a
mechanical lab context, because of their sensitivity to external vibrations (except shearography),
and because of the global lack of optical culture of mechanical engineers. Speckle-based methods
are of great practical interest for the users, but their signal to noise ratio (SNR) is affected by the
rigid body motion of the specimen. Here, the speckle decorrelation is minimized at local scale
directly using the SNR. First, a shearography experiment is modeled to characterize the
recorrelation procedure for a rigid body motion, a constant strain map and finally a high degree of
localization. The mean noise level is found to be 6 times higher than a fully-correlated phase map
for a 1 pixel speckle size. Last, a first application to a single-ply fabric composite lamina is shown. Resulting strain maps are of high quality with a very low spatial resolution (4 pixels). The local
bending / global tension coupling effect is clearly put in evidence. This article is an open access article under the terms and conditions of the Creative Commons Attribution (CC BY) license
(https://creativecommons.org/licenses/by/4.0) Introduction Optical Full Field Techniques (OFFT) are more and more utilized by mechanical laboratories. Among these methods, the kinematics measurements are of great interest. They can be classified in
two main groups: geometric methods and interferometric methods. The former is composed of Grid
Method (or Moiré geometry) and Digital Image Correlation among others; the latter of grating and
speckle interferometry or grating and speckle shearography. The first group is easier to develop and
use, but its sensitivity is poor. In so far, it is particularly useful to large displacements applications
(metal forming [1]) or to damage monitoring (crack propagation [2]). The second group is more
difficult to use in a mechanical lab context, because of its sensitivity to external vibrations (except
shearography), and because of the global lack of optical culture of mechanical engineers and
scientists. Among these methods, because they need few surface preparing (at worst, a white
diffusive paint), speckle-based methods are of great practical interest for the users. But, their signal
to noise ratio (SNR) is poor compared to grating interferometry or shearography. This signal to noise ratio has been investigated by many authors and a theoretical as well a
practical approach shows that the SNR is mainly function of the speckle correlation [3]. If the
speckles are fully correlated, the noise is minimum. Then, the noise level can be addressed in this
ideal case [4]. But, when the speckles are decorrelated, the noise level is maximum, i.e. the signal
has completely vanished. The main contribution to the speckle decorrelation is the deformation
outside the field of view, in other words the rigid body motion. A first strategy consists in applying Advances in Experimental Mechanics VI 30 small-enough load step in order to keep the correlation from one step to the other [5]. In many
cases, a simple global translation of the phase maps before subtraction is enough to recover the
signal [6]. But if the speckle size is small, as recommended by many authors, and if the
displacement field is disturbed, a simple global translation is not enough and a local translation has
to be defined and used. small-enough load step in order to keep the correlation from one step to the other [5]. In many
cases, a simple global translation of the phase maps before subtraction is enough to recover the
signal [6]. Introduction But if the speckle size is small, as recommended by many authors, and if the
displacement field is disturbed, a simple global translation is not enough and a local translation has
to be defined and used. A first idea consists in combining the speckle interferometry and the so-called “speckle
photography” technique [7]. This latter is an image correlation technique. The latest development
of this approach was presented by Svanbro [8]. The correlation coefficient was written using
complex intensity maps, i.e. including the phase maps. However, the method seems to present some
drawbacks in case of high fringe densities. Moreover it requires the acquisition of an additional
intensity map, which increases the complexity of the procedure For a simple out-of-plane
interferometry set-up, this should be negligible, but a complete shearography in-plane and out-of-
plane procedure [9] already needs 24 images at most for a 3 arms set-up, with a classical 4-steps
temporal phase extraction, and 56 images for a 4 arms set-up, with the Windowed Fourier
Transform algorithm proposed by Surrel [10]. Obviously, the global trend is to simplify this
apparatus by adding some automated capabilities, and adding one more operation is unwanted for
the seek of simplicity and time-saving. In addition, image correlation is not well adapted to very
small speckles (i.e. close to the pixel size). We propose here a new procedure directly dealing with
the phase maps and optimizing the SNR at the local level. A shearography set-up is modeled, and the recorrelation principle tested on different cases
(translation, constant strain, high density fringes). Mean maximum decorrelation error is quantified. Then, a first practical application shows some results in the case of a single-ply fabric laminate. Principle Neither the optical set-up and or phase extraction technique will be considered in this section. The
discussion should be independent of either. The only requirement is that an initial phase map be
subtracted from a final phase map, giving a low-frequency information, as it is generally in the case
for mechanical strain/displacement fields. Consequently, this work should be well adapted to
speckle shearography or speckle interferometry. The section is centered on the description of the
SNR optimization procedure, as it is shown Fig. 1. First, the initial phase map ini is divided into
small regions of interest (ROI), typically 32×32 pixels, centered around the co-ordinates {i,j}. In the
final phase map fin, ROI of the same size, centered around {i+i,j+j} are subtracted to the initial
sub-map.
ini
j
i,
fin
δj
+
j
δi,
+
i
j
i,
Φ
Φ
=
δj
δi,
ΔΦ
(1) The off-set vector {i,j} varies within a certain range, corresponding to the expected translation,
usually {±5, ±5} pixels. The signal to noise ratio for a given ROI position and a given offset vector
can be calculated. As these are phase maps, a phase jump is possible, changing dramatically the
map frequency signature. To eliminate this difficulty, the sine of the phase difference is considered. It is split in two components, using a simple FFT algorithm:
the low-frequency one,
LF
j
i,
δj
δi,
ΔΦ
sin
, considered as a possible mechanical signal,
the low-frequency one,
LF
j
i,
δj
δi,
ΔΦ
sin
, considered as a possible mechanical signal,
the high-frequency one,
HF
j
i,
δj
δi,
ΔΦ
sin
, considered as noise.
the high-frequency one,
HF
j
i,
δj
δi,
ΔΦ
sin
, considered as noise. The signal, denoted S(i, j)LF, can be defined either by the dynamic range of the low-frequency
component or by the mean value of the low frequency component. In some cases, these two data
sets can be close to zero, and may be replaced by a constant. The noise is defined by the standard Applied Mechanics and Materials Vols. 13-14 31 deviation of the high-frequency component. Then, it is possible to calculate a SNR for each off-set
{i,j}. deviation of the high-frequency component. Principle Then, it is possible to calculate a SNR for each off-set
{i,j}.
HF
j
i,
LF
j
i,
δj
δi,
ΔΦ
STD
δj
δi,
S
=
δj
δi,
SNR
sin
(2
HF
j
i,
LF
j
i,
δj
δi,
ΔΦ
STD
δj
δi,
S
=
δj
δi,
SNR
sin
HF
j
i,
LF
j
i,
δj
δi,
ΔΦ
STD
δj
δi,
S
=
δj
δi,
SNR
sin (2) The frequency filter has to be adjusted arbitrarily. In the following, it will be taken to 1/5th of the
sub-map size. A SNR map can be drawn considering any combination of the off-set vector. The
optimum translation corresponds to the vector giving the highest SNR. Last, entire displacement maps according to x and y directions are calculated. These maps can be
processed as any other displacement maps. In particular, even in optimal conditions these maps are
of good quality, a median filter can be useful to remove incoherent points. Then, the local
displacement maps are taken into account in the phase subtraction procedure to calculate the
optimum global phase difference map. No sub-pixel capability is addressed yet. This should be
done in the future if necessary, but it needs some precautions in the interpolation of speckle phases,
because of the randomness characteristic of a speckle chart. In particular, the lack of continuity
between phase speckles prohibits any interpolation algorithm, either in direct or Fourier space. Furthermore, it would increase the time processing. Figure 1. Flow chart of recorrelation procedure. Figure 1. Flow chart of recorrelation procedure. Figure 1. Flow chart of recorrelation procedure. As in image correlation techniques, many parameters require fine tune adjustment: the ROI size,
the off-set range, the displacement grid step, the low/high frequency threshold... Optimization of
these parameters should be addressed carefully in the future. In the mean time, some simple Advances in Experimental Mechanics VI 32 considerations can be used: note that the ROI should be adapted to the expected gradient within the
field in order to have sufficiently localized information. But if the ROI is too small, the
signal / noise discrimination, i.e. the extraction of the mechanical information becomes impossible. Principle Here, the ROI size is set to 32×32 pixels2, as it is commonly used in classical digital image
correlation techniques. Note that no assumption is made in the nature of the displacement (strain)
fields . Usually, these fields are continuous, but discontinuities could occur (cracks, bolt joining,
contacts ...). The knowledge of the user should be introduced as a tool to verify the quality of the
fields, and an incoherent displacement should be removed. Here, the choice of no prior knowledge
on the displacement (strain) field is justified by the generality of the approach. Last, the procedure
does not consider the possibility of a rigid body rotation. This should dramatically decrease the
SNR ratio. This point would have to be addressed if necessary. Simulated loading procedure Simulated conditions are chosen to be close to common practice in laboratories [9]. Speckle size
is a priori close to the pixel size, thus its standard deviation is chosen to be 1 pixel. Even if in
common practice, the shearing distance is usually higher, we use here a small value of 3 pixels,
close to the most recent developments in our laboratory. In this particular case, speckles are fully
decorrelated in the Michelson interferometer. The pixel size is set to 40 µm. Last, illumination
source is assumed to be a doubled YAG Laser, so the wavelengh = 532 nm, and the illumination
direction = /4. Last, a random phase noise of 1/100 fringe is added to the signal. The covered
field of view is 500 pixels (20 mm). Speckle simulation principle The speckle simulation used here is based on previous work by Equis [11]. A randomly distributed
complex amplitude field is generated. Then, the speckle size is adjusted using a Gaussian low-pass
filter. Because we aim to apply this approach to speckle shearography, the amplitudes are combined
as it would be in a classical Michelson interferometer. If the shearing distance is lower than the
speckle size, the initial and final phase map should be correlated, then results should be different
than speckle interferometry results. Last, phases are averaged over a certain area, simulating the
pixel recording. A simulated mechanical loading is applied to the field. It acts in two directions: first, points are
moved, leading to the basic decorrelation process. Second, the phase is changed according to the
sensitivity vector used. We consider here a single source under a shearography set-up, with a
sensitivity given by:
x
w
δ
θ
+
λ
+
x
u
δ
θ
λ
=
j
i,
Δφ
i
i
cos
1
4π
sin
4π
(3 (3) where is the illumination wavelength, is the angle between illumination and observation
directions, i is the shearing distance, ∂u / ∂x and ∂w / ∂x being the kinematics changes of the
surface, respectively one in-plane strain, and one out-of-plane rotation. Now, the phase map between the two latter situations can be easily calculated as the angle of the
difference of the two complex amplitudes. Rigid body translation A simple translation is applied to the speckle map. It can be easily verified that standard
deviation on the phase difference increases as a function of the translation, and that a complete Applied Mechanics and Materials Vols. 13-14 33 decorrelation is achieved when the translation is 3 times the standard deviation of the speckle (blue
cross, Fig. 2). Re-correlation procedure in applied for each case. Due to the specific nature of the
test (the signal is uniformly equal to zero), the inverse of the standard deviation is taken as a
signature of the signal to noise ratio. decorrelation is achieved when the translation is 3 times the standard deviation of the speckle (blue
cross, Fig. 2). Re-correlation procedure in applied for each case. Due to the specific nature of the
test (the signal is uniformly equal to zero), the inverse of the standard deviation is taken as a
signature of the signal to noise ratio. g
g
Results show the efficiency of the re-correlation procedure (red circles, Fig. 2). Maximum errors
are obtained for translations of (n+0.5) pixels. The maximum error value corresponds to the 0.5
pixel translation without recorrelation technique. Considering an equally probable occurrence of
each translations in a given map, the mean error is 0.39 rad i.e. 6/100 fringe. Another test was
performed with a larger speckle size. The trends remained the same, but the maximum is decreased
corresponding again to the (n+0.5) pixel translation. For a speckle 3 times larger, the mean noise
level is 2.2 times smaller. Figure 2. Decorrelation as a function of the translation between 2 steps. Figure 2. Decorrelation as a function of the translation between 2 steps. 1st and 2nd order displacement gradient A simple tensile test with data corresponding to the previous case is performed with a constant
5.10-3 µm/m longitudinal strain. On the left boundary, the displacement is null, and increases
linearly up to 3 pixels (120 µm) on the right boundary. Results are shown in Fig. 3. The interest of
such recorrelation technique is outlined Fig. 3a and 3b: with a simple classical subtraction,
complete decorrelation is achieved on the right side. In this case of a global translation of -1 pixel,
partial decorrelation takes place on both sides, with a maximum noise level of 18.8/100e fringe on
the left boundary and 29.2/100e fringe on the right boundary. In fact, it is impossible to find a global
translation to minimize the noise at all points, hence a local procedure is necessary. Fig. 3c shows
that most of the estimated displacements are reasonable. Apparent noise varies within the map as
described before and is minimum for a n-pixels displacement. Some salt and pepper noise remains
for (n+0.5) displacement. A simple post-treatment could find and remove these points. Here, no
post-treatment is applied in order to point out the effect of the correlation procedure alone. Last, it could be important to test the efficiency of the method in case of a strong strain gradient,
i.e. with a high fringe density. A sine-wave strain is simulated in order to reach large enough
displacements to have decorrelation and sufficient strain gradient to have 5 pixels/fringe for a
correlation window of 32 pixels. Again, the efficiency of the recorrelation procedure is evident (Fig. 4). Advances in Experimental Mechanics VI 34 a)
b)
c)
Figure 3. Original and recorrelated phase difference for a 3.103 µm/m homogeneous strain (in rad). Figure 3. Original and recorrelated phase difference for a 3.103 µm/m homogeneous strain (in rad). a)
b)
Figure 4. Original and recorrelated phase difference for a sine-wave strain field (in rad). igure 4. Original and recorrelated phase difference for a sine-wave strain field (in rad). Applied Mechanics and Materials Vols. 13-14 35 Specimen The specimen is a T700S/M10 12K plain-weave carbon fabric (48192, Hexcel Corporation),
having the waviness (hy/2a) of 0.0078, as already used by Lee [12]. The single ply composite is
cured using the procedure recommended by the supplier. The size of one unit cell is about 8 × 8
mm2 and the inspecting zone contains six unit cells. Optical set-up Phase maps have been recorded using a 4-beam portable shearography set-up. It is composed of an
110mW Diode-Pumped Solid-State (DPSS) laser with a wavelength of 532 nm, 5 optical fibres, a
Michelson interferometer, a CCD camera and a PC. The principles of this method based on
different illumination beams to obtain the displacements derivatives have been already presented by
Lee [12] or Bounda [9]. The set-up presented here uses four illumination beams, two symmetrical in the horizontal plane
and two symmetrical in the vertical plane. The experimental procedure consists in recording 8 phase
maps (4 illumination beams, and 2 shearing directions) before and after loading. In such a
configuration, ESPSI allows a direct measurement of the displacement derivatives maps on the
surface, and consequently strains and out-of-plane rotations. The sensitivity can be adjusted by
tuning the shear distance i, avoiding the fringe collapse due to strain concentration. In the
following experiments, the system parameters are an illumination angle = /4 for all the
illumination beams and the shearing distance i = 200 µm for x and y directions. These last values
are obtained by using the grid method [13]. First results Phase maps are recorded at 50 N increments, from 200 to 450 N. Here, we only focus on the
tensile direction maps, either the -/4, or + /4 illumination angle. The difference of the two is
proportional to the strain xx, and the sum to the surface out-of-plane slope ∂w / ∂x. If we consider
the 200 N load case and the 300 N load case, the difference shows some local decorrelation (Fig. 5a). Then, the proposed recorrelation procedure is applied (Fig. 5b). Some quality assessments were
necessary: erroneous displacements can be easily isolated by comparing the displacement maps
corresponding to each of the two phase maps. Then, displacement values are removed and replaced
by an interpolated value. Last, salt and pepper noise were partially removed using a statistically-
based procedure detecting the 10% least probable points. 36
Advances in Experimental Mechanics VI Advances in Experimental Mechanics VI 36 a)
b)
Figure 5. Real experimental map on a fabric specimen
phase difference without (a) and with recorrelation procedure (b). a)
b) a) b) Figure 5. Real experimental map on a fabric specimen
phase difference without (a) and with recorrelation procedure (b). Conclusion The weak point of speckle techniques is their spatially random wavefront, and consequently a
possible decorrelation of the speckles. In a classical mechanical context, rigid body motion is a very
common problem. Then, it is absolutely necessary to address this point when using a speckle-based
technique. Some solutions exist already, such as adding intermediate states or speckle correlation,
but these solutions don't focus on the basic problem, which is the optimization of signal to noise
ratio. In this article, we developed a simple way maximizing this data locally. A simulation was
used to study some basic properties. Error level due to remaining decorrelation is completely
known, and an error propagation model can be used on good basis. Last, a first example on a real
experimental map is presented. Results show good trends, even without the use of an additional
low-pass filter, except for a salt and pepper filter. Mechanical interpretation Finally, it is possible to calculate the strain component xx and the slope ∂w / ∂x. Fig. 6 shows raw
results, the spatial resolution remains 4 pixels. Any classical post-processing should be applied to
decrease the apparent noise. In this particular case, speckle size is lower than 1 pixel, leading to a
rather bad situation. From a mechanical perspective, results are quite classical, and correspond to
previous results from Lee [12]: the weaves transverse to the loading direction are strongly
deformed, and the longitudinal ones show a smaller strain (the fabric structure is represented
schematically by the yellow lines). This effect can be explained by the coupling between global
tension and local flexure effect. Here in particular, the shape indicates a misalignment between the
longitudinal weaves and the loading direction. A better inspection of the specimen reveals that it
contains some waviness in the plane of the specimen itself, probably due to the manipulation of the
prepreg. Applied Mechanics and Materials Vols. 13-14 37 a)
b)
Figure 6. Strain (a) and wrapped slope (b) for a 100 N load step. a)
b)
Figure 6. Strain (a) and wrapped slope (b) for a 100 N load step. b) Figure 6. Strain (a) and wrapped slope (b) for a 100 N load step. Future work This paper presented a first attempt at localized optimization of signal to noise ratio in phase
difference methods. Consequently, there are still many points to be developed. In particular, the
use of multiple internal parameters (filter cut-off, ROI size) is an important drawback of the
method, and should be clarified in the future. More theoretical points should be addressed to further
decrease the noise, especially in case of low speckle size: first, some mechanical considerations
such as displacement continuity should permit to avoid aberrant points, and give a better sub-pixel
estimation of displacement maps. Then, noise sub-pixel interpolation of speckle phase will have to
be developed to better re-correlate the phase maps. Advances in Experimental Mechanics VI 38 The authors would like to thank Y. Zhou, Msc, and Dr. C. Fournier from Hubert Curien
Laboratory of the University of Saint-Etienne for their collaboration to this work. The authors would like to thank Y. Zhou, Msc, and Dr. C. Fournier from Hubert Curien
Laboratory of the University of Saint-Etienne for their collaboration to this work. [13] Surrel Y., Moiré and grid methods in optics, SPIE 2342, pp. 213-220 (1994). Bibliography [1] Brunet M., Touchal S., Morestin F., Numerical and experimental analysis of necking in 3D. Sheet forming prosesses using damage variable, Advanced Methods in Materials Processing
Defects, M. Predeleanu & P.Gilormini, Elsevier Science BV (1997) p. 205 -214. [2] Rethore J., Roux S., Hild F., Noise-robust stress intensity factor determination from kinematic
field measurements. Engineering Fracture Mechanics. Available online 3 May 2007 (Science
Direct). [3] Bruno L., Pagnotta L., Poggialini A., Laser speckle decorrelation in NDT, Optics and Lasers in
Engineering, 34 (2000) p. 55-65. [4] Cordero R.R., Molimard J., Martinez A., Labbe F., Uncertainty analysis of temporal phase-
stepping algorithms for interferometry, Optics Communications, 275 (2007) p. 144–155. [5] Davila A., Huntley J.M., Kaufmann G. H., Kerr D., High-speed dynamic speckle interferometry:
phase errors due to intensity, velocity, and speckle decorrelation, Appl Opt., 44, 19 (2005) p. 3954-
3962 [6] Hung Y.Y., Wang J.Q., Hovanesian J. D., Technique for Compensating Excessive Rigid Body
Motion in Nondestructive Testing of Large Structures Using Shearography, Optics and Lasers in
Engineering, 26 (1997) p. 249-250. [7] Martınez-Celorio R.A., Barrientos B., Sanchez-Marın F.J., Lopez L.M., Rayas J.A., Out-of-
plane displacement measurement by electronic speckle pattern interferometry in presence of large
in-plane displacement, Optics Communications, 208 (2002) p. 17–24. [8] Svanbro A, DSPI: complex amplitude correlation for large in-plane compensations and phase
evaluation, Proceedings of Speckle'06, SPIE vol. 6341 (2006) p. 63410I-1~5.. [9] Molimard J., Bounda D., Vautrin A., Quantitative strain and slope evaluation on a double lap
joint tensile test using ESPSI, Proceedings of Speckle'06, SPIE vol. 6341 (2006) p. 63412R-1~6. [10] Surrel Y., Design of algorithms for phase measurements by the use of phase stepping, Applied
Optics 35, 1 (1996) p. 51– 60. [11] Equis S., Jacquot P., Simulation of Speckle Complex Amplitude : Advocating the Linear
Model, Proceedings of Speckle'06, SPIE vol. 6341 (2006) p. 634136-1~6. [12] Lee J.R., Molimard J., Vautrin A., Surrel Y., Digital phase-shifting grating shearography for
experimental analysis of fabric composites under tension, Composites: Part A, 35 (2004) p. 849–
859. [13] Surrel Y., Moiré and grid methods in optics, SPIE 2342, pp. 213-220 (1994)
|
https://openalex.org/W2924811773
|
https://link.springer.com/content/pdf/10.1007/s11325-019-01810-w.pdf
|
English
| null |
Self-reported sleepiness in the context of fitness-to-drive
|
Sleep & breathing
| 2,019
|
cc-by
| 4,028
|
Abstract There was no difference in the ESS [8 (8) vs 8 (8) points; p = 0.289]
or the SSS [2 (2) vs 2 (2) points; p = 0.320] between the two occasions, although seven patients (5.7%) changed their scores from
Bsleepy^ to Bnon-sleepy^ and four patients (3.3%) from Bnon-sleepy^ to Bsleepy^. Results One hundred twenty-two subjects were studied (age 59.4 years (15.2); 72 males; BMI 32.1 kg/m2 (8.3), driving licence
held for 25.2 years (20.6) (n = 94); collar size 42.7 cm (5.0)). There was no difference in the ESS [8 (8) vs 8 (8) points; p = 0.289]
or the SSS [2 (2) vs 2 (2) points; p = 0.320] between the two occasions, although seven patients (5.7%) changed their scores from
Bsleepy^ to Bnon-sleepy^ and four patients (3.3%) from Bnon-sleepy^ to Bsleepy^. Conclusion Providing patients with information about the risk of driving in the context of sleepiness does not significantly change
how they score their symptoms using self-administered questionnaires; only about 9.0% of the patients had inconsistent results. Keywords Excessive daytime sleepiness . Epworth scale . Driving . Sleep Apnoea Self-reported sleepiness in the context of fitness-to-drive
Aanuolupo Ayeni1 & Gurpreet Singh Beghal1 & Martino F Pengo1,2,3 & Nimish Shah1,4 & Joerg Steier1,2
Received: 5 August 2018 /Revised: 4 February 2019 /Accepted: 19 February 2019
# The Author(s) 2019
/Published online: 19 March 2019 Received: 5 August 2018 /Revised: 4 February 2019 /Accepted: 19 February 2019
# The Author(s) 2019
/Published online: 19 March 2019 Aanuolupo Ayeni and Gurpreet Singh Beghal are joint first authors
of this paper. https://doi.org/10.1007/s11325-019-01810-w
Sleep and Breathing (2019) 23:1227–1232 https://doi.org/10.1007/s11325-019-01810-w
Sleep and Breathing (2019) 23:1227–1232 SLEEP BREATHING PHYSIOLOGY AND DISORDERS • ORIGINAL ARTICLE Abstract Background Excessive daytime sleepiness (EDS) is a contributing factor to road traffic accidents. It is commonly assessed using
self-administered questionnaires. These assessments are important information when discussing with the Driver and Vehicle
Licensing Agency (DVLA) about fitness-to-drive. We hypothesised that patients may be confounded in their assessments after
being informed about these potential implications. Patients and methods This was a prospective single-centre study. Patients attending clinics for sleep-disordered breathing were
asked to fill in the Epworth Sleepiness Scale (ESS) and the Stanford Sleepiness Scale (SSS). Following their consultation,
patients were informed about EDS in the context of driving and that the DVLA might request information based on their self-
assessed sleepiness. They were then asked to complete the same questionnaires again. Parameters recorded included age, gender,
body mass index (BMI), driving licence holder, and collar size. An ESS score above 10 points was defined as EDS. Patients and methods This was a prospective single-centre study. Patients attending clinics for sleep-disordered breathing were
asked to fill in the Epworth Sleepiness Scale (ESS) and the Stanford Sleepiness Scale (SSS). Following their consultation,
patients were informed about EDS in the context of driving and that the DVLA might request information based on their self-
assessed sleepiness. They were then asked to complete the same questionnaires again. Parameters recorded included age, gender,
body mass index (BMI), driving licence holder, and collar size. An ESS score above 10 points was defined as EDS. Results One hundred twenty-two subjects were studied (age 59.4 years (15.2); 72 males; BMI 32.1 kg/m2 (8.3), driving licence
held for 25.2 years (20.6) (n = 94); collar size 42.7 cm (5.0)). There was no difference in the ESS [8 (8) vs 8 (8) points; p = 0.289]
or the SSS [2 (2) vs 2 (2) points; p = 0.320] between the two occasions, although seven patients (5.7%) changed their scores from
Bsleepy^ to Bnon-sleepy^ and four patients (3.3%) from Bnon-sleepy^ to Bsleepy^. Results One hundred twenty-two subjects were studied (age 59.4 years (15.2); 72 males; BMI 32.1 kg/m2 (8.3), driving licence
held for 25.2 years (20.6) (n = 94); collar size 42.7 cm (5.0)). * Joerg Steier
joerg.steier@gstt.nhs.uk Introduction and it affects quality of life; it results in reduced reaction time,
vigilance, alertness, concentration and, subsequently, results
in an impaired ability to successfully carry out attention-based
activities [3]. EDS while driving is increasingly being
recognised as a cause of road traffic accidents (RTA) [4],
and approximately 20% of RTAs in the UK are caused by
EDS and driver fatigue [5]. Excessive daytime sleepiness (EDS) is one of the cardinal
symptoms of patients presenting to sleep laboratories as many
patients with EDS suffer from obstructive sleep apnoea syn-
drome (OSAS), obesity hypoventilation syndrome (OHS),
narcolepsy or idiopathic hypersomnia [1, 2]. Severe EDS im-
pacts on behavioural, physiological and cognitive functioning, It is difficult to objectively assess EDS, but questionnaires
like the Epworth Sleepiness Scale (ESS) or the Stanford
Sleepiness Scale (SSS) are widely used in clinical practice to
subjectively quantify and determine whether an individual is
suffering from EDS [1, 2]. However, it is important to recognise
that information contained in these tools might be used by the
Driver and Vehicle Licensing Agency (DVLA) when deciding
on the fitness to drive; drivers who suffer with conditions caus-
ing EDS need to cease driving and inform the DVLA [6]. Aanuolupo Ayeni and Gurpreet Singh Beghal are joint first authors
of this paper. * Joerg Steier
joerg.steier@gstt.nhs.uk
1
Lane Fox Respiratory Unit / Sleep Disorders Centre, Guy’s and St
Thomas’ NHS Foundation Trust, Westminster Bridge Road,
London SE1 7EH, UK
2
Faculty of Life Sciences and Medicine, King’s College London,
London, UK
3
Sleep Disorder Centre, Department of Cardiovascular, Neural and
Metabolic Sciences, IRCCS Istituto Auxologico Italiano, Milan, Italy
4
Jaslok Hospital and Research Centre, Mumbai, India Aanuolupo Ayeni and Gurpreet Singh Beghal are joint first authors
of this paper. * Joerg Steier
joerg.steier@gstt.nhs.uk 1
Lane Fox Respiratory Unit / Sleep Disorders Centre, Guy’s and St
Thomas’ NHS Foundation Trust, Westminster Bridge Road,
London SE1 7EH, UK However, patients might offer a biased view when self-
reporting their symptoms by using tools like the ESS, if they
know about possible implications regarding their driving li-
cence. We hypothesised that patients might change how they
score on the ESS after they are made aware of official guid-
ance regarding fitness-to-drive. Introduction 2
Faculty of Life Sciences and Medicine, King’s College London,
London, UK 3
Sleep Disorder Centre, Department of Cardiovascular, Neural and
Metabolic Sciences, IRCCS Istituto Auxologico Italiano, Milan, Italy 4
Jaslok Hospital and Research Centre, Mumbai, India 1228 Sleep Breath (2019) 23:1227–1232 Patients and methods If an individual has any condition that affects their abil-
ity to drive, which lasts longer than three months, they
must inform the DVLA. The DVLA then considers
whether sleepiness influences the ability to drive when
reviewing these cases. [7] Epworth sleepiness scale The ESS is a questionnaire with eight items to measure sever-
ity of daytime sleepiness; respondents report their likelihood
of falling asleep in situations using a 4-point Likert scale (‘0’
not at all to ‘3’ highly likely). Responses are summed and
higher scores indicate greater sleepiness, the minimum total
score is 0 and the highest ‘24’ points; scores of more than 10
points suggest excessive daytime sleepiness [8]. Stanford Sleepiness Scale –
Aged > 18 years –
Both genders The SSS is a self-rated 7-point scale of equal intervals to quan-
tify the symptom [9]. The scale is a one-item questionnaire
measuring levels of sleepiness throughout the day. It is generally
used to track alertness at different hours of the day and ranges
from ‘feeling active and vital; alert, wide awake’ (1) to ‘Asleep’
(x) and is widely used to assess the effects of sleep deprivation. A score of more than 3 points at any time when the respondent
should be feeling alert indicates serious sleep debt [10]. –
Literate and holding capacity –
Fluent English speaker. In addition, patients were excluded if they met any of the
below exclusion criteria: –
Aged <18 years –
Unable to read or write, illiterate –
Non-English speakers Inclusion and exclusion criteria The following inclusion criteria were assessed prior to inclu-
sion into the analysis: –
Patient referred to the sleep centre Compliance with ethical standards This was a prospective study conducted at a clinic for sleep-
disordered breathing at a tertiary university hospital between
June 2017 and July 2017 (registration number: GSTT/2017/
7478). Patients were informed and consented prior to their
clinic appointment, and adults aged 18 years and above were
included. Patients were addressed following initial identifica-
tion by the direct clinical care team. Funding was provided via
the King’s Undergraduate Research Fellowship 2017, King’s
College London, UK (A.A.). The authors have no conflict of
interest related to the content of the manuscript. All appointments were timed to be 15–30 min slots. The 1st
questionnaires were filled in prior to and the 2nd question-
naires following these slots. All patients completed the entire
assessment within a 60-min time frame. Outcome parameters –
Not holding capacity –
Acute illness or delirium. The primary outcome of this study was the change in the ESS
(ΔESS, points). The secondary outcome parameters were the
change in the SSS (ΔSSS, points), factors associated with a
change in the ESS (sleepiness, driving licence holder, RTA)
and patients who changed from ‘sleepy’ (ESS > 10) to ‘non-
sleepy’ self-assessment (n). Short protocol Parameters recorded included age, gender, ethnicity, body
mass index (BMI), past medical history, drug history, aller-
gies, driving licence holder (in years), number of previous
road traffic accidents (RTA), smoking (in pack years), alcohol
consumption (in units/week), use of illegal highs/illicit sub-
stances and collar size. Sample size calculation The sample size was calculated based on the change in the
ESS. Expecting a change in the ESS of two or more points in
the total score with an alpha of 5%, a power of 90%, and an
approximate standard deviation of the mean difference of the
paired observation of three points, a total sample size of 122
patients would need to be included [11]. Following previous
experience with the dropout of patients who were assessed in
similar scenarios [10], we expected that an additional 5–10%
would need to be recruited. Finally, we addressed 138 pa-
tients, 14 did not meet inclusion criteria and 2 patients did The first ESS and the SSS were filled in prior to the con-
sultation with the sleep physician. Following the consultation,
patients were informed about the risk of EDS and driving, and
about official DVLA guidance. It was pointed out that their
self-assessed sleepiness might provide information for the
DVLA to decide about their fitness-to-drive. Prior to complet-
ing a second ESS and the SSS, patients were read the follow-
ing statement: 1229 Sleep Breath (2019) 23:1227–1232 not complete the assessment; a complete dataset was included
for analysis in 122 patients (Fig. 1). not complete the assessment; a complete dataset was included
for analysis in 122 patients (Fig. 1). complete the assessment (Fig. 1). A total of 122 patients were
included in the data analysis (72 males, age 59.4 years (15.2),
BMI 32.1 kg/m2 (8.3), collar size 42.7 cm (5.0), smoking (n =
20): pack years 15 (10–33); ex-smoking (n = 49): pack years
20 (10–40); alcohol (n-62): 16 (4.75–40) units per week). Female participants were slightly younger, smaller and lighter,
although their BMI was about the same as that of male partic-
ipants; men smoked more and had a larger neck circumference
(Table 1). Ninety-four patients held a driving licence for
25.2 years (20.6), and their age was 59.6 years (13.9). The
longer patients held their driving licence, the older they were
(r = 0.387, p < 0.001). There was a negative correlation be-
tween their age and the ESS (r = −0.334, p < 0.001), as well
as between the duration of holding a driving licence and the
ESS (r = −0.363, p < 0.001). Statistical analysis The statistical analysis was conducted using SPSS V23.0 (IBM
Corp, Armonk, NY/USA). The Shapiro-Wilk normality test
was used to assess data distribution. Results from the ESS,
the SSS and subgroups of patients based on EDS (ESS > 10),
and whether they held a driving licence were compared using
the Wilcoxon signed ranks t test. ESS and SSS scores are
presented as median (interquartile range) and age, gender,
BMI, driving licence duration, smoking history and collar size
are presented as mean (SD). We finally performed a multiple
linear regression analysis to identify correlations (r) between
the independent predictors (age, gender, BMI, driving licence
duration and collar size) with the dependent variable (ESS). A
p value <0.05 was assumed to represent statistical significance. Sleep-related breathing disorders were present in
53.0% of the patients (patients were naïve to continuous
positive airway pressure, CPAP, at the time of assess-
ment), 28.0% of participants had neuromuscular disorders
with associated chest wall disease (NMD/CWD), 17.0%
had obstructive airway disorders, hypersomnias in 14.0%,
sleep movement disorders were present in 1.0%,
parasomnias in 1.0% and 18.0% of participants were clas-
sified as ‘other’ (this group consisted of patients with
depression, anxiety, cardiac comorbidity, seizures, diabe-
tes, hypothyroidism or unexplained syncopes). 65.6% of Demographics One hundred thirty-eight patients were screened for the study,
but 14 patients did not meet the eligibility criteria and 2 did not ENROLLMENT
ALLOCATION
ANALYSIS
Assessed for eligibility
(n = 138)
Total (n = 122)
2nd assessment ESS and SSS
(n=122)
Did not complete 2nd assessment
(n =2)
Declined (n = 1)
Other reasons (n =1)
1st assessment ESS and SSS
(n=124)
Not meeting inclusion criteria
(n =14)
Fig. 1 Modified CONSORT
diagram. Fourteen patients were
excluded, as they were unable to
communicate sufficiently in
English Fig. 1 Modified CONSORT
diagram. Fourteen patients were
excluded, as they were unable to
communicate sufficiently in
English Fig. 1 Modified CONSORT
diagram. Fourteen patients were
excluded, as they were unable to
communicate sufficiently in
English ENROLLMENT Not meeting inclusion criteria
(n =14) 1st assessment ESS and SSS
(n=124) ALLOCATION Did not complete 2nd assessment
(n =2) Declined (n = 1)
Other reasons (n =1) Total (n = 122) Sleep Breath (2019) 23:1227–1232 1230 Table 1 Demographics of the
studied cohort of patients
Parameter
Total (n = 122)
Female (n = 50)
Male (n = 72)
Age (years)
59.4 (15.2)
57.6 (17.6)
60.8 (13.9)
Height (m)
1.70 (0.12)
1.59 (0.09)
1.77 (0.08)
Weight (kg)
92.5 (28.8)
78.8 (23.8)
101.6 (28.3)
BMI (kg/m2)
32.1 (8.3)
31.0 (8.6)
32.6 (8.3)
Neck circumference (cm)
42.7 (5.0)
40.1 (5.0)
44.0 (4.5)
Smoking status (never, n/pack years)
n = 61/25.7 (25.7)
n = 34/19.3 (17.6)
n = 27/30.0 (29.0) Table 1 Demographics of the
studied cohort of patients more than 2 points (16.4%). For the total cohort, the
change in the ESS from baseline was −0.11 (2.67) points,
and for the SSS, the change was −0.04 (0.42) points. patients identified as White British, 4.9% Black British,
6.6% Black African, 6.6% Black Caribbean and 16.4%
classified as other. Thirty-seven patients reported having
an allergy but no patient reported any previous RTAs;
three patients reported the use of legal highs/illegal
substances. A stepwise multiple linear regression analysis to predict
the average ESS scores included age, gender, BMI, driving
licence duration, smoking pack years and collar size as
independent variables (alpha = 0.05). Driving licence hold-
er duration (p = 0.009) and age (p = 0.008) were identified
as independent predictors of the ESS, while gender (p =
0.990), BMI (p = 0.697), smoking history (p = 0.95) and
collar size (p = 0.812) were excluded from the model. Demographics About 17% of the variability of the ESS score were
accounted for by this model (adjusted R2 = 0.171,
F(6,112) = 5.043, p < 0.05). Sleepiness assessments There was no significant difference in the ESS [8 (8) vs 8
(8) points; p = 0.289] (Fig. 2) or the SSS [2 (2.25) vs 2 (2)
points; p = 0.320] between first and second scores
(Fig. 3). A total of 39 sleepy and 83 non-sleepy patients
were identified, based on the ESS cutoff (> 10 points). There was no change between the scores in the ESS
(p = 0.430) or the SSS (p = 0.830) based on subgroup
analysis (sleepy/non-sleepy) either. A total of seven pa-
tients (5.7%) changed their scores from Bsleepy^ to Bnon-
sleepy,^ and four patients (3.3%) changed from non-
sleepy to sleepy during their second assessments. A total
of 35 patients reported significant changes in the ESS
scores of more than 1 point (28.7%) and 20 patients by Discussion Patients attending sleep clinics who are provided with infor-
mation about sleepiness and fitness-to-drive provide largely
reproducible information when reporting their symptoms
using standard tools like the Epworth or the Stanford Fig. 2 Box-Whisker plot for the
Epworth Sleepiness Scale (ESS),
first (ESS1) vs second score
(ESS2), p = 0.289 Fig. 2 Box-Whisker plot for the
Epworth Sleepiness Scale (ESS),
first (ESS1) vs second score
(ESS2), p = 0.289 Fig. 2 Box-Whisker plot for the
Epworth Sleepiness Scale (ESS),
first (ESS1) vs second score
(ESS2), p = 0.289 1231 Sleep Breath (2019) 23:1227–1232 Sleep Breath (2019) 23:1227–1232 Fig. 3 Box-Whisker plot for the
Stanford Sleepiness Scale (SSS),
first (SSS1) vs second (SSS2)
scores, p = 0.320
Sleep Breath (2019) 23:1227 1232
1231 Fig. 3 Box-Whisker plot for the
Stanford Sleepiness Scale (SSS),
first (SSS1) vs second (SSS2)
scores, p = 0.320 Fig. 3 Box-Whisker plot for the
Stanford Sleepiness Scale (SSS),
first (SSS1) vs second (SSS2)
scores, p = 0.320 information about the DVLA requirements. This rejects the
idea that patients display significant and unconscious bias
when self-reporting sleepiness [12], an observation that
proves valuable in terms of assessing patient conditions asso-
ciated with sleepiness, and when assessing fitness-to-drive. Although about 1/6 patients scored higher than what would
be the expected minimally clinical important difference in the
ESS [13], this only changed the ESS score in a relevant way in
about 5% of the cases (non-sleepy to sleepy), which is about
the expected level for random findings and errors for confi-
dence intervals. Sleepiness Scale. Despite high intra-individually variability,
only 9.0% of the patients change the Epworth Sleepiness
Scale score in a relevant way, while 5.7% of patients re-
consider and change their score from sleepy to non-sleepy. How long someone held their driving licence and how old
they are accounted for about 17% of the observed variability
in the Epworth Sleepiness Scale scores. There was no signif-
icant difference in the results that was related to subscores or
other factors like RTA or duration of driving licence. Clinical significance Self-reported questionnaires for the assessment of sleepiness
are commonly used in sleep laboratories, and previous studies
have identified internal consistency, reliability and validity of
the ESS [11]. Current DVLA guidelines advocate that those
who suffer from conditions resulting in excessive daytime
sleepiness need to inform the DVLA and information regard-
ing a patient’s condition may then be requested from medical
health professionals [7]. Conclusion 1. Pagel J (2009) Excessive daytime sleepiness. Am Fam Physician
79(5):391–396 Self-assessment tools for sleepiness provide more robust
and reproducible information than expected. Only in a
minority of patients, there is a relevant change in the
scores following provision of information about fitness-
to-drive and clinicians should be encouraged to inform
patients about potential implications prior to filling in
the Epworth Sleepiness Scale. 2. Slater G, Pengo MF, Kosky C, Steier J (2013) Obesity as an inde-
pendent predictor of subjective excessive daytime sleepiness. Respir Med 107(2):305–309 p
3. Roth T (2015) Effects of excessive daytime sleepiness and fatigue
on overall health and cognitive function. J Clin Psychiatry 76(9):
e1145 4. Nabi H, Guéguen A, Chiron M, Lafont S, Zins M, Lagarde E
(2006) Awareness of driving while sleepy and road traffic acci-
dents: prospective study in GAZEL cohort. BMJ 333(7558):75 Acknowledgments All the authors have contributed to the design, analysis
and manuscript writing and all the authors have acknowledged the final
version. Dr. Steier’s contribution was partially supported by the National
Institute for Health Research (NIHR) Biomedical Research Centre based at
Guy’s and St Thomas’ NHS Foundation Trust and King’s College London. The views expressed are those of the authors and not necessarily those of
the NHS, the NIHR or the Department of Health. 5. de Mello MT, Narciso FV, Tufik S, Paiva T, Spence DW,
Bahammam AS, Verster JC, Pandi-Perumal SR (2013) Sleep dis-
orders as a cause of motor vehicle collisions. Int J Prev Med 4(3):
246–257 6. Assessing fitness to drive: a guide for medical professionals -
GOV.UK. 04/08/2017]; Available from: http://www.gov.uk/dvla/
fitnesstodrive 7. Tiredness can kill: advice for drivers. 17/09/2017]; Available from:
https://www.gov.uk/government/uploads/system/uploads/
attachment_data/file/503534/INF159_150216.pdf Funding
Data acquisition (A.A.) was supported by the King’s
Undergraduate Research Fellowship 2017, King’s College London, UK. 8. Johns MW (1991) A new method for measuring daytime sleepi-
ness: the Epworth sleepiness scale. Sleep 14(6):540–545 Publisher’s note Springer Nature remains neutral with regard to jurisdictional
claims in published maps and institutional affiliations. Limitations While efforts were made to standardise the length of time
between patients completing their first ESS and being
interviewed for the second ESS, this was not always possible. Although all assessments finished within a 30–60 min period,
as such, these differences may account for some variation in
how patients reported their sleepiness. Prior patient knowl-
edge regarding the ESS and DVLA criteria may have further
influenced results, as some patients may have previously
heard about the DVLA. This may have also been influenced
by the variation in duration of diagnoses, patient knowledge
and expertise and lack of inclusion of additional information,
e.g. about the educational background, which may have con-
founded results. Furthermore, the study did not include objec-
tive measures of sleepiness and relied solely upon subjective
and self-reported measurements that are the current standard
for sleep clinics. It may therefore prove beneficial to include
other objective measures to further evaluate the impact on
patients’ sleepiness and compare objective and subjective
measures of sleepiness assessment. In this study, the Epworth Sleepiness Scale was chosen
as it is a widely used tool within sleep centres and acces-
sible to patients with sleep disorders. In the context of
fitness-to-drive, the Epworth Sleepiness Scale is referred
to when writing medical reports for the Drivers and
Vehicles Licensing Agency (DVLA) in the UK. However,
the ESS typically does not respond to changes in sleepiness
quickly. The Stanford Sleepiness Scale is more suitable to
pick up ad hoc changes in alertness, as it can be used to
assess hourly daytime alertness. The results from this study support the general validity
when using results from the patients’ ESS, as the information
provided is not significantly influenced by additional Sleep Breath (2019) 23:1227–1232 1232 References Compliance with ethical standards 9. Hoddes E, Zarcone V, and Dement W (1972) Development and use
of Stanford sleepiness scale (SSS). In Psychophysiology. Cambridge Univ Press, New York Conflict of interest
The authors declare that they have no conflict of
interest. g
10. Herscovitch J, Broughton R (1981) Sensitivity of the Stanford
sleepiness scale to the effects of cumulative partial sleep deprivation
and recovery oversleeping. Sleep 4(1):83–91 Local clinical governance approval board (Guy’s and St Thomas’ NHS
Foundation Trust)
All procedures performed in studies involving hu-
man participants were in accordance with the ethical standards of the
institutional and/or national research committee and with the 1964
Helsinki declaration and its later amendments or comparable ethical stan-
dards (registration number: GSTT/2017/7478). 11. Spira AP, Beaudreau SA, Stone KL, Kezirian EJ, Lui LY, Redline S,
Ancoli-Israel S, Ensrud K, Stewart A, for the Osteoporotic
Fractures in Men Study (2012) Reliability and validity of the
Pittsburgh sleep quality index and the Epworth Sleepiness Scale
in older men. J Gerontol A Biol Sci Med Sci 67A(4):433–439 12. Nickerson RS (1998) Confirmation bias: a ubiquitous phenomenon
in many guises. Rev Gen Psychol 2(2):175–220 Informed consent
Informed consent was obtained from all individual
participants included in the study. 13. Patel S, Kon SSC, Nolan CM, Barker RE, Simonds AK, Morrell
MJ, Man WD (2018) The epworth sleepiness scale: minimum clin-
ically important difference in obstructive sleep apnea. Am J Respir
Crit Care Med 197(7):961–963 Open Access This article is distributed under the terms of the Creative
Commons Attribution 4.0 International License (http://
creativecommons.org/licenses/by/4.0/), which permits unrestricted use,
distribution, and reproduction in any medium, provided you give appro-
priate credit to the original author(s) and the source, provide a link to the
Creative Commons license, and indicate if changes were made.
|
https://openalex.org/W4312069362
|
https://egusphere.copernicus.org/preprints/2022/egusphere-2022-951/egusphere-2022-951.pdf
|
English
| null |
Comment on egusphere-2022-951
| null | 2,022
|
cc-by
| 36,345
|
The fossil bivalve Angulus benedeni benedeni: a potential seasonally
resolved stable isotope-based climate archive to investigate Pliocene
temperatures in the southern North Sea basin
Nina M.A. Wichern1, Niels J. de Winter2,3, Andy L.A. Johnson4, Stijn Goolaerts5, Frank Wesselingh2,6,
Maartje F. Hamers2, Pim Kaskes3, Philippe Claeys3, Martin Ziegler2
5
1Institute of Geology and Paleontology, Westfälische Wilhelms-Universität, Münster, 48149, Germany
2Department of Earth Sciences, Utrecht University, Utrecht, 3584 CB, the Netherlands
3Analytical, Environmental, and Geochemistry Research Group, Department of Chemistry, Vrije Universiteit Brussel,
Brussels, 1050, Belgium
4School of Environmental Sciences, University of Derby, Derby, DE22 1GB, UK
10
5Department of Palaeontology, Royal Belgian Institute of Natural Sciences, Brussels, 1000, Belgium
6Naturalis Biodiversity Center, Leiden, 2333 CR, the Netherlands
Correspondence to: Nina M.A. Wichern (nwichern@uni-muenster.de)
https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. Correspondence to: Nina M.A. Wichern (nwichern@uni-muenster.de) y
y
y
Department of Palaeontology, Royal Belgian Institute of Natural Sciences, Brussels, 1000, Belgium
Naturalis Biodiversity Center, Leiden, 2333 CR, the Netherlands y
j
g
Maartje F. Hamers2, Pim Kaskes3, Philippe Claeys3, Martin Ziegler2
5
1Institute of Geology and Paleontology, Westfälische Wilhelms-Universität, Münster, 48149, Germany
2Department of Earth Sciences, Utrecht University, Utrecht, 3584 CB, the Netherlands
3Analytical, Environmental, and Geochemistry Research Group, Department of Chemistry, Vrije Universiteit Brussel,
Brussels, 1050, Belgium 4School of Environmental Sciences, University of Derby, Derby, DE22 1GB, UK
10
5Department of Palaeontology, Royal Belgian Institute of Natural Sciences, Brussels, 1000, Belgium
6Naturalis Biodiversity Center, Leiden, 2333 CR, the Netherlands g
chool of Environmental Sciences, University of Derby, Derby, DE22 1GB, UK https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. 15 Abstract. Obtaining temperature data from the mid-Piacenzian warm period (ca. 3 Ma, Pliocene epoch) is a key factor in
outlining the impact of projected anthropogenic climate change. The mid-Piacenzian warm period was a high-CO2 world
with a paleogeography similar to modern times. The time interval has been used to validate and improve climate model
retrodictions, which in turn enables assessing the predictive strength of these models. Validating climate models requires a Abstract. Obtaining temperature data from the mid-Piacenzian warm period (ca. 3 Ma, Pliocene epoch) is a key factor in
outlining the impact of projected anthropogenic climate change. The mid-Piacenzian warm period was a high-CO2 world
with a paleogeography similar to modern times. The time interval has been used to validate and improve climate model
retrodictions, which in turn enables assessing the predictive strength of these models. Validating climate models requires a large array of robust proxy data. Here, we increase the potential of this proxy database by showing that the extinct tellinid
20
bivalve Angulus benedeni benedeni can be used for stable isotope-based temperature reconstructions. This species is found
in the Pliocene sediments of the southern North Sea basin. Oxygen isotope and carbonate clumped isotope measurements on
the shell of A. benedeni benedeni resulted in a mean annual temperature reconstruction of 13.5±3.8°C. This is 2.5°C warmer
than today, 3.5°C warmer than the pre-industrial North Sea, and in line with global Pliocene temperature estimates of +2-4°C large array of robust proxy data. Here, we increase the potential of this proxy database by showing that the extinct tellinid
20
bivalve Angulus benedeni benedeni can be used for stable isotope-based temperature reconstructions. This species is found
in the Pliocene sediments of the southern North Sea basin. Oxygen isotope and carbonate clumped isotope measurements on
the shell of A. benedeni benedeni resulted in a mean annual temperature reconstruction of 13.5±3.8°C. This is 2.5°C warmer
than today, 3.5°C warmer than the pre-industrial North Sea, and in line with global Pliocene temperature estimates of +2-4°C compared to the pre-industrial climate. Limited amounts of clumped isotope data hindered determining summer and winter
25
temperatures, but the oxygen isotope record shows that the growth band spacing of A. benedeni benedeni allows for
sampling at a resolution of 2-3 months. The fossil bivalve Angulus benedeni benedeni: a potential seasonally
resolved stable isotope-based climate archive to investigate Pliocene
temperatures in the southern North Sea basin ,
,
y
,
j
,
g
,
Maartje F. Hamers2, Pim Kaskes3, Philippe Claeys3, Martin Ziegler2
5
1Institute of Geology and Paleontology, Westfälische Wilhelms-Universität, Münster, 48149, Germany
2Department of Earth Sciences, Utrecht University, Utrecht, 3584 CB, the Netherlands
3Analytical, Environmental, and Geochemistry Research Group, Department of Chemistry, Vrije Universiteit Brussel,
Brussels, 1050, Belgium 10 1 1 1 Introduction
35 Direct comparisons between the mPWP and our future climate are not appropriate, however. The mPWP was an equilibrated rather than a transient climate (e.g., Salzmann et
50
al. 2009), and some palaeogeographical features—such as seaways configurations—that have changed since could have had
a significant impact on regional climate (Hill 2015). Validating climate models requires large, high-quality datasets. An example is the PRISM project (Dowsett et al. 2010;
2016), which is a compilation of data on paleogeography, land and sea temperatures, vegetation cover, land and sea ice, and ),
p
p
g
g p y,
p
,
g
,
,
soil type for the mPWP. Assessing the suitability of bivalve species that have not yet been used for this purpose is a way to
55
potentially increase this database. To this goal, we investigated specimens of the extinct bivalve species Angulus benedeni
benedeni (Nyst and Westendorp 1839) that were collected from the mid-Piacenzian sediments of the southern North Sea
basin. Investigating its potential use as a climate archive was done by means of oxygen isotope and carbonate clumped
isotope analyses. In addition, electron backscatter diffraction in combination with light microscopy, X-ray diffraction, and
micro-X-ray fluorescence, was used to analyse microstructures and assess preservation. The results indicate that A. benedeni
60
benedeni’s shell contain multiannual records. Sampling these at a sub-annual resolution allows for the reconstruction of the soil type for the mPWP. Assessing the suitability of bivalve species that have not yet been used for this purpose is a way to
55
potentially increase this database. To this goal, we investigated specimens of the extinct bivalve species Angulus benedeni
benedeni (Nyst and Westendorp 1839) that were collected from the mid-Piacenzian sediments of the southern North Sea
basin. Investigating its potential use as a climate archive was done by means of oxygen isotope and carbonate clumped
isotope analyses. In addition, electron backscatter diffraction in combination with light microscopy, X-ray diffraction, and soil type for the mPWP. Assessing the suitability of bivalve species that have not yet been used for this purpose is a way to
55
potentially increase this database. To this goal, we investigated specimens of the extinct bivalve species Angulus benedeni
benedeni (Nyst and Westendorp 1839) that were collected from the mid-Piacenzian sediments of the southern North Sea
basin. Investigating its potential use as a climate archive was done by means of oxygen isotope and carbonate clumped
isotope analyses. https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. 1 Introduction
35
During the Pliocene-Pleistocene transition, global climate changed from a “coolhouse” state to the icehouse state
(Westerhold et al. 2020). One specific period in the late Pliocene, the mid-Piacenzian warm period (mPWP—3.264-3.025
Ma; Dowsett et al. 2010), is a period of interest in light of our current warming climate. During the mPWP, global average
temperatures were 2-4°C warmer than today (Ravelo et al. 2004; Haywood and Valdes 2004; Dowsett et al. 2010; 2012; 1 Introduction
35
During the Pliocene-Pleistocene transition, global climate changed from a “coolhouse” state to the icehouse state
(Westerhold et al. 2020). One specific period in the late Pliocene, the mid-Piacenzian warm period (mPWP—3.264-3.025
Ma; Dowsett et al. 2010), is a period of interest in light of our current warming climate. During the mPWP, global average
temperatures were 2-4°C warmer than today (Ravelo et al. 2004; Haywood and Valdes 2004; Dowsett et al. 2010; 2012; The species could live for up to a decade, and therefore has the potential to be used
for multiannual seasonality reconstructions. The pristine nature of the aragonitic shell material was verified through electron
backscatter diffraction analysis (EBSD), and backed by light microscopy, X-ray diffraction, and X-ray fluorescence. The various microstructures as obtained from the EBSD maps have been described, and they provide a template of pristine A. 30
benedeni benedeni material to which potentially altered shells may be compared. The bivalve A. benedeni benedeni is
suitable for high resolution isotope-based paleoclimatic reconstruction and it can be used to unravel the marine conditions in
the Pliocene southern North Sea basin at a seasonal scale, yielding enhanced insights into imminent western European
climate conditions. various microstructures as obtained from the EBSD maps have been described, and they provide a template of pristine A. 30
benedeni benedeni material to which potentially altered shells may be compared. The bivalve A. benedeni benedeni is
suitable for high resolution isotope-based paleoclimatic reconstruction and it can be used to unravel the marine conditions in
the Pliocene southern North Sea basin at a seasonal scale, yielding enhanced insights into imminent western European
climate conditions. 2 2 1 Introduction
35 Haywood et al. 2013; 2020), atmospheric CO2 concentrations were 340-380 ppm (360 ppm on average—Raymo et al. 1996;
40
Kürschner et al. 1996; Pagani et al. 2010; de la Vega et al. 2020), and sea level was 10-30 m higher (Ravelo et al. 2004;
Naish and Wilson 2009; Dowsett et al. 2010). The cause of warming during this period is still debated. Increased CO2 levels
and ocean circulation changes, or a combination thereof, are the dominant hypotheses (e.g., Raymo et al. 1996; Mudelsee
and Raymo 2005; Dowsett et al. 2009; De Schepper et al. 2014). These oceanic circulation changes were brought on by the Haywood et al. 2013; 2020), atmospheric CO2 concentrations were 340-380 ppm (360 ppm on average—Raymo et al. 1996;
40
Kürschner et al. 1996; Pagani et al. 2010; de la Vega et al. 2020), and sea level was 10-30 m higher (Ravelo et al. 2004;
Naish and Wilson 2009; Dowsett et al. 2010). The cause of warming during this period is still debated. Increased CO2 levels
and ocean circulation changes, or a combination thereof, are the dominant hypotheses (e.g., Raymo et al. 1996; Mudelsee
and Raymo 2005; Dowsett et al. 2009; De Schepper et al. 2014). These oceanic circulation changes were brought on by the closing, restriction, or through-flow change of several seaways (respectively, the Isthmus of Panama, the Indonesian Seaway,
45
and the Bering Strait), resulting in the redirection of heat flows (e.g., Mudelsee and Raymo 2005; De Schepper et al. 2014;
Horikawa et al. 2015). The estimated warming during the mPWP is similar to what has been predicted for the end of this
century according to the moderate and high emission RCP scenarios (RCP4.5: average of 2°C warming, RCP6.0: average of
2.5°C warming, RCP 8.5: average of 4°C warming; Collins et al. 2013). Direct comparisons between the mPWP and our closing, restriction, or through-flow change of several seaways (respectively, the Isthmus of Panama, the Indonesian Seaway,
45
and the Bering Strait), resulting in the redirection of heat flows (e.g., Mudelsee and Raymo 2005; De Schepper et al. 2014;
Horikawa et al. 2015). The estimated warming during the mPWP is similar to what has been predicted for the end of this
century according to the moderate and high emission RCP scenarios (RCP4.5: average of 2°C warming, RCP6.0: average of
2.5°C warming, RCP 8.5: average of 4°C warming; Collins et al. 2013). https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. 2.1 Seasonality records from bivalve shells
65 Reconstructions of past high-CO2 worlds deliver crucial insights into the processes, rates, and outcomes that are associated
with anthropogenic climate change. The knowledge we have of these past climate modes, however, is often limited to long-
term climate records such as deep-sea benthic oxygen isotope curves (e.g., Westerhold et al. 2020). This long-term record
bias limits our understanding of climate impact on shallow marine and terrestrial ecosystems. This is especially relevant as
short-term events such as heatwaves and extreme precipitation have already been observed to have increased in frequency
70
and are predicted to become even more common in the future (Seneviratne et al. in Press). Under a warming climate,
seasonality is expected to intensify as well. Climate models predict an enhanced seasonal contrast in both temperature and
precipitation (Seneviratne et al. in Press). Moreover, seasonality encompasses the most important periodicity in climate and
is therefore crucial to our understanding of past and future climates (Mitchell 1976; Huybers and Curry 2006; von der Heydt
et al. 2021). Many proxies provide insight into mean annual temperatures, but these data do not capture the range of
75
temperatures that a region experiences. Ontogenetic profiles from bivalves have the potential to record climate variability at
the sub-annual scale. Bivalve shells can be suitable archives for seasonality reconstructions for several reasons. Long-lived
species record multiple seasons as they live for several years—up to 500 years in certain species (Butler et al. 2013)—and
can record down to sub-daily environmental conditions in their growth increments (e.g., Schöne et al. 2002). They are
abundant in the fossil record across all latitudes (Moss et al. 2016 and references therein). Through sclerochronologic
80
analysis of bivalve shells, the growth patterns can be used to infer life history (e.g., Sato 1999; Palmer et al. 2021). Many
bivalves occupy the shallow marine zone. This zone is less well-represented than the open ocean in climate records (e.g., de
Winter et al. 2020 and references therein). Shallow marine and coastal records can also be used to connect terrestrial and
marine records, as they collect input from both realms (Crampton-Flood et al. 2020). Most bivalve species precipitate
isotopically in near equilibrium with water and are relatively little affected by so-called “vital effects” that skew the
85
temperature calibration (Weiner and Dove 2003; Huyghe et al. 2022). 2.1 Seasonality records from bivalve shells
65 Bivalve shells can be suitable archives for seasonality reconstructions for several reasons. Long-lived
species record multiple seasons as they live for several years—up to 500 years in certain species (Butler et al. 2013)—and
can record down to sub-daily environmental conditions in their growth increments (e.g., Schöne et al. 2002). They are abundant in the fossil record across all latitudes (Moss et al. 2016 and references therein). Through sclerochronologic
80
analysis of bivalve shells, the growth patterns can be used to infer life history (e.g., Sato 1999; Palmer et al. 2021). Many
bivalves occupy the shallow marine zone. This zone is less well-represented than the open ocean in climate records (e.g., de
Winter et al. 2020 and references therein). Shallow marine and coastal records can also be used to connect terrestrial and
marine records, as they collect input from both realms (Crampton-Flood et al. 2020). Most bivalve species precipitate
isotopically in near equilibrium with water and are relatively little affected by so-called “vital effects” that skew the
85
temperature calibration (Weiner and Dove 2003; Huyghe et al. 2022). 2.1 Seasonality records from bivalve shells
65 Reconstructions of past high-CO2 worlds deliver crucial insights into the processes, rates, and outcomes that are associated
with anthropogenic climate change. The knowledge we have of these past climate modes, however, is often limited to long-
term climate records such as deep-sea benthic oxygen isotope curves (e.g., Westerhold et al. 2020). This long-term record
bias limits our understanding of climate impact on shallow marine and terrestrial ecosystems. This is especially relevant as short-term events such as heatwaves and extreme precipitation have already been observed to have increased in frequency
70
and are predicted to become even more common in the future (Seneviratne et al. in Press). Under a warming climate,
seasonality is expected to intensify as well. Climate models predict an enhanced seasonal contrast in both temperature and
precipitation (Seneviratne et al. in Press). Moreover, seasonality encompasses the most important periodicity in climate and
is therefore crucial to our understanding of past and future climates (Mitchell 1976; Huybers and Curry 2006; von der Heydt short-term events such as heatwaves and extreme precipitation have already been observed to have increased in frequency
70
and are predicted to become even more common in the future (Seneviratne et al. in Press). Under a warming climate,
seasonality is expected to intensify as well. Climate models predict an enhanced seasonal contrast in both temperature and
precipitation (Seneviratne et al. in Press). Moreover, seasonality encompasses the most important periodicity in climate and
is therefore crucial to our understanding of past and future climates (Mitchell 1976; Huybers and Curry 2006; von der Heydt et al. 2021). Many proxies provide insight into mean annual temperatures, but these data do not capture the range of
75
temperatures that a region experiences. Ontogenetic profiles from bivalves have the potential to record climate variability at
the sub-annual scale. Bivalve shells can be suitable archives for seasonality reconstructions for several reasons. Long-lived
species record multiple seasons as they live for several years—up to 500 years in certain species (Butler et al. 2013)—and
can record down to sub-daily environmental conditions in their growth increments (e.g., Schöne et al. 2002). They are et al. 2021). Many proxies provide insight into mean annual temperatures, but these data do not capture the range of
75
temperatures that a region experiences. Ontogenetic profiles from bivalves have the potential to record climate variability at
the sub-annual scale. 1 Introduction
35 In addition, electron backscatter diffraction in combination with light microscopy, X-ray diffraction, and micro-X-ray fluorescence, was used to analyse microstructures and assess preservation. The results indicate that A. benedeni
60
benedeni’s shell contain multiannual records. Sampling these at a sub-annual resolution allows for the reconstruction of the
average temperature and seasonality of its shallow marine habitat, showing that A. benedeni benedeni can be a valuable
addition to the mid-Piacenzian climate archive of western Europe. micro-X-ray fluorescence, was used to analyse microstructures and assess preservation. The results indicate that A. benedeni
60
benedeni’s shell contain multiannual records. Sampling these at a sub-annual resolution allows for the reconstruction of the
average temperature and seasonality of its shallow marine habitat, showing that A. benedeni benedeni can be a valuable
addition to the mid-Piacenzian climate archive of western Europe. micro-X-ray fluorescence, was used to analyse microstructures and assess preservation. The results indicate that A. benedeni
60
benedeni’s shell contain multiannual records. Sampling these at a sub-annual resolution allows for the reconstruction of the
average temperature and seasonality of its shallow marine habitat, showing that A. benedeni benedeni can be a valuable
addition to the mid-Piacenzian climate archive of western Europe. 60 3 3 Some studies indicate generally cool winter conditions, with only slightly higher
summer temperatures and a slightly larger seasonal range compared to today (Vignols et al. 2019). Other studies suggest summer temperatures and a slightly larger seasonal range compared to today (Vignols et al. 2019). Other studies suggest
cool winter conditions similar to today with significant warming during summer, yielding significantly larger seasonal
110
temperature ranges of up to 17°C (Raffi et al. 1985; Johnson et al. 2009; Valentine et al. 2011; Johnson et al. 2022). Yet
another range of studies suggest strong warming in both summer and winter (Strauch 1968; Head 1997; 1998). Finally, some
suggest a decreased seasonality compared to today (Wood et al. 1993; O’Dea and Okamura 2000; Knowles et al. 2009). Clumped isotope data from bivalves could constrain seasonal temperature range, as it enables a high-resolution, absolute
temperature reconstruction that does not rely on estimates of oceanic isotopic composition (see also sect. 3.5.3). 115 cool winter conditions similar to today with significant warming during summer, yielding significantly larger seasonal
110
temperature ranges of up to 17°C (Raffi et al. 1985; Johnson et al. 2009; Valentine et al. 2011; Johnson et al. 2022). Yet
another range of studies suggest strong warming in both summer and winter (Strauch 1968; Head 1997; 1998). Finally, some
suggest a decreased seasonality compared to today (Wood et al. 1993; O’Dea and Okamura 2000; Knowles et al. 2009). Clumped isotope data from bivalves could constrain seasonal temperature range, as it enables a high-resolution, absolute temperature reconstruction that does not rely on estimates of oceanic isotopic composition (see also sect. 3.5.3). 115 2.2 The southern North Sea basin The southern North Sea basin (SNSB) has already warmed by 1-1.3°C since the late 1800s (from a mean annual average
temperature of ca.10°C to 11°C), with the majority of the warming having taken place since the late 1980s (Schöne et al. 2004; Mackenzie and Schiedek 2007; Belkin 2009; Emeis et al. 2015; Quante and Colijn 2016). Within the North Sea the
90
rate of warming varies regionally, ranging from 0.2°C/decade in the north to up to 0.5°C/decade in the south since the 1980s The southern North Sea basin (SNSB) has already warmed by 1-1.3°C since the late 1800s (from a mean annual average
temperature of ca.10°C to 11°C), with the majority of the warming having taken place since the late 1980s (Schöne et al. (
)
y
y
(
g
temperature of ca.10°C to 11°C), with the majority of the warming having taken place since the late 1980s (Schöne et al. 2004; Mackenzie and Schiedek 2007; Belkin 2009; Emeis et al. 2015; Quante and Colijn 2016). Within the North Sea the
90
rate of warming varies regionally, ranging from 0.2°C/decade in the north to up to 0.5°C/decade in the south since the 1980s
(Quante and Colijn 2016). North Sea ecosystems are already affected by these increasing temperatures (Quante and Colijn
2016). Besides its response to recent climate change, it is also an important region to understand in the context of past climate 2004; Mackenzie and Schiedek 2007; Belkin 2009; Emeis et al. 2015; Quante and Colijn 2016). Within the North Sea the
90
rate of warming varies regionally, ranging from 0.2°C/decade in the north to up to 0.5°C/decade in the south since the 1980s
(Quante and Colijn 2016). North Sea ecosystems are already affected by these increasing temperatures (Quante and Colijn
2016). Besides its response to recent climate change, it is also an important region to understand in the context of past climate Besides its response to recent climate change, it is also an important region to understand in the context of past climate
change through its connection to the North Atlantic. Proxy data indicate strong warming in the North Atlantic region during
95 4 https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. the mid-Piacenzian, with global mean sea-surface temperature (SST) anomalies of up to +4-7°C instead of the global +2-4°C
(Dowsett et al. 2012; 2013). Modelling studies have often failed to reproduce this enhanced sensitivity (Dowsett et al. 2013),
although recent studies have obtained a better reconciliation of proxy and model data (Haywood et al. 2020). The North
Atlantic is sensitive to changes in the Atlantic Meridional Overturning Circulation (AMOC) (Chen and Tung 2018). The the mid-Piacenzian, with global mean sea-surface temperature (SST) anomalies of up to +4-7°C instead of the global +2-4°C
(Dowsett et al. 2012; 2013). Modelling studies have often failed to reproduce this enhanced sensitivity (Dowsett et al. 2013),
although recent studies have obtained a better reconciliation of proxy and model data (Haywood et al. 2020). The North
Atlantic is sensitive to changes in the Atlantic Meridional Overturning Circulation (AMOC) (Chen and Tung 2018). The Gulf Stream, a component of the AMOC, extends north-eastward as the North Atlantic Current (NAC). This NAC water,
100
which retains the warm and nutrient-rich signature of the Gulf Stream, enters the North Sea via the northern side and via the
English Channel (Winther and Johannessen 2006). During the mPWP, only the northern route existed, as modern-day France
and England were connected by the Weald-Arrtois land bridge to the south (e.g., Gibbard and Lewin 2016). Understanding
the mid-Piacenzian North Sea climate could provide indirect evidence on North Atlantic circulation modes. Insights in 100 Gulf Stream, a component of the AMOC, extends north-eastward as the North Atlantic Current (NAC). This NAC water,
100
which retains the warm and nutrient-rich signature of the Gulf Stream, enters the North Sea via the northern side and via the
English Channel (Winther and Johannessen 2006). During the mPWP, only the northern route existed, as modern-day France
and England were connected by the Weald-Arrtois land bridge to the south (e.g., Gibbard and Lewin 2016). Understanding
the mid-Piacenzian North Sea climate could provide indirect evidence on North Atlantic circulation modes. Insights in seasonality in particular could help us understand the distribution of heat throughout the year and how that relates to oceanic
105
and atmospheric circulation patterns. However, previous research into the SNSB climate and seasonality during the Pliocene, based on a range of biogenic
proxies, has produced conflicting results. 2.3 Geological context: the Lillo Formation Three specimens of Angulus benedeni benedeni (SG-125, SG-126, and SG-127), were collected in 2013 from a shell bed in
the top of Oorderen Member of the Pliocene Lillo Formation. The exact location was the temporary outcrop for the
construction of the Deurganck Dock Lock (now Kieldrecht Lock; 51°16′44″N 4°14′52″E) in the port of Antwerp area,
northern Belgium (Fig. 1a, b). Photos of the collecting locality with an in-situ specimen of A. benedeni benedeni can be
120
found in Deckers et al. (2020)’s Fig. 6. The marine Lillo Formation (De Meuter and Laga 1976) was deposited during the
late Zanclean to the Piacenzian (ca. 3.7-2.7 Ma) in the SNSB (Fig. 1c). The Oorderen Member as introduced by De Meuter 120 5 https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. and Laga (1976) is a greyish fine-grained shell-rich unit containing numerous mollusc shells, both dispersed in a g
( 9
)
g y
g
g
,
p
Figure 1: Location of the modern North Sea basin and the stratigraphic level from which the A. benedeni benedeni specimens
originated. (a) Overview map of the location of Belgium and the present-day extent of the North Sea within northwest Europe. The
dark rectangle indicates the location of map (b). Adapted after Louwye et al. (2020). (b) The geographical extent of the Lillo
Formation in Belgium, after Louwye et al. (2020), and the location of the city of Antwerp. (c) Lithological column of the Lillo
Formation and its members with their chronostratigraphic position, after Louwye et al. (2020). The approximate stratigraphic
position of the A. benedeni benedeni specimens is shaded in grey. Figure 1: Location of the modern North Sea basin and the stratigraphic level from which the A. benedeni benedeni specimens
125
originated. (a) Overview map of the location of Belgium and the present-day extent of the North Sea within northwest Europe. The
dark rectangle indicates the location of map (b). Adapted after Louwye et al. (2020). (b) The geographical extent of the Lillo
Formation in Belgium, after Louwye et al. (2020), and the location of the city of Antwerp. (c) Lithological column of the Lillo
Formation and its members with their chronostratigraphic position, after Louwye et al. (2020). The approximate stratigraphic
position of the A. benedeni benedeni specimens is shaded in grey. 130 Figure 1: Location of the modern North Sea basin and the stratigraphic level from which the A. benedeni benedeni specimens
125
originated. (a) Overview map of the location of Belgium and the present-day extent of the North Sea within northwest Europe. The
dark rectangle indicates the location of map (b). Adapted after Louwye et al. (2020). (b) The geographical extent of the Lillo
Formation in Belgium, after Louwye et al. (2020), and the location of the city of Antwerp. (c) Lithological column of the Lillo
Formation and its members with their chronostratigraphic position, after Louwye et al. (2020). The approximate stratigraphic
position of the A benedeni benedeni specimens is shaded in grey. 130 Figure 1: Location of the modern North Sea basin and the stratigraphic level from which the A. benedeni benedeni specimens
125
originated. Dinoflagellate assemblages point to a warming trend within the Oorderen Member, with warm-
temperate conditions in the upper part from which the specimens were collected (Louwye et al. 2004; De Schepper et al. 2009). 145
Biostratigraphically, the Oorderen Member lies within planktonic foraminifera biozone NPF16, benthic foraminifera biozone
B12, otolith zone 19, and benthic mollusc BM22B biozone (Vandenberghe and Louwye 2020). The Oorderen Member has
previously been interpreted as having been deposited during the mPWP (Louwye and De Schepper 2010; Valentine et al. 2011), and Louwye et al. (2020) place the Oorderen at ca. 3.71-3.15 Ma. This places its top, from which the specimens were
collected, within the 3.264-3.025 Ma mid Piacenzian Warm Period (mPWP) as defined by Dowsett et al. (2010). 150 2009). 145
Biostratigraphically, the Oorderen Member lies within planktonic foraminifera biozone NPF16, benthic foraminifera biozone
B12, otolith zone 19, and benthic mollusc BM22B biozone (Vandenberghe and Louwye 2020). The Oorderen Member has
previously been interpreted as having been deposited during the mPWP (Louwye and De Schepper 2010; Valentine et al. 2011), and Louwye et al. (2020) place the Oorderen at ca. 3.71-3.15 Ma. This places its top, from which the specimens were
collected, within the 3.264-3.025 Ma mid Piacenzian Warm Period (mPWP) as defined by Dowsett et al. (2010). 150 2.4 Angulus benedeni benedeni Angulus benedeni benedeni (Nyst and Westendorp 1839) (family Tellinidae) is one of the characteristic molluscs of the
Oorderen Member of the Pliocene Lillo Formation in Belgium, with an acme in the clayey upper part of the member
(Marquet 2005; Marquet and Herman 2009). It is the youngest member of an extinct North Sea basin lineage starting in the
late Eocene, with this subspecies emerging in the Pliocene (Marquet 2005; Moerdijk et al. 2010). It has been found in
155
Belgium, the Netherlands, and the southeastern United Kingdom (Marquet 2005). Angulus benedeni benedeni has not been
used in palaeoclimatological research before. Therefore, its potential as a climate archive is unknown, as is its life history:
the maximum age it could reach, its growth rate and how this rate changed throughout its life, the amount of time
represented in one growth increment, and possible periods of growth cessation. (a) Overview map of the location of Belgium and the present-day extent of the North Sea within northwest Europe. The
dark rectangle indicates the location of map (b). Adapted after Louwye et al. (2020). (b) The geographical extent of the Lillo
Formation in Belgium, after Louwye et al. (2020), and the location of the city of Antwerp. (c) Lithological column of the Lillo
Formation and its members with their chronostratigraphic position, after Louwye et al. (2020). The approximate stratigraphic
position of the A. benedeni benedeni specimens is shaded in grey. 130
glauconiferous quartz sand matrix as well as arranged into a number of cm to dm thick shell beds. Three intervals
characterised by different sedimentary structures (respectively: throughs and storm beds, predominantly homogenised sand,
predominantly bioturbated clayey sand) and mollusc fauna composition (respectively frequent occurrence of: Atrina fragilis pos
o
o
e
spec
e s s s aded
g ey
30
glauconiferous quartz sand matrix as well as arranged into a number of cm to dm thick shell beds. Three intervals
characterised by different sedimentary structures (respectively: throughs and storm beds, predominantly homogenised sand,
predominantly bioturbated clayey sand) and mollusc fauna composition (respectively frequent occurrence of: Atrina fragilis glauconiferous quartz sand matrix as well as arranged into a number of cm to dm thick shell beds. Three intervals
characterised by different sedimentary structures (respectively: throughs and storm beds, predominantly homogenised sand,
predominantly bioturbated clayey sand) and mollusc fauna composition (respectively frequent occurrence of: Atrina fragilis 6 https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. kalloensis, Cultellus cultellatus, Angulus benedeni benedeni), and separated by shell beds that experienced load coasting, can
be recognised all over the Port of Antwerp area, namely the Atrina level, the Cultellus interval and the Angulus interval (see
135
e.g., Vervoenen, Herman, and Van Waes 1995; Marquet and Herman 2009). The specimens have been collected from the
upper bioturbated Angulus clayey sand interval. The Oorderen Member has been interpreted to represent a neritic
environment (Louwye et al. 2004; De Schepper et al. 2009). Marquet (2004) estimated a water depth of 35-45 m based on
bivalve depth ranges, but the sedimentology of the Oorderen suggests a shallower depth. The member contains storm beds, cross-stratification, tidal structures, and evidence of periods of emergence (Louwye et al. 2004; Louwye et al. 2020). We
140
therefore estimate a paleo water depth of 20 m. The increasing amount of clay towards the top of the Oorderen has been
interpreted to reflect a transition from calm water to a more high-energy tidal environment with clayey tidal lag deposits
(Louwye et al. 2004). Dinoflagellate assemblages point to a warming trend within the Oorderen Member, with warm-
temperate conditions in the upper part from which the specimens were collected (Louwye et al. 2004; De Schepper et al. cross-stratification, tidal structures, and evidence of periods of emergence (Louwye et al. 2004; Louwye et al. 2020). We
140
therefore estimate a paleo water depth of 20 m. The increasing amount of clay towards the top of the Oorderen has been
interpreted to reflect a transition from calm water to a more high-energy tidal environment with clayey tidal lag deposits
(Louwye et al. 2004). Dinoflagellate assemblages point to a warming trend within the Oorderen Member, with warm-
temperate conditions in the upper part from which the specimens were collected (Louwye et al. 2004; De Schepper et al. cross-stratification, tidal structures, and evidence of periods of emergence (Louwye et al. 2004; Louwye et al. 2020). We
140
therefore estimate a paleo water depth of 20 m. The increasing amount of clay towards the top of the Oorderen has been
interpreted to reflect a transition from calm water to a more high-energy tidal environment with clayey tidal lag deposits
(Louwye et al. 2004). 3.2 X-ray diffraction To reconstruct accurate growth temperatures through clumped isotope analysis, we had to To reconstruct accurate growth temperatures through clumped isotope analysis, we had to verify that the original aragonitic mineralogy was preserved. To check for diagenetic remineralization of original aragonite into calcite, powder X-ray
170
diffraction (XRD) analysis of a representative section of one A. benedeni benedeni specimen (SG-125) was carried out on a
Bruker D8 Advance diffractometer at Utrecht University that had been calibrated with a corundum crystal. The sample was
ground to < 10μm in a Retsch McCrone mill with zirconium oxide grinding elements prior to front-loading it into a PMMA
sample holder (diameter: 25 mm; depth: 1 mm). The instrument settings are given in table 1. The A. benedeni benedeni sample holder (diameter: 25 mm; depth: 1 mm). The instrument settings are given in table 1. The A. benedeni benedeni
pattern was compared to XRD spectra of pure aragonite and calcite samples. The calcite spectrum was recovered from the
175
RRUFF database (Lafuente et al. 2015; RRUFF ID: R040070) and consisted of a powdered sample of a single calcite
mineral from Pryor Mountain, Big Horn Country, Montana (USA) measured for X-Ray Diffraction at the University of
Arizona Mineral Museum. For the pure aragonite spectrum, 1.12 g of shell from a common cockle (Cerastoderma edule)
collected at the North Sea coast near Hoek van Holland (51°59’14” N, 4°05’56” E) was prepared and measured under the
same conditions as the fossil samples. XRD spectra of specimen SG-125 as well as the aragonite spectrum are available in
180
the supplementary materials (see data availability). pattern was compared to XRD spectra of pure aragonite and calcite samples. The calcite spectrum was recovered from the
175
RRUFF database (Lafuente et al. 2015; RRUFF ID: R040070) and consisted of a powdered sample of a single calcite
mineral from Pryor Mountain, Big Horn Country, Montana (USA) measured for X-Ray Diffraction at the University of
Arizona Mineral Museum. For the pure aragonite spectrum, 1.12 g of shell from a common cockle (Cerastoderma edule)
collected at the North Sea coast near Hoek van Holland (51°59’14” N, 4°05’56” E) was prepared and measured under the
same conditions as the fossil samples XRD spectra of specimen SG 125 as well as the aragonite spectrum are available in
180 Table 1. https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. 0.3 µm aluminium oxide. These thick sections were viewed under a KEYENCE VHX-5000 digital microscope at x250 and
165
x1000 magnification. Light microscopy composite images were then made with the Fiji stitching ImageJ plugin (Preibisch et
al. 2009). These composites were used to count the growth increments. 0.3 µm aluminium oxide. These thick sections were viewed under a KEYENCE VHX-5000 digital microscope at x250 and
165
x1000 magnification. Light microscopy composite images were then made with the Fiji stitching ImageJ plugin (Preibisch et
al. 2009). These composites were used to count the growth increments. 3.2 X-ray diffraction X-ray diffraction measurement settings
Instrument setting
Value
Voltage [kV]
40
Ampere [mA]
40
Radiation [Å]
1.5418 (CuKα)
Divergence slit [mm]
0.165
Primary soller slit [°]
2.5
Secondary soller slit [°]
not present
Measuring range [°2θ]
15-70
Step-size [°2θ]
0.02
Counting time [s]
0.85
Sample rotation [rpm]
15 3.1 Light microscopy 7
Light microscopy was employed on all specimens to visually check for potential diagenetic alteration, to analyse the
macrostructures of A. benedeni benedeni’s shell, and to count growth increments. Two specimens were partially or fully
embedded in Araldite 2020 epoxy and high-polish thick (approximately 5 mm) sections were made, using a final polish of 7 This setting allows for
enough time to reach the Time of Stable Reproducibility and provides the optimal balance between longer measurement time
195
(resulting in better defined XRF spectra) and higher sample sizes (see discussion in de Winter et al. 2017b). Spectra were
quantified using on-line calibration with the matrix-matched standard BAS-CRM393 (Bureau of Analyzed Samples,
Middlesborough, UK) in the M4 software (following de Winter et al. 2017b). After quantification, the trace element results
were calibrated using an off-line calibration constructed using a set of matrix-matched carbonate standards (CCH-1; enough time to reach the Time of Stable Reproducibility and provides the optimal balance between longer measurement time
195
(resulting in better defined XRF spectra) and higher sample sizes (see discussion in de Winter et al. 2017b). Spectra were
quantified using on-line calibration with the matrix-matched standard BAS-CRM393 (Bureau of Analyzed Samples,
Middlesborough, UK) in the M4 software (following de Winter et al. 2017b). After quantification, the trace element results
were calibrated using an off-line calibration constructed using a set of matrix-matched carbonate standards (CCH-1; Université de Liège, Belgium, COQ-1; US Geological Survey, Denver, CO, USA, CRM393, CRM512, CRM513,
200
ECRM782; Bureau of Analyzed Samples, Middlesborough, UK; and SRM-1d; National Institute of Standards and
Technology, Gaithersburg, MD, USA; see e.g. de Winter et al. 2021). All major and trace element data can be found in the
supplementary materials (see data availability). Université de Liège, Belgium, COQ-1; US Geological Survey, Denver, CO, USA, CRM393, CRM512, CRM513,
200
ECRM782; Bureau of Analyzed Samples, Middlesborough, UK; and SRM-1d; National Institute of Standards and
Technology, Gaithersburg, MD, USA; see e.g. de Winter et al. 2021). All major and trace element data can be found in the
supplementary materials (see data availability). 3.3 Micro-X-ray fluorescence For additional screening of diagenetic alteration, concentrations of major and trace elements (including Fe, Mn and Sr) in
three specimen of A. benedeni benedeni (SG-125, SG-126, SG-127) were determined using non-destructive, energy-
185 185 8 3.4 Electron backscatter diffraction To determine which microstructures are present in A. benedeni benedeni and to identify the potential occurrences of minor,
205
localised diagenetic calcite that was not detected through XRD or XRF analysis, electronic backscatter diffraction (EBSD)
was carried out on thin sections (ca. 40 µm) of all three specimens. EBSD involves the diffraction of electrons, generated by
a SEM-based electron beam, off the crystal planes of a sample, forming a diffraction pattern related to the crystal lattice
parameters. This allows for the precise determination of crystal orientation, shape, and size (e.g. Cusack 2016). EBSD To determine which microstructures are present in A. benedeni benedeni and to identify the potential occurrences of minor,
205
localised diagenetic calcite that was not detected through XRD or XRF analysis, electronic backscatter diffraction (EBSD)
was carried out on thin sections (ca. 40 µm) of all three specimens. EBSD involves the diffraction of electrons, generated by
a SEM-based electron beam, off the crystal planes of a sample, forming a diffraction pattern related to the crystal lattice
parameters. This allows for the precise determination of crystal orientation, shape, and size (e.g. Cusack 2016). EBSD analysis was carried out using an Oxford Instruments Symmetry EBSD detector attached to a Zeiss Gemini 450 SEM at
210
Utrecht University. Thin sections of the samples were mechanically polished with 0.3 µm aluminium oxide suspension and
finished with chemical Syton® polish. The thin sections were covered with a thin (several nm) carbon coating to keep charge
build-up during the measurements at a minimum. Beam and map acquisition settings (voltage, beam current, dwell time, step
size, high/low vacuum) were varied to obtain the optimal results for each map; the acquisition settings for the map shown analysis was carried out using an Oxford Instruments Symmetry EBSD detector attached to a Zeiss Gemini 450 SEM at
210
Utrecht University. Thin sections of the samples were mechanically polished with 0.3 µm aluminium oxide suspension and
finished with chemical Syton® polish. The thin sections were covered with a thin (several nm) carbon coating to keep charge
build-up during the measurements at a minimum. Beam and map acquisition settings (voltage, beam current, dwell time, step
size, high/low vacuum) were varied to obtain the optimal results for each map; the acquisition settings for the map shown analysis was carried out using an Oxford Instruments Symmetry EBSD detector attached to a Zeiss Gemini 450 SEM at
210
Utrecht University. https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. dispersive micro-X-ray fluorescence (µXRF) analysis. A benchtop Bruker M4 Tornado µXRF scanner was used for this,
available at the Analytical, Environmental, and Geochemistry Research Group (AMGC) of the Vrije Universiteit Brussel
(Brussels, Belgium). The Bruker M4 Tornado is equipped with a 30 W Rh anode metal-ceramic X-ray tube operated at 50
kV and 600 µA. A polycapillary lens focuses an X-ray beam on the polished sample surface on a spot with a diameter of 25 dispersive micro-X-ray fluorescence (µXRF) analysis. A benchtop Bruker M4 Tornado µXRF scanner was used for this,
available at the Analytical, Environmental, and Geochemistry Research Group (AMGC) of the Vrije Universiteit Brussel
(Brussels, Belgium). The Bruker M4 Tornado is equipped with a 30 W Rh anode metal-ceramic X-ray tube operated at 50
kV and 600 µA. A polycapillary lens focuses an X-ray beam on the polished sample surface on a spot with a diameter of 25 µm (calibrated for Mo kα radiation). Fluorescing X-ray radiation is detected using two 30 mm2 silicon drift detectors with a
190
spectral resolution of 135 eV (calibrated for Mn-kα radiation). The system is operated under near-vacuum conditions (20
mbar) to allow lower energy radiation of lighter elements (e.g., Mg) to be measured. More details on the µXRF measurement
setup and acquisition are provided in de Winter and Claeys (2017) and Kaskes et al. (2021). X-ray spectra were produced using a spatial resolution of 25 um and a dwell time of 60 seconds This setting allows for µm (calibrated for Mo kα radiation). Fluorescing X-ray radiation is detected using two 30 mm2 silicon drift detectors with a
190
spectral resolution of 135 eV (calibrated for Mn-kα radiation). The system is operated under near-vacuum conditions (20
mbar) to allow lower energy radiation of lighter elements (e.g., Mg) to be measured. More details on the µXRF measurement
setup and acquisition are provided in de Winter and Claeys (2017) and Kaskes et al. (2021). X-ray spectra were produced using a spatial resolution of 25 um and a dwell time of 60 seconds. This setting allows for 190 X-ray spectra were produced using a spatial resolution of 25 um and a dwell time of 60 seconds. 3.5.1 Sample preparation Samples of approximately 100-300 μg were taken from the outer surface of two specimens (SG-126 and SG-127) by drilling
225
into it from the exterior along commarginal paths. A Dremel model 225 hand-held drill was used, which was equipped with a
tungsten carbide drill bit of 0.8 mm in diameter (Fig. A1). During sampling, care was taken not to drill too deep as to not
drill into the inner shell layers. The distance from the umbo to the sample track at the axis of maximum growth was
measured in planar view with digital callipers (Fig. A1). The entire shell height of specimen SG-126 was sampled (Fig. A1 a). A total of 55 samples was taken from specimen SG-126 and a total of 30 samples was taken from specimen SG-127 (Fig. 230
A1 b). The sampling resolution was 0.10 to 1.07 mm (mean: 0.48 mm, 1σ: 0.24 mm; no significant difference between the
two specimens, p>0.05). a). A total of 55 samples was taken from specimen SG-126 and a total of 30 samples was taken from specimen SG-127 (Fig. 230
A1 b). The sampling resolution was 0.10 to 1.07 mm (mean: 0.48 mm, 1σ: 0.24 mm; no significant difference between the
two specimens, p>0.05). a). A total of 55 samples was taken from specimen SG-126 and a total of 30 samples was taken from specimen SG-127 (Fig. 230
A1 b). The sampling resolution was 0.10 to 1.07 mm (mean: 0.48 mm, 1σ: 0.24 mm; no significant difference between the
two specimens, p>0.05). 3.5.2 Oxygen isotope mass spectrometry Drilled samples from specimen SG-126 were first analysed for carbonate oxygen isotopes (δ18Oc) on a Thermo Scientific
GasBench II gas preparation system coupled to a Thermo Scientific MAT 253 isotope ratio mass spectrometer. 50-100 μg of
235
powdered sample material was weighed on a Sartorius microbalance and placed in glass vials that were sealed off with
barrier septa. 50-100 μg of two types of in-house standards, Naxos marble and Kiel carbonate, was weighed and placed in
vials as well. Their accepted values are given in Table A1. Each sample was then flushed with helium for 5 minutes to
remove atmospheric air. The samples were reacted with 103% phosphoric acid at 70°C. The produced CO2 gas was led
through a series of cleaning vessels, consisting of a first water trap, a gas chromatograph, and a second water trap. It then
240
entered the mass spectrometer and masses 44, 45, and 46 were measured using a LIDI (long-integration dual-inlet) workflow
(Hu et al. 2014). A Naxos standard was measured approximately every ten samples during the run. From the bivalve
samples, every tenth sample was weighed in duplicate. These duplicates were measured at the end of the run. The carbon
isotope data (δ13Cc) are reported only when it is relevant for the reproducibility of the analyses. All stable isotope GasBench
data can be found in the supplementary materials (see data availability). Sample δ18Oc data were corrected for intensity-
245
dependent fractionation using a linear regression between δ18ONAXOS and mass 44 intensity (Fig. A2). No significant change
in the Naxos standard values over time (also called “drift”) was observed during the measurement. The δ18Oc and δ13Cc data
are reported relative to VPDB. Drilled samples from specimen SG-126 were first analysed for carbonate oxygen isotopes Drilled samples from specimen SG-126 were first analysed for carbonate oxygen isotopes (δ18Oc) on a Thermo Scientific
GasBench II gas preparation system coupled to a Thermo Scientific MAT 253 isotope ratio mass spectrometer. 50-100 μg of
235
powdered sample material was weighed on a Sartorius microbalance and placed in glass vials that were sealed off with
barrier septa. 50-100 μg of two types of in-house standards, Naxos marble and Kiel carbonate, was weighed and placed in
vials as well. Their accepted values are given in Table A1. Each sample was then flushed with helium for 5 minutes to
remove atmospheric air. https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. grain boundary threshold was set to 10°. Contoured pole figures were plotted to visualise the main crystallite orientations
(Fig. 5f). For these pole figures, multiples of uniform density (MUD) values were calculated. The MUD value is an
220
indication of the degree of clustering of the poles relative to a random distribution: the higher the MUD, the stronger the co-
orientation (or preferred orientation) of the crystals. 3.4 Electron backscatter diffraction Thin sections of the samples were mechanically polished with 0.3 µm aluminium oxide suspension and
finished with chemical Syton® polish. The thin sections were covered with a thin (several nm) carbon coating to keep charge
build-up during the measurements at a minimum. Beam and map acquisition settings (voltage, beam current, dwell time, step
size, high/low vacuum) were varied to obtain the optimal results for each map; the acquisition settings for the map shown here are indicated in Fig. 5. Data processing was done in the Oxford Instruments AZtecCrystal software. Data clean-up
215
consisted of wild spike removal followed by filling in unclassified areas using an iterative nearest neighbour procedure from
eight down to six nearest neighbours. The map presented here had 90% indexing after this step. The raw data of this map, as
well as additional maps that are not presented here, can be found in the supplementary materials (see data availability). The here are indicated in Fig. 5. Data processing was done in the Oxford Instruments AZtecCrystal software. Data clean-up
215
consisted of wild spike removal followed by filling in unclassified areas using an iterative nearest neighbour procedure from
eight down to six nearest neighbours. The map presented here had 90% indexing after this step. The raw data of this map, as
well as additional maps that are not presented here, can be found in the supplementary materials (see data availability). The 9 3.5.2 Oxygen isotope mass spectrometry The samples were reacted with 103% phosphoric acid at 70°C. The produced CO2 gas was led GasBench II gas preparation system coupled to a Thermo Scientific MAT 253 isotope ratio mass spectrometer. 50-100 μg of
235
powdered sample material was weighed on a Sartorius microbalance and placed in glass vials that were sealed off with
barrier septa. 50-100 μg of two types of in-house standards, Naxos marble and Kiel carbonate, was weighed and placed in
vials as well. Their accepted values are given in Table A1. Each sample was then flushed with helium for 5 minutes to
remove atmospheric air. The samples were reacted with 103% phosphoric acid at 70°C. The produced CO2 gas was led through a series of cleaning vessels, consisting of a first water trap, a gas chromatograph, and a second water trap. It then
240
entered the mass spectrometer and masses 44, 45, and 46 were measured using a LIDI (long-integration dual-inlet) workflow
(Hu et al. 2014). A Naxos standard was measured approximately every ten samples during the run. From the bivalve
samples, every tenth sample was weighed in duplicate. These duplicates were measured at the end of the run. The carbon
isotope data (δ13Cc) are reported only when it is relevant for the reproducibility of the analyses. All stable isotope GasBench through a series of cleaning vessels, consisting of a first water trap, a gas chromatograph, and a second water trap. It then
240
entered the mass spectrometer and masses 44, 45, and 46 were measured using a LIDI (long-integration dual-inlet) workflow
(Hu et al. 2014). A Naxos standard was measured approximately every ten samples during the run. From the bivalve
samples, every tenth sample was weighed in duplicate. These duplicates were measured at the end of the run. The carbon
isotope data (δ13Cc) are reported only when it is relevant for the reproducibility of the analyses. All stable isotope GasBench data can be found in the supplementary materials (see data availability). Sample δ18Oc data were corrected for intensity-
245
dependent fractionation using a linear regression between δ18ONAXOS and mass 44 intensity (Fig. A2). No significant change
in the Naxos standard values over time (also called “drift”) was observed during the measurement. The δ18Oc and δ13Cc data
are reported relative to VPDB. data can be found in the supplementary materials (see data availability). https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. 3.5.3 Clumped isotopes mass spectrometry Due to the near-equilibrium precipitation of bivalves, we can use clumped isotope analysis to reconstruct seasonal water
250
temperatures from their carbonate shells (Huyghe et al. 2022). Clumped isotope analysis on carbonate involves analysing the
abundance of 18O-13C bonds and has several advantages compared to conventional oxygen stable isotope (δ18Oc) temperature
reconstruction. The deviation of the occurrence of these heavy 18O-13C bonds from the expected stochastic distribution is
thermodynamically determined and thus independent of the isotopic composition of oxygen of the seawater (δ18Osw) and carbon of the DIC (δ13C) (e.g., Ghosh et al. 2006; Schauble et al. 2006). This deviation, termed Δ47, is given in per mil and
255
defined as follows: carbon of the DIC (δ13C) (e.g., Ghosh et al. 2006; Schauble et al. 2006). This deviation, termed Δ47, is given in per mil and
255
defined as follows: ∆47 = [(
𝑅47
𝑅47∗−1) −(
𝑅46
𝑅46∗−1) −(
𝑅45
𝑅45∗−1)] × 1000 (1) (1) in which Rn is the abundance ratio of isotopic mass n over mass 44 (the most abundant mass, formed by 12C16O16O) in the
260
sample relative to a standard, and Rn* is the theoretical abundance ratio of mass n over mass 44 in the sample relative to a
standard if that sample were to have a stochastic distribution (Eiler 2007). Since the value of Δ47 depends only on formation
temperature, it allows precise temperature reconstruction without knowledge of δ18Osw, which is required for the more
traditional palaeothermometer based only on the δ18O of shells (δ18Oc). This independence from δ18Osw is especially in which Rn is the abundance ratio of isotopic mass n over mass 44 (the most abundant mass, formed by 12C16O16O) in the
260
sample relative to a standard, and Rn* is the theoretical abundance ratio of mass n over mass 44 in the sample relative to a
standard if that sample were to have a stochastic distribution (Eiler 2007). Since the value of Δ47 depends only on formation
temperature, it allows precise temperature reconstruction without knowledge of δ18Osw, which is required for the more
traditional palaeothermometer based only on the δ18O of shells (δ18Oc). This independence from δ18Osw is especially important for the mid-Piacenzian Warm Period, as the size of the ice sheets—which store light 16O and thus drive up the
265
δ18O of the oceans—is not well constrained for this period (e.g., Dowsett et al. 2016). 3.5.2 Oxygen isotope mass spectrometry Sample δ18Oc data were corrected for intensity-
245
dependent fractionation using a linear regression between δ18ONAXOS and mass 44 intensity (Fig. A2). No significant change
in the Naxos standard values over time (also called “drift”) was observed during the measurement. The δ18Oc and δ13Cc data
are reported relative to VPDB. 10 3.5.3 Clumped isotopes mass spectrometry It is also relevant for the shallow-
marine waters in which bivalves often live, as the δ18Osw can be influenced by changing influxes in isotopically light river
water (e.g., Schöne et al. 2004; Chauvaud et al. 2005; Johnson et al. 2009)
Clumped isotope values (Δ47) were analysed using a Kiel IV carbonate device coupled to a Thermo Scientific MAT 253 Plus important for the mid-Piacenzian Warm Period, as the size of the ice sheets—which store light 16O and thus drive up the
265
δ18O of the oceans—is not well constrained for this period (e.g., Dowsett et al. 2016). It is also relevant for the shallow-
marine waters in which bivalves often live, as the δ18Osw can be influenced by changing influxes in isotopically light river
water (e.g., Schöne et al. 2004; Chauvaud et al. 2005; Johnson et al. 2009)
Clumped isotope values (Δ47) were analysed using a Kiel IV carbonate device coupled to a Thermo Scientific MAT 253 Plus Clumped isotope values (Δ47) were analysed using a Kiel IV carbonate device coupled to a Thermo Scientific MAT 253 Plus
isotope ratio mass spectrometer (available at Utrecht University) with a LIDI workflow (Hu et al. 2014; Müller et al. 2017)
270
and following the protocol described by Meckler et al. (2014). For specimen SG-126, analysis was focussed on samples with
δ18Oc values in the ranges 2.0-3.3‰ (close to the maximum) and 0.4-1.2‰ (close to the minimum), based on the previously
measured samples (sect. 3.5.2). From specimen SG-127, all samples were analysed. “Sample” here refers to the total amount
of powder drilled from a single sampling track (Fig. A1), whereas “aliquot”, “measurement”, or “datapoint” refers to a small isotope ratio mass spectrometer (available at Utrecht University) with a LIDI workflow (Hu et al. 2014; Müller et al. 2017)
270
and following the protocol described by Meckler et al. (2014). For specimen SG-126, analysis was focussed on samples with
δ18Oc values in the ranges 2.0-3.3‰ (close to the maximum) and 0.4-1.2‰ (close to the minimum), based on the previously
measured samples (sect. 3.5.2). From specimen SG-127, all samples were analysed. “Sample” here refers to the total amount
of powder drilled from a single sampling track (Fig. A1), whereas “aliquot”, “measurement”, or “datapoint” refers to a small amount of powder taken from a sample and measured for stable isotopes. Multiple aliquots were measured from each
275
sample. https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. Merck and IAEA-C2 were not involved in data processing (treated as samples) and used to assess long-term measuring
uncertainty. Merck and IAEA-C2 were not involved in data processing (treated as samples) and used to assess long-term measuring
uncertainty. traps (-170°C) and a Porapak trap (-50°C). It then entered the mass spectrometer and masses 44-49 were measured against a
285
reference gas of known composition (δ18O = −4.67‰, δ13C = −2.82‰). A negative baseline correction proportional to the
mass 44 intensity was performed for all masses. The calculated δ values were then corrected for 17O through the method
presented in Brand et al. (2010). The Δ47 values were calculated and averaged over the 40 pulses as per the LIDI system. Clumped results were corrected for drift through bracketing with ETH-3 standards. An empirical transfer function (ETF) was traps (-170°C) and a Porapak trap (-50°C). It then entered the mass spectrometer and masses 44-49 were measured against a
285
reference gas of known composition (δ18O = −4.67‰, δ13C = −2.82‰). A negative baseline correction proportional to the
mass 44 intensity was performed for all masses. The calculated δ values were then corrected for 17O through the method
presented in Brand et al. (2010). The Δ47 values were calculated and averaged over the 40 pulses as per the LIDI system. Clumped results were corrected for drift through bracketing with ETH-3 standards. An empirical transfer function (ETF) was constructed by regressing the raw ETH-1, ETH-2, and ETH-3 values over their accepted Δ47 values (Bernasconi et al. 2021)
290
and using the resulting linear regression line to transfer the sample Δ47 values to the I-CDES90°C reference frame (Fig. A3). For the ETF, 403 ETH standards from multiple runs measured over the span of several weeks were used for linear regression
(53 ETH-1, 64 ETH-2, 286 ETH-3; Fig. A4). No acid fractionation correction was necessary even though the samples were
reacted at 70°C, as this offset is already incorporated into the new values of the ETH standards in the I-CDES reference constructed by regressing the raw ETH-1, ETH-2, and ETH-3 values over their accepted Δ47 values (Bernasconi et al. 2021)
290
and using the resulting linear regression line to transfer the sample Δ47 values to the I-CDES90°C reference frame (Fig. A3). 3.5.3 Clumped isotopes mass spectrometry 75-95 μg of powdered material was weighed with a Mettler Toledo microbalance or a Sartorius microbalance and
placed in glass vials. Similarly weighed carbonate standards were measured in an approximately one-to-one ratio to the
standards in each run (22 samples, 24 standards; Kocken et al. 2019). These standards were two control standards—Merck
CaCO3 (synthetic; product code 1.02059.0050) and IAEA-C2 (Bavarian travertine)—as well as ETH-1, ETH-2, and ETH-3 amount of powder taken from a sample and measured for stable isotopes. Multiple aliquots were measured from each
275
sample. 75-95 μg of powdered material was weighed with a Mettler Toledo microbalance or a Sartorius microbalance and
placed in glass vials. Similarly weighed carbonate standards were measured in an approximately one-to-one ratio to the
standards in each run (22 samples, 24 standards; Kocken et al. 2019). These standards were two control standards—Merck
CaCO3 (synthetic; product code 1.02059.0050) and IAEA-C2 (Bavarian travertine)—as well as ETH-1, ETH-2, and ETH-3 (Bernasconi et al. 2018; 2021). Their composition is given in Table A1. The ETH standards, which have varying Δ47, δ18Oc,
280
and δ13C compositions, were used to transfer the sample Δ47 values to the I-CDES reference frame (Bernasconi et al. 2021). (Bernasconi et al. 2018; 2021). Their composition is given in Table A1. The ETH standards, which have varying Δ47, δ18Oc,
280
and δ13C compositions, were used to transfer the sample Δ47 values to the I-CDES reference frame (Bernasconi et al. 2021). 11 For the ETF, 403 ETH standards from multiple runs measured over the span of several weeks were used for linear regression
(53 ETH-1, 64 ETH-2, 286 ETH-3; Fig. A4). No acid fractionation correction was necessary even though the samples were
reacted at 70°C, as this offset is already incorporated into the new values of the ETH standards in the I-CDES reference frame (Bernasconi et al. 2021). 295
The δ18Oc and δ13C data of the same measurements were corrected through a 15-point running average to eliminate long-
term trends present within the δ18Oc and δ13C raw data. Mass-dependent fractionation occurred in some samples, likely due
to the loss of a fraction of the CO2 through leakage. This is evident from a correlation between δ18Oc and δ13C (these runs
are marked in Fig. A4). The δ18Oc and δ13C data from these runs were not used for the running average correction nor were they used in the δ18Oc records of A. benedeni benedeni, as their isotopic composition no longer reflected the original signal. 300
As Δ47 is calculated as the deviation from a stochastic distribution for a given δ18Oc and δ13C composition, it was not
influenced by this fractionation. The final δ18Oc and δ13C values were reported relative to VPDB. Samples that showed a
strong drift during the 40 LIDI measurement pulses, had a low intensity, a high standard deviation, or showed signs of
contamination were deemed unreliable and were removed from the dataset. The intensity cut-off was <9.0 V. The cut-off for they used in the δ18Oc records of A. benedeni benedeni, as their isotopic composition no longer reflected the original signal. 300
As Δ47 is calculated as the deviation from a stochastic distribution for a given δ18Oc and δ13C composition, it was not
influenced by this fractionation. The final δ18Oc and δ13C values were reported relative to VPDB. Samples that showed a
strong drift during the 40 LIDI measurement pulses, had a low intensity, a high standard deviation, or showed signs of
contamination were deemed unreliable and were removed from the dataset. The intensity cut-off was <9.0 V. The cut-off for standard deviations in Δ47 data within the 40 measurement pulses was >0.10‰ for both standards and samples. 305
Contamination evident from increased intensity on the mass 49 cup, was quantified using the 49 parameter—the ratio
between mass 49 and mass 44 intensities—and a cut-off of >0.1 was used for standards, and >0.2 for samples. All standards
used for correction, as well as the IAEA-C2 and Merck values and the samples, can be found in the supplementary materials
(see data availability). After removing erroneous samples, 103 sample measurements remained. standard deviations in Δ47 data within the 40 measurement pulses was >0.10‰ for both standards and samples. 305
Contamination evident from increased intensity on the mass 49 cup, was quantified using the 49 parameter—the ratio
between mass 49 and mass 44 intensities—and a cut-off of >0.1 was used for standards, and >0.2 for samples. All standards
used for correction, as well as the IAEA-C2 and Merck values and the samples, can be found in the supplementary materials
(see data availability). After removing erroneous samples, 103 sample measurements remained. To obtain warm vs cold datasets from the clumped isotope data, the samples were grouped based on their δ18Oc values, with
310
low values corresponding to warm temperatures and vice versa. The Δ47 data from the same aliquots were then averaged to
obtain warm and cold average temperatures. As individual Δ47 measurements have a large uncertainty, Δ47 datapoints cannot
be split into meaningful “warm” and “cold” groups directly. The choice of a cut-off value for warm and cold δ18Oc values is
a trade-off between confidence and seasonality: A cut-off close to the average δ18Oc value results in a higher sample size and
a narrower confidence interval for the resulting temperature reconstruction. Such a cut-off, however, also results in averaging
315 To obtain warm vs cold datasets from the clumped isotope data, the samples were grouped based on their δ18Oc values, with
310
low values corresponding to warm temperatures and vice versa. The Δ47 data from the same aliquots were then averaged to
obtain warm and cold average temperatures. As individual Δ47 measurements have a large uncertainty, Δ47 datapoints cannot
be split into meaningful “warm” and “cold” groups directly. https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. samples from a large part of the year and thus a dampening of the seasonality range. For a cut-off that only includes the
lowest and highest δ18Oc values, the opposite is true. To find the best compromise between confidence and seasonality, the
average warm and cold Δ47 values and their associated 95% confidence levels were plotted for a range of δ18Oc-based cut-
offs (see also Fig. 9). A Student’s t-test was used to determine whether cold and warm datasets were statistically different at
a 95% confidence level. Instead of looking at each A. benedeni benedeni specimen individually, δ18Oc data from both
0
specimens were combined in order to improve the statistics. samples from a large part of the year and thus a dampening of the seasonality range. For a cut-off that only includes the
lowest and highest δ18Oc values, the opposite is true. To find the best compromise between confidence and seasonality, the
average warm and cold Δ47 values and their associated 95% confidence levels were plotted for a range of δ18Oc-based cut-
offs (see also Fig. 9). A Student’s t-test was used to determine whether cold and warm datasets were statistically different at
a 95% confidence level. Instead of looking at each A. benedeni benedeni specimen individually, δ18Oc data from both
specimens were combined in order to improve the statistics. 320 3.6 Palaeotemperature reconstruction (1999): 𝛿18𝑂𝑠𝑤 [‰VSMOW] = 𝛿18𝑂𝑐 [‰VPDB] −
20.6−𝑇[℃]
4.34
+ 0.2 (3)
340 𝛿18𝑂𝑐 [‰VPDB] −
20.6−𝑇[℃]
4.34
+ 0.2 (3) 𝛿18𝑂𝑠𝑤 [‰VSMOW] = 𝛿18𝑂𝑐 [‰VPDB] −
20.6−𝑇[℃]
4.34
+ 0.2 (3) (3) 340
This average δ18Osw, the average Δ47-based temperature, and minimum and maximum δ18Oc values were then re-inserted into
this equation to obtain δ18Oc-based summer and winter temperatures. This was done as there were not enough clumped
isotope data to reconstruct Δ47-based summer and winter temperatures (see section 4.4.3 and 4.4.4). This average δ18Osw, the average Δ47-based temperature, and minimum and maximum δ18Oc values were then re-inserted into
this equation to obtain δ18Oc-based summer and winter temperatures. This was done as there were not enough clumped
isotope data to reconstruct Δ47-based summer and winter temperatures (see section 4.4.3 and 4.4.4). The choice of a cut-off value for warm and cold δ18Oc values is
a trade-off between confidence and seasonality: A cut-off close to the average δ18Oc value results in a higher sample size and
fid
i
l f
h
l i
i
S
h
ff h
l
l
i
i
315 a narrower confidence interval for the resulting temperature reconstruction. Such a cut-off, however, also results in averaging
315 12 3.6 Palaeotemperature reconstruction Δ47 values were converted to temperatures using the temperature transfer function of Meinicke et al. (2020; 2021): Δ47 values were converted to temperatures using the temperature transfer function of Meinicke et Δ47 values were converted to temperatures using the temperature transfer function of Meinicke et al. (2020; 2021): 𝛥 47[‰ ICDES90°𝐶] = 0.0397 ± 0.0011 ∗106 ∗𝑇−2[𝐾] + 0.1518 ± 0.0128 (2) 𝛥 47[‰ ICDES90°𝐶] = 0.0397 ± 0.0011 ∗106 ∗𝑇−2[𝐾] + 0.1518 ± 0.0128
325 (2) (2) This temperature transfer function is based on foraminifera and therefore more suited to the relatively low temperature range
in which bivalves live. Since this function for Δ47 is not linear, errors associated with the Δ47 data were propagated using a
Monte Carlo simulation (N = 105) of uncertainty in slope and intercept of the temperature transfer function as well as (
)
y
p
p
p
measurement uncertainty on Δ47 values assuming a normal uncertainty distribution. The standard deviation, standard error,
330
and 95% confidence level were then calculated from this normally distributed simulated temperature dataset. All calculations
can be found in the supplementary materials (see code availability). Uncertainties on temperatures were calculated after
temperature conversion. Since the temperature transfer function for clumped isotopes is not linear, this introduces a bias,
specifically towards warmer temperatures. Therefore, the temperature means were calculated from averaging the Δ47 values measurement uncertainty on Δ47 values assuming a normal uncertainty distribution. The standard deviation, standard error,
330
and 95% confidence level were then calculated from this normally distributed simulated temperature dataset. All calculations
can be found in the supplementary materials (see code availability). Uncertainties on temperatures were calculated after
temperature conversion. Since the temperature transfer function for clumped isotopes is not linear, this introduces a bias,
specifically towards warmer temperatures. Therefore, the temperature means were calculated from averaging the Δ47 values instead, and the Monte Carlo-generated errors were transferred to these mean temperatures. 335
The δ18O of the seawater (δ18Osw) was calculated from Δ47-based temperatures and δ18Oc data using the temperature transfer
function for aragonite of Grossman and Ku (1986), modified by Dettman et al. (1999): The δ18O of the seawater (δ18Osw) was calculated from Δ47-based temperatures and δ18Oc data using the temperature transfer
function for aragonite of Grossman and Ku (1986), modified by Dettman et al. 3.7 Growth models To gain insights into the nature of the growth of A. benedeni benedeni, two types of growth models were fitted to the growth
345
data of specimen SG-126: The Von Bertalanffy growth function (VBGF), a logarithmic model, and the Gompertz equation, a To gain insights into the nature of the growth of A. benedeni benedeni, two types of growth models were fitted to the growth
345
data of specimen SG-126: The Von Bertalanffy growth function (VBGF), a logarithmic model, and the Gompertz equation, a 13 https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. logistic model. Both are widely used for estimating and analysing growth in modern species (e.g., Lee et al. 2020). The built-
in nls() function in R (R Core Team 2021) was used to fit the data to both growth functions (see code availability). This
function calculates the nonlinear least-squares estimates of the parameters of a nonlinear model that is defined by the user. logistic model. Both are widely used for estimating and analysing growth in modern species (e.g., Lee et al. 2020). The built-
in nls() function in R (R Core Team 2021) was used to fit the data to both growth functions (see code availability). This
function calculates the nonlinear least-squares estimates of the parameters of a nonlinear model that is defined by the user. The VBGF and the Gompertz equations are restrictive in terms of how much their shape can change, and much more
350
sophisticated approaches are available today (Lee et al. 2020). However, as this study has only one specimen available for
growth model fitting. and since it concerns a fossil species, we believe that this simple approach is appropriate. The VBGF and the Gompertz equations are restrictive in terms of how much their shape can change, and much more
350
sophisticated approaches are available today (Lee et al. 2020). However, as this study has only one specimen available for
growth model fitting. and since it concerns a fossil species, we believe that this simple approach is appropriate. https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. following Bieler et al. (2014), where M+ and M- denote layers external and internal relative to the pallial myostracum (M). following Bieler et al. (2014), where M+ and M- denote layers external and internal relative to the pallial myostracum (M). g
(
),
y
p
y
(
)
Figure 2: Digital microscopy images of shell layers in the A. benedeni benedeni shells. Layers are marked 1-4, growth increments
are indicated with dark blue dotted lines, dog = direction of growth. (a) section of SG-127 indicating all four layers, magnification
of x250. 1: layer M+2 with crescent-shaped growth increments. 2: layer M+1 with low-angle growth increments and prism-like
crystals parallel to the layer thickness. 3: layer M-1 with horizontal, parallel growth increments. 4: layer M-2, dark brown with
horizontal, parallel growth increments (difficult to see in image a due to a similar tone to the background). (b) section of SG-126
showing a part of layer M+2 in more detail, magnification of x500. (c) section of SG-126 showing a part of layer M-2 at a better
contrast, magnification of x250. (d) schematic overview of the four shell layers and their positions relative to each other and the
pallial myostracum (M). In brackets is the equivalent of the layer name in the terminology of Popov (1986). Figure 2: Digital microscopy images of shell layers in the A. benedeni benedeni shells. Layers are marked 1-4, growth increments
360
are indicated with dark blue dotted lines, dog = direction of growth. (a) section of SG-127 indicating all four layers, magnification
of x250. 1: layer M+2 with crescent-shaped growth increments. 2: layer M+1 with low-angle growth increments and prism-like
crystals parallel to the layer thickness. 3: layer M-1 with horizontal, parallel growth increments. 4: layer M-2, dark brown with
horizontal, parallel growth increments (difficult to see in image a due to a similar tone to the background). (b) section of SG-126
showing a part of layer M+2 in more detail, magnification of x500. (c) section of SG-126 showing a part of layer M-2 at a better
365
contrast, magnification of x250. (d) schematic overview of the four shell layers and their positions relative to each other and the
pallial myostracum (M). 4.1.1 Structural analysis
355 The material of all three specimens looks pristine: the narrow increments are sharp and clearly visible, and there are no signs
of dissolution or recrystallization (Fig. 2a-c). Four layers are visible in each specimen (Fig. 2a, d). These layers are named 14 14 https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. Their equivalent to another common naming scheme (e.g., Popov 1986; 2014; Milano et al. 2017) is shown in Fig. 2d. Starting from the outer surface, these four layers are: 1) a thin (ca. 100 μm) white-to-grey coloured layer with crescent-
shaped growth increments, termed M+2; 2) a ca. 200 μm thick layer (measured at the thickest point, halfway along the shell
370
height) with low-angle growth increments, a white-beige colour, and a prism-like structure that is oriented parallel to the
layer thickness, termed M+1; 3) a thick (ca. 1000 μm) layer with clear growth increments parallel to the layer boundaries and
a white-beige colour, termed M-1; and 4) a thin (ca. 50 μm) brown-coloured layer with horizontal, parallel growth
increments, termed M-2. Layer M+2 extends from the ventral margin to near the hinge, where it thins and ultimately
disappears. Layer M+1 thickens toward the ventral margin. Layer M-1 forms most of the hinge. It thins toward the ventral
375
margin. Layer M-2 covers the inside of the shell. It starts at the umbo and extends to the ventral margin. disappears. Layer M+1 thickens toward the ventral margin. Layer M-1 forms most of the hinge. It thins toward the ventral
375
margin. Layer M-2 covers the inside of the shell. It starts at the umbo and extends to the ventral margin. In brackets is the equivalent of the layer name in the terminology of Popov (1986). 15 4.2 X-ray based analyses X-ray diffraction analysis (XRD) and micro-X-ray fluorescence (μXRF) point analysis indicate that the shells of A. benedeni
benedeni were not diagenetically altered. XRD analysis revealed that the shell of A. benedeni benedeni consists of 100%
390
original aragonite, as its spectrum is identical to that of pure aragonite (Fig. 4a). Micro-X-ray fluorescence (μXRF) point
analyses following the methodology in de Winter et al. (2017b) supports this interpretation, as the specimen is high in Sr,
while low in Fe and Mn (Fig. 4b). Higher concentrations of Fe and Mn and lower concentrations of Sr in fossil carbonates
are generally associated with diagenetic alteration (e.g., partial recrystallisation) of the carbonate (e.g., Brand and Veizer benedeni were not diagenetically altered. XRD analysis revealed that the shell of A. benedeni benedeni consists of 100%
390
original aragonite, as its spectrum is identical to that of pure aragonite (Fig. 4a). Micro-X-ray fluorescence (μXRF) point
analyses following the methodology in de Winter et al. (2017b) supports this interpretation, as the specimen is high in Sr,
while low in Fe and Mn (Fig. 4b). Higher concentrations of Fe and Mn and lower concentrations of Sr in fossil carbonates
are generally associated with diagenetic alteration (e.g., partial recrystallisation) of the carbonate (e.g., Brand and Veizer 1980). Pore waters in many common burial environments (especially in shallow marine successions) become more reducing
395
over time due to the decay of buried organic matter in the absence of oxygen (Calvert and Pedersen 1993). These conditions
tend to remobilise Mn and Fe, which are fixed in oxides under surface conditions, resulting in high Fe and Mn and low Sr
concentrations compared to those in seawater. These distinct pore water concentrations are captured in recrystallised
carbonates during diagenesis, causing high Mn and Fe concentrations and low Sr concentrations to serve as indicators for
burial alteration (Al-Aasm and Veizer 1986; Hendry et al. 1995). The absence of high Fe and Mn concentrations and
400 burial alteration (Al-Aasm and Veizer 1986; Hendry et al. 1995). The absence of high Fe and Mn concentrations and
400
presence of high Sr suggests that this process has not taken place in this specimen. Figure 4: X-ray based analysis results to assess diagenetic alteration in the specimens. (a) X-ray diffraction analysis of A. benedeni
benedeni compared with patterns of pure aragonite and calcite, indicating an aragonitic composition of the shell. https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. Figure 3: Growth lines in the A. benedeni benedeni specimens. (a) Counted growth lines in specimen SG-126, 115 in total. (b)
385
Counted growth lines in specimen SG-127, 131 in total. (c) Schematic figure of the shell indicating where the growth lines were
counted. Figure 3: Growth lines in the A. benedeni benedeni specimens. (a) Counted growth lines in specimen SG-126, 115 in total. (b)
385
Counted growth lines in specimen SG-127, 131 in total. (c) Schematic figure of the shell indicating where the growth lines were
counted. Figure 3: Growth lines in the A. benedeni benedeni specimens. (a) Counted growth lines in specimen SG-126, 115 in total. (b)
385
Counted growth lines in specimen SG-127, 131 in total. (c) Schematic figure of the shell indicating where the growth lines were
counted. 4.1.2 Growth increments In specimen SG-126, a maximum of 115 growth lines was counted in layer M-1 at the hinge (Fig. 3a, c). In specimen SG-
127, a maximum of 131 growth lines was counted just ventral of the hinge (Fig. 3b, c), also in layer M-1. The growth lines
were not all clearly visible, and in some areas in the shell, less growth lines could be discerned. As it was deemed easier to
380
miss some growth lines due to the limited resolution than to overestimate the number, the microscope images with the In specimen SG-126, a maximum of 115 growth lines was counted in layer M-1 at the hinge (Fig. 3a, c). In specimen SG-
127, a maximum of 131 growth lines was counted just ventral of the hinge (Fig. 3b, c), also in layer M-1. The growth lines In specimen SG-126, a maximum of 115 growth lines was counted in layer M-1 at the hinge (Fig. 3a, c). In specimen SG-
127, a maximum of 131 growth lines was counted just ventral of the hinge (Fig. 3b, c), also in layer M-1. The growth lines
were not all clearly visible, and in some areas in the shell, less growth lines could be discerned. As it was deemed easier to
380
miss some growth lines due to the limited resolution than to overestimate the number, the microscope images with the
maximum counted number of growth lines are shown here, as they are thought to be the best estimate of the actual number
of growth lines. were not all clearly visible, and in some areas in the shell, less growth lines could be discerned. As it was deemed easier to
380
miss some growth lines due to the limited resolution than to overestimate the number, the microscope images with the
maximum counted number of growth lines are shown here, as they are thought to be the best estimate of the actual number
of growth lines. 380 16 https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. 17 17 4.3.1 Diagenesis assessment Electron backscatter diffraction (EBSD) analysis shows no evidence of diagenetic alteration in the shells. In the EBSD maps,
410
0 to 0.2% of the area was classified as calcite. Upon inspection, these “calcite” grains are actually wild spikes that were
subsequently removed in the data clean-up (Fig. B1). There was no local secondary mineral growth visible in any map (e.g.,
Fig. 5b-e), which would have presented itself as larger crystals (“blocky calcite”) that do not follow the surrounding
structures (Cusack 2016; Casella et al. 2017). The pole figures show a clear preferred orientation (Fig. 5f), which is
indicative of original growth structures (Casella et al. 2017). 415 https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. 4.3.2 Grain size and orientation The aragonitic shell material is very fine grained and its crystals show a strong preferred orientation as well as twinning. Most grains have an area of a few μm2 or smaller (Fig. 5g). Layer M-1 has a narrower grain size distribution than the outer
and inner outer layers, with no grains larger than 25 µm2 present in the analysed section. The multiples of uniform density (MUD) values indicate a strong preferred orientation (Fig. 5f). Layer M-1 has an increased MUD of 104.07 compared to ca. 420
40 for the other two layers, indicating a stronger preferred orientation (Fig. 5f). This is mainly due to the strong preferred
orientation of the 100 axis, while the 001 and 010 axes show a weaker preferred orientation compared to the other layers. The pole plots show double maxima of the 001 and 010 axes, which rotate around the 100 axes (M+2 and M+1, Fig. 5f). This is observed in layers M+2 and M+1. In layer M-1, the 001 and 010 axes form a girdle around the 100 axis rather than (MUD) values indicate a strong preferred orientation (Fig. 5f). Layer M-1 has an increased MUD of 104.07 compared to ca. 420
40 for the other two layers, indicating a stronger preferred orientation (Fig. 5f). This is mainly due to the strong preferred
orientation of the 100 axis, while the 001 and 010 axes show a weaker preferred orientation compared to the other layers. The pole plots show double maxima of the 001 and 010 axes, which rotate around the 100 axes (M+2 and M+1, Fig. 5f). This is observed in layers M+2 and M+1. In layer M-1, the 001 and 010 axes form a girdle around the 100 axis rather than two distinct maxima (M-1, Fig. 5f). The rotational 100 axis is generally oriented parallel to the growth direction. This is
425
especially evident from the lamellae in layer M-1 of Fig. 5b-e. The angle of ca. 64° between the 001 and 010 axes is characteristic of aragonite polysynthetic (110) twinning (e.g.,
Griesshaber et al. 2013). Calculated twinning boundaries indicate that the two dominant orientations, as indicated by the IPF
colour coding, in layers M+2 and M-1 represent twins (Fig. 5i). In layer M+1, the two dominant orientations that make up the lamellae are not a result of twinning. 4.2 X-ray based analyses (b) Violin plot
showing the results of the X-ray fluorescence analysis of A. benedeni benedeni for the elements Fe, Mn, and Sr. The “violin” shape
405
depicts the kernel density function for the elemental concentration, plotted vertically and mirrored. The specimen is high in Sr and
low in Fe and Mn. Figure 4: X-ray based analysis results to assess diagenetic alteration in the specimens. (a) X-ray diffraction analysis of A. benedeni
benedeni compared with patterns of pure aragonite and calcite, indicating an aragonitic composition of the shell. (b) Violin plot
showing the results of the X-ray fluorescence analysis of A. benedeni benedeni for the elements Fe, Mn, and Sr. The “violin” shape
405
depicts the kernel density function for the elemental concentration, plotted vertically and mirrored. The specimen is high in Sr and
low in Fe and Mn. 18 https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. Figure 5: EBSD map of specimen SG-127. Map acquisition specifics: 20 kV, high vacuum, 0.2 μm step size. (a) Band contrast map
with scale, orientation, growth lines, direction of growth (dog), and shell layers M+2, M+1, and M-1, separated by striped lines. (b)
EBSD IPF X map, showing grain orientations parallel to the X0 axis. Unit cells of aragonite with the most common orientations
are shown, the colour of which corresponds to the colour coding of the map. (c) EBSD IPF Y map showing grain orientations
parallel to the Y0 axis, with unit cells. (d) EBSD IPF Z map showing grain orientations parallel to the Z0 axis, with unit cells. (e)
Inverse pole figure (IPF) colour key for the EBSD orientation maps. (f) Contoured pole figures for the three main crystallographic
directions and the MUD, for the different shell layers. (g) Grain size distribution chart for the entire map and the different shell
layers. Note the logarithmic y-axis. (h) Schematic figure indicating the approximate location of the map on the shell. (i) Shell layers
from map IPF Z zoomed in and with added grain (black) and twinning (yellow) boundaries. 4.3.3 Microstructures Within the EBSD maps, several different structures are observed (Fig. 6). Layer M+2 shows bundles of crystals that diverge
from the centre of the layer and show overlap in a scale-like pattern (Fig. 6a). Layer M+1 shows two sets of crystal
orientations that are oriented perpendicular to the growth lines and that alternate and interfinger, similar to a zebra pattern
(Fig. 6b). Layer M-1 shows various structures: In the hinge region, a hatched pattern is visible (Fig. 6c), In other parts of M-
1, elongated, columnar crystals with their long side oriented parallel to the growth direction are observed (Fig. 6d). Around
this prismatic structure, there are small grains with no clear preferred shape orientation (Fig. 6d). Within the EBSD maps, several different structures are observed (Fig. 6). Layer M+2 shows bundles of crystals that diverge
from the centre of the layer and show overlap in a scale-like pattern (Fig. 6a). Layer M+1 shows two sets of crystal orientations that are oriented perpendicular to the growth lines and that alternate and interfinger, similar to a zebra pattern
445
(Fig. 6b). Layer M-1 shows various structures: In the hinge region, a hatched pattern is visible (Fig. 6c), In other parts of M-
1, elongated, columnar crystals with their long side oriented parallel to the growth direction are observed (Fig. 6d). Around
this prismatic structure, there are small grains with no clear preferred shape orientation (Fig. 6d). orientations that are oriented perpendicular to the growth lines and that alternate and interfinger, similar to a zebra pattern
445
(Fig. 6b). Layer M-1 shows various structures: In the hinge region, a hatched pattern is visible (Fig. 6c), In other parts of M-
1, elongated, columnar crystals with their long side oriented parallel to the growth direction are observed (Fig. 6d). Around
this prismatic structure, there are small grains with no clear preferred shape orientation (Fig. 6d). orientations that are oriented perpendicular to the growth lines and that alternate and interfinger, similar to a zebra pattern
445
(Fig. 6b). Layer M-1 shows various structures: In the hinge region, a hatched pattern is visible (Fig. 6c), In other parts of M-
1, elongated, columnar crystals with their long side oriented parallel to the growth direction are observed (Fig. 6d). Around
this prismatic structure, there are small grains with no clear preferred shape orientation (Fig. 6d). 4.3.2 Grain size and orientation Instead, each of the two orientations (orange and purple) consists of their own set of
430
twins (light and dark orange and purple, respectively; Fig. 5i). the lamellae are not a result of twinning. Instead, each of the two orientations (orange and purple) consists of their own set of
430
twins (light and dark orange and purple, respectively; Fig. 5i). 19 https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. 20 4.4.1 Oxygen isotopes
450 4.4.1 Oxygen isotopes
450
The δ18Oc data of specimens reveal sinusoidal records that range between +0.3 and +3.3‰ (Fig. 7a, b) and suggest multi-
annual growth, with δ18Oc peaks corresponding to winters and valleys corresponding to summers. Specimen SG-126 shows
at least 8-9 years of growth (Fig. 7a). The first and last years of this specimen may not have been recovered during sampling,
as the first and last few millimetres were not sampled. In addition, the sampling resolution was likely too coarse to capture yg
p
The δ18Oc data of specimens reveal sinusoidal records that range between +0.3 and +3.3‰ (Fig. 7a, b) and suggest multi-
annual growth, with δ18Oc peaks corresponding to winters and valleys corresponding to summers. Specimen SG-126 shows
at least 8-9 years of growth (Fig. 7a). The first and last years of this specimen may not have been recovered during sampling,
as the first and last few millimetres were not sampled. In addition, the sampling resolution was likely too coarse to capture The δ18Oc data of specimens reveal sinusoidal records that range between +0.3 and +3.3‰ (Fig. 7a, b) and suggest multi-
annual growth, with δ18Oc peaks corresponding to winters and valleys corresponding to summers. Specimen SG-126 shows
at least 8-9 years of growth (Fig. 7a). The first and last years of this specimen may not have been recovered during sampling,
as the first and last few millimetres were not sampled. In addition, the sampling resolution was likely too coarse to capture all years in the ontogenetically oldest section of the shell, as growth increments generally become thinner with age. In SG-
455
126, high δ18Oc values generally correspond to darker bands and vice versa, which suggests that the dark-light couplets
represent the winter and summer seasons. The δ18Oc variability decreases near the ventral margin of the shell. The sampled section of SG-127 shows six cycles in δ18Oc values (Fig. 7b). Contrary to SG-126, the relationship between
δ18Oc value and shell colour is not as straightforward. The dark-light alternation on SG-127 is not as consistent as the pattern seen on SG-126. There are many very thin light and dark bands on SG-127, and many of the samples likely contain material
460
from both light and dark bands (Fig. 7b; not all indicated on Fig. 7b as the exact location relative to the samples was not
determined). There were not enough duplicate δ18Oc measurements for SG-127, so the
value of 0.15‰ was also applied to this specimen. https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. Figure 7: δ18Oc records of the A. benedeni benedeni shells, plotted relative to the distance from the umbo. (a) Record of specimen
SG-126, consisting of 55 samples each measured 1 to 3 times. (b) Record of specimen SG-127, consisting of 30 samples. The
average was calculated from the different measurements of a single sample. If there was just one measurement, that value was
taken. One and two standard deviations are plotted around the average. The standard deviation was calculated as described in
sect. 4.4.1 (0.15‰). In the background, the approximate colour of the growth band on the outer surface of the shell is indicated (see
also Fig. A1). The warm and cold δ18Oc ‘bins’ are marked in red and blue bands. These bins encompass all datapoints below 0.9‰
and above 2.4‰. See also section 3.4.3 and Fig. 9. 475 The external reproducibility of the standards, however, does not reflect the reproducibility of the samples based on duplicate
measurements. The samples from each sampling track were not homogeneous, as they likely contain multiple thin growth
480
increments and were not homogenised after drilling. Therefore, different aliquots from the same sample sometimes resulted
in quite large differences when measured, in both the GasBench and the MAT 253 PLUS analyses. Instead of using the
external reproducibility on the Naxos standard, the uncertainty on the samples was determined as follows: for each sample of
which multiple aliquots were analysed, the standard deviation of these aliquot results was taken, and all these standard The external reproducibility of the standards, however, does not reflect the reproducibility of the samples based on duplicate
measurements. The samples from each sampling track were not homogeneous, as they likely contain multiple thin growth
480
increments and were not homogenised after drilling. Therefore, different aliquots from the same sample sometimes resulted
in quite large differences when measured, in both the GasBench and the MAT 253 PLUS analyses. Instead of using the
external reproducibility on the Naxos standard, the uncertainty on the samples was determined as follows: for each sample of
which multiple aliquots were analysed, the standard deviation of these aliquot results was taken, and all these standard deviations were averaged. To this goal, δ18Oc data from GasBench and MAT 253 PLUS analyses were combined. This
485
resulted in an uncertainty of 0.15‰ for SG-126. 4.4.1 Oxygen isotopes
450 The internal reproducibility of conventional stable isotope analyses was 0.04‰ (1σ) for δ13C and 0.06‰ (1σ) for δ18Oc. External reproducibility was 0.05‰ for δ13C and 0.07‰ for δ18Oc based on repeated measurements of the Naxos standard. seen on SG-126. There are many very thin light and dark bands on SG-127, and many of the samples likely contain material
460
from both light and dark bands (Fig. 7b; not all indicated on Fig. 7b as the exact location relative to the samples was not
determined). The internal reproducibility of conventional stable isotope analyses was 0.04‰ (1σ) for δ13C and 0.06‰ (1σ) for δ18Oc. External reproducibility was 0.05‰ for δ13C and 0.07‰ for δ18Oc based on repeated measurements of the Naxos standard. The Kiel carbonate standard showed external reproducibility of 0.09‰ for δ13C and 0.06‰ for δ18Oc. 465 The Kiel carbonate standard showed external reproducibility of 0.09‰ for δ13C and 0.06‰ for δ18Oc. 465 21 https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. Figure 6: Different shell structures identified in the EBSD maps. (a) Overlapping scale-like structure in layer M+2. (b) Alternating
zebra-like patterns in layer M+1. (c) Hatched pattern in layer M-1 at the hinge of the shell. (d) Rectangular, columnar crystals
with their length oriented perpendicular to the growth lines in layer M-1. There are also areas in this layer (e.g., top right in panel
d) without a clear grain shape structure. (e) Schematic figure of the shell indicating the approximate location of the maps. Figure 6: Different shell structures identified in the EBSD maps. (a) Overlapping scale-like structure in layer M+2. (b) Alternating
zebra-like patterns in layer M+1. (c) Hatched pattern in layer M-1 at the hinge of the shell. (d) Rectangular, columnar crystals
with their length oriented perpendicular to the growth lines in layer M-1. There are also areas in this layer (e.g., top right in panel
d) without a clear grain shape structure. (e) Schematic figure of the shell indicating the approximate location of the maps. 470 22 https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. 23 4.4.2 Growth curves Growth model fitting suggests a maximum size of A. benedeni benedeni of 34-52 mm. A growth curve has been
reconstructed for the specimen using the δ18Oc record of specimen SG-126 (Fig. 8a-b). This was not done for specimen SG-
490
127 as only a small section of the entire shell was sampled. Figure 8 also shows the fitted Von Bertalanffy and Gompertz
growth models. The VBGF has the form of Eq. 4, where H is the body size of the specimen at time t (here: shell height
measured as distance from umbo), Hasymp is the asymptotic height (i.e., the average theoretical maximum shell height), k is
the growth coefficient, t is the time (here: in years), and t0 is the theoretical time where H equals 0. Growth model fitting suggests a maximum size of A. benedeni benedeni of 34-52 mm. A growth curve has been 495 𝐻(𝑡) = 𝐻𝑎𝑠𝑦𝑚𝑝(1 −𝑒−𝑘(𝑡−𝑡0)) (4) Each parameter, its associated standard error (SE), and p-value were calculated. Hasymp, k, and t0 were estimated to be
52.35±7.64 SE (p<0.05), 0.09±0.02 SE (p<0.05), and 0.03±0.16 SE (p>>0.05) respectively. The interpretation of growth
coefficient k is problematic, and besides having a very large standard error and low confidence, t0 is merely a mathematical
500 Each parameter, its associated standard error (SE), and p-value were calculated. Hasymp, k, and t0 were estimated to be
52.35±7.64 SE (p<0.05), 0.09±0.02 SE (p<0.05), and 0.03±0.16 SE (p>>0.05) respectively. The interpretation of growth
coefficient k is problematic, and besides having a very large standard error and low confidence, t0 is merely a mathematical
500
artefact that does not have any biological meaning (Lee et al. 2020). Hasymp is the estimated average maximum shell height in
millimetres that A. benedeni benedeni would have reached. The Gompertz equation has the form of Eq. 5: Each parameter, its associated standard error (SE), and p-value were calculated. Hasymp, k, and t0 were estimated to be
52.35±7.64 SE (p<0.05), 0.09±0.02 SE (p<0.05), and 0.03±0.16 SE (p>>0.05) respectively. The interpretation of growth Each parameter, its associated standard error (SE), and p-value were calculated. Hasymp, k, and t0 were estimated to be
52.35±7.64 SE (p<0.05), 0.09±0.02 SE (p<0.05), and 0.03±0.16 SE (p>>0.05) respectively. The interpretation of growth p
p
y p
52.35±7.64 SE (p<0.05), 0.09±0.02 SE (p<0.05), and 0.03±0.16 SE (p>>0.05) respectively. 4.4.2 Growth curves The interpretation of growth
coefficient k is problematic, and besides having a very large standard error and low confidence, t0 is merely a mathematical
500
artefact that does not have any biological meaning (Lee et al. 2020). Hasymp is the estimated average maximum shell height in
millimetres that A. benedeni benedeni would have reached. The Gompertz equation has the form of Eq. 5: coefficient k is problematic, and besides having a very large standard error and low confidence, t0 is merely a mathematical
500
artefact that does not have any biological meaning (Lee et al. 2020). Hasymp is the estimated average maximum shell height in
millimetres that A. benedeni benedeni would have reached. The Gompertz equation has the form of Eq. 5: 𝐻(𝑡) = 𝐻𝑎𝑠𝑦𝑚𝑝𝑒−𝑏𝑒−𝑐𝑡 (5) 505 505 24 4.4.3 Δ47 and palaeotemperature
515 A mean annual temperature (MAT) of 13.5±3.8°C has been calculated through averaging all Δ47 values and converting this
average to a single temperature, with the 95%CL determined through Monte Carlo error propagation. Δ47-based summer and
winter temperatures could not be determined due to a limited amount of data. The summer and winter data were compiled by
selecting samples with respectively low and high δ18Oc values from both specimens, and subsequently averaging the A mean annual temperature (MAT) of 13.5±3.8°C has been calculated through averaging all Δ47 values and converting this
average to a single temperature, with the 95%CL determined through Monte Carlo error propagation. Δ47-based summer and
winter temperatures could not be determined due to a limited amount of data. The summer and winter data were compiled by
selecting samples with respectively low and high δ18Oc values from both specimens, and subsequently averaging the associated Δ47 values (Fig. 9, see also section 3.4.3). However, Fig. 9 shows that to obtain statistically sound summer and
520
winter temperatures from A. benedeni benedeni, more clumped isotope measurements are required than analysed here. The
δ18Oc cut-offs for <0.9‰ and >2.4‰ are highlighted to illustrate this. At these cut-off points, the number of datapoints
(N=20 and N=21, respectively) is large enough to bring down the 95% confidence level (CL) range somewhat, but the two
datasets are not statistically different (p>0.05, Student’s t-test), both due to the wide range included in these cut-offs and the associated Δ47 values (Fig. 9, see also section 3.4.3). However, Fig. 9 shows that to obtain statistically sound summer and
520
winter temperatures from A. benedeni benedeni, more clumped isotope measurements are required than analysed here. The
δ18Oc cut-offs for <0.9‰ and >2.4‰ are highlighted to illustrate this. At these cut-off points, the number of datapoints
(N=20 and N=21, respectively) is large enough to bring down the 95% confidence level (CL) range somewhat, but the two
datasets are not statistically different (p>0.05, Student’s t-test), both due to the wide range included in these cut-offs and the large 95%CL range. Increasing the number of clumped isotope measurements decreases the large errors and allows for
525
making the cut-offs narrower so that they better represent the seasonal extremes. That this approach works, is exemplified by
the MAT of 13.5±3.8°C. Due to the large number of measurements (N=103), the error on this temperature has been reduced
to a reasonable level. https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. where H is again the shell height at time t, Hasymp is the average theoretical maximum shell height, and b and c are
coefficients. Hasymp, b, and c were estimated to be 34.11±1.98 SE (p<0.05), 2.58±0.14 SE (p<0.05), and 0.29±0.03 SE
(p<0.05), respectively. The Gompertz model thus suggests a shorter average maximum shell height of 34.11 mm. The
standard error on the residuals is 0.51 for the VBGF and 0.63 for the Gompertz equation. The R2 value for both fits is 0.99,
but as both functions are non-linear, this is not a reliable indicator of goodness-of-fit (e.g., Spiess and Neumeyer 2010). 510 but as both functions are non-linear, this is not a reliable indicator of goodness-of-fit (e.g., Spi
0 510 Figure 8: Growth curve for specimen SG-126. (a) Growth curve constructed by inserting the counted years versus distance-from-
umbo datapoints into two different fitting algorithms: the asymptotic Von Bertalanffy growth function and the logistic Gompertz
function. (b) δ18Oc record with the inferred growth years marked by lines connecting to plot (a). Figure 8: Growth curve for specimen SG-126. (a) Growth curve constructed by inserting the counted years versus distance-from-
umbo datapoints into two different fitting algorithms: the asymptotic Von Bertalanffy growth function and the logistic Gompertz
function. (b) δ18Oc record with the inferred growth years marked by lines connecting to plot (a). 25 4.4.4 δ18Osw, δ18Oc, and temperature 4.4.4 δ18Osw, δ18Oc, and temperature The average δ18Osw is 0.10±0.88‰ VSMOW (95%CL), based on the average Δ47-based temperature of 13.5±3.8°C and the
540
average δ18Oc of both shells combined (1.53±0.015 VSMOW, 95%CL). The Grossman and Ku (1986) equation was applied
to the highest and lowest δ18Oc values and the mean δ18Osw to obtain new winter and summer temperatures (Fig. 10a). To
obtain these highest and lowest δ18Oc values, the 3 lowest (0.30, 0.42, 0.43‰) and highest (3.07, 3.16, 3.29‰) datapoints
were averaged. This resulted in summer and winter temperatures of 18.5±3.9°C and 6.4±3.9°C (95%CL, Fig. 10b). 545
Figure 10: δ18Oc-based summer and winter temperatures. (a) Schematic illustrating how the δ18Oc-based temperatures have been
calculated and what values were used. All values after ± are 95%CLs. b. Mean δ18Oc-based summer (red circle) and winter (blue
diamond) temperatures and their 95%CL. In the background, the Δ47-based mean temperature and confidence interval is shown
(grey band). The δ18Oc values used are the average of the lowest and highest 3 datapoints. Figure 10: δ18Oc-based summer and winter temperatures. (a) Schematic illustrating how the δ18Oc-based temperatures have been
calculated and what values were used. All values after ± are 95%CLs. b. Mean δ18Oc-based summer (red circle) and winter (blue
diamond) temperatures and their 95%CL. In the background, the Δ47-based mean temperature and confidence interval is shown
(grey band). The δ18Oc values used are the average of the lowest and highest 3 datapoints. 5.1 Diagenesis No signs of diagenesis of the shells were found through micro-X-ray fluorescence (μXRF), X-ray diffraction (XRD), light
microscopy, and electron backscatter diffraction (EBSD) analyses. The μXRF analyses indicated that the shell material was
high in Sr and low in Fe and Mn, these latter two elements are regularly used to pinpoint diagenesis (Fig. 2b; de Winter & No signs of diagenesis of the shells were found through micro-X-ray fluorescence (μXRF), X-ray diffraction (XRD), light
microscopy, and electron backscatter diffraction (EBSD) analyses. The μXRF analyses indicated that the shell material was
high in Sr and low in Fe and Mn, these latter two elements are regularly used to pinpoint diagenesis (Fig. 2b; de Winter & microscopy, and electron backscatter diffraction (EBSD) analyses. The μXRF analyses indicated that the shell material was
high in Sr and low in Fe and Mn, these latter two elements are regularly used to pinpoint diagenesis (Fig. 2b; de Winter &
Claeys, 2016). XRD and EBSD analysis indicated no presence of calcite, to which the metastable aragonite alters as it
555
undergoes diagenesis (e.g., Al-Aasm and Veizer 1986; Casella et al. 2017). The XRD pattern of specimen SG-125 consisted
of 100% aragonite, although it must be noted that this specimen was not analysed for stable isotopes. No blocky calcite was
observed in the EBSD images of any of the three specimens (Cusack 2016; Casella et al. 2017). This alone does not preclude
diagenetic alteration, as calcite is not formed in the earliest stages of diagenesis (Cochran et al. 2010; Marcano et al. 2015; Claeys, 2016). XRD and EBSD analysis indicated no presence of calcite, to which the metastable aragonite alters as it
555
undergoes diagenesis (e.g., Al-Aasm and Veizer 1986; Casella et al. 2017). The XRD pattern of specimen SG-125 consisted
of 100% aragonite, although it must be noted that this specimen was not analysed for stable isotopes. No blocky calcite was
observed in the EBSD images of any of the three specimens (Cusack 2016; Casella et al. 2017). This alone does not preclude
diagenetic alteration, as calcite is not formed in the earliest stages of diagenesis (Cochran et al. 2010; Marcano et al. 2015; Ritter et al. 2017) and there is not necessarily a difference in grain size (due to the presence of larger, secondary grains)
560
between pristine and altered aragonite (Casella et al. 2017). https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. 4.4.3 Δ47 and palaeotemperature
515 The same is possible for seasonal temperatures as long as the dataset is large enough. The external reproducibility for the clumped isotope analyses was 38 ppm for IAEA-C2 (n=23) and 60 ppm for Merck (n=15). The external reproducibility of IAEA-C2 was used as the standard deviation on Δ47 for the samples, as it is closer in
530
composition to the samples than Merck (Fig. A4). After corrections, most of the Δ47 data range between 0.55 and 0.70‰ for
both specimens (Fig. A5). 26
Figure 9: Overview of averages (round and diamond symbols) and 95% confidence intervals (dashed lines) for different sizes of
grouping summer and winter Δ47 aliquots. Sizes of groups increase towards the middle of the plot. The larger symbols with vertical
535
error bars highlight the issue of having insufficient aliquot measurements. The bin sizes are small, and so they should come close
to the true (non-averaged) seasonality. However, the number of aliquots is reduced to ca. 20 at this point. This translates to large
errors, making these cold and warm averages statistically indistinguishable from each other. Figure 9: Overview of averages (round and diamond symbols) and 95% confidence intervals (dashed lines) for different sizes of
grouping summer and winter Δ47 aliquots. Sizes of groups increase towards the middle of the plot. The larger symbols with vertical
535
error bars highlight the issue of having insufficient aliquot measurements. The bin sizes are small, and so they should come close
to the true (non-averaged) seasonality. However, the number of aliquots is reduced to ca. 20 at this point. This translates to large
errors, making these cold and warm averages statistically indistinguishable from each other. 26 2022) and from the early Pliocene Ramsholt Member of and the unconsolidated and fine-grained nature of the strata, this evidence suggests that no significant diagenetic alteration
570
took place. The isotope values presented here therefore record the formation temperature of the biogenic aragonite, assuming
equilibrium fractionation. Previous studies have indicated good preservation for bivalves from the Oorderen Member (Valentine et al. 2011; Johnson et
al. 2022), from other members of the Lillo Formation (Johnson et al. 2022) and from the early Pliocene Ramsholt Member of the Coralline Crag Formation (Johnson et al. 2009; Vignols et al. 2019). Pliocene shells from the North Sea basin are
575
expected to yield decent temperature results by geochemical analysis, as long as preservation is not obviously suspected
(e.g., in the Sudbourne Member of the Coralline Crag Formation in southeast England, whose aragonitic shells have nearly
all been dissolved; Balson et al. 1993). the Coralline Crag Formation (Johnson et al. 2009; Vignols et al. 2019). Pliocene shells from the North Sea basin are
575
expected to yield decent temperature results by geochemical analysis, as long as preservation is not obviously suspected
(e.g., in the Sudbourne Member of the Coralline Crag Formation in southeast England, whose aragonitic shells have nearly
all been dissolved; Balson et al. 1993). the Coralline Crag Formation (Johnson et al. 2009; Vignols et al. 2019). Pliocene shells from the North Sea basin are
575
expected to yield decent temperature results by geochemical analysis, as long as preservation is not obviously suspected
(e.g., in the Sudbourne Member of the Coralline Crag Formation in southeast England, whose aragonitic shells have nearly
all been dissolved; Balson et al. 1993). 5.1 Diagenesis Further analysis of the EBSD maps did not, however, produce 27 5.2 Angulus benedeni benedeni shell structure The shell of A. benedeni benedeni consists of four shell layers, of which the outer three show different macrostructures that
580
are also observed in other tellinid bivalves. Three of the four shell layers can be assigned to a specific bivalve shell structure
through comparison with the structures described in the review paper of Popov (2014). The fourth layer, M-2, was not
captured on any EBSD map. The bundled, diverging crystals in layer M+2 (Fig. 6a) have been interpreted as a compound
composite prismatic structure (Popov 2014). The zebra-like pattern observed in layer M+1 (Fig. 6b) has been interpreted as a crossed lamellar structure (Popov 2014; Crippa et al. 2020). Layer M-1 shows various structures: the hatched pattern
585
observed in the hinge region (Fig. 6c) is interpreted as a complex crossed lamellar structure (Popov 2014; Crippa et al. 2020). The column-like crystals (Fig. 6d) have been interpreted as a prismatic structure (Popov 2014). The small crystals
with no clear preferred orientation that surround this prismatic structure (Fig. 6d) were interpreted as a homogeneous
structure (Popov 2014). However, it might also be a different structure that cannot be analysed at this resolution due to the very fine-grained nature of the aragonite. 590
Aragonite polysynthetic (110) twinning—indicated by a 64° misorientation angle between the 001 and 010 axes—is
frequently observed in bivalves (Kobayashi and Akai 1994; Griesshaber et al. 2013; Crippa et al. 2020) and other molluscs
(Schoeppler et al. 2019). It can contribute to rapid shell growth as it is more efficient at filling up space than non-twinned
growth (Schoeppler et al. 2019). This twinning is observed in all analysed layers of A. benedeni benedeni. As the double 001 very fine-grained nature of the aragonite. 590
Aragonite polysynthetic (110) twinning—indicated by a 64° misorientation angle between the 001 and 010 axes—is
frequently observed in bivalves (Kobayashi and Akai 1994; Griesshaber et al. 2013; Crippa et al. 2020) and other molluscs
(Schoeppler et al. 2019). It can contribute to rapid shell growth as it is more efficient at filling up space than non-twinned
growth (Schoeppler et al. 2019). This twinning is observed in all analysed layers of A. benedeni benedeni. As the double 001 very fine-grained nature of the aragonite. 590
Aragonite polysynthetic (110) twinning—indicated by a 64° misorientation angle between the 001 and 010 axes—is
frequently observed in bivalves (Kobayashi and Akai 1994; Griesshaber et al. 2013; Crippa et al. https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. any evidence for diagenetic alteration. Microstructures that are similar to those found in modern Tellinidae were observed in
the EBSD maps (Popov 2014; see also section 5.2), suggesting that these are original structures. In altered aragonitic
bivalves, the structures as observed from EBSD maps are more homogenous and have a lower MUD compared to pristine
material (Casella et al. 2017; study carried out on Arctica islandica). The absolute MUD values cannot be compared with
565
different studies due to different measurement settings. However, comparison with maps of pristine versus altered aragonite
in Casella et al. (2017) shows that the altered material in Casella et al. (2017) is much more homogeneous and randomised
(i.e., low preferred orientation of the grains) than observed in this study. Even the homogeneous structure in A. benedeni
benedeni (Fig. 6d) appears less chaotic than altered aragonite (Casella et al. 2017). Combined with the shallow burial depth any evidence for diagenetic alteration. Microstructures that are similar to those found in modern Tellinidae were observed in
the EBSD maps (Popov 2014; see also section 5.2), suggesting that these are original structures. In altered aragonitic
bivalves, the structures as observed from EBSD maps are more homogenous and have a lower MUD compared to pristine
material (Casella et al. 2017; study carried out on Arctica islandica). The absolute MUD values cannot be compared with
565
different studies due to different measurement settings. However, comparison with maps of pristine versus altered aragonite
in Casella et al. (2017) shows that the altered material in Casella et al. (2017) is much more homogeneous and randomised
(i.e., low preferred orientation of the grains) than observed in this study. Even the homogeneous structure in A. benedeni
benedeni (Fig. 6d) appears less chaotic than altered aragonite (Casella et al. 2017). Combined with the shallow burial depth 565 and the unconsolidated and fine-grained nature of the strata, this evidence suggests that no significant diagenetic alteration
570
took place. The isotope values presented here therefore record the formation temperature of the biogenic aragonite, assuming
equilibrium fractionation. Previous studies have indicated good preservation for bivalves from the Oorderen Member (Valentine et al. 2011; Johnson et
al. 2022), from other members of the Lillo Formation (Johnson et al. As this study documents one of the first EBSD analyses done on fossil
molluscs, some suggestions for future research exploring this method include 1) comparing the microstructures of multiple
shell layers between species through geological time; 2) producing maps at higher resolution—step size of 0.1 or even 0.05
μm—to better capture very fine-grained microstructures; 3) analysing larger numbers of A. benedeni benedeni specimens to
characterise the microstructural variation present within species; and 4) analysing A. benedeni benedeni specimens that have
615
d
di
i
d
i
h
h
l
h This study supports previous investigations in highlighting the utility of EBSD for analysing shell structures in bivalves (e.g.,
610
Cusack 2016; Checa et al. 2019; Crippa et al. 2020). As this study documents one of the first EBSD analyses done on fossil
molluscs, some suggestions for future research exploring this method include 1) comparing the microstructures of multiple
shell layers between species through geological time; 2) producing maps at higher resolution—step size of 0.1 or even 0.05
μm—to better capture very fine-grained microstructures; 3) analysing larger numbers of A. benedeni benedeni specimens to characterise the microstructural variation present within species; and 4) analysing A. benedeni benedeni specimens that have
615
undergone diagenesis to determine how that alters the structures. characterise the microstructural variation present within species; and 4) analysing A. benedeni benedeni specimens that have
615
undergone diagenesis to determine how that alters the structures. characterise the microstructural variation present within species; and 4) analysing A. benedeni benedeni specimens that have
615
undergone diagenesis to determine how that alters the structures. The M-1
layer in Tellinidae is usually homogeneous, as it looks to be here in some sections. Angulus benedeni benedeni appears to be
very similar in structure to the closely related A. nysti. The latter has an M-1 layer that is complex crossed lamellar with Tellinidae generally have three layers, sometimes with sub-layers present. These three layers as described by Popov (2014)
600
correspond to what is called here M+2 (outer in Popov 2014), M+1 (middle in Popov 2014), and M-1 (inner in Popov 2014);
the brown M-2 layer we observed in A. benedeni benedeni is not mentioned separately, and is perhaps part of M-1. The M-1
layer in Tellinidae is usually homogeneous, as it looks to be here in some sections. Angulus benedeni benedeni appears to be
very similar in structure to the closely related A. nysti. The latter has an M-1 layer that is complex crossed lamellar with interlayers of prisms and an M+1 layer that is crossed lamellar (Popov 2014). Various differences are observed as well: layer
605
M+2 of A. nysti is fibrous prismatic with megaprisms rather than compound composite prismatic. Furthermore, in A. nysti
the prisms diverge from the top rather than from the centre of this layer, as in A. benedeni benedeni (Popov 2014). Layer M-
2 was not studied with EBSD here, but light microscopy suggests that it might be structurally similar to the neighbouring M-
1 layer. interlayers of prisms and an M+1 layer that is crossed lamellar (Popov 2014). Various differences are observed as well: layer
605
M+2 of A. nysti is fibrous prismatic with megaprisms rather than compound composite prismatic. Furthermore, in A. nysti
the prisms diverge from the top rather than from the centre of this layer, as in A. benedeni benedeni (Popov 2014). Layer M-
2 was not studied with EBSD here, but light microscopy suggests that it might be structurally similar to the neighbouring M-
1 layer. This study supports previous investigations in highlighting the utility of EBSD for analysing shell structures in bivalves (e.g.,
610
Cusack 2016; Checa et al. 2019; Crippa et al. 2020). 5.2 Angulus benedeni benedeni shell structure 2020) and other molluscs
(Schoeppler et al. 2019). It can contribute to rapid shell growth as it is more efficient at filling up space than non-twinned
growth (Schoeppler et al. 2019). This twinning is observed in all analysed layers of A. benedeni benedeni. As the double 001 28 https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. and 010 maxima are much stronger in the external layers M+2 and M+1 than in the internal layer M-1, twinning may be
595
more significant in these two layers. This may, in turn, be linked to more rapid growth. The described microstructures—compound composite prismatic, crossed lamellar, complex crossed lamellar, prismatic, and
homogeneous—were all previously described in other tellinid genera such as Macoma, Peronidia, and the lucinid Megaxinus
(Popov 2014). However, there is a large variation in structural composition within the Tellinidae family (Popov 2014). and 010 maxima are much stronger in the external layers M+2 and M+1 than in the internal layer M-1, twinning may be
595
more significant in these two layers. This may, in turn, be linked to more rapid growth. and 010 maxima are much stronger in the external layers M+2 and M+1 than in the internal layer M-1, twinning may be
595
more significant in these two layers. This may, in turn, be linked to more rapid growth. The described microstructures—compound composite prismatic, crossed lamellar, complex crossed lamellar, prismatic, and
homogeneous—were all previously described in other tellinid genera such as Macoma, Peronidia, and the lucinid Megaxinus
(Popov 2014). However, there is a large variation in structural composition within the Tellinidae family (Popov 2014). Tellinidae generally have three layers, sometimes with sub-layers present. These three layers as described by Popov (2014)
600
correspond to what is called here M+2 (outer in Popov 2014), M+1 (middle in Popov 2014), and M-1 (inner in Popov 2014);
the brown M-2 layer we observed in A. benedeni benedeni is not mentioned separately, and is perhaps part of M-1. The M-1
layer in Tellinidae is usually homogeneous, as it looks to be here in some sections. Angulus benedeni benedeni appears to be
very similar in structure to the closely related A. nysti. The latter has an M-1 layer that is complex crossed lamellar with Tellinidae generally have three layers, sometimes with sub-layers present. These three layers as described by Popov (2014)
600
correspond to what is called here M+2 (outer in Popov 2014), M+1 (middle in Popov 2014), and M-1 (inner in Popov 2014);
the brown M-2 layer we observed in A. benedeni benedeni is not mentioned separately, and is perhaps part of M-1. If it is briefly assumed that most of SG-126’s
growth years have been captured and using the maximum amount of growth lines counted here (115), approximately 13
growth lines per year are recorded. This corresponds to an interval of approximately 29 days, which matches the periodicity
650
of the monthly synodic lunar-tidal cycle. A crude estimate of the minimum and maximum period is possible based on
conservative estimates for the upper and lower limits for the number of counted growth lines (~75 to 150; see section 3.2.3;
Fig. 3) and years recorded (~7 to 13, depending on how many early growth years are missing and how much aliasing is
present in the ontogenetically oldest part of the shell). These estimates yield a range of a periodicity of 17 days (7 years, 150
growth lines) to 63 days (75 growth lines, 13 years). Both growth lines and years are more likely to be over- rather than
655
underestimated, as their recordings are both limited by either the microscopy or the sampling resolution. Therefore, a 17-day
periodicity, which requires a maximum age of 7, is unlikely, making the biweekly tidal cycle an unlikely external forcing
candidate. Within this range, the monthly tidal cycle seems the most plausible external forcing for the growth bands in A. benedeni benedeni. It is also possible that the formation of growth lines is driven by aperiodic or quasi-periodic processes
such as storms—which would skew the correlation between growth years and growth lines—or is a result of an internally
660 Bivalves can form growth increments on a variety of timescales and their growth rhythm can be influenced by solar and
lunar cycles (e.g., Tran et al. 2011). The number of growth lines counted in A. benedeni benedeni were divided by the
645
inferred age of the specimen to determine its growth rhythm. The sampled intervals span several years—around nine years
for SG-126, which represents most of the shell height, and around six years for SG-127, which represents only around 1/3rd
of the shell height. In both shells, 100+ growth lines have been counted. If it is briefly assumed that most of SG-126’s
growth years have been captured and using the maximum amount of growth lines counted here (115), approximately 13 lunar cycles (e.g., Tran et al. 2011). The number of growth lines counted in A. benedeni benedeni were divided by the
645
inferred age of the specimen to determine its growth rhythm. The sampled intervals span several years—around nine years
for SG-126, which represents most of the shell height, and around six years for SG-127, which represents only around 1/3rd
of the shell height. In both shells, 100+ growth lines have been counted. If it is briefly assumed that most of SG-126’s
growth years have been captured and using the maximum amount of growth lines counted here (115), approximately 13 growth lines per year are recorded. This corresponds to an interval of approximately 29 days, which matches the periodicity
650
of the monthly synodic lunar-tidal cycle. A crude estimate of the minimum and maximum period is possible based on
conservative estimates for the upper and lower limits for the number of counted growth lines (~75 to 150; see section 3.2.3;
Fig. 3) and years recorded (~7 to 13, depending on how many early growth years are missing and how much aliasing is
present in the ontogenetically oldest part of the shell). These estimates yield a range of a periodicity of 17 days (7 years, 150 growth lines per year are recorded. This corresponds to an interval of approximately 29 days, which matches the periodicity
650
of the monthly synodic lunar-tidal cycle. A crude estimate of the minimum and maximum period is possible based on
conservative estimates for the upper and lower limits for the number of counted growth lines (~75 to 150; see section 3.2.3;
Fig. 3) and years recorded (~7 to 13, depending on how many early growth years are missing and how much aliasing is
present in the ontogenetically oldest part of the shell). These estimates yield a range of a periodicity of 17 days (7 years, 150 growth lines) to 63 days (75 growth lines, 13 years). Both growth lines and years are more likely to be over- rather than
655
underestimated, as their recordings are both limited by either the microscopy or the sampling resolution. Therefore, a 17-day
periodicity, which requires a maximum age of 7, is unlikely, making the biweekly tidal cycle an unlikely external forcing
candidate. Within this range, the monthly tidal cycle seems the most plausible external forcing for the growth bands in A. benedeni benedeni. 5.3 Angulus benedeni benedeni growth history Angulus benedeni benedeni experienced slower growth in winter, could live for up to a decade or longer (Fig. 7, 8), could
reach lengths of 34-52 mm, and likely formed monthly growth increments. The maximum (winter) δ18Oc values decrease, reach lengths of 34-52 mm, and likely formed monthly growth increments. The maximum (winter) δ18Oc values decrease,
while the minimum (summer) values stay similar throughout the oxygen isotope record of specimen SG-126. This amplitude
620
reduction may reflect growth breaks during the colder months. This is supported by the correlation of high δ18Oc values with
dark growth bands on the shell’s exterior. Darker bands in bivalves often represent high organic matter content related to
decreased mineralisation rates (Lutz and Rhoads 1980, cited in Carré et al. 2005). The ontogenetic growth rate decline that is
often seen in bivalves (e.g., McConnaughey and Gillikin 2008) is not apparent from the growth curve of specimen SG-126. while the minimum (summer) values stay similar throughout the oxygen isotope record of specimen SG-126. This amplitude
620
reduction may reflect growth breaks during the colder months. This is supported by the correlation of high δ18Oc values with
dark growth bands on the shell’s exterior. Darker bands in bivalves often represent high organic matter content related to
decreased mineralisation rates (Lutz and Rhoads 1980, cited in Carré et al. 2005). The ontogenetic growth rate decline that is
often seen in bivalves (e.g., McConnaughey and Gillikin 2008) is not apparent from the growth curve of specimen SG-126. The growth curve only becomes slightly less steep in the last few measured years, and there is no marked increase in the
625
wavelength of the δ18Oc record (Fig. 8). 29 https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. Growth modelling has provided a preliminary range of maximum shell height for A. benedeni benedeni. Both the VBGF and
the Gompertz equation show a good fit with the growth data of Shell SG-126, indicated by the similar standard errors of the
residuals (0.51 and 0.63 mm, respectively). The data do not appear to show the inflection point that is present in the logistic
Gompertz function but not in the logarithmic VBGF. The exponential growth on the left-hand side of such an inflection is
630
suitable for the first stages of growth in bivalves, when they are still in the larval stage (Urban 2002). Since SG-126 is an
adult shell, and since it is likely that not the entire life history was sampled (the first few millimetres of growth may have
been missed, see Fig. A1), the larval growth stage is not represented. The second major difference between the VBGF and Gompertz function but not in the logarithmic VBGF. The exponential growth on the left-hand side of such an inflection is
630
suitable for the first stages of growth in bivalves, when they are still in the larval stage (Urban 2002). Since SG-126 is an
adult shell, and since it is likely that not the entire life history was sampled (the first few millimetres of growth may have
been missed, see Fig. A1), the larval growth stage is not represented. The second major difference between the VBGF and
the Gompertz equation is their estimation of Hasymp, the average theoretical maximum shell height. The VBGF yields a Gompertz function but not in the logarithmic VBGF. The exponential growth on the left-hand side of such an inflection is
630
suitable for the first stages of growth in bivalves, when they are still in the larval stage (Urban 2002). Since SG-126 is an
adult shell, and since it is likely that not the entire life history was sampled (the first few millimetres of growth may have
been missed, see Fig. A1), the larval growth stage is not represented. The second major difference between the VBGF and
the Gompertz equation is their estimation of Hasymp, the average theoretical maximum shell height. The VBGF yields a 630 maximum shell height estimate of around 52 mm, while the Gompertz equation gives an estimate of around 34 mm. Due to
635
the nature of the respective models, the VBGF tends to overestimate the maximum shell height, while the Gompertz equation
tends to underestimate it (Urban 2002), so these two estimates yield a plausible range for the maximum shell height of A. benedeni benedeni. The heights of specimens SG-126 and SG-127 (30-36 mm) are close to the Hasymp of the Gompertz
model, and the other specimens in the collection of the Royal Belgian Insitute of Natural Sciences generally do not exceed maximum shell height estimate of around 52 mm, while the Gompertz equation gives an estimate of around 34 mm. Due to
635
the nature of the respective models, the VBGF tends to overestimate the maximum shell height, while the Gompertz equation
tends to underestimate it (Urban 2002), so these two estimates yield a plausible range for the maximum shell height of A. benedeni benedeni. The heights of specimens SG-126 and SG-127 (30-36 mm) are close to the Hasymp of the Gompertz
model, and the other specimens in the collection of the Royal Belgian Insitute of Natural Sciences generally do not exceed 40 mm in length. It should be noted that Hasymp represents the average theoretical maximum shell height, and individual
640
shells can grow larger. The shape of the VBGF and Gompertz curves suggest that specimen SG-126 had not yet reached its
maximum shell height. The fact that growth had not yet significantly slowed at around 8-9 years suggests that A. benedeni
benedeni may have lived significantly longer, recording environmental variability on a scale of seasons to decades. Bivalves can form growth increments on a variety of timescales and their growth rhythm can be influenced by solar and Bivalves can form growth increments on a variety of timescales and their growth rhythm can be influenced by solar and
lunar cycles (e.g., Tran et al. 2011). The number of growth lines counted in A. benedeni benedeni were divided by the
645
inferred age of the specimen to determine its growth rhythm. The sampled intervals span several years—around nine years
for SG-126, which represents most of the shell height, and around six years for SG-127, which represents only around 1/3rd
of the shell height. In both shells, 100+ growth lines have been counted. 5.4 Angulus benedeni benedeni as a climate archive
670 5.4 Angulus benedeni benedeni as a climate archive
670
Angulus benedeni benedeni shows promise as an archive for high-resolution climate reconstruction. It can live for up to a
decade or longer and enables the reconstruction of multiannual climate records at a seasonal resolution. Both δ18Oc and Δ47
analyses can be successfully applied to this species, and with a larger dataset, it is possible to obtain clumped isotope-based
summer and winter temperatures. This species is especially suited for reconstructions of climate in the Pliocene of the North Angulus benedeni benedeni shows promise as an archive for high-resolution climate reconstruction. It can live for up to a
decade or longer and enables the reconstruction of multiannual climate records at a seasonal resolution. Both δ18Oc and Δ47
analyses can be successfully applied to this species, and with a larger dataset, it is possible to obtain clumped isotope-based
summer and winter temperatures. This species is especially suited for reconstructions of climate in the Pliocene of the North Sea, where it is common (De Meuter and Laga 1976). However, it dates back to the Late Eocene (Marquet et al. 2008) and
675
can thus be used to reconstruct older climates as well, given that these older specimens are well-preserved. Its relatively thin
shell in combination with its long lifespan makes it more challenging to sample at high temporal resolution. This first
palaeoclimatological study on A. benedeni benedeni highlights the opportunities for using this species as a climate archive. These are not limited to stable isotope analysis, but may extend to, for example, minor and trace elemental analyses by e.g. extended μXRF analyses and Laser-Ablation ICP-MS profiles that can provide information about short-term changes in the
680 extended μXRF analyses and Laser-Ablation ICP-MS profiles, that can provide information about short-term changes in the
680
North Sea living environment during the Pliocene (e.g. de Winter et al. 2017a). extended μXRF analyses and Laser-Ablation ICP-MS profiles, that can provide information about short-term changes in the
680
North Sea living environment during the Pliocene (e.g. de Winter et al. 2017a). extended μXRF analyses and Laser-Ablation ICP-MS profiles, that can provide information about short-term changes in the
680
North Sea living environment during the Pliocene (e.g. de Winter et al. 2017a). 665 dominant than the other, not as individual growth lines as observed here. Finally, many bivalves form growth increments on
665
much smaller timescales as well (e.g., (semi-)diurnal or circatidal; Judd, Wilkinson, and Ivany 2018 and references therein). We cannot confidently rule out the presence of such ultradian cyclicity in A. benedeni benedeni, and more complete records
from multiple specimens may be needed to further characterise and statistically solidify the periodicity in growth lines of A. benedeni benedeni. It is also possible that the formation of growth lines is driven by aperiodic or quasi-periodic processes growth lines) to 63 days (75 growth lines, 13 years). Both growth lines and years are more likely to be over- rather than
655
underestimated, as their recordings are both limited by either the microscopy or the sampling resolution. Therefore, a 17-day
periodicity, which requires a maximum age of 7, is unlikely, making the biweekly tidal cycle an unlikely external forcing
candidate. Within this range, the monthly tidal cycle seems the most plausible external forcing for the growth bands in A. benedeni benedeni. It is also possible that the formation of growth lines is driven by aperiodic or quasi-periodic processes such as storms—which would skew the correlation between growth years and growth lines—or is a result of an internally
660 30 https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. controlled rhythm rather than being externally forced. Internal forcing is a strong possibility, as there is little difference
between the two spring-neap cycles within a monthly cycle (Kvale 2006). If tides exerted influence, the fortnightly spring-
neap cycle would be expected to be present as well due to its larger amplitude. Monthly lunar cycles have been observed in
bivalves (Pannella and MacClintock 1968), but these are present as bundled spring-neap tide pairs with one being more controlled rhythm rather than being externally forced. Internal forcing is a strong possibility, as there is little difference
between the two spring-neap cycles within a monthly cycle (Kvale 2006). If tides exerted influence, the fortnightly spring-
neap cycle would be expected to be present as well due to its larger amplitude. Monthly lunar cycles have been observed in
bivalves (Pannella and MacClintock 1968), but these are present as bundled spring-neap tide pairs with one being more controlled rhythm rather than being externally forced. Internal forcing is a strong possibility, as there is little difference
between the two spring-neap cycles within a monthly cycle (Kvale 2006). If tides exerted influence, the fortnightly spring-
neap cycle would be expected to be present as well due to its larger amplitude. Monthly lunar cycles have been observed in
bivalves (Pannella and MacClintock 1968), but these are present as bundled spring-neap tide pairs with one being more
dominant than the other, not as individual growth lines as observed here. Finally, many bivalves form growth increments on
665
much smaller timescales as well (e.g., (semi-)diurnal or circatidal; Judd, Wilkinson, and Ivany 2018 and references therein). We cannot confidently rule out the presence of such ultradian cyclicity in A. benedeni benedeni, and more complete records
from multiple specimens may be needed to further characterise and statistically solidify the periodicity in growth lines of A. benedeni benedeni. dominant than the other, not as individual growth lines as observed here. Finally, many bivalves form growth increments on
665
much smaller timescales as well (e.g., (semi-)diurnal or circatidal; Judd, Wilkinson, and Ivany 2018 and references therein). We cannot confidently rule out the presence of such ultradian cyclicity in A. benedeni benedeni, and more complete records
from multiple specimens may be needed to further characterise and statistically solidify the periodicity in growth lines of A. benedeni benedeni. https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. ranges and indicative of a greater sensitivity (Dowsett et al. 2012; Haywood et al. 2020). The recent increase of 1-1.3°C in
North Sea temperatures since the late 1800s (Schöne et al. 2004; Mackenzie and Schiedek 2007; Belkin 2009; Emeis et al. ranges and indicative of a greater sensitivity (Dowsett et al. 2012; Haywood et al. 2020). The recent increase of 1 1.3 C in
North Sea temperatures since the late 1800s (Schöne et al. 2004; Mackenzie and Schiedek 2007; Belkin 2009; Emeis et al. 2015; Quante and Colijn 2016) is similar to the observed increase in global temperatures of 0.9-1.3°C (Gillett et al. 2021). 695
However, most of the warming in the North Sea took place since the 1980s (e.g., Emeis et al. 2015), while the steep warming
trend on a global scale took off a few decades earlier, around 1960 (Gillett et al. 2021). Very recent warming in the North
Sea thus appears to have been faster than the global average (e.g., Belkin 2009; Quante and Colijn 2016). The current
climate is transient, not stable, so a direct comparison is not possible. However, both Pliocene and modern data suggest that
we might see near-future warming in the North Sea that exceeds the global average trend. 700 2015; Quante and Colijn 2016) is similar to the observed increase in global temperatures of 0.9-1.3°C (Gillett et al. 2021). 695
However, most of the warming in the North Sea took place since the 1980s (e.g., Emeis et al. 2015), while the steep warming
trend on a global scale took off a few decades earlier, around 1960 (Gillett et al. 2021). Very recent warming in the North
Sea thus appears to have been faster than the global average (e.g., Belkin 2009; Quante and Colijn 2016). The current
climate is transient, not stable, so a direct comparison is not possible. However, both Pliocene and modern data suggest that 695 we might see near-future warming in the North Sea that exceeds the global average trend. 700
This warming was likely not evenly distributed throughout the year during the Pliocene. The δ18Oc-based winter and summer
temperatures show a seasonal range of 12.1°C, from 6.4±3.9°C in winter to 18.5±3.9°C in summer (Fig. 10b). This is higher
than the modern range of ca. 7-9°C, from 7-8°C in winter to 15-16°C in summer (Kooij et al. 2016). The actual Pliocene
range might have been larger, as the calculated range is likely an underestimation due to reasons pertaining to the g
g
g
g
This warming was likely not evenly distributed throughout the year during the Pliocene. The δ18Oc-based winter and summer
temperatures show a seasonal range of 12.1°C, from 6.4±3.9°C in winter to 18.5±3.9°C in summer (Fig. 10b). This is higher
than the modern range of ca. 7-9°C, from 7-8°C in winter to 15-16°C in summer (Kooij et al. 2016). The actual Pliocene
range might have been larger, as the calculated range is likely an underestimation due to reasons pertaining to the methodology as well as to the bivalve-archive and its living environment. Firstly, as the sampling resolution was limited,
705
some of the highest and lowest δ18Oc values may not have been analysed. Secondly, short growth breaks during winter, as
suggested by the dark bands present on the exterior shell surface, may have prevented the coldest temperatures from being
recorded in A. benedeni benedeni. Thirdly, summer stratification during deposition of the lower Oorderen Member at 40-50
m water depth was found to be a likely possibility by previous research on bivalves from this member (Valentine et al. 2011; methodology as well as to the bivalve-archive and its living environment. Firstly, as the sampling resolution was limited,
705
some of the highest and lowest δ18Oc values may not have been analysed. Secondly, short growth breaks during winter, as
suggested by the dark bands present on the exterior shell surface, may have prevented the coldest temperatures from being
recorded in A. benedeni benedeni. Thirdly, summer stratification during deposition of the lower Oorderen Member at 40-50
m water depth was found to be a likely possibility by previous research on bivalves from this member (Valentine et al. 2011; Johnson et al. 2022). Previous research on the somewhat older Coralline Crag Formation also found evidence for summer
710
stratification in the early Pliocene (Jenkins and Houghton 1987; Johnson et al. 2009). When vertical mixing is limited, the
summer heat is trapped in the surface layer of the water while the bottom waters remain a cooler temperature. This would
lead to underestimation of SSTs in benthic organisms such as bivalves. The upper Oorderen interval from which this study’s
specimens were collected is interpreted to have been shallower and more strongly influenced by tidal currents than the lower Johnson et al. 5.5 Clumped and oxygen isotope based palaeotemperatures The reconstructed mean annual temperature (MAT) of 13.5±3.8°C based on clumped isotope thermometry is 3.5°C higher
than that of the pre-industrial North Sea (Mackenzie and Schiedek 2007; Emeis et al. 2015). Our temperature reconstructions The reconstructed mean annual temperature (MAT) of 13.5±3.8 C based on clumped isotope thermometry is 3.5 C higher
than that of the pre-industrial North Sea (Mackenzie and Schiedek 2007; Emeis et al. 2015). Our temperature reconstructions
for the mid-Piacenzian Warm Period (mPWP) in the North Sea are similar to a previous estimate of ca. 13°C for the North
685
Sea from the somewhat older shallow marine Coralline Crag Formation in southeast England (Dowsett et al. 2012). In
addition, modelled anomalies for the mPWP North Sea area of around +3.5°C are in close agreement (Haywood et al. 2020). Compared to estimates for the global mPWP, a 3.5°C warming is on the higher end of the range given by proxy data (+2-
4°C, sea surface temperature, Dowsett et al. 2012) and models (+1.7-5.2°C, surface air temperature, Haywood et al. 2020). It for the mid-Piacenzian Warm Period (mPWP) in the North Sea are similar to a previous estimate of ca. 13°C for the North
685
Sea from the somewhat older shallow marine Coralline Crag Formation in southeast England (Dowsett et al. 2012). In
addition, modelled anomalies for the mPWP North Sea area of around +3.5°C are in close agreement (Haywood et al. 2020). Compared to estimates for the global mPWP, a 3.5°C warming is on the higher end of the range given by proxy data (+2-
4°C, sea surface temperature, Dowsett et al. 2012) and models (+1.7-5.2°C, surface air temperature, Haywood et al. 2020). It is higher than the modelled average SST warming of +2.8°C (Haywood et al. 2020). The North Sea in the Pliocene appears
690
to have a somewhat heightened sensitivity to increased CO2 concentrations compared to the global average. The North
Atlantic showed a much stronger warming of +4-7°C during the mPWP, well outside the global average proxy and model 31 2022). Previous research on the somewhat older Coralline Crag Formation also found evidence for summer
710
stratification in the early Pliocene (Jenkins and Houghton 1987; Johnson et al. 2009). When vertical mixing is limited, the
summer heat is trapped in the surface layer of the water while the bottom waters remain a cooler temperature. This would
lead to underestimation of SSTs in benthic organisms such as bivalves. The upper Oorderen interval from which this study’s
specimens were collected is interpreted to have been shallower and more strongly influenced by tidal currents than the lower Oorderen interval from which the shells of Valentine et al. (2011) and Johnson et al. (2022) were collected (Louwye et al. 715
2004). Still, as the water depth is not well constrained and the thermocline depth is unknown, summer stratification cannot
be ruled out for our interval. Finally, the above temperatures assume a constant δ18Osw. A δ18Osw that varies throughout the
year can either dampen or amplify the δ18Oc signal. A dampening corresponds to a positive correlation between δ18Osw and
temperature, i.e., higher δ18Osw values in summer, when temperatures are high and δ18Oc is low, and vice versa. Such a signal Oorderen interval from which the shells of Valentine et al. (2011) and Johnson et al. (2022) were collected (Louwye et al. 715
2004). Still, as the water depth is not well constrained and the thermocline depth is unknown, summer stratification cannot
be ruled out for our interval. Finally, the above temperatures assume a constant δ18Osw. A δ18Osw that varies throughout the
year can either dampen or amplify the δ18Oc signal. A dampening corresponds to a positive correlation between δ18Osw and
temperature, i.e., higher δ18Osw values in summer, when temperatures are high and δ18Oc is low, and vice versa. Such a signal can be caused by enhanced evaporation in the summer, and enhanced precipitation and runoff in the winter/spring. This
720
pattern is expected in a mid-latitude settings such as the North Sea, and a strong positive correlation between δ18Osw and
temperature is observed in the eastern North Sea today (Ullmann et al. 2010). These four factors—limited sampling
resolution, possible growth slow-down in winter, possible stratification in summer, and possible dampening due to δ18Osw
fluctuations—all contribute to a potential underestimation of the actual seasonality. can be caused by enhanced evaporation in the summer, and enhanced precipitation and runoff in the winter/spring. A lower primary
production has been observed in the past decades, which is partly attributed to warming (Capuzzo et al. 2018). A disturbance
of the base of the food web can affect all higher trophic levels and ultimately fisheries. Fish are already affected as well: a of the base of the food web can affect all higher trophic levels and ultimately fisheries. Fish are already affected as well: a
decrease in body size due to rising temperatures was demonstrated by Baudron et al. (2014). While the overall temperature
735
in the North Sea basin has increased, there is no robust evidence that temperatures are rising faster in summer than in winter
or vice versa (Quante and Colijn 2016). In the neighbouring Baltic Sea, winter temperatures have been rising faster than
summer temperatures over the past few decades (Rutgersson et al. 2014), and asymmetric winter-warming has been
predicted for the North Sea area by climate models under RCP scenarios 4.5-8.5 (Quante and Colijn 2016 and references decrease in body size due to rising temperatures was demonstrated by Baudron et al. (2014). While the overall temperature
735
in the North Sea basin has increased, there is no robust evidence that temperatures are rising faster in summer than in winter
or vice versa (Quante and Colijn 2016). In the neighbouring Baltic Sea, winter temperatures have been rising faster than
summer temperatures over the past few decades (Rutgersson et al. 2014), and asymmetric winter-warming has been
predicted for the North Sea area by climate models under RCP scenarios 4.5-8.5 (Quante and Colijn 2016 and references therein). As the mPWP should not be a one-to-one comparison for modern transient changes, this is not a direct discrepancy. 740
Rather, we should use mPWP data to strengthen climate model predictions. A large part of paleotemperature data in general,
and thus of those used for model boundary conditions, reflect an annual average (although some are biased towards one
growing season, e.g., TEX86 from the Pliocene North Sea; Dearing Crampton-Flood et al. 2020). As such, an important part
of the climate system is often missing. Adding explicit summer and winter data has the potential to significantly enrich these
validation datasets In turn this will lead to more robust predictions for the near future
745 validation datasets. In turn, this will lead to more robust predictions for the near future. 745 This
720
pattern is expected in a mid-latitude settings such as the North Sea, and a strong positive correlation between δ18Osw and
temperature is observed in the eastern North Sea today (Ullmann et al. 2010). These four factors—limited sampling
resolution, possible growth slow-down in winter, possible stratification in summer, and possible dampening due to δ18Osw
fluctuations—all contribute to a potential underestimation of the actual seasonality. The mPWP seasonal temperature range in the North Sea was likely larger than today, and potentially significantly larger. 725
How much larger remains to be determined from additional clumped isotope data, which can solve the δ18Osw-dampening The mPWP seasonal temperature range in the North Sea was likely larger than today, and potentially significantly larger. 725
How much larger remains to be determined from additional clumped isotope data, which can solve the δ18Osw-dampening 32 https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. issue. The increase in range is attributed to higher summer temperatures and somewhat colder winter temperatures compared
to today. This summer-only warming has been observed by previous studies of the Pliocene SNSB (Raffi et al. 1985;
Johnson et al. 2009; Valentine et al. 2011; Johnson et al. 2022). In the context of a warmer global climate, this suggests a
reduced heat transport in winter in order to attenuate the overall warming. Such a reduction in heat transport could be related
730
to a change in Gulf Stream intensity, translated to the North Sea via the North Atlantic Current (Valentine et al. 2011). issue. The increase in range is attributed to higher summer temperatures and somewhat colder winter temperatures compared
to today. This summer-only warming has been observed by previous studies of the Pliocene SNSB (Raffi et al. 1985;
Johnson et al. 2009; Valentine et al. 2011; Johnson et al. 2022). In the context of a warmer global climate, this suggests a
reduced heat transport in winter in order to attenuate the overall warming. Such a reduction in heat transport could be related
730
to a change in Gulf Stream intensity, translated to the North Sea via the North Atlantic Current (Valentine et al. 2011). Rising temperatures in the modern North Sea have already taken their toll on regional ecosystems. A lower primary
production has been observed in the past decades, which is partly attributed to warming (Capuzzo et al. 2018). A disturbance
of the base of the food web can affect all higher trophic levels and ultimately fisheries. Fish are already affected as well: a issue. The increase in range is attributed to higher summer temperatures and somewhat colder winter temperatures compared
to today. This summer-only warming has been observed by previous studies of the Pliocene SNSB (Raffi et al. 1985;
Johnson et al. 2009; Valentine et al. 2011; Johnson et al. 2022). In the context of a warmer global climate, this suggests a
reduced heat transport in winter in order to attenuate the overall warming. Such a reduction in heat transport could be related
730
to a change in Gulf Stream intensity, translated to the North Sea via the North Atlantic Current (Valentine et al. 2011). Rising temperatures in the modern North Sea have already taken their toll on regional ecosystems. https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. summer and winter temperatures suggest a larger seasonal range than today, caused by warmer summers but similarly cool
winters. This is in line with several other bivalve-based studies that have found cool winters in the Pliocene North Sea basin. 760 760 6 Conclusions 1. Angulus benedeni benedeni’s macro-and micro shell-structures have been described in detail. Four different
macrostructures have been observed. In three of these, three different microstructures were recognized. From the outer to the
inner layer, these structures have been identified as complex prismatic, crossed lamellar, and complex crossed lamellar with
prismatic interlayers and possibly homogeneous sections. This is comparable to what has been observed in other tellinid
750
bivalves. 1. Angulus benedeni benedeni’s macro-and micro shell-structures have been described in detail. Four different
macrostructures have been observed. In three of these, three different microstructures were recognized. From the outer to the
inner layer, these structures have been identified as complex prismatic, crossed lamellar, and complex crossed lamellar with
prismatic interlayers and possibly homogeneous sections. This is comparable to what has been observed in other tellinid
750
bivalves. 2. Based on petrography and δ18Oc measurements, we can state that A. benedeni benedeni life’s span was up to a
decade or more, and it likely formed monthly growth increments. It might have experienced slower growth during winter, as
characterised by darker growth bands. 2. Based on petrography and δ18Oc measurements, we can state that A. benedeni benedeni life’s span was up to a
decade or more, and it likely formed monthly growth increments. It might have experienced slower growth during winter, as
characterised by darker growth bands. 3. Angulus benedeni benedeni shows promise as a climate archive, as demonstrated by the first successful isotope
755
analyses performed on this species. Microsampled oxygen isotope records reveal a characteristic sinusoidal pattern from
which summer and winter intervals could be discerned. Clumped isotope analysis revealed that the mean annual temperature
in the mid-Piacenzian southern North Sea basin was 13.5±3.8°C, 3.5°C warmer than the pre-industrial average. Preliminary 3. Angulus benedeni benedeni shows promise as a climate archive, as demonstrated by the first successful isotope
755
analyses performed on this species. Microsampled oxygen isotope records reveal a characteristic sinusoidal pattern from
which summer and winter intervals could be discerned. Clumped isotope analysis revealed that the mean annual temperature
in the mid-Piacenzian southern North Sea basin was 13.5±3.8°C, 3.5°C warmer than the pre-industrial average. Preliminary 33 Appendices Figure A1: Sampling procedure of the shells for stable isotope analysis. (a) Sample tracks on specimen SG-126, indicated by dotted
lines. 55 in total, each fifth sample track has been labelled. The figure shows the sampled half (top) and that same half prior to
5
sampling (bottom). (b) Sample tracks on specimen SG-127, indicated by dotted lines. 30 in total. This specimen was for a large part
covered by epoxy, so only a small section at the upper surface could be sampled. Standard
Use
δ18O [‰ VPDB]
δ13C [‰ VPDB]
Δ47 [‰ I-CDES90]
Naxos marble
Oxygen isotopes
(ThermoScientific MAT 253)
-6.83
2.08
-
Kiel carbonate
Oxygen isotopes
-16.14
-35.64
- Figure A1: Sampling procedure of the shells for stable isotope analysis. (a) Sample tracks on specimen SG-126, indicated by dotted
lines. 55 in total, each fifth sample track has been labelled. The figure shows the sampled half (top) and that same half prior to
65
sampling (bottom). (b) Sample tracks on specimen SG-127, indicated by dotted lines. 30 in total. This specimen was for a large part
covered by epoxy, so only a small section at the upper surface could be sampled. Standard
Use
δ18O [‰ VPDB]
δ13C [‰ VPDB]
Δ47 [‰ I-CDES90]
Naxos marble
Oxygen isotopes
(ThermoScientific MAT 253)
-6.83
2.08
-
Kiel carbonate
Oxygen isotopes
(ThermoScientific MAT 253)
-16.14
-35.64
-
ETH-3
Clumped isotopes
(ThermoScientific MAT 253 Plus)
-1.78
1.71
0.6132 34 ETH-2
Clumped isotopes
(ThermoScientific MAT 253 Plus)
-18.69
-10.17
0.2085
ETH-1
Clumped isotopes
(ThermoScientific MAT 253 Plus)
-2.19
2.02
0.2052
IAEA-C2
Clumped isotopes
(ThermoScientific MAT 253 Plus)
-9.00
-8.25
0.6409
Merck
Clumped isotopes
(ThermoScientific MAT 253 Plus)
-15.51
-42.21
0.5135
Table A1: Accepted values for stable isotope measurements, both oxygen and clumped. Figure A2: Linear correlation between the Naxos δ18O data (11 standards measured) and the mass 44 intensity that was used to
correct the δ18O data. ETH-2
Clumped isotopes
(ThermoScientific MAT 253 Plus)
-18.69
-10.17
0.2085
ETH-1
Clumped isotopes
(ThermoScientific MAT 253 Plus)
-2.19
2.02
0.2052
IAEA-C2
Clumped isotopes
(ThermoScientific MAT 253 Plus)
-9.00
-8.25
0.6409
Merck
Clumped isotopes
(ThermoScientific MAT 253 Plus)
-15.51
-42.21
0.5135
Table A1: Accepted values for stable isotope measurements, both oxygen and clumped. Figure A2: Linear correlation between the Naxos δ18O data (11 standards measured) and the mass 44 intensity that was used to
70
correct the δ18O data. ETH-2
Clumped isotopes
(ThermoScientific MAT 253 Plus)
-18.69
-10.17
0.2085
ETH-1
Clumped isotopes
(ThermoScientific MAT 253 Plus)
-2.19
2.02
0.2052
IAEA-C2
Clumped isotopes
(ThermoScientific MAT 253 Plus)
-9.00
-8.25
0.6409
Merck
Clumped isotopes
(ThermoScientific MAT 253 Plus)
-15.51
-42.21
0.5135
Table A1: Accepted values for stable isotope measurements, both oxygen and clumped. Table A1: Accepted values for stable isotope measurements, both oxygen and clumped. Figure A2: Linear correlation between the Naxos δ18O data (11 standards measured) and the mass 44 intensity that was used to
770 Figure A2: Linear correlation between the Naxos δ18O data (11 standards measured) and the mass 44 intensity that was used to
770
correct the δ18O data. n between the Naxos δ18O data (11 standards measured) and the mass 44 intensity that was used to Figure A2: Linear correlation between the Naxos δ18O data (11 standards measured) and the mass 44 intensity that was used to
770
correct the δ18O data. 35 https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. Figure A3: Empirical transfer function (ETF) constructed from a linear regression between accepted and measured Δ47 values
from standards ETH-1, ETH-2, and ETH-3. This function was used to correct all samples and standards and transfer them to the
I-CDES90C reference frame. 775
https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. Figure A3: Empirical transfer f nction (ETF) constr cted from a linear regression bet een accepted and meas red Δ
values Figure A3: Empirical transfer function (ETF) constructed from a linear regression between accepted and measured Δ47 values
from standards ETH-1, ETH-2, and ETH-3. This function was used to correct all samples and standards and transfer them to the
I-CDES90C reference frame. 75 36 https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. 37 https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. 38 Figure A4: corrected Δ47 data for external (ETH-3, ETH-2, ETH-1) and internal (IAEA-C2, Merck) standards. (a)-(c): ETH-3 Δ47,
δ18O, and δ13O data. (d)-(f): ETH-2 Δ47, δ18O, and δ13O data. (g)-(i): ETH-1 Δ47, δ18O, and δ13O data. (j)-(l): IAEA-C2 Δ47, δ18O, and
0
δ13O data. (m)-(o): Merck Δ47, δ18O, and δ13O data. Dates corresponding to the run numbers can be found in the supplementary
materials. δ18O and δ13O measurements affected by mass-dependent fractionation are marked as red open circles (see sect. 3.5.3). https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. Figure A4: corrected Δ47 data for external (ETH-3, ETH-2, ETH-1) and internal (IAEA-C2, Merck) standards. (a)-(c): ETH-3 Δ47,
δ18O, and δ13O data. (d)-(f): ETH-2 Δ47, δ18O, and δ13O data. (g)-(i): ETH-1 Δ47, δ18O, and δ13O data. (j)-(l): IAEA-C2 Δ47, δ18O, and
780
δ13O data. (m)-(o): Merck Δ47, δ18O, and δ13O data. Dates corresponding to the run numbers can be found in the supplementary
materials. δ18O and δ13O measurements affected by mass-dependent fractionation are marked as red open circles (see sect. 3.5.3). 780 39 Figure A5: Δ47 data for specimens SG-126 and SG-127, plotted against the run number as counted in the Utrecht University stable
isotope laboratory, to show the (lack of) drifting of values over time. Dates corresponding to the run numbers can be found in the
785
supplementary materials. https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. Figure A5: Δ47 data for specimens SG-126 and SG-127, plotted against the run number as counted in the Utrecht University stable
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. Competing interests The authors declare that there are no competing interests involved in this research. Data availability
800 Oxygen isotope, clumped isotope, X-ray fluorescence, X-ray diffraction, and electron backscatter diffraction data are
available at the PANGAEA data repository (LINK PENDING; SUBMITTED ON 19/09/2022). Author contribution NJW designed the study and carried out X-ray diffraction measurements. NMAW carried out stable isotope measurements,
analysed all data and wrote the original manuscript. ALAJ assisted with sclerochronogy and ecological and environmental
805
interpretations. SG provided the shell material and carried out the palaeoenvironmental interpretation of the Oorderen
Formation. FW carried out the taxonomical analysis of the shells and assisted with ecological interpretation. PK and PC
carried out micro-X-ray fluorescence measurements and analysis. MFH carried out electron backscatter diffraction analyses
and assisted with their interpretation. MZ supervised the project and aided in data analysis. All authors contributed to
interpreting the compiled data and editing the manuscript. 810 Code availability All code used was written in R. Codes for Monte Carlo error propagation (Benedeni_Monte_Carlo.R) and growth modelling
(Benedeni_Growth_Model.R) are available at the Github repository at https://github.com/NMAWichern/Benedeni_benedeni. All code used was written in R. Codes for Monte Carlo error propagation (Benedeni_Monte_Carlo.R) and growth modelling
(Benedeni_Growth_Model.R) are available at the Github repository at https://github.com/NMAWichern/Benedeni_benedeni. All code used was written in R. Codes for Monte Carlo error propagation (Benedeni_Monte_Car
(Benedeni_Growth_Model.R) are available at the Github repository at https://github.com/NMAW https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. Figure A5: Δ47 data for specimens SG-126 and SG-127, plotted against the run number as counted in the Utrecht University stable
isotope laboratory, to show the (lack of) drifting of values over time. Dates corresponding to the run numbers can be found in the
785
supplementary materials. 40 https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. Figure B1: EBSD map of specimen SG-125 indicating the absence secondary calcite crystals. Map acquisition specifics: 10kV
voltage, 1 μm step size. Measured at low vacuum due to excessive charging. Classification: 54.6% aragonite, 45.2% unclassified,
790
0.2% calcite. The map consists of the band contrast overlain by the classified pixels, which are either aragonite (blue) or calcite
(red). M+2, M+1, and M-1 correspond to the shell layers as described in sect. 4.1.1. No clean-up was done on this map. The pixels
identified as calcite do not show any of the characteristics of actual secondary calcite (large crystals compared to the very fine-
grained aragonite, breaking up the aragonitic structure), are always single pixels, and are removed through AZtecCrystal’s wild
spike removal algorithm. Several dust shadows are also seen in this image; these areas are unclassified. There are also several
795
scratches present on the surface. Figure B1: EBSD map of specimen SG-125 indicating
voltage, 1 μm step size. Measured at low vacuum due
0.2% calcite. The map consists of the band contrast ov Figure B1: EBSD map of specimen SG-125 indicating the absence secondary calcite crysta Figure B1: EBSD map of specimen SG-125 indicating the absence secondary calcite crystals. Map acquisition specifics: 10kV
voltage, 1 μm step size. Measured at low vacuum due to excessive charging. Classification: 54.6% aragonite, 45.2% unclassified,
790
0.2% calcite. The map consists of the band contrast overlain by the classified pixels, which are either aragonite (blue) or calcite
(red). M+2, M+1, and M-1 correspond to the shell layers as described in sect. 4.1.1. No clean-up was done on this map. The pixels
identified as calcite do not show any of the characteristics of actual secondary calcite (large crystals compared to the very fine-
grained aragonite, breaking up the aragonitic structure), are always single pixels, and are removed through AZtecCrystal’s wild
spike removal algorithm. Several dust shadows are also seen in this image; these areas are unclassified. There are also several
795
scratches present on the surface. 41 References Al-Aasm, I. S. and Veizer, J.: Diagenetic stabilization of aragonite and low-Mg calcite: I, Trace elements in rudists, SEPM
JSR, 56, 138–153, https://doi.org/10.1306/212F88A5-2B24-11D7-8648000102C1865D, 1986. Balson, P. S., Mathers, S. J., and Zalasiewicz, J. A.: The lithostratigraphy of the Coralline Crag (Pliocene) of Suffolk,
825
Proceedings of the Geologists’ Association, 104, 59–70, https://doi.org/10.1016/S0016-7878(08)80155-1, 1993. Baudron, A. R., Needle, C. L., Rijnsdorp, A. D., and Tara Marshall, C.: Warming temperatures and smaller body sizes:
synchronous changes in growth of North Sea fishes, Glob. Change Biol., 20, 1023–1031, https://doi.org/10.1111/gcb.12514,
2014. Balson, P. S., Mathers, S. J., and Zalasiewicz, J. A.: The lithostratigraphy of the Coralline Crag (Pliocene) of Suffolk,
5
Proceedings of the Geologists’ Association, 104, 59–70, https://doi.org/10.1016/S0016-7878(08)80155-1, 1993. Baudron, A. R., Needle, C. L., Rijnsdorp, A. D., and Tara Marshall, C.: Warming temperatures and smaller body sizes:
synchronous changes in growth of North Sea fishes, Glob. Change Biol., 20, 1023–1031, https://doi.org/10.1111/gcb.12514,
2014. Belkin,
I. M.:
Rapid
warming
of
Large
Marine
Ecosystems,
Prog. Oceanogr.,
81,
207–213,
830
https://doi.org/10.1016/j.pocean.2009.04.011, 2009. Bernasconi, S. M., Müller, I. A., Bergmann, K. D., Breitenbach, S. F. M., Fernandez, A., Hodell, D. A., Jaggi, M., Meckler,
A. N., Millan, I., and Ziegler, M.: Reducing Uncertainties in Carbonate Clumped Isotope Analysis Through Consistent
Carbonate-Based Standardization, Geochem. Geophys. Geosyst., 19, 2895–2914, https://doi.org/10.1029/2017GC007385, 2018. 835
Bernasconi, S. M., Daëron, M., Bergmann, K. D., Bonifacie, M., Meckler, A. N., Affek, H. P., Anderson, N., Bajnai, D.,
Barkan, E., Beverly, E., Blamart, D., Burgener, L., Calmels, D., Chaduteau, C., Clog, M., Davidheiser-Kroll, B., Davies, A.,
Dux, F., Eiler, J., Elliott, B., Fetrow, A. C., Fiebig, J., Goldberg, S., Hermoso, M., Huntington, K. W., Hyland, E., Ingalls,
M., Jaggi, M., John, C. M., Jost, A. B., Katz, S., Kelson, J., Kluge, T., Kocken, I. J., Laskar, A., Leutert, T. J., Liang, D., Dux, F., Eiler, J., Elliott, B., Fetrow, A. C., Fiebig, J., Goldberg, S., Hermoso, M., Huntington, Lucarelli, J., Mackey, T. J., Mangenot, X., Meinicke, N., Modestou, S. E., Müller, I. A., Murray, S., Neary, A., Packard, N.,
840
Passey, B. H., Pelletier, E., Petersen, S., Piasecki, A., Schauer, A., Snell, K. E., Swart, P. K., Tripati, A., Upadhyay, D.,
Vennemann, T., Winkelstern, I., Yarian, D., Yoshida, N., Zhang, N., and Ziegler, M.: InterCarb: A Community Effort to
Improve Interlaboratory Standardization of the Carbonate Clumped Isotope Thermometer Using Carbonate Standards,
Geochem. Geophys. Geosyst., 22, e2020GC009588, https://doi.org/10.1029/2020GC009588, 2021. Bieler, R., Mikkelsen, P. M., Collins, T. https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. 1219–1236, https://doi.org/10.1306/212F7BB7-2B24-11D7-8648000102C1865D, 1980.
850
Brand, W. A., Assonov, S. S., and Coplen, T. B.: Correction for the 17O interference in δ (13C) measurements when
analyzing CO2 with stable isotope mass spectrometry (IUPAC Technical Report), Pure Appl. Chem., 82, 1719–1733,
https://doi.org/10.1351/PAC-REP-09-01-05, 2010. Acknowledgements The authors gratefully acknowledge the following people for their help with this work: Leonard Bik (Utrecht University)
made the polished thin sections for microscopy and EBSD work. Desmond Eefting and Arnold van Dijk (Utrecht University)
815
provided technical assistance during isotope analyses. Lucas Lourens (Utrecht University) proof-read the original version of
this manuscript. Maarten Zeylmans (Utrecht University) helped produce high-resolution scans of cross sections of the
specimens. Pim Kaskes is supported by a Research Foundation Flanders (FWO) PhD Fellowship (11E6621N). Philippe
Claeys acknowledges the support of the FWO Hercules program for the purchase of the µXRF instrument and that of the VUB Strategic Research Program. This work is part of the UNBIAS project funded by a Flemish Research Foundation
820
(FWO; 12ZB220N) post-doctoral fellowship (Niels J. de Winter). VUB Strategic Research Program. This work is part of the UNBIAS project funded by a Flemish Research Foundation
820
(FWO; 12ZB220N) post-doctoral fellowship (Niels J. de Winter). 42 Bieler, R., Mikkelsen, P. M., Collins, T. M., Glover, E. A., González, V. L., Graf, D. L., Harper, E. M., Healy, J., Kawauchi,
845
G. Y., Sharma, P. P., Staubach, S., Strong, E. E., Taylor, J. D., Tëmkin, I., Zardus, J. D., Clark, S., Guzmán, A., McIntyre,
E., Sharp, P., and Giribet, G.: Investigating the Bivalve Tree of Life – an exemplar-based approach combining molecular and
novel morphological characters, Invert. Syst., 28, 32-115, https://doi.org/10.1071/IS13010, 2014.
5 References M., Glover, E. A., González, V. L., Graf, D. L., Harper, E. M., Healy, J., Kawauchi,
845
G. Y., Sharma, P. P., Staubach, S., Strong, E. E., Taylor, J. D., Tëmkin, I., Zardus, J. D., Clark, S., Guzmán, A., McIntyre,
E., Sharp, P., and Giribet, G.: Investigating the Bivalve Tree of Life – an exemplar-based approach combining molecular and
novel morphological characters, Invert. Syst., 28, 32-115, https://doi.org/10.1071/IS13010, 2014. Brand, U. and Veizer, J.: Chemical Diagenesis of a Multicomponent Carbonate System–1: Trace Elements, SEPM JSR, 50, 1219–1236, https://doi.org/10.1306/212F7BB7-2B24-11D7-8648000102C1865D, 1980. 850
Brand, W. A., Assonov, S. S., and Coplen, T. B.: Correction for the 17O interference in δ (13C) measurements when
analyzing CO2 with stable isotope mass spectrometry (IUPAC Technical Report), Pure Appl. Chem., 82, 1719–1733,
https://doi.org/10.1351/PAC-REP-09-01-05, 2010. 43 https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. Butler, P. G., Wanamaker Jr., A. D., Scourse, J. D., Richardson, C. A., and Reynolds, D. J.: Variability of marine climate on y
y
the North Icelandic Shelf in a 1357-year proxy archive based on growth increments in the bivalve Arctica islandica,
855
Palaeogeogr. Palaeoclimatol. Palaeoecol., 373, 141–151, https://doi.org/10.1016/j.palaeo.2012.01.016, 2013. Calvert, S. E. and Pedersen, T. F.: Geochemistry of Recent oxic and anoxic marine sediments: Implications for the
geological record, Mar. Geol., 113, 67–88, https://doi.org/10.1016/0025-3227(93)90150-T, 1993. Capuzzo, E., Lynam, C. P., Barry, J., Stephens, D., Forster, R. M., Greenwood, N., McQuatters-Gollop, A., Silva, T., van Leeuwen, S. M., and Engelhard, G. H.: A decline in primary production in the North Sea over 25 years, associated with
860
reductions
in
zooplankton
abundance
and
fish
stock
recruitment,
Glob. Chang. Biol.,
24,
e352–e364,
https://doi.org/10.1111/gcb.13916, 2018. Carré, M., Bentaleb, I., Blamart, D., Ogle, N., Cardenas, F., Zevallos, S., Kalin, R. M., Ortlieb, L., and Fontugne, M.: Stable
isotopes and sclerochronology of the bivalve Mesodesma donacium: potential application to Peruvian paleoceanographic reconstructions, Palaeogeogr. Palaeoclimatol. Palaeoecol., 228, 4–25, https://doi.org/doi:10.1016/j.palaeo.2005.03.045,
865
2005. Casella, L. A., Griesshaber, E., Yin, X., Ziegler, A., Mavromatis, V., Müller, D., Ritter, A.-C., Hippler, D., Harper, E. M.,
Dietzel, M., Immenhauser, A., Schöne, B. R., Angiolini, L., and Schmahl, W. W.: Experimental diagenesis: insights into
aragonite to calcite transformation of Arctica islandica shells by hydrothermal treatment, Biogeosciences, 14, 1461–1492, https://doi.org/10.5194/bg-14-1461-2017, 2017. 870
Chauvaud, L., Lorrain, A., Dunbar, R. B., Paulet, Y.-M., Thouzeau, G., Jean, F., Guarini, J.-M., and Mucciarone, D.: Shell
of the Great Scallop Pecten maximus as a high-frequency archive of paleoenvironmental changes, Geochem. Geophys. Geosyst., 6, Q08001 , https://doi.org/10.1029/2004GC000890, 2005. Checa, A. G., Harper, E. M., and González-Segura, A.: Structure and crystallography of foliated and chalk shell microstructures of the oyster Magallana: the same materials grown under different conditions, Sci. Rep., 8, 1–12,
875
https://doi.org/DOI:10.1038/s41598-018-25923-6, 2019. Chen, X. and Tung, K.-K.: Global surface warming enhanced by weak Atlantic overturning circulation, Nature, 559, 387–
391, https://doi.org/10.1038/s41586-018-0320-y, 2018. Cochran, J. K., Kallenberg, K., Landman, N. H., Harries, P. J., Weinreb, D., Turekian, K. K., Beck, A. J., and Cobban, W. Chen, X. and Tung, K.-K.: Global surface warming enhanced by weak Atlantic overturning circulation, Nature, 559, 387–
391, https://doi.org/10.1038/s41586-018-0320-y, 2018. Chen, X. https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. Crampton-Flood, E. D., Noorbergen, L. J., Smits, D., Boschman, R. C., Donders, T. H., Munsterman, D., ten Veen, J.,
Peterse, F., Lourens, L., and Sinninghe Damsté, J. S.: A new age model for the Pliocene of the southern North Sea basin: a
multi-proxy climate reconstruction, Clim. Past, 16, 523–541, https://doi.org/10.5194/cp-16-523-2020, 2020. Crippa, G., Griesshaber, E., Checa, A. G., Harper, E. M., Simonet Roda, M., and Schmahl, W. W.: Orientation patterns of Crampton-Flood, E. D., Noorbergen, L. J., Smits, D., Boschman, R. C., Donders, T. H., Munsterman, D., ten Veen, J., Peterse, F., Lourens, L., and Sinninghe Damsté, J. S.: A new age model for the Pliocene of the southern North Sea basin: a
multi-proxy climate reconstruction, Clim. Past, 16, 523–541, https://doi.org/10.5194/cp-16-523-2020, 2020. aragonitic crossed-lamellar, fibrous prismatic and myostracal microstructures of modern Glycymeris shells, J. Struc. Biol.,
890
212, 107653, https://doi.org/10.1016/j.jsb.2020.107653, 2020. Cusack,
M.:
Biomineral
electron
backscatter
diffraction
for
palaeontology,
Palaeontology,
59,
171–179,
https://doi.org/10.1111/pala.12222, 2016. De Meuter, F. J. and Laga, P. G.: Lithostratigraphy and biostratigraphy based on benthonic foraminifera of the Neogene 890 p
g
j j
Cusack,
M.:
Biomineral
electron
backscatter
diffraction
for
palaeontology,
Palaeontology,
59,
171–179,
https://doi.org/10.1111/pala.12222, 2016. De Meuter, F. J. and Laga, P. G.: Lithostratigraphy and biostratigraphy based on benthonic foraminifera of the Neogene Cusack,
M.:
Biomineral
electron
backscatter
diffraction
for
palaeontology,
Palaeontology,
59,
171–179,
https://doi.org/10.1111/pala.12222, 2016. e Meuter, F. J. and Laga, P. G.: Lithostratigraphy and biostratigraphy based on benthonic foram De Meuter, F. J. and Laga, P. G.: Lithostratigraphy and biostratigraphy based on benthonic foraminifera of the Neogene
deposits of northern Belgium, Bulletin van de Belgische Vereniging voor Geologie, 85, 133–152, 1976. 895 deposits of northern Belgium, Bulletin van de Belgische Vereniging voor Geologie, 85, 133–152, 1976. 895
De Schepper, S., Head, M. J., and Louwye, S.: Pliocene dinoflagellate cyst stratigraphy, palaeoecology and sequence
stratigraphy of the Tunnel-Canal Dock, Belgium, Geol. Mag., 146, 92–112, https://doi.org/10.1017/S0016756808005438,
2009. De Schepper, S., Gibbard, P. L., Salzmann, U., and Ehlers, J.: A global synthesis of the marine and terrestrial evidence for glaciation during the Pliocene Epoch, Earth Sci. Rev., 135, 83–102, http://dx.doi.org/10.1016/j.earscirev.2014.04.003, 2014. 900
Deckers, J., Louwye, S., and Goolaerts, S.: The internal division of the Pliocene Lillo Formation: correlation between Cone
Penetration Tests and lithostratigraphic type sections, Geol. Belgica, 23, 333–343, https://doi.org/10.20341/gb.2020.027,
2020. Dennis, K. J., Affek, H. P., Passey, B. H., Schrag, D. P., and Eiler, J. M.: Defining an absolute reference frame for ‘clumped’ Dennis, K. J., Affek, H. P., Passey, B. H., Schrag, D. P., and Eiler, J. M.: Defining an absolute reference frame for ‘clumped’
isotope studies of CO2, Geochim. Cosmochim. Acta, 75, 7117–7131, https://doi.org/10.1016/j.gca.2011.09.025, 2011. 905 isotope studies of CO2, Geochim. Cosmochim. Acta, 75, 7117–7131, https://doi.org/10.1016/j.gca.2011.09.025, 2011. 905
Dettman, D. L., Reische, A. K., and Lohmann, K. C.: Controls on the stable isotope composition of seasonal growth bands in
aragonitic fresh-water bivalves (unionidae), Geochim. Cosmochim. Acta, 63, 1049–1057, https://doi.org/10.1016/S0016-
7037(99)00020-4, 1999. Dowsett, H. J., Robinson, M. M., and Foley, K. M.: Pliocene three-dimensional global ocean temperature reconstruction, Dettman, D. L., Reische, A. K., and Lohmann, K. C.: Controls on the stable isotope composition of seasonal growth bands in
aragonitic fresh-water bivalves (unionidae), Geochim. Cosmochim. Acta, 63, 1049–1057, https://doi.org/10.1016/S0016-
7037(99)00020-4, 1999. Dowsett, H. J., Robinson, M. M., and Foley, K. M.: Pliocene three-dimensional global ocean temperature reconstruction, Dowsett, H. J., Robinson, M. M., and Foley, K. M.: Pliocene three-dimensional global ocean temperature reconstruction,
Clim. Past, 5, 769–783, https://doi.org/10.5194/cp-5-769-2009, 2009. 910 Clim. Past, 5, 769–783, https://doi.org/10.5194/cp-5-769-2009, 2009. 910
Dowsett, H. J., Robinson, M., Haywood, A. M., Salzmann, U., Hill, D. J., Sohl, L., Chandler, M. A., Williams, M., Foley,
K.,
and
Stoll,
D.:
The
PRISM3D
paleoenvironmental
reconstruction,
Stratigraphy,
7,
123–139,
https://pubs.er.usgs.gov/publication/70044350, 2010. Dowsett, H. J., Robinson, M. M., Haywood, A. M., Hill, D. J., Dolan, A. M., Stoll, D. K., Chan, W.-L., Abe-Ouchi, A., , ,
,
p
g
p
,
Dowsett, H. J., Robinson, M., Haywood, A. M., Salzmann, U., Hill, D. J., Sohl, L., Chandler, M. A., Williams, M., Foley,
K.,
and
Stoll,
D.:
The
PRISM3D
paleoenvironmental
reconstruction,
Stratigraphy,
7,
123–139,
https://pubs.er.usgs.gov/publication/70044350, 2010. https://pubs.er.usgs.gov/publication/70044350, 2010. Dowsett, H. J., Robinson, M. M., Haywood, A. M., Hill, D. J., Dolan, A. M., Stoll, D. K., Chan, W.-L., Abe-Ouchi, A., Dowsett, H. J., Robinson, M. M., Haywood, A. M., Hill, D. J., Dolan, A. M., Stoll, D. K., Chan, W.-L., Abe-Ouchi, A., Chandler, M. A., Rosenbloom, N. A., Otto-Bliesner, B. L., Bragg, F. J., Lunt, D. J., Foley, K. M., and Riesselman, C. R.:
915
Assessing confidence in Pliocene sea surface temperatures to evaluate predictive models, Nat. Clim. Chang., 2, 365–371,
https://doi.org/DOI: 10.1038/NCLIMATE1455, 2012. Chandler, M. A., Rosenbloom, N. A., Otto-Bliesner, B. L., Bragg, F. and Tung, K.-K.: Global surface warming enhanced by weak Atlantic overturning circulation, Nature, 559, 387–
391, https://doi.org/10.1038/s41586-018-0320-y, 2018. Cochran, J. K., Kallenberg, K., Landman, N. H., Harries, P. J., Weinreb, D., Turekian, K. K., Beck, A. J., and Cobban, W. Cochran, J. K., Kallenberg, K., Landman, N. H., Harries, P. J., Weinreb, D., Turekian, K. K., Beck, A. J., and Cobban, W. A.: Effect of diagenesis on the Sr, O, and C isotope composition of late Cretaceous mollusks from the Western Interior
880
Seaway of North America, Am. J. Sci., 310, 69–88, https://doi.org/10.2475/02.2010.01, 2010. A.: Effect of diagenesis on the Sr, O, and C isotope composition of late Cretaceous mollusks from the Western Interior
880
Seaway of North America, Am. J. Sci., 310, 69–88, https://doi.org/10.2475/02.2010.01, 2010. Collins, M., Knutti, R., Arblaster, J., Dufresne, J.-L., Fichefet, T., Friedlingstein, P., Gao, X., Gutowski, W. J., Johns, T.,
Krinner, G., Shongwe, M., Tebaldi, C., Weaver, A. J., and Wehner, M.: Long-term Climate Change: Projections,
Commitments and Irreversibility, Climate Change 2013: The Physical Science Basis. Contribution of Working Group I to Collins, M., Knutti, R., Arblaster, J., Dufresne, J.-L., Fichefet, T., Friedlingstein, P., Gao, X., Gutowski, W. J., Johns, T.,
Krinner, G., Shongwe, M., Tebaldi, C., Weaver, A. J., and Wehner, M.: Long-term Climate Change: Projections,
Commitments and Irreversibility, Climate Change 2013: The Physical Science Basis. Contribution of Working Group I to
the Fifth Assessment Report of the Intergovernmental Panel on Climate Change, 2013. 885 the Fifth Assessment Report of the Intergovernmental Panel on Climate Change, 2013. 885 44 https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. Nisancioglu, K. H., Abe-Ouchi, A., Ramstein, G., Riesselman, C. R., Robinson, M. M., Rosenbloom, N. A., Salzmann, U.,
920
Stepanek, C., Strother, S. L., Ueda, H., Yan, Q., and Zhang, Z.: Sea surface temperature of the mid-Piacenzian ocean: a data-
model comparison, Sci. Rep., 3, 1–8, https://doi.org/10.1038/srep02013, 2013. Dowsett, H. J., Dolan, A. M., Rowley, D., Moucha, R., Forte, A. M., Mitrovica, J. X., Pound, M., Salzmann, U., Robinson,
M., Chandler, M. A., Foley, K., and Haywood, A. M.: The PRISM4 (mid-Piacenzian) paleoenvironmental reconstruction, Clim. Past, 12, 1519–1538, https://doi.org/10.5194/cp-12-1519-2016, 2016. 925
Eiler, J. M.: “Clumped-isotope” geochemistry — The study of naturally-occurring, multiply-substituted isotopologues, Earth
Planet. Sci. Lett., 262, 309–327, https://doi.org/10.1016/j.epsl.2007.08.020, 2007. Emeis, K.-C., van Beusekom, J., Callies, U., Ebinghaus, R., Kannen, A., Kraus, G., Kröncke, I., Lenhart, H., Lorkowski, I.,
Matthias, V., Möllmann, C., Pätsch, J., Scharfe, M., Thomas, H., Weisse, R., and Zorita, E.: The North Sea — A shelf sea in Eiler, J. M.: “Clumped-isotope” geochemistry — The study of naturally-occurring, multiply-substituted isotopologues, Earth
Planet. Sci. Lett., 262, 309–327, https://doi.org/10.1016/j.epsl.2007.08.020, 2007. Planet. Sci. Lett., 262, 309–327, https://doi.org/10.1016/j.epsl.2007.08.020, 2007. Emeis, K.-C., van Beusekom, J., Callies, U., Ebinghaus, R., Kannen, A., Kraus, G., Kröncke, I., Lenhart, H., Lorkowski, I.,
Matthias, V., Möllmann, C., Pätsch, J., Scharfe, M., Thomas, H., Weisse, R., and Zorita, E.: The North Sea — A shelf sea in Matthias, V., Möllmann, C., Pätsch, J., Scharfe, M., Thomas, H., Weisse, R., and Zorita, E.: The North Sea — A shelf sea in
the Anthropocene, J. Mar. Syst., 141, 18–33, https://doi.org/10.1016/j.jmarsys.2014.03.012, 2015. 930 the Anthropocene, J. Mar. Syst., 141, 18–33, https://doi.org/10.1016/j.jmarsys.2014.03.012, 2015. 930
Ghosh, P., Adkins, J., Affek, H. P., Balta, B., Guo, W., Schauble, E. A., Schrag, D. P., and Eiler, J. M.: 13C–18O bonds in
carbonate
minerals:
A
new
kind
of
paleothermometer,
Geochim. Cosmochim. Acta,
70,
1439–1456,
https://doi.org/10.1016/j.gca.2005.11.014, 2006. Gibbard, P. L. and Lewin, J.: Filling the North Sea Basin: Cenozoic sediment sources and river styles (André Dumont Gibbard, P. L. and Lewin, J.: Filling the North Sea Basin: Cenozoic sediment sources and river styles (André Dumont
medallist lecture 2014), Geol. Belgica, 19, 201–217, https://doi.org/10.20341/gb.2015.017, 2016. 935 medallist lecture 2014), Geol. Belgica, 19, 201–217, https://doi.org/10.20341/gb.2015.017, 2016. 935
Gillett, N. P., Kirchmeier-Young, M., Ribes, A., Shiogama, H., Hegerl, G. J., Lunt, D. J., Foley, K. M., and Riesselman, C. R.:
915
Assessing confidence in Pliocene sea surface temperatures to evaluate predictive models, Nat. Clim. Chang., 2, 365–371,
https://doi.org/DOI: 10.1038/NCLIMATE1455, 2012. Dowsett, H. J., Foley, K. M., Stoll, D. K., Chandler, M. A., Sohl, L. E., Bentsen, M., Otto-Bliesner, B. L., Bragg, F. J., Chan,
W.-L., Contoux, C., Dolan, A. M., Haywood, A. M., Jonas, J. A., Jost, A., Kamae, Y., Lohmann, G., Lunt, D. J., Dowsett, H. J., Foley, K. M., Stoll, D. K., Chandler, M. A., Sohl, L. E., Bentsen, M., Otto-Bliesner, B. L., Bragg, F. J., Chan,
W.-L., Contoux, C., Dolan, A. M., Haywood, A. M., Jonas, J. A., Jost, A., Kamae, Y., Lohmann, G., Lunt, D. J., 45 results from the Pliocene Model Intercomparison Project, Clim. Past, 9, 191–209, https://doi.org/10.5194/cp-9-191-2013,
950
2013.
Haywood, A. M., Dowsett, H. J., and Dolan, A. M.: Integrating geological archives and climate models for the mid-Pliocene
warm period, Nat. Commun., 7, 1–14, https://doi.org/DOI: 10.1038/ncomms10646, 2016. Haywood, A. M., Dowsett, H. J., and Dolan, A. M.: Integrating geological archives and climate models for the mid-Pliocene
warm period, Nat. Commun., 7, 1–14, https://doi.org/DOI: 10.1038/ncomms10646, 2016. https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. Haywood, A. M., Tindall, J. C., Dowsett, H. J., Dolan, A. M., Foley, K. M., Hunter, S. J., Hill, D. J., Chan, W.-L., Abe- Haywood, A. M., Tindall, J. C., Dowsett, H. J., Dolan, A. M., Foley, K. M., Hunter, S. J., Hill, D. J., Chan, W.-L., Abe-
Ouchi, A., Stepanek, C., Lohmann, G., Chandan, D., Peltier, W. R., Tan, N., Contoux, C., Ramstein, G., Li, X., Zhang, Z.,
55 Ouchi, A., Stepanek, C., Lohmann, G., Chandan, D., Peltier, W. R., Tan, N., Contoux, C., Ramstein, G., Li, X., Zhang, Z.,
955
Guo, C., Nisancioglu, K. H., Zhang, Q., Li, Q., Kamae, Y., Chandler, M. A., Sohl, L. E., Otto-Bliesner, B. L., Feng, R.,
Brady, E. C., von der Heydt, A. S., Baatsen, M. L. J., and Lunt, D. J.: The Pliocene Model Intercomparison Project Phase 2:
large-scale climate features and climate sensitivity, Clim. Past, 16, 2095–2123, https://doi.org/10.5194/cp-16-2095-2020,
2020. Head, M. J.: Thermophilic dinoflagellate assemblages from the mid Pliocene of eastern England, J. Paleontol., 71, 165–193,
960
https://doi.org/10.1017/S0022336000039123, 1997. Head, M. J.: Thermophilic dinoflagellate assemblages from the mid Pliocene of eastern England, J. Paleontol., 71, 165–193,
960
https://doi.org/10.1017/S0022336000039123, 1997. Head, M. J.: New goniodomacean dinoflagellates with a compound hypotractal archeopyle from the late Cenozoic:
Capisocysta Warny and Wrenn, emend., J. Paleontol., 72, 797–809, https://doi.org/10.1017/S0022336000027153, 1998. Hendry, J. P., Ditchfield, P. W., and Marshall, J. D.: Two-Stage Neomorphism of Jurassic Aragonitic Bivalves: Implications Head, M. J.: New goniodomacean dinoflagellates with a compound hypotractal archeopyle from the late Cenozoic:
Capisocysta Warny and Wrenn, emend., J. Paleontol., 72, 797–809, https://doi.org/10.1017/S0022336000027153, 1998. for Early Diagenesis, SEPM JSR, 65, 214–224, https://doi.org/10.1306/D4268077-2B26-11D7-8648000102C1865D, 1995. 965
von der Heydt, A. S., Ashwin, P., Camp, C. D., Crucifix, M., Dijkstra, H. A., Ditlevsen, P., and Lenton, T. M.:
Quantification and interpretation of the climate variability record, Glob. Planet. Change, 197, 103399,
https://doi.org/10.1016/j.gloplacha.2020.103399, 2021. Hill, D. J.: The non-analogue nature of Pliocene temperature gradients, Earth Planet. Sci. Lett., 425, 232–241, http://dx.doi.org/10.1016/j.epsl.2015.05.044, 2015. 970
Horikawa, K., Martin, E. E., Basak, C., Onodera, J., Seki, O., Sakamoto, T., Ikehara, M., Sakai, S., and Kawamura, K.:
Pliocene cooling enhanced by flow of low-salinity Bering Sea water to the Arctic Ocean, Nat. Commun., 6, 1–9,
https://doi.org/10.1038/ncomms8587, 2015. Hu, B., Radke, J., Schlüter, H.-J., Torsten Heine, F., Zhou, L., and Bernasconi, S. M.: A modified procedure for gas‐source http://dx.doi.org/10.1016/j.epsl.2015.05.044, 2015. 970
Horikawa, K., Martin, E. E., Basak, C., Onodera, J., Seki, O., Sakamoto, T., Ikehara, M., Sakai, S., and Kawamura, K.:
Pliocene cooling enhanced by flow of low-salinity Bering Sea water to the Arctic Ocean, Nat. Commun., 6, 1–9,
https://doi.org/10.1038/ncomms8587, 2015. https://doi.org/10.1038/ncomms8587, 2015. Hu, B., Radke, J., Schlüter, H.-J., Torsten Heine, F., Zhou, L., and Bernasconi, S. M.: A modified procedure for gas‐source Hu, B., Radke, J., Schlüter, H.-J., Torsten Heine, F., Zhou, L., and Bernasconi, S. M.: A mod Hu, B., Radke, J., Schlüter, H.-J., Torsten Heine, F., Zhou, L., and Bernasconi, S. M.: A modified procedure for gas‐source
isotope ratio mass spectrometry: The long‐integration dual‐inlet (LIDI) methodology and implications for clumped isotope
975
measurements, Rapid Commun. Mass Spectrom., 28, 1413–1425, https://doi.org/10.1002/rcm.6909, 2014. isotope ratio mass spectrometry: The long‐integration dual‐inlet (LIDI) methodology and implications for clumped isotope
975
measurements, Rapid Commun. Mass Spectrom., 28, 1413–1425, https://doi.org/10.1002/rcm.6909, 2014. Huybers, P. and Curry, W.: Links between annual, Milankovitch and continuum temperature variability, Nature, 441, 329–
332, https://doi.org/doi:10.1038/nature04745, 2006. Huyghe, D., Daëron, M., de Rafelis, M., Blamart, D., Sébilo, M., Paulet, Y.-M., and Lartaud, F.: Clumped isotopes in Huybers, P. and Curry, W.: Links between annual, Milankovitch and continuum temperature variability, Nature, 441, 329–
332, https://doi.org/doi:10.1038/nature04745, 2006. Huybers, P. and Curry, W.: Links between annual, Milankovitch and continuum temperature variability, Nature, 441, 329–
332, https://doi.org/doi:10.1038/nature04745, 2006. Huyghe, D., Daëron, M., de Rafelis, M., Blamart, D., Sébilo, M., Paulet, Y.-M., and Lartaud, F.: Clumped isotopes in Huyghe, D., Daëron, M., de Rafelis, M., Blamart, D., Sébilo, M., Paulet, Y.-M., and Lartaud, F.: Clumped isotopes in
modern marine bivalves, Geochim. Cosmochim. Acta, 316, 41–58, https://doi.org/10.1016/j.gca.2021.09.019, 2022. 980 modern marine bivalves, Geochim. Cosmochim. Acta, 316, 41–58, https://doi.org/10.1016/j.gca.2021.09.019, 2022. 980
Jenkins, G. and Houghton, S. D.: Age, correlation and paleoecology of the St. Erth Beds and the Coralline Crag of England,
Mededelingen van de Werkgroep voor Tertiaire en Kwartaire Geologie, 24, 147–156, 1987. Johnson, A. L. A., Hickson, J. A., Bird, A., Schöne, B. R., Balson, P. S., Heaton, T. H. E., and Williams, M.: Comparative
sclerochronology of modern and mid-Pliocene (c. 3.5 Ma) Aequipecten opercularis (Mollusca, Bivalvia): an insight into past Jenkins, G. and Houghton, S. D.: Age, correlation and paleoecology of the St. C., Knutti, R., Gastineau, G., John, J. G., Li, L.,
Nazarenko, L., Rosenbloom, N., Seland, Ø., Wu, T., Yukimoto, S., and Ziehn, T.: Constraining human contributions to
observed warming since the pre-industrial period, Nat. Clim. Chang., 11, 207–212, https://doi.org/10.1038/s41558-020-
00965-9, 2021. Griesshaber, E., Schmahl, W. W., Ubhi, H. S., Huber, J., Nindiyasari, F., Maier, B., and Ziegler, A.: Homoepitaxial meso-
940
and microscale crystal co-orientation and organic matrix network structure in Mytilus edulis nacre and calcite, Acta
Biomater., 9, 9492–9502, https://doi.org/10.1016/j.actbio.2013.07.020, 2013. Grossman, E. L. and Ku, T.-L.: Oxygen and carbon isotope fractionation in biogenic aragonite: temperature effects, Chem. Geol.: Isotope Geoscience Section, 59, 59–74, https://doi.org/10.1016/0168-9622(86)90057-6, 1986. Grossman, E. L. and Ku, T.-L.: Oxygen and carbon isotope fractionation in biogenic aragonite: temperature effects, Chem. Geol.: Isotope Geoscience Section, 59, 59–74, https://doi.org/10.1016/0168-9622(86)90057-6, 1986. Haywood, A. M. and Valdes, P. J.: Modelling Pliocene warmth: contribution of atmosphere, oceans and cryosphere, Earth
945
Planet. Sci. Lett., 218, 363–377, https://doi.org/doi:10.1016/S0012-821X(03)00685-X, 2004. Haywood A M
Hill D J
Dolan A M
Otto-Bliesner B L
Bragg F
Chan W -L
Chandler M A
Contoux C Haywood, A. M. and Valdes, P. J.: Modelling Pliocene warmth: contribution of atmosphere, oceans and cryosphere, Earth
945
Planet. Sci. Lett., 218, 363–377, https://doi.org/doi:10.1016/S0012-821X(03)00685-X, 2004. Haywood, A. M., Hill, D. J., Dolan, A. M., Otto-Bliesner, B. L., Bragg, F., Chan, W.-L., Chandler, M. A., Contoux, C.,
Dowsett, H. J., Jost, A., Kamae, Y., Lohmann, G., Lunt, D. J., Abe-Ouchi, A., Pickering, S. J., Ramstein, G., Rosenbloom,
N. A., Salzmann, U., Sohl, L., Stepanek, C., Ueda, H., Yan, Q., and Zhang, Z.: Large-scale features of Pliocene climate: results from the Pliocene Model Intercomparison Project, Clim. Past, 9, 191–209, https://doi.org/10.5194/cp-9-191-2013,
950
2013. Haywood, A. M., Dowsett, H. J., and Dolan, A. M.: Integrating geological archives and climate models for the mid-Pliocene
warm period, Nat. Commun., 7, 1–14, https://doi.org/DOI: 10.1038/ncomms10646, 2016. 46 Erth Beds and the Coralline Crag of England,
Mededelingen van de Werkgroep voor Tertiaire en Kwartaire Geologie, 24, 147–156, 1987. Johnson, A. L. A., Hickson, J. A., Bird, A., Schöne, B. R., Balson, P. S., Heaton, T. H. E., and Williams, M.: Comparative
sclerochronology of modern and mid-Pliocene (c. 3.5 Ma) Aequipecten opercularis (Mollusca, Bivalvia): an insight into past
and future climate change in the north-east Atlantic region, Palaeogeogr. Palaeoclimatol. Palaeoecol., 284, 164–179,
985
https://doi.org/doi:10.1016/j.palaeo.2009.09.022, 2009. and future climate change in the north-east Atlantic region, Palaeogeogr. Palaeoclimatol. Palaeoecol., 284, 164–179,
985
https://doi.org/doi:10.1016/j.palaeo.2009.09.022, 2009. 47 https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. Johnson, A. L. A., Valentine, A. M., Schöne, B. R., Leng, M. J., and Goolaerts, S.: Sclerochronological evidence of
pronounced seasonality from the late Pliocene of the southern North Sea basin and its implications, Clim. Past, 18, 1203–
1229, https://doi.org/10.5194/cp-18-1203-2022, 2022. Judd, E. J., Wilkinson, B. H., and Ivany, L. C.: The life and time of clams: Derivation of intra-annual growth rates from
990
high-resolution
oxygen
isotope
profiles,
Palaeogeogr. Palaeoclimatol. Palaeoecol.,
490,
70–83,
https://doi.org/10.1016/j.palaeo.2017.09.034, 2018. Kaskes, P., Déhais, T., de Graaff, S. J., Goderis, S., and Claeys, P.: Micro–X-ray fluorescence (µXRF) analysis of proximal
impactites: High-resolution element mapping, digital image analysis, and quantifications, in: Large Meteorite Impacts and Kaskes, P., Déhais, T., de Graaff, S. J., Goderis, S., and Claeys, P.: Micro–X-ray fluorescence (µXRF) analysis of proximal
impactites: High-resolution element mapping, digital image analysis, and quantifications, in: Large Meteorite Impacts and
Planetary Evolution VI, edited by: Reimold, W. U. and Koeberl, C., Geological Society of America, 171–206,
995
https://doi.org/10.1130/2021.2550(07), 2021. Planetary Evolution VI, edited by: Reimold, W. U. and Koeberl, C., Geological Society of America, 171–206,
995
https://doi.org/10.1130/2021.2550(07), 2021. Knowles, T., Taylor, P. D., Williams, M., Haywood, A. M., and Okamura, B.: Pliocene seasonality across the North Atlantic
inferred
from
cheilostome
bryozoans,
Palaeogeogr. Palaeoclimatol. Palaeoecol.,
277,
226–235,
https://doi.org/10.1016/j.palaeo.2009.04.006, 2009. Knowles, T., Taylor, P. D., Williams, M., Haywood, A. M., and Okamura, B.: Pliocene seasonality across the North Atlantic
inferred
from
cheilostome
bryozoans,
Palaeogeogr. Palaeoclimatol. Palaeoecol.,
277,
226–235,
https://doi.org/10.1016/j.palaeo.2009.04.006, 2009. Kobayashi, I. and Akai, J.: Twinned aragonite crystals found in the bivalvian crossed lamellar shell structure, Jour. Geol. 1000
Soc. Japan, 100, 177–180, https://doi.org/10.5575/geosoc.100.177, 1994. Kobayashi, I. and Akai, J.: Twinned aragonite crystals found in the bivalvian crossed lamellar shell structure, Jour. Geol. 1000
Soc. Japan, 100, 177–180, https://doi.org/10.5575/geosoc.100.177, 1994. Kocken, I. J., Müller, I. A., and Ziegler, M.: Optimizing the Use of Carbonate Standards to Minimize Uncertainties in
Clumped Isotope Data, Geochem. Geophys. Geosyst., 20, 5565–5577, https://doi.org/10.1029/2019GC008545, 2019. Kooij, J., Engelhard, G. H., and Righton, D. A.: Climate change and squid range expansion in the North Sea, J. Biogeogr., Kocken, I. J., Müller, I. A., and Ziegler, M.: Optimizing the Use of Carbonate Standards to Minimize Uncertainties in
Clumped Isotope Data, Geochem. Geophys. Geosyst., 20, 5565–5577, https://doi.org/10.1029/2019GC008545, 2019. Kooij, J., Engelhard, G. Vlaanderen, Belgium)., Palaeontos, 6, 1–142, 2005. Marquet, R. and Herman, J.: The stratigraphy of the Pliocene in Belgium., Palaeo Publishing and Library, Mortsel, 1–39,
2009. Marquet, R. and Herman, J.: The stratigraphy of the Pliocene in Belgium., Palaeo Publishing and Library, Mortsel, 1–39,
2009. Marquet, R., Lenaerts, J., Karnekamp, C., and Smith, R.: The Molluscan Fauna of the Borgloon Formation in Belgium
1035
(Early Rupelian, Oligocene), Palaeo Publishing and Library, Mortsel, 1–100, 2008. McConnaughey, T. A. and Gillikin, D. P.: Carbon isotopes in mollusk shell carbonates, Geo-Mar. Lett., 28, 287–299,
https://doi.org/10.1007/s00367-008-0116-4, 2008. Meckler, A. N., Ziegler, M., Millán, M. I., Breitenbach, S. F. M., and Bernasconi, S. M.: Long-term performance of the Kiel Marquet, R., Lenaerts, J., Karnekamp, C., and Smith, R.: The Molluscan Fauna of the Borgloon Formation in Belgium
1035
(Early Rupelian, Oligocene), Palaeo Publishing and Library, Mortsel, 1–100, 2008. (Early Rupelian, Oligocene), Palaeo Publishing and Library, Mortsel, 1–100, 2008. McConnaughey, T. A. and Gillikin, D. P.: Carbon isotopes in mollusk shell carbonates, Geo-Mar. Lett., 28, 287–299,
https://doi.org/10.1007/s00367-008-0116-4, 2008. McConnaughey, T. A. and Gillikin, D. P.: Carbon isotopes in mollusk shell carbonates, Geo-Mar. Lett., 28, 287–299,
https://doi.org/10.1007/s00367-008-0116-4, 2008. Meckler, A. N., Ziegler, M., Millán, M. I., Breitenbach, S. F. M., and Bernasconi, S. M.: Long-term performance of the Kiel
carbonate device with a new correction scheme for clumped isotope measurements: Performance and correction of Kiel
1040
clumped isotope measurements, Rapid Commun. Mass Spectrom., 28, 1705–1715, https://doi.org/10.1002/rcm.6949, 2014. carbonate device with a new correction scheme for clumped isotope measurements: Performance and correction of Kiel
1040
clumped isotope measurements, Rapid Commun. Mass Spectrom., 28, 1705–1715, https://doi.org/10.1002/rcm.6949, 2014. Meinicke, N., Ho, S. L., Hannisdal, B., Nürnberg, D., Tripati, A., Schiebel, R., and Meckler, A. N.: A robust calibration of
the clumped isotopes to temperature relationship for foraminifers, Geochim. Cosmochim. Acta, 270, 160–183,
https://doi.org/10.1016/j.gca.2019.11.022, 2020. Meinicke, N., Ho, S. L., Hannisdal, B., Nürnberg, D., Tripati, A., Schiebel, R., and Meckler, A. N.: A robust calibration of
the clumped isotopes to temperature relationship for foraminifers, Geochim. Cosmochim. Acta, 270, 160–183,
https://doi.org/10.1016/j.gca.2019.11.022, 2020. Meinicke, N., Reimi, M. A., Ravelo, A. C., and Meckler, A. N.: Coupled Mg/Ca and Clumped Isotope Measurements
1045
Indicate Lack of Substantial Mixed Layer Cooling in the Western Pacific Warm Pool During the Last ∼5 Million Years,
Paleoceanogr. Paleoclimatol., 36, https://doi.org/10.1029/2020PA004115, 2021. Meinicke, N., Reimi, M. A., Ravelo, A. C., and Meckler, A. https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. Louwye, S., Deckers, J., and Vandenberghe, N.: The Pliocene Lillo, Poederlee, Merksplas, Mol and Kieseloolite Formations
1020
in northern Belgium: a synthesis, Geol. Belgica, 23, 297–313, https://doi.org/10.20341/gb.2020.016, 2020. Lutz, R. A. and Rhoads, D. C.: Growth patterns within the molluscan shell. An overview, in: Skeletal Growth of Aquatic
Organisms., Plenum Press, New York, 203–254, ISBN 0-306-40259-9, 1980. Mackenzie, B. R. and Schiedek, D.: Daily ocean monitoring since the 1860s shows record warming of northern European Louwye, S., Deckers, J., and Vandenberghe, N.: The Pliocene Lillo, Poederlee, Merksplas, Mol and Kieseloolite Formations
1020
in northern Belgium: a synthesis, Geol. Belgica, 23, 297–313, https://doi.org/10.20341/gb.2020.016, 2020. Mackenzie, B. R. and Schiedek, D.: Daily ocean monitoring since the 1860s shows record warming of northern European
seas, Glob. Chang. Biol, 13, 1335–1347, https://doi.org/10.1111/j.1365-2486.2007.01360.x, 2007. 1025 seas, Glob. Chang. Biol, 13, 1335–1347, https://doi.org/10.1111/j.1365-2486.2007.01360.x, 2007. 1025
Marcano, M. C., Frank, T. D., Mukasa, S. B., Lohmann, K. C., and Taviani, M.: Diagenetic incorporation of Sr into
aragonitic bivalve shells: Implications for chronostratigraphic and palaeoenvironmental interpretations, The Depositional
Record, 1, 38–52, https://doi.org/10.1002/dep2.3, 2015. Marquet, R.: Ecology and evolution of Pliocene bivalves from the Antwerp Basin, Bulletin de l’Institut royal des Sciences g
p
g
j
Marcano, M. C., Frank, T. D., Mukasa, S. B., Lohmann, K. C., and Taviani, M.: Diagenetic incorporation of Sr into
aragonitic bivalve shells: Implications for chronostratigraphic and palaeoenvironmental interpretations, The Depositional
Record, 1, 38–52, https://doi.org/10.1002/dep2.3, 2015. Marquet, R.: Ecology and evolution of Pliocene bivalves from the Antwerp Basin, Bulletin de l’Institut royal des Sciences
naturelles de Belgique, Sciences de la terre, 74, 205–212, 2004. 1030 naturelles de Belgique, Sciences de la terre, 74, 205–212, 2004. 1030
Marquet, R.: The Neogene Bivalvia (Heterodonta and Anomalodesmata) and Scaphopoda from Kallo and Doel (Oost-
Vlaanderen, Belgium)., Palaeontos, 6, 1–142, 2005. Marquet, R. and Herman, J.: The stratigraphy of the Pliocene in Belgium., Palaeo Publishing and Library, Mortsel, 1–39,
2009. Marquet, R.: The Neogene Bivalvia (Heterodonta and Anomalodesmata) and Scaphopoda from Kallo and Doel (Oost-
Vlaanderen, Belgium)., Palaeontos, 6, 1–142, 2005. Marquet, R. and Herman, J.: The stratigraphy of the Pliocene in Belgium., Palaeo Publishing and Library, Mortsel, 1–39, Marquet, R.: The Neogene Bivalvia (Heterodonta and Anomalodesmata) and Scaphopoda from Kallo and Doel (Oost-
Vlaanderen, Belgium)., Palaeontos, 6, 1–142, 2005. H., and Righton, D. A.: Climate change and squid range expansion in the North Sea, J. Biogeogr.,
43, 2285–2298, https://doi.org/10.1111/jbi.12847, 2016. 1005 43, 2285–2298, https://doi.org/10.1111/jbi.12847, 2016. 1005
Kürschner, W. M., van der Burgh, J., Visscher, H., and Dilcher, D. L.: Oak leaves as biosensors of late Neogene and early
Pleistocene paleoatmospheric CO2 concentrations., Mar. Micropaleontol., 27, 299–312, https://doi.org/10.1016/0377-
8398(95)00067-4, 1996. Kvale, E. P.: The origin of neap–spring tidal cycles, Mar. Geol., 235, 5–18, https://doi.org/10.1016/j.margeo.2006.10.001, p
g
j
Kürschner, W. M., van der Burgh, J., Visscher, H., and Dilcher, D. L.: Oak leaves as biosensors of late Neogene and early
Pleistocene paleoatmospheric CO2 concentrations., Mar. Micropaleontol., 27, 299–312, https://doi.org/10.1016/0377-
8398(95)00067-4, 1996. 2006. 1010
Lafuente, B., Downs, R. T., Yang, H., and Stone, N.: The power of databases: The RRUFF project, in: Highlights in
Mineralogical
Crystallography,
edited
by:
Armbruster,
T. and
Danisi,
R. M.,
De
Gruyter,
1–30,
https://doi.org/10.1515/9783110417104-003, 2015. Lee, L., Atkinson, D., Hirst, A. G., and Cornell, S. J.: A new framework for growth curve fitting based on the von Lee, L., Atkinson, D., Hirst, A. G., and Cornell, S. J.: A new framework for growth curv Lee, L., Atkinson, D., Hirst, A. G., and Cornell, S. J.: A new framework for growth curve fitting based on the von
Bertalanffy Growth Function., Sci. Rep., 10, 1–12, https://doi.org/10.1038/s41598-020-64839-y, 2020. 1015 Bertalanffy Growth Function., Sci. Rep., 10, 1–12, https://doi.org/10.1038/s41598-020-64839-y, 2020. 1015
Louwye, S. and De Schepper, S.: The Miocene–Pliocene hiatus in the southern North Sea Basin (northern Belgium) revealed
by dinoflagellate cysts, Geol. Mag., 147, 760–776, https://doi.org/10.1017/S0016756810000191, 2010. Louwye, S., Head, M. J., and De Schepper, S.: Dinoflagellate cyst stratigraphy and palaeoecology of the Pliocene in northern
Belgium, southern North Sea Basin, Geol. Mag., 141, 353–378, https://doi.org/DOI: 10.1017/S0016756804009136, 2004. Louwye, S. and De Schepper, S.: The Miocene–Pliocene hiatus in the southern North Sea Basin (northern Belgium) revealed
by dinoflagellate cysts, Geol. Mag., 147, 760–776, https://doi.org/10.1017/S0016756810000191, 2010. 48 N.: Coupled Mg/Ca and Clumped Isotope Measurements
1045
Indicate Lack of Substantial Mixed Layer Cooling in the Western Pacific Warm Pool During the Last ∼5 Million Years,
Paleoceanogr. Paleoclimatol., 36, https://doi.org/10.1029/2020PA004115, 2021. Milano, S., Schöne, B. R., and Witbaard, R.: Changes of shell microstructural characteristics of Cerastoderma edule
(Bivalvia) — A novel proxy for water temperature, Palaeogeogr. Palaeoclimatol. Palaeoecol., 465, 395–406, Milano, S., Schöne, B. R., and Witbaard, R.: Changes of shell microstructural characteristics of Cerastoderma edule
(Bivalvia) — A novel proxy for water temperature, Palaeogeogr. Palaeoclimatol. Palaeoecol., 465, 395–406,
https://doi.org/10.1016/j.palaeo.2015.09.051, 2017. 1050 https://doi.org/10.1016/j.palaeo.2015.09.051, 2017. 1050
Mitchell, J. M.: An overview of climatic variability and its causal mechanisms, Quat. Res., 6, 481–493,
https://doi.org/10.1016/0033-5894(76)90021-1, 1976. 49 https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. Moerdijk, P. W., Janssen, A. W., Wesselingh, F. P., Peeters, G. A., Pouwer, R., van Nieulande, F. A. D., Janse, A. C., van
der Slik, L., Meijer, T., Rijken, R., Cadée, G. C., Hoeksema, D., Doeksen, G., Bastemeijer, A., Strack, H. L., Vervoenen, M.,
and ter Poorten, J. J.: De fossiele schelpen van de Nederlandse kust, Nederlands Centrum voor Biodiversiteit Naturalis,
1055
Leiden, ISBN 978-90-5011-342-7, 2010. Moss, D. K., Ivany, L. C., Judd, E. J., Cummings, P. W., Bearden, C. E., Kim, W.-J., Artruc, E. G., and Driscoll, J. R.:
Lifespan, growth rate, and body size across latitude in marine Bivalvia, with implications for Phanerozoic evolution, Proc. R. Soc. B, 283, 20161364, http://dx.doi.org/10.1098/rspb.2016.1364, 2016. 1055 and ter Poorten, J. J.: De fossiele schelpen van de Nederlandse kust, Nederlands Centrum voor Biodiversiteit Naturalis,
1055
Leiden, ISBN 978-90-5011-342-7, 2010. Moss, D. K., Ivany, L. C., Judd, E. J., Cummings, P. W., Bearden, C. E., Kim, W.-J., Artruc, E. G., and Driscoll, J. R.:
Lifespan, growth rate, and body size across latitude in marine Bivalvia, with implications for Phanerozoic evolution, Proc. R. Soc. B, 283, 20161364, http://dx.doi.org/10.1098/rspb.2016.1364, 2016. Moss, D. K., Ivany, L. C., Judd, E. J., Cummings, P. W., Bearden, C. E., Kim, W.-J., Artruc, E. G., and Driscoll, J. R.:
Lifespan, growth rate, and body size across latitude in marine Bivalvia, with implications for Phanerozoic evolution, Proc. R. Soc. B, 283, 20161364, http://dx.doi.org/10.1098/rspb.2016.1364, 2016. Mudelsee, M. and Raymo, M. E.: Slow dynamics of the Northern Hemisphere glaciation, Paleoceanography, 20,
060
https://doi.org/doi:10.1029/2005PA001153, 2005. Mudelsee, M. and Raymo, M. E.: Slow dynamics of the Northern Hemisphere glaciation, Paleoceanography, 20,
1060
https://doi.org/doi:10.1029/2005PA001153, 2005. Müller, I. A., Fernandez, A., Radke, J., van Dijk, J., Bowen, D., Schwieters, J., and Bernasconi, S. M.: Carbonate clumped
isotope analyses with the long-integration dual-inlet (LIDI) workflow: scratching at the lower sample weight boundaries:
LIDI as key for more precise analyses on much less carbonate material, Rapid Commun. Mass Spectrom., 31, 1057–1066, https://doi.org/doi:10.1029/2005PA001153, 2005. Müller, I. A., Fernandez, A., Radke, J., van Dijk, J., Bowen, D., Schwieters, J., and Bernasconi, S. M.: Carbonate clumped
isotope analyses with the long-integration dual-inlet (LIDI) workflow: scratching at the lower sample weight boundaries:
LIDI as key for more precise analyses on much less carbonate material, Rapid Commun. Mass Spectrom., 31, 1057–1066,
htt
//d i
/10 1002/
7878 2017
1065 https://doi.org/10.1002/rcm.7878, 2017. 1065
Naish, T. R. and Wilson, G. S.: Constraints on the amplitude of Mid-Pliocene (3.6–2.4 Ma) eustatic sea-level fluctuations
from the New Zealand shallow-marine sediment record, Philos. Trans. Royal Soc. A, 367, 169–187,
https://doi.org/doi:10.1098/rsta.2008.0223, 2009. Nyst, P. H. and Westendorp, G. D.: Nouvelles recherches sur les coquilles fossiles de la province d’Anvers, Bulletins de Nyst, P. H. and Westendorp, G. D.: Nouvelles recherches sur les coquilles fossiles de la province d’Anvers, Bulletins de
l’Académie royale des Sciences et Belles-Lettres de Bruxelles, 6, 393–414, 1839. 1070 l’Académie royale des Sciences et Belles-Lettres de Bruxelles, 6, 393–414, 1839. 1070
O’Dea, A. and Okamura, B.: Intracolony variation in zooid size in cheilostome bryozoans as a new technique for
investigating palaeoseasonality, Palaeogeogr. Palaeoclimatol. Palaeoecol., 162, 319–332, https://doi.org/10.1016/S0031-
0182(00)00136-X, 2000. Pagani, M., Liu, Z., LaRiviere, J., and Ravelo, A. C.: High Earth-system climate sensitivity determined from Pliocene carbon Pagani, M., Liu, Z., LaRiviere, J., and Ravelo, A. C.: High Earth-system climate sensitivity determined from Pliocene carbon
dioxide concentrations, Nat. Geosci., 3, 27–30, https://doi.org/DOI: 10.1038/NGEO724, 2010. 1075 dioxide concentrations, Nat. Geosci., 3, 27–30, https://doi.org/DOI: 10.1038/NGEO724, 2010. 1075
Palmer, K. L., Moss, D. K., Surge, D., and Turek, S.: Life history patterns of modern and fossil Mercenaria spp. from warm
vs. cold climates, Palaeogeogr. Palaeoclimatol. Palaeoecol., 566, 110227, https://doi.org/10.1016/j.palaeo.2021.110227,
2021. Pannella, G. and MacClintock, C.: Biological and environmental rhythms reflected in molluscan shell growth, Memoir (The Palmer, K. L., Moss, D. K., Surge, D., and Turek, S.: Life history patterns of modern and fossil Mercenaria spp. from warm
vs. cold climates, Palaeogeogr. Palaeoclimatol. Palaeoecol., 566, 110227, https://doi.org/10.1016/j.palaeo.2021.110227,
2021. Pannella, G. and MacClintock, C.: Biological and environmental rhythms reflected in molluscan shell growth, Memoir (The
Paleontological Society), 2, 64–80, https://doi.org/10.1017/S0022336000061655, 1968. 1080 Paleontological Society), 2, 64–80, https://doi.org/10.1017/S0022336000061655, 1968. 1080
Popov, S. V.: Composite prismatic structure in bivalve shell, Acta Palaeontol. Pol., 31, 3–26, 1986. Popov,
S. V.:
Formation
of
Bivalve
Shells
and
Their
Microstructure,
Paleontol. J.,
48,
1519–1531,
https://doi.org/10.1134/S003103011414010X, 2014. Preibisch, S., Saalfeld, S., and Tomancak, P.: Globally optimal stitching of tiled 3D microscopic image acquisitions, Popov, S. V.: Composite prismatic structure in bivalve shell, Acta Palaeontol. Pol., 31, 3–26, 1986. Popov, S. V.: Composite prismatic structure in bivalve shell, Acta Palaeontol. Pol., 31, 3–26, 1986. Popov,
S. V.:
Formation
of
Bivalve
Shells
and
Their
Microstructure,
Paleontol. J.,
48,
1519–1531,
https://doi.org/10.1134/S003103011414010X, 2014. https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. Quante, M. and Colijn, F. (Eds.): North Sea Region Climate Change Assessment, Springer International Publishing, Cham,
https://doi.org/10.1007/978-3-319-39745-0, 2016. Quante, M. and Colijn, F. (Eds.): North Sea Region Climate Change Assessment, Springer International Publishing, Cham,
https://doi.org/10.1007/978-3-319-39745-0, 2016. R Core Team: R: A language and environment for statistical computing. R Foundation for Statistical Computing, Vienna,
Austria, https://www.R-project.org/, 2021. R Core Team: R: A language and environment for statistical computing. R Foundation for Statistical Computing, Vienna,
Austria, https://www.R-project.org/, 2021. Raffi, S., Stanley, S. M., and Marasti, R.: Biogeographic patterns and Plio-Pleistocene extinction of Bivalvia in the
090
Mediterranean and southern North Sea, Paleobiology, 11, 368–388, https://doi.org/10.1017/S0094837300011684, 1985. Raffi, S., Stanley, S. M., and Marasti, R.: Biogeographic patterns and Plio-Pleistocene extinction of Bivalvia in the
1090
Mediterranean and southern North Sea, Paleobiology, 11, 368–388, https://doi.org/10.1017/S0094837300011684, 1985. Ravelo, A. C., Andreasen, D. H., Lyle, M., Lyle, A. O., and Wara, M. W.: Regional climate shifts caused by gradual global
cooling in the Pliocene epoch, Nature, 429, 263–267, https://doi.org/doi:10.1038/nature02567, 2004. Raymo, M. E., Grant, B., Horowitz, M., and Rau, G. H.: Mid-Pliocene warmth: stronger greenhouse and stronger conveyor, Ravelo, A. C., Andreasen, D. H., Lyle, M., Lyle, A. O., and Wara, M. W.: Regional climate shifts caused by gradual global
cooling in the Pliocene epoch, Nature, 429, 263–267, https://doi.org/doi:10.1038/nature02567, 2004. Raymo, M. E., Grant, B., Horowitz, M., and Rau, G. H.: Mid-Pliocene warmth: stronger greenhouse and stronger conveyor,
Mar. Micropaleontol., 27, 313–326, https://doi.org/doi.org/10.1016/0377-8398(95)00048-8, 1996. 1095 Mar. Micropaleontol., 27, 313–326, https://doi.org/doi.org/10.1016/0377-8398(95)00048-8, 1996. 1095
Ritter, A.-C., Mavromatis, V., Dietzel, M., Kwiecien, O., Wiethoff, F., Griesshaber, E., Casella, L. A., Schmahl, W. W.,
Koelen, J., Neuser, R. D., Leis, A., Buhl, D., Niedermayr, A., Breitenbach, S. F. M., Bernasconi, S. M., and Immenhauser,
A.: Exploring the impact of diagenesis on (isotope) geochemical and microstructural alteration features in biogenic
aragonite, Sedimentology, 64, 1354–1380, https://doi.org/10.1111/sed.12356, 2017. Rutgersson, A., Jaagus, J., Schenk, F., and Stendel, M.: Observed changes and variability of atmospheric parameters in the
1100
Baltic Sea region during the last 200 years, Clim. Res., 61, 177–190, https://doi.org/10.3354/cr01244, 2014. Salzmann, U., Haywood, A. M., and Lunt, D. J.: The past is a guide to the future? Comparing Middle Pliocene vegetation
with predicted biome distributions for the twenty-first century, Philos. Trans. Royal Soc. Preibisch, S., Saalfeld, S., and Tomancak, P.: Globally optimal stitching of tiled 3D microscopic image acquisitions, Popov,
S. V.:
Formation
of
Bivalve
Shells
and
Their
Microstructure,
Paleontol. J.,
48,
1519–1531,
https://doi.org/10.1134/S003103011414010X, 2014. Preibisch, S., Saalfeld, S., and Tomancak, P.: Globally optimal stitching of tiled 3D microscopic image acquisitions,
Bioinformatics, 25, 1463–1465, https://doi.org/10.1093/bioinformatics/btp184, 2009. 1085 Bioinformatics, 25, 1463–1465, https://doi.org/10.1093/bioinformatics/btp184, 2009. 1085 Bioinformatics, 25, 1463–1465, https://doi.org/10.1093/bioinformatics/btp184, 2009. 1085 50 https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. Changing Climate, in: Climate Change 2021: The Physical Science Basis. Contribution of Working Group I to the Sixth
1120
Assessment Report of the Intergovernmental Panel on Climate Change [Masson-Delmotte, V., P. Zhai, A. Pirani, S. L. Connors, C. Péan, S. Berger, N. Caud, Y. Chen, L. Goldfarb, M. I. Gomis, M. Huang, K. Leitzell, E. Lonnoy, J. B. R. Matthews, T. K. Maycock, T. Waterfield, O. Yelekçi, R. Yu and B. Zhou (eds.)]., Cambridge University Press, In Press. Spiess, A.-N. and Neumeyer, N.: An evaluation of R2 as an inadequate measure for nonlinear models in pharmacological Spiess, A.-N. and Neumeyer, N.: An evaluation of R2 as an inadequate measure for nonlinear models in pharmacological
and biochemical research: a Monte Carlo approach, BMC Pharmacol., 10, 6, https://doi.org/10.1186/1471-2210-10-6, 2010. 1125 and biochemical research: a Monte Carlo approach, BMC Pharmacol., 10, 6, https://doi.org/10.1186/1471-2210-10-6, 2010. 1125
Strauch, F.: Determination of Cenozoic sea-temperatures using Hiatella arctica (Linné), Palaeogeogr. Palaeoclimatol. Palaeoecol., 5, 213–233, https://doi.org/10.1016/0031-0182(68)90115-6, 1968. and biochemical research: a Monte Carlo approach, BMC Pharmacol., 10, 6, https://doi.org/10.1186/1471-2210-10-6, 2010. 1125
Strauch, F.: Determination of Cenozoic sea-temperatures using Hiatella arctica (Linné), Palaeogeogr. Palaeoclimatol. Palaeoecol., 5, 213–233, https://doi.org/10.1016/0031-0182(68)90115-6, 1968. Tran, D., Nadau, A., Durrieu, G., Ciret, P., Parisot, J.-P., and Massabuau, J.-C.: Field chronobiology of a molluscan bivalve:
how the moon and sun cycles interact to drive oyster activity rhythms, Chronobiol. Int., 28, 307–317, Strauch, F.: Determination of Cenozoic sea-temperatures using Hiatella arctica (Linné), Palaeogeogr. Palaeoclimatol. Palaeoecol., 5, 213–233, https://doi.org/10.1016/0031-0182(68)90115-6, 1968. https://doi.org/10.3109/07420528.2011.565897, 2011. 1130
Ullmann, C. V., Wiechert, U., and Korte, C.: Oxygen isotope fluctuations in a modern North Sea oyster (Crassostrea gigas)
compared with annual variations in seawater temperature: Implications for palaeoclimate studies, Chem. Geol., 277, 160–
166, https://doi.org/10.1016/j.chemgeo.2010.07.019, 2010. Urban, H. J.: Modeling growth of different developmental stages in bivalves, Mar. Ecol. Prog. Ser., 238, 109–114, https://doi.org/10.3109/07420528.2011.565897, 2011. 1130
Ullmann, C. V., Wiechert, U., and Korte, C.: Oxygen isotope fluctuations in a modern North Sea oyster (Crassostrea gigas)
compared with annual variations in seawater temperature: Implications for palaeoclimate studies, Chem. Geol., 277, 160–
166, https://doi.org/10.1016/j.chemgeo.2010.07.019, 2010. 166, https://doi.org/10.1016/j.chemgeo.2010.07.019, 2010. Urban, H. J.: Modeling growth of different developmental stages in bivalves, Mar. Ecol. Prog. Ser., 238, 109–114,
https://doi org/10 3354/meps238109 2002
1135 Urban, H. J.: Modeling growth of different developmental stages in bivalves, Mar. Ecol. Prog. Ser., 238, 109–114,
https://doi.org/10.3354/meps238109, 2002. 1135 https://doi.org/10.3354/meps238109, 2002. 1135
Valentine, A., Johnson, A. L. A., Leng, M. J., Sloane, H. J., and Balson, P. S.: Isotopic evidence of cool winter conditions in
the mid-Piacenzian (Pliocene) of the southern North Sea Basin, Palaeogeogr. Palaeoclimatol. Palaeoecol., 309, 9–16,
https://doi.org/10.1016/j.palaeo.2011.05.015, 2011. Vandenberghe, N. and Louwye, S.: An introduction to the Neogene stratigraphy of northern Belgium: present status, Geol. Valentine, A., Johnson, A. L. A., Leng, M. J., Sloane, H. J., and Balson, P. S.: Isotopic evidence of cool winter conditions in
the mid-Piacenzian (Pliocene) of the southern North Sea Basin, Palaeogeogr. Palaeoclimatol. Palaeoecol., 309, 9–16,
https://doi.org/10.1016/j.palaeo.2011.05.015, 2011. Vandenberghe, N. and Louwye, S.: An introduction to the Neogene stratigraphy of northern Belgium: present status, Geol. Belgica, 23, 97–112, https://doi.org/10.20341/gb.2020.008, 2020. 1140 Belgica, 23, 97–112, https://doi.org/10.20341/gb.2020.008, 2020. 1140
de la Vega, E., Chalk, T. B., Wilson, P. A., Bysani, R. P., and Foster, G. L.: Atmospheric CO 2 during the Mid-Piacenzian
Warm Period and the M2 glaciation, Sci. Rep., 10, 1–8, https://doi.org/10.1038/s41598-020-67154-8, 2020. Vervoenen, M., Herman, J., and Van Waes, H.: Taphonomy of some Cenozoic seabeds from the Flemish region, Belgium,
Printing Office of the Ministery of Economic Affairs, Brussels, 1995. Belgica, 23, 97–112, https://doi.org/10.20341/gb.2020.008, 2020. 1140
de la Vega, E., Chalk, T. B., Wilson, P. A., Bysani, R. P., and Foster, G. L.: Atmospheric CO 2 during the Mid-Piacenzian
Warm Period and the M2 glaciation, Sci. Rep., 10, 1–8, https://doi.org/10.1038/s41598-020-67154-8, 2020. V
M
H
J
d V
W
H
T
h
f
C
i
b d f
th Fl
i h
i
B l i de la Vega, E., Chalk, T. B., Wilson, P. A., Bysani, R. P., and Foster, G. L.: Atmospheric CO 2 during the Mid-Piacenzian
Warm Period and the M2 glaciation, Sci. Rep., 10, 1–8, https://doi.org/10.1038/s41598-020-67154-8, 2020. Vervoenen, M., Herman, J., and Van Waes, H.: Taphonomy of some Cenozoic seabeds from the Flemish region, Belgium,
Printing Office of the Ministery of Economic Affairs, Brussels, 1995. Vignols, R. M., Valentine, A. M., Finlayson, A. G., Harper, E. M., Schöne, B. R., Leng, M. J., Sloane, H. J., and Johnson, A. 1145
L. A.: Marine climate and hydrography of the Coralline Crag (early Pliocene, UK): isotopic evidence from 16 benthic
invertebrate taxa, Chem. Geol., 526, 62–83, https://doi.org/10.1016/j.chemgeo.2018.05.034, 2019. Vignols, R. M., Valentine, A. M., Finlayson, A. G., Harper, E. M., Schöne, B. R., Leng, M. J., Sloane, H. J., and Johnson, A. 1145
L. A, 367, 189–204,
https://doi.org/10.1098/rsta.2008.0200, 2009. Rutgersson, A., Jaagus, J., Schenk, F., and Stendel, M.: Observed changes and variability of atmospheric parameters in the
1100
Baltic Sea region during the last 200 years, Clim. Res., 61, 177–190, https://doi.org/10.3354/cr01244, 2014. Salzmann, U., Haywood, A. M., and Lunt, D. J.: The past is a guide to the future? Comparing Middle Pliocene vegetation
with predicted biome distributions for the twenty-first century, Philos. Trans. Royal Soc. A, 367, 189–204,
https://doi.org/10.1098/rsta.2008.0200, 2009. Sato, S.: Temporal change of life-history traits in fossil bivalves: an example of Phacosoma japonicum from the Pleistocene
1105
of Japan, Palaeogeogr. Palaeoclimatol. Palaeoecol., 154, 313–323, https://doi.org/10.1016/S0031-0182(99)00106-6, 1999. Schauble, E. A., Ghosh, P., and Eiler, J. M.: Preferential formation of 13C–18O bonds in carbonate minerals, estimated
using
first-principles
lattice
dynamics,
Geochim. Cosmochim. Acta,
70,
2510–2529,
https://doi.org/10.1016/j.gca.2006.02.011, 2006. Schoeppler, V., Lemanis, R., Reich, E., Pusztai, T., Gránásy, L., and Zlotnikov, I.: Crystal growth kinetics as an architectural
1110
constraint
on
the
evolution
of
molluscan
shells,
Proc. Natl. Acad. Sci. USA,
116,
20388–20397,
https://doi.org/10.1073/pnas.1907229116, 2019. Schöne, B. R., Goodwin, D. H., Flessa, K. W., Dettman, D. L., and Roopnarine, P. D.: Sclerochronology and Growth of the
Bivalve Mollusks Chione (Chionista) fluctifraga and C.(Chionista) cortezi, The Veliger, 45, 45–54, 2002. Schöne, B. R., Goodwin, D. H., Flessa, K. W., Dettman, D. L., and Roopnarine, P. D.: Sclerochronology and Growth of the
Bivalve Mollusks Chione (Chionista) fluctifraga and C.(Chionista) cortezi, The Veliger, 45, 45–54, 2002. Schöne, B. R., Freyre Castro, A. D., Fiebig, J., Houk, S. D., Oschmann, W., and Kröncke, I.: Sea surface water temperatures
1115
over the period 1884–1983 reconstructed from oxygen isotope ratios of a bivalve mollusk shell (Arctica islandica, southern
North Sea), Palaeogeogr. Palaeoclimatol. Palaeoecol., 212, 215–232, https://doi.org/10.1016/j.palaeo.2004.05.024, 2004. Seneviratne, S. I., Zhang, X., Adnan, M., Badi, W., Dereczynski, C., Di Luca, A., Ghosh, S., Iskandar, I., Kossin, J., Lewis,
S., Otto, F., Satoh, M., Vincente-Serrano, S. M., Wehner, M., and Zhou, B.: Weather and Climate Extreme Events in a Seneviratne, S. I., Zhang, X., Adnan, M., Badi, W., Dereczynski, C., Di Luca, A., Ghosh, S., Iskandar, I., Kossin, J., Lewis,
S., Otto, F., Satoh, M., Vincente-Serrano, S. M., Wehner, M., and Zhou, B.: Weather and Climate Extreme Events in a 51 A.: Marine climate and hydrography of the Coralline Crag (early Pliocene, UK): isotopic evidence from 16 benthic
invertebrate taxa, Chem. Geol., 526, 62–83, https://doi.org/10.1016/j.chemgeo.2018.05.034, 2019. Weiner, S. and Dove, P. M.: An Overview of Biomineralization Processes and the Problem of the Vital Effect, Rev. Mineral. Geochem., 54, 1–29, https://doi.org/10.2113/0540001, 2003. invertebrate taxa, Chem. Geol., 526, 62–83, https://doi.org/10.1016/j.chemgeo.2018.05.034, 2019. Weiner, S. and Dove, P. M.: An Overview of Biomineralization Processes and the Problem of the Vital Effect, Rev. Mineral. Geochem., 54, 1–29, https://doi.org/10.2113/0540001, 2003. Westerhold, T., Marwan, N., Drury, A. J., Liebrand, D., Agnini, C., Anagnostou, E., Barnet, J. S. K., Bohaty, S. M., De
1150
Vleeschouwer, D., Florindo, F., Frederichs, T., Hodell, D. A., Holbourn, A. E., Kroon, D., Lauretano, V., Littler, K.,
Lourens, L. J., Lyle, M., Pälike, H., Röhl, U., Tian, J., Wilkens, R. H., Wilson, P. A., and Zachos, J. C.: An astronomically 52 https://doi.org/10.5194/egusphere-2022-951
Preprint. Discussion started: 12 October 2022
c⃝Author(s) 2022. CC BY 4.0 License. dated record of Earth’s climate and its predictability over the last 66 Million Years, Science, 369, 1383–1387,
https://doi.org/10.1126/science.aba6853, 2020. dated record of Earth’s climate and its predictability over the last 66 Million Years, Science, 369, 1383–1387,
https://doi.org/10.1126/science.aba6853, 2020. de Winter, N. J. and Claeys, P.: Micro X‐ray fluorescence (μXRF) line scanning on Cretaceous rudist bivalves: A new
1155
method
for
reproducible
trace
element
profiles
in
bivalve
calcite,
Sedimentology,
64,
231–251,
https://doi.org/10.1111/sed.12299, 2017. de Winter, N. J., Goderis, S., Dehairs, F., Jagt, J. W. M., Fraaije, R. H. B., van Malderen, S. J. M., Vanhaecke, F., and
Claeys, P.: Tropical seasonality in the late Campanian (late Cretaceous): Comparison between multiproxy records from three 1155 bivalve
taxa
from
Oman,
Palaeogeogr. Palaeoclimatol. Palaeoecol.,
485,
740–760,
1160
https://doi.org/dx.doi.org/10.1016/j.palaeo.2017.07.031, 2017a. de Winter, N. J., Sinnesael, M., Makarona, C., Vansteenberge, S., and Claeys, P.: Trace element analyses of carbonates using
portable and micro-X-ray fluorescence: performance and optimization of measurement parameters and strategies, J. Anal. At. Spectrom., 32, 1211–1223, https://doi.org/10.1039/C6JA00361C, 2017b. de Winter, N. J., Vellekoop, J., Clark, A. J., Stassen, P., Speijer, R. P., and Claeys, P.: The Giant Marine Gastropod
1165
Campanile Giganteum (Lamarck, 1804) as a High-Resolution Archive of Seasonality in the Eocene Greenhouse World,
Geochem. Geophys. Geosyst., 21, https://doi.org/10.1029/2019GC008794, 2020. de Winter, N. J., Dämmer, L. K., Falkenroth, M., Reichart, G.-J., Moretti, S., Martínez-García, A., Höche, N., Schöne, B. R.,
Rodiouchkina, K., Goderis, S., Vanhaecke, F., van Leeuwen, S. M., and Ziegler, M.: Multi-isotopic and trace element evidence against different formation pathways for oyster microstructures, Geochim. Cosmochim. Acta, 308, 326–352,
1170
https://doi.org/10.1016/j.gca.2021.06.012, 2021. Winther, N. G. and Johannessen, J. A.: North Sea circulation: Atlantic inflow and its destination, J. Geophys. Res., 111,
C12018, https://doi.org/10.1029/2005JC003310, 2006. Wood A M
Whatley R C
Cronin T M
and Holtz T : Pliocene palaeotemperature reconstruction for the southern Winther, N. G. and Johannessen, J. A.: North Sea circulation: Atlantic inflow and its destination, J. Geophys. Res., 111,
C12018, https://doi.org/10.1029/2005JC003310, 2006. North Sea based on Ostracoda, Quat. Sci. Rev., 12, 747–767, https://doi.org/10.1016/0277-3791(93)90015-E, 1993. 1175 53
|
https://openalex.org/W4315649106
|
https://figshare.com/articles/journal_contribution/The_Howard_League_and_liberal_colonial_penality_in_mid-20th-century_Britain_the_death_penalty_in_Palestine_and_the_Kenya_Emergency/23491688/1/files/41259606.pdf
|
English
| null |
The Howard League and liberal colonial penality in mid‐20th‐century Britain: The death penalty in Palestine and the Kenya Emergency
|
The Howard journal of crime and justice
| 2,023
|
cc-by
| 12,518
|
Link to external publisher version
https://doi.org/10.1111/hojo.12513 Link to external publisher version
https://doi.org/10.1111/hojo.12513 The Howard League and liberal colonial penality in mid-20th-century Britain:
the death penalty in Palestine and the Kenya Emergency Lizzie Seal, Roger Ball Lizzie Seal, Roger Ball Licence This work is made available under the CC BY 4.0 licence and should only be used in accordance with that
licence. For more information on the specific terms, consult the repository record for this item. Document Version Published version Citation for this work (American Psychological Association 7th edition)
Seal, L., & Ball, R. (2023). The Howard League and liberal colonial penality in mid-20th-century Britain: the
death penalty in Palestine and the Kenya Emergency (Version 1). University of Sussex. https://hdl.handle.net/10779/uos.23491688.v1 Published in The Howard Journal of Criminal Justice O R I G I NA L A RT I C L E O R I G I NA L A RT I C L E The Howard League and liberal colonial
penality in mid-20th-century Britain: The death
penalty in Palestine and the Kenya Emergency Lizzie Seal1
Roger Ball2 1Lizzie Seal is Professor of Criminology,
University of Sussex
2Roger Ball is Research Fellow, University
of the West of England 1Lizzie Seal is Professor of Criminology,
University of Sussex
2Roger Ball is Research Fellow, University
of the West of England Received: 6 January 2022
Accepted: 12 July 2022
DOI: 10.1111/hojo.12513 Received: 6 January 2022
Accepted: 12 July 2022
DOI: 10.1111/hojo.12513 DOI: 10.1111/hojo.12513 Abstract Abstract
This article analyses the Howard League’s campaigning
against the death penalty in mid-20th-century British
colonies. It examines two case studies: the Howard
League’s campaign to limit the death penalty in the
Palestine Mandate in the 1930s and their silence on mass
executions during the Kenya Emergency in the 1950s. Drawing on Ben-Natan’s (2021) concept of the dual penal
regime, we argue the Howard League concentrated its
intervention in ordinary penal regimes and demarcated
emergency penal regimes as outside its sphere of interest
and influence. Consequently, it was silent on the penal
excess of colonial authorities during periods of counter-
insurgency. Criminology as a discipline largely shares
this demarcation of the penal measures associated with
colonial wars, militarism and states of emergency as
beyond its purview. Inclusion of these aspects of colonial
penality into the criminological narrative highlights the
significance of colonialism and colonial ways of thinking
to penal liberalism. Howard J. Crim. Justice. 2023;62:149–166. wileyonlinelibrary.com/journal/hojo
149 This is an open access article under the terms of the Creative Commons Attribution License, which permits use, distribution and
reproduction in any medium, provided the original work is properly cited.
© 2023 The Authors. The Howard Journal of Crime and Justice published by Howard League and John Wiley & Sons Ltd. Copyright and reuse: py g
This work was downloaded from Sussex Research Open (SRO). This document is made available in line with publisher policy
and may differ from the published version. Please cite the published version where possible. Copyright and all moral rights to the
version of the paper presented here belong to the individual author(s) and/or other copyright owners unless otherwise stated. For
more information on this work, SRO or to report an issue, you can contact the repository administrators at sro@sussex.ac.uk. Discover more of the University’s research at https://sussex.figshare.com/ 1
INTRODUCTION On 2 June 1930, the Howard League for Penal Reform’s Colonial Subcommittee held its first
meeting.1 At this time, the Howard League had a keen interest in international penal reform. The establishment of this subcommittee followed the opening of the Howard League’s Interna-
tional Bureau in Geneva a year previously, which had a special focus on prison conditions and
aimed to get penal reform onto the agenda of the League of Nations.2 The purpose of the Colo-
nial Subcommittee was to gain an overview of penal administration in the colonies of the British
Empire and to intervene to bring about improvements and modernisation. The subcommittee was
argued to be necessary ‘especially in regard to the treatment of the natives’.3 In keeping with the
Howard League’s priorities, the Colonial Subcommittee intended to maintain a focus on prison
conditions, especially those for young people.4 The work of the Colonial Subcommittee also involved intervention in relation to capital pun-
ishment. Their stance on the colonies was that the death penalty should be abolished, but they
were willing to intervene to ameliorate its use in lieu of full abolition. In 1932, in response to the
imposition of 60 death sentences in Kenya for the murder of someone believed to be a witch, the
Colonial Subcommittee resolved to approach the Colonial Office to suggest revising the law to
enable discretion in sentencing and the use of alternatives to capital punishment, which would
bring the law in Kenya in line with the Indian Penal Code.5 At this time, the death penalty in
Britain was mandatory for murder so the Indian Penal Code was more liberal on this issue than
the law in the metropole. This article analyses the Howard League’s campaigning in relation to the death penalty in mid-
20th-century British colonies. It does so through two case studies: their campaigning to limit the
death penalty in the Palestine Mandate in the 1930s and their silence on mass executions dur-
ing the Kenya Emergency in the 1950s. The majority of the Howard League’s work in the colonies
concerned prisons but the death penalty is also instructive as an example through which to under-
stand its involvement with colonial penality. 150
THE HOWARD JOURNAL OF CRIME AND JUSTICE THE HOWARD JOURNAL OF CRIME AND JUSTICE 150 Correspondence Funding information
British Academy, Grant/Award Number:
BA/IC3/100170 K E Y WO R D S
colonialism, death penalty, Howard League, Kenya Emergency,
Palestine, penal liberalism This is an open access article under the terms of the Creative Commons Attribution License, which permits use, distribution and
reproduction in any medium, provided the original work is properly cited. © 2023 The Authors. The Howard Journal of Crime and Justice published by Howard League and John Wiley & Sons Ltd. Howard J. Crim. Justice. 2023;62:149–166. wileyonlinelibrary.com/journal/hojo
149 This is an open access article under the terms of the Creative Commons Attribution License, which permits use, distribution and
reproduction in any medium, provided the original work is properly cited. © 2023 The Authors. The Howard Journal of Crime and Justice published by Howard League and John Wiley & Sons Ltd. civilians by military courts, summary proceedings, and harsh punishments’ (Ben-Natan, 2021,
p.742). Emergency powers remove restrictions on military action without the need for martial
law (Thomas, 2018). Ben-Natan argues that colonial authorities do not acknowledge that penal
emergency regimes are part of the penal system. civilians by military courts, summary proceedings, and harsh punishments’ (Ben-Natan, 2021,
p.742). Emergency powers remove restrictions on military action without the need for martial
law (Thomas, 2018). Ben-Natan argues that colonial authorities do not acknowledge that penal
emergency regimes are part of the penal system. We adopt this concept of the dual penal regime to discuss the Howard League and the death
penalty in both Palestine and Kenya. Their intervention in Palestine concentrated only on the
ordinary penal regime, not the emergency one. Their very limited attention to 1950s Kenya sug-
gests the executions that took place in the emergency penal regime were understood to be beyond
their remit. The Howard League was created in 1921 via a merger of the Howard Association and the Penal
Reform League. It has been described as a classic example of an ‘insider’ organisation with close
connections to government, particularly the Home Office and the Prison Commission, and having
a liberal, rather than radical, orientation. The Howard League was (and is) the most influential
penal reform group in England and Wales. It had a relatively small membership, which skewed
middle to upper middle class, and a metropolitan orientation (Ryan, 2003). Ryan (2003) notes that
policymaking was undertaken by members of the Executive Committee and its subcommittees as
experts, who frequently wielded influence informally in addition to sitting on committees and
advisory councils linked to government. A leading proponent of penal liberalism, the Howard League emphasised the need for ratio-
nality, expertise and a scientific approach in penal policymaking and practice. Penal intervention
should be directed towards rehabilitation. The death penalty was perceived as contrary to this
penal modernism and a relic of barbarism. The League adopted abolition of the death penalty as
one of its campaigning priorities in 1923 and the National Council for the Abolition of the Death
Penalty (NCADP) was founded in 1925. This was a separate organisation from the Howard League
but was based in the same building and shared key members (it merged with the League in 1948). 1
INTRODUCTION As Dubber (2018, p.7) argues, capital punishment is
‘the sharpest point of the sharp end of the stick of state penal power’, which shows the distinc-
tion between the ‘abstract threat of penal violence’ and ‘the infliction of that threatened violence
on a particular person’. As we shall discuss, the civilian death penalty was not the sharpest end
of the stick of colonial penal power. Penality is bound up with the legitimacy of state power, but
this power operated differently in colonial territories and protectorates than in the liberal state
(Ben-Natan, 2021). We draw on Ben-Natan’s (2021) analysis of the ‘dual penal regime’ in Palestine to contextualise
the discussion of the Howard League’s campaigning activities. She adapts Dubber’s (2018) con-
cept of the dual penal state, according to which liberal penal governance rests on the duality of
the penal law and penal police. Dubber (2018) argues that these two paradigms coexist but are
in opposition, creating a paradox. The penal law has an egalitarian identification, whereby crime
is the violation of one person’s autonomy by another. The penal police is hierarchical and crime
is an offence against the state’s sovereignty. Empire is more openly illiberal than the liberal state
and colonial penality needs to be understood differently from the national dual penal state. There
is no pretence in colonial settings that ‘penal law’ applies equally to everyone (Ben-Natan, 2021). In particular, racialised enemy populations – those perceived as a threat to colonial rule – are tar-
geted by colonial law. The dual penal regime encapsulates the separate penal regime established
by use of emergency powers that ran (and runs) in parallel to the ordinary penal regime. Emer-
gency statutes ‘feature broad criminalization of political and military resistance, prosecution of THE HOWARD JOURNAL OF CRIME AND JUSTICE 151 stories about the development of modern Western penology omit analysis of penal colonialism
and of penal mixing between the metropole and the colonies. In relation to management
studies, Frenkel & Shenhav (2006) employ Latour (1993) to describe this process of writing
out non-Western influences and developments as ‘purification’. The story of mid-20th-century
Britain’s penal culture and practice looks very different if it is narrated through colonial settings,
particularly emergency penal regimes. The mass executions carried out under emergency powers
during colonial dirty wars in Kenya and Malaya are sharply divergent from the declining use of
capital punishment in Britain itself after the Second World War. stories about the development of modern Western penology omit analysis of penal colonialism
and of penal mixing between the metropole and the colonies. In relation to management
studies, Frenkel & Shenhav (2006) employ Latour (1993) to describe this process of writing
out non-Western influences and developments as ‘purification’. The story of mid-20th-century
Britain’s penal culture and practice looks very different if it is narrated through colonial settings,
particularly emergency penal regimes. The mass executions carried out under emergency powers
during colonial dirty wars in Kenya and Malaya are sharply divergent from the declining use of
capital punishment in Britain itself after the Second World War. p
p
This article contributes to burgeoning work that incorporates the significance of colonialism,
and the legacies of Empire, into criminological analysis. As Agozino (2003, 2004) argues, Western
criminology has paid scant attention to the harms of slavery and colonialism even though these
harms dwarf much of what it chooses to focus on in terms of effects and legacy. For Agozino,
criminology’s silence about colonialism is an effect of colonialism. A parallel can be drawn with
interpretations of British penality in the mid-20th century. The story of the development of penal
welfarism in Britain is portrayed as commitment to the use of rehabilitative measures as consti-
tuting progress, underpinned by faith in practitioners and experts to bring about a correctionalist
agenda (Garland, 2001). This story does not incorporate British colonial penality, whatever its
character, correctionalist or brutal. King (2017) argues that contemporary colonial reason hides
the legacies of colonialism. Construing the counter-insurgency in 1930s Palestine or the Kenya
Emergency as separate from British penal practice and culture accepts colonial reason. Dimou
(2021) draws on Quijano’s (2000, 2007) concept of coloniality to analyse the colonial foundations
of criminology. Coloniality shapes ways of being, interacting and perceiving and is constitutive of
modernity, forming its ‘dark side’. Penal modernism, which as Brown (2002) highlights incorporates penal excess, is inevitably
colonial. British criminology should examine this coloniality because the British Empire was the
most extensive empire in history and coercive networks were essential to its maintenance (Sher-
man, 2009). Despite a growing body of criminological work on the significance of colonialism
to crime and punishment and a well-developed historiography of penality in different colonial
settings, British criminology remains largely unaware of, and uninterested in, the penality of the
British Empire and its legacies (Moore, 2020). Following Brown (2002), we argue that penal excess
is a constituent part of penal modernity and not a departure from it; penal coloniality must be
included in the analysis to fully understand this point. We discuss penal coloniality and the use of
emergency penal regimes to contextualise our examination of the Howard League’s campaigning
on the colonial death penalty, but our analysis is not of the development of penal coloniality and
emergency penal regimes per se. The campaign for the abolition of capital punishment in Britain gathered speed in the 1930s and
at the same time the Howard League and NCADP undertook limited campaigning in relation to
the colonial death penalty. The Howard League’s focus on the ordinary penal regime was consistent with the priorities of
liberal colonial penality, which is defined further below. Part of the significance of examining both
the Howard League’s intervention and lack of intervention in relation to the colonial death penalty
is that the organisation’s assumptions about what counted as the appropriate sphere of influence
for British penal reform are replicated by British criminology as a discipline in terms of the con-
trolling regimes that it counts as penal. As highlighted by the criminology of war, critical analysis
of state-based violence, while not completely absent, has not been included in criminology’s ‘core
set of concerns’ (Walklate & McGarry, 2015, p.5). War and states of emergency entail increased use
of social regulation, punishment, ideological control and techniques of surveillance – all of which
require penal regimes (Jamieson, 2016). Similarly to Ben-Natan (2021), Jamieson (2016) argues
that war and occupation are underpinned by the ‘convergence of normal and exceptional penal
practice’ (p.xxi). Colonialism and counter-insurgency during the era of decolonisation relied on
violence and militarism. Dirty wars entailed ‘highly demonstrative acts of collective violence that
[were] designed to compel popular compliance’ and which primarily targeted civilian populations
(Thomas, 2018, p.505). The wars, militarism and states of emergency linked to colonialism should fall within crimi-
nology’s purview because they entail forms of penal control which, as Ben-Natan (2021) argues,
are denied as part of the penal system by authorities. Criminologists should ask how attention
to colonial penality potentially modifies understanding of penality in the metropole. Canonical THE HOWARD JOURNAL OF CRIME AND JUSTICE 152 the Howard League’s colonial and international work more generally, rather than only on capital
punishment. This extension was to gain a fuller understanding of the organisation’s perspective
and actions related to colonial penality. The Howard League gave us permission to read and photo-
graph uncatalogued records held at their London offices. These contained some extra documents,
but many duplications of records held in the MRC. the Howard League’s colonial and international work more generally, rather than only on capital
punishment. This extension was to gain a fuller understanding of the organisation’s perspective
and actions related to colonial penality. The Howard League gave us permission to read and photo-
graph uncatalogued records held at their London offices. These contained some extra documents,
but many duplications of records held in the MRC. Meeting minutes constituted important sources for this research but have limitations. As a
genre, minutes frequently document consensus, downplaying debate, disagreement and conflict
(Wolfe, 2006). The minutes kept by the Howard League and NCADP can be understood as ‘action
oriented’ (Wolfe, 2006), meaning that they focused on future actions and responsibilities rather
than recording all aspects of the discussion that took place. They are indispensable sources of
decisions taken and action points decided on but do not represent debate over, or dissent from,
these decisions. The archival sources were photographed and compiled into folders, and annotated catalogues
were created. Notes were made on the basis that a particular item had a relationship to the death
penalty and British colonies, international and colonial work, relationships with other NGOs and
the Colonial Office or intersections of these categories. Notes for items of particular interest were
highlighted. For the case study on Palestine, we also drew on news articles from the 1930s iden-
tified from searches of the digital archives of The Times and Manchester Guardian. The more
extensive historiography of the Kenya Emergency meant we consulted secondary works for how
the press reported this conflict. As part of the research, we constructed a prosopography of the relevant decision-making com-
mittees of the Howard League and NCADP in the period of interest. Prosopography is ‘collective
biography, describing the external features of a population group’ (Verboven, Carlier & Dumolyn,
2007, p.39). In both organisations, it was the Executive Committee and subcommittees that ran
things, determined policy and facilitated interaction with the outside world. 2
SOURCES AND METHODS This article is developed from a research strand of a larger project entitled Reforming British Law
and Policy on the Global Death Penalty (BA/IC3/100170). The strand was an analysis of historical
and contemporary British-based NGO campaigns that oppose(d) the death penalty worldwide. The sources for the research into the international campaigning activities of the Howard League
and NCADP in relation to the death penalty were meeting minutes, correspondence, reports and
copies of the journal Penal Reformer held in the Modern Records Centre (MRC), University of
Warwick for the period 1921–1965. The MRC is a repository for archives of trade unions, employ-
ers’ organisations, small political parties and pressure groups. We extended the data collection to THE HOWARD JOURNAL OF CRIME AND JUSTICE 153 3
LIBERAL COLONIAL PENALITY Liberal colonial penality transplanted the tenets of penal liberalism and penal modernism to penal
administration in colonial settings. It was not the only form of colonial penality, but it was the one
that cohered with the priorities of the Howard League as a penal reform organisation. Penal liber-
alism refers to the belief that government should respond to crime and punishment ‘in ways that,
above all, seek to preserve “civilised values”’ and was espoused (and enacted) by politicians, senior
civil servants, penal reformers and academic criminologists (Loader, 2006, p.563). The mid-20th-
century advocates of penal liberalism comprised a ‘closely networked world of colleagues and
friends’ who moved between academia, the civil service and penal reform organisations (Loader,
2006, p.563). Loader (2006) situates the heyday of these ‘platonic guardians’ in Britain as the 1950s
and 1960s but his description also applies to the earlier part of the mid-20th century. Penal liberal-
ism entailed a commitment to rehabilitation, which was perceived as both a humane way to treat
people and one grounded in expertise and scientific principles. As such, rehabilitative approaches
were consistent with the ‘wider civilizing purpose’ of liberal government (Loader, 2006,
p.565). In Loader’s (2006) assessment, penal liberalism was underpinned by the ‘liberalism of fear’,
which is driven by the fear of violence – from individuals who would commit violent crime and
the state’s potentially violent response. Penal liberalism opposed bodily punishment, like cor-
poral and capital punishment. Liberal colonial penality evinced less interest in, or fear of, the
violence of colonial government but it shared the guiding assumption that such violence should
be constrained in the ordinary penal regime. It also prioritised rehabilitation and decent prison
conditions as constituting a civilised approach. We do not argue that penal reformers such as
the Howard League approved of, or contributed to, the repression enacted in emergency penal
regimes, but they did not organisationally oppose it. In accepting the emergency penal regime as
a separate sphere beyond their interest, they tacitly accepted its legitimacy. Penal liberalism’s language of civilisation was shared by, and entirely consistent with, colonial
penality, whether liberal or otherwise. Brown (2004) analyses the significance of different forms of
liberalism to British imperialism, distinguishing between orthodox and authoritarian liberalism. Orthodox liberalism’s ‘narrative of uplift’ was based on the notion that British colonial governance
would advance colonised populations up the civilisational ladder, making them ready for self-
governance. Ordinary members
could attend an AGM, but otherwise had no formal input into the organisations’ policies and cam-
paigning activities. Ryan’s (1978) description of the Howard League in the 1970s as ‘a small, well
connected London based elite with no adequate democratic structures’ (p.86) applied also prior
to the 1970s. Rose (1961) argues that the Howard League’s membership did not want to play a role
in formulating policy; they wanted ‘a body of experts who press upon the authorities an attitude
of mind with which the membership in general agree’ (p.264). The Executive Committees of the Howard League and NCADP comprised people who had
backgrounds in Quakerism, suffragism, conscientious objection and political affiliations with the
Fabian Society, the Labour Party and the Independent Labour Party. Legal experience, whether
as lawyers, judges or, for women, justices of the peace, was a common denominator. Women
were strongly represented, with ten out of 17 leading members of NCADP being female. The
Howard League’s Colonial Subcommittee in the 1930s included members with military back-
grounds in British colonies and experience of colonial administration. For example, there was
a former Inspector General of Prisons, Bengal and a former Senior Commissioner, British East
Africa Protectorate (later Kenya). The Howard League’s post-war Executive Committee contin-
ued to be drawn from people with experience as magistrates, judges, lawyers or barristers, as well
as academic criminologists. Connections to the Labour Party remained, with Labour MPs such
as John Paton and Charles Hale having membership. The majority of leading members of the
Howard League and NCADP were from upper-middle-class backgrounds, with very few from the
working class. No people of colour sat on the committees of either organisation. 154
THE HOWARD JOURNAL OF CRIME AND JUSTICE
3
LIBERAL COLONIAL PENALITY 154 as blowing Indian mutineers from canon had no metropolitan equivalent. Local populations were
viewed as inherently different from white British people, making differential punishment accept-
able (Wagner, 2016). A racial divide between white people and people of colour existed across the
Empire and the use of excessive violence reinforced hierarchies of race (Wagner, 2016; Wiener,
2009). Exceptionality and the use of criminal law to target certain racial groups did not require a
state of emergency but was part of the ordinary penal regime in colonies (Brown, 2004; McClure,
2020). Public displays of colonial violence were assertions of sovereign power and a means of
governance (Anderson, 2015; Wagner, 2016). g
g
When public hanging was abolished in Britain in 1868, the amendment was sent to colonies
excluding India but not all complied (Anderson, 2015). In the early 20th century, execution in
many African states took place in public, although this changed to mainly in private by the 1920s
and 1930s (Hynd, 2008). Incidents of public execution occurred in other colonies in the 1930s. In 1934, the Howard League’s members’ journal Penal Reformer noted that NCADP had asked
Samuel Hoare, Secretary of State for India, to inquire into the circumstances in which two men
were hanged before a large crowd in Sind.6 In 1935, the journal recorded that Hoare had declined
to forbid public execution in India on the grounds it was ‘necessary for the preservation of law
and order’. The editorial commented that legal terrorism ‘begets terrorism’.7 This example demon-
strates that the Howard League was willing to be critical of colonial penality and to highlight the
repressive use of penal violence when it happened under the ordinary penal regime. From the 1920s onwards, colonial penality embraced discourses of reform, emphasising mod-
ernisation and becoming more bureaucratic. This shift paralleled changes in the administration of
colonialism itself (Hynd, 2015). In the 1930s, the purpose of colonial imprisonment was redefined
away from violent punishment towards rehabilitation via scientific means (Bruce-Lockhart, 2017;
Hynd, 2015). There was a growing commitment to penal welfarism and emerging networks of
professional knowledge in relation to colonial imprisonment (Bruce-Lockhart, 2017; Hynd, 2015). This professionalisation did not mean coercive violence disappeared from colonial prison systems
and the use of corporal punishment against Black African prisoners was sometimes interpreted
as a type of ‘civilising violence’ (Hynd, 2015). 3
LIBERAL COLONIAL PENALITY Authoritarian liberalism’s ‘narrative of debasement’ saw colonised populations as
having no capacity for civilisation. British colonial rule would secure their well-being but would
not act as a transition to self-governance. Common to both discourses was belief in colonialism’s
‘civilising mission’. Brown (2004) argues that ultimately both forms of liberalism rested on the
necessity of repression to secure colonial governance. Penal networks were ‘a key nexus of colonial authority’ through which colonial states sought
to maintain order and ‘civilise’ the population (Hynd, 2011, p.432). There was, however, a tension
between the violence of colonial rule and its civilising claims (Bruce-Lockhart, 2017; Hynd, 2015). Imprisonment and fines were the most commonly used penalties, but as Hynd (2011) asserts:
‘the apex of the colonial state’s penal response remained corporeal – and particularly capital –
punishment’ (p.442). Executions were deployed as a deterrent to uphold colonial order and to
underline its authority. In the 19th century, capital punishment took different forms across the
British Empire, which often varied with practices in the metropole. Execution was used to pun-
ish ‘ordinary’ criminals but also to quell resistance to imperial rule, sometimes under martial law
(Anderson, 2015). Practices such as displaying corpses had ended in Britain and spectacles such THE HOWARD JOURNAL OF CRIME AND JUSTICE 155 4
THE NEW CRIMINAL CODE FOR PALESTINE British forces conquered Palestine in 1917 during the First World War. Prior to that, it was part
of the Ottoman Empire. From 1922 until the founding of Israel in 1948, Britain ruled Palestine
under a League of Nations mandate having previously held it under military occupation. In 1929
there were riots and attacks on Jewish communities across Palestine by Palestinian Arabs. The
Shaw Commission (1930) was established to examine the riots and what caused them. Its report
recommended replacing the Ottoman Penal Code as it had ‘inadequate provisions about the law
of homicide’ (Bentwich, 1938, p.72). Under the Ottoman Code, murder was only a capital offence
with evidence of premeditation, which had a technical meaning of having been planned at least 24
hours before the murder took place (Bentwich, 1934). Most rioters could not be charged with this
and were not eligible for the death penalty. The other part of the rationale for the new criminal
code was to bring the law in Palestine into line with ‘English models’ (Bentwich, 1938, p.72). Norman Bentwich, the Attorney General in Palestine through the 1920s and until 1931, joined
the Colonial Subcommittee in 1933. He argued in an article for the Howard Journal that the new
Palestinian Criminal Code, proposed in 1933, recognised ‘a more scientific statement of the Law
should be enacted’ (Bentwich, 1934, p.61). However, he noted ‘two major innovations in the pro-
posed code call for anxious consideration, because in both cases they run counter both to popular
feeling and to modern principles of penology’ (p.61). These innovations were to make the death
penalty mandatory for murder and introduce flogging as a judicial penalty. Bentwich argued that
both Muslim and Jewish people in Palestine were opposed to capital punishment and that corporal
punishment did not exist under the Ottoman Penal Code. The proposals were culturally inappro-
priate; in a later article Bentwich (1938) described the ‘severity’ of the mandatory death penalty
as ‘altogether alien to Arab morality’ (p.73). The extension of the death penalty and introduction
of flogging ran counter to penal modernity and induced penal anxiety; in this case, the British
colonial authorities would violate principles of rationality, science and civilisation by deploying
archaic bodily punishment. 2019; Thomas & Thompson, 2014). Article 22 of the League of Nations’ Covenant established
the mandate system, which was based on this principle of tutelage by colonial powers, and
modernised and legitimised colonialism as something which could be ‘humane’ (Gopal, 2019). Colonial tutelage was not incompatible with the promotion of social justice and the protection
of minorities, but this was based on paternalism rather than the notion that different groups
had inherent rights (Thomas & Thompson, 2014). There was resistance to the imposition of the
mandates and the emergence of an international anticolonial movement (Gopal, 2019). Capital punishment remained in use, as it did in
Britain, with rates of the execution of non-politically motivated criminals not necessarily higher
than in the metropole (see Campbell, 2015; Hynd, 2012). The establishment of the Howard League’s Colonial Subcommittee in 1930 was emblematic
of reformist developments, as was its work with the Society of Friends and League of Nations
Union to successfully persuade the League of Nations to adopt a set of global minimum standards
for prisoners in 1934 (Bruce-Lockhart, 2017). Consistent with the priorities of penal welfarism,
provision for women and young people was of particular interest to colonial penal reform, as
was the development of probation systems (Hynd, 2011, 2015). However, the ‘civilising mission’ of
liberal colonial penality conflicted with ‘the imperatives of indirect rule’ (Hynd, 2012, p.89). Colo-
nial violence and repression remained routine, increasing at times when colonial authority was
challenged or opposed. As Hynd (2011) argues: ‘colonial legal regimes ultimately remained depen-
dent upon the threat and application of state-sanctioned violence’ (p.447). Excessive violence was
‘intrinsic to the colonial encounter’ and 20th-century massacres of civilians such as at Jallianwala
Bagh in Amritsar in 1919 functioned as a form of punishment, recalling the mass public executions
in India of the 19th century (Wagner, 2016, p.189). Penal anxiety that colonialism could mean the imposition of uncivilised forms of punishment
was at the heart of the Colonial Subcommittee’s intervention to revise the law relating to the
death penalty and corporal punishment in Palestine. In the interwar period, the justification for
colonialism was one of tutelage to societies that were supposedly not ready for self-rule (Gopal, THE HOWARD JOURNAL OF CRIME AND JUSTICE 156 The Howard League’s involvement in Palestine extended beyond objection to the New Draft
Penal Code to penal welfarist concerns such as the development of probation and separate
provision for young people. Demonstrating this interest, the Howard Journal published an article
in 1935 by Margaret Nixon (1935), Welfare Inspector for the Palestine Government, about incarcer-
ated women and girls in Palestine. As part of her role, Nixon inspected the women’s prison and
lock ups, and superintended the girls’ reformatory home. Her article evinces the tenets of liberal
penal colonial penality and the assumption that the imposition of British colonialism meant a
superior way of doing things. Reflecting gendered principles of rehabilitation, women prisoners
worked in the prison’s laundry, kitchens and garden to gain suitable domestic skills. A distinct
system for young people was an important aspect of penal welfarism and a girls’ reformatory
was established, where previously girls had been incarcerated with women. Nixon also explained
that a system of probation was growing. The Howard League supported the extension of the
use of probation in Palestine up until the Second World War via representation on the Standing
Advisory Committee on Penal Administration, which in 1943 became the Advisory Committee
on the Treatment of Offenders in the Colonies.13 A Revised Criminal Law Bill was published in Palestine in 1936, which restricted the death
penalty to certain types of murder: premeditated, in the course of another crime, to escape pun-
ishment or for the murder of someone’s own father, mother, grandmother or grandfather. The
Revised Bill did not include flogging. Bentwich (1938) noted there had been local opposition to
the previous Criminal Law Bill but argued without objections from the Howard League and other
British-based organisations, it was unlikely it would have been defeated. The Howard League’s
Annual Report 1936–1937 stated that its representations meant the ‘most objectionable’ clauses of
the Palestinian Penal Code had been redrafted and ‘a wise effort made to relate the Code to the
peculiar racial and other conditions existing in the territory’.14 The Howard League’s intervention
garnered success in restricting the application of bodily punishment as judicial punishment in
Palestine and, as such, was consistent with liberal colonial penality. The assumption that ‘peculiar
racial and other conditions’ meant the suitability of different treatment of Palestinian Arabs and
Jewish people from each other, as well as from white British people, reflected the long-standing
division in colonial penality between practice in the colonies and the metropole. The account provided by Nixon about women and girls sheds light on one half of the dual penal
regime in Palestine, as does the success of the Howard League’s campaign to revise the proposed
penal code. However, the origins of the new penal code pointed towards the other half. The reason
for advancing a mandatory death penalty for murder in the first place was because of the riots
of 1929 – in other words, for reasons of shoring up colonial authority. This expansion of capital
punishment was averted in terms of the criminal law, but the emergency penal regime enabled
widespread repression, including executions. 4
THE NEW CRIMINAL CODE FOR PALESTINE Bentwich drew the attention of the Howard League’s Colonial Subcommittee to ‘certain reac-
tionary features’ in the New Draft Penal Code and the Subcommittee resolved to send a resolution
to the Colonial Office protesting against the capital and corporal punishment clauses.8 The Colo-
nial Office referred the resolution to the High Commissioner for Palestine, who had legislative and
executive authority.9 The Howard League and NCADP agreed to jointly make representations to
MPs on the issue.10 The Howard League’s Colonial Subcommittee asked other organisations to
contact the Colonial Office objecting to the proposed code; the Society of Friends Penal Com-
mittee and the Women’s International League sent their own resolutions and the Association of
Moral and Social Hygiene contacted a member in Palestine.11 The Colonial Subcommittee wrote
to the Grand Mufti of Jerusalem, a senior Muslim cleric, with their concerns.12 ned by the applicable Creative Commons License THE HOWARD JOURNAL OF CRIME AND JUSTICE 157 and brutal counter-insurgency measures legal, including press censorship, curfews, collective
fines, confiscation of property, demolition of houses, arrest and detention without warrant, and
shooting of rioters by soldiers on sight. Collective punishment was not unique to the emergency
regime but was permitted under ordinances introduced by Mandate authorities in 1922 (Hughes,
2010). In 1936, military courts could impose the death penalty for sabotage, arson, carrying arms
or ammunition, firing on the police and throwing bombs with intent to cause death, serious
injury or damage to property. Damaging railway lines and interfering with communications
carried a life sentence, or the death penalty if these actions were deemed to endanger life. These
emergency penal measures were racially coded in their effect, meaning hundreds of Palestinians
were imprisoned and dozens executed (Ben-Natan, 2021). The introduction of emergency powers in Palestine was reported approvingly in the British
press. The Manchester Guardian (1936) stated: ‘The authorities are finally indicating that there
will be no surrender to intimidation or violence’, and The Times (1936) commented: ‘The severity
of the new regulations is to be welcomed’ although made the qualification that regulations would
only make an impression when enforced. This reporting is significant for its tone, but also because
it reveals that discussion of the emergency powers was in the public domain and would have been
known to the Howard League’s Colonial Subcommittee. The Rebellion resumed in 1937 after the
Peel Commission (1937) recommended the partition of Palestine to create a separate Jewish state
and continued until 1939. British counter-insurgency measures intensified and elements of spatial
control such as the demolition of houses and buildings were used more widely. In addition to
emergency penal measures, British soldiers and colonial police perpetrated unofficial brutality
and torture, such as electric shocks, mock executions, beatings, waterboarding and indiscriminate
killings (Hughes, 2009, 2010; Norris, 2008). By early 1938, Palestine was under de facto martial law,
which enabled British troops ‘to operate with relative impunity’ (Hughes, 2010; Norris, 2008, p.28). The British government resisted imposing martial law officially, despite censure from the League
of Nations Mandates Commission for not having done so, due to the perceived embarrassment
of doing this in a ‘Category A’ mandate, one recognised as on the way to independence (Norris,
2008). 5
THE EMERGENCY REGIME IN PALESTINE The British imposed martial law when they conquered Palestine in 1917 and established military
courts during the riots of 1929 (Ben-Natan, 2021; Bentwich, 1920). The Palestinian Arab Rebel-
lion commenced in April 1936. This was a nationalist uprising against the Mandatory Power
and against policies of open-ended immigration for Jewish people that aimed to establish a
Jewish homeland. In the same year that the new penal code was introduced, the British also
established Defence (Emergency) Regulations, emergency powers which were adapted from
those previously deployed in Ireland and India. These regulations made the use of repressive THE HOWARD JOURNAL OF CRIME AND JUSTICE THE HOWARD JOURNAL OF CRIME AND JUSTICE 158 forces’ policy’ (p.108). Coercion through force ‘was everywhere the mainstay of British counter-
insurgency policy’ (p.116). The significance of the counter-insurgency against the Arab Rebellion
in Palestine 1936–1939 was that it established tactics subsequently used by the British during the
era of decolonisation after the Second World War – again in Palestine, and in Malaya, Cyprus,
Nyasaland, Aden and Kenya, with the Malaya and Kenya Emergencies representing the most
brutal examples (Drohan, 2017; Norris, 2008). During the period of the Arab Rebellion in Palestine, the Howard League’s Colonial Subcom-
mittee took no further action in relation to the death penalty, despite its expansion under the
emergency regulations. Examples of death sentences and executions for carrying arms in Pales-
tine were reported in The Times so were not difficult to discover (The Times, 1937a, 1937b). The
Howard League’s Report for 1937–1938 records that the Colonial Subcommittee was approached
by the National Council of Civil Liberties, who were receiving ‘frequent allegations of ill treatment
in Palestinian prisons’. A meeting was held with the National Council for Civil Liberties and the
Palestine Subcommittee of the Society of Friends. It was resolved that Norman Bentwich would
investigate prison conditions during a visit to Palestine in 1938.15 Prison conditions in Palestine
were discussed at the March 1938 meeting of the Colonial Subcommittee with concerns raised
about unauthorised beatings of prisoners, and acknowledgement of the need to investigate con-
centration camps and police stations as well as prisons.16 Bentwich’s visit to Palestine is recorded
in the May 1938 minutes, although there is little detail about what he found.17 Prison conditions and the extension of rehabilitative measures such as probation and juvenile
reformatories were the main focus of the Howard League’s international and colonial campaign-
ing and work. What this focus demonstrates in relation to Palestine in 1938 is that the Howard
League restricted itself to the ordinary penal regime and demarcated the emergency regime as
beyond its purview. Collective punishment, whether by curfew, fine or demolition of homes,
outrageously violated penal liberalism, as did the expanded use of capital punishment. Instead,
it reflected the long-standing imperial logic that different, bluntly authoritarian measures were
needed to assert power in the colonies (Wagner, 2016; Wiener, 2009). The dual penal regime
sectioned off measures of colonial repression and brutality as unconnected to ordinary penality
(which is not to deny that repression was an aspect of ordinary penality). However, as Ben-
Natan (2021) argues, the emergency penal regime was not outside the penal realm but reflected
the duality of penal power in colonial contexts. The difficulty of maintaining this separation
of the ordinary and the emergency in terms of the penal realm is illustrated by the reference
to concentration camps in the Howard League minutes. These were established in Palestine
in 1936 to detain nationalist rebels (Moore, 2010). As such, they were part of the emergency
regime. On 10 January 1939, the War Office issued a statement to refute allegations in the German Nazi
controlled press ‘of atrocities by British troops in Palestine’ (Manchester Guardian, 1939a), which
the Manchester Guardian published in full and The Times summarised. The statement explained
in Palestine ‘the active rebel and the peaceful citizen are inextricably mixed’ and that ‘[v]irtually
every village in the country has at one time or another harboured and supported the rebels
and assisted in concealing their identity’. It adhered to the logic of colonial counter-insurgency
that civilians’ connection to regime opponents justified collective violence (see Thomas, 2018). The statement denied that ‘wholesale demolition’ of Palestinians’ houses was taking place but
acknowledged that demolition was ‘occasionally’ used as collective punishment, which was jus-
tified as ‘fully recognised and understood by the Palestinian Arab’. This highlights another aspect
of colonial counter-insurgency (and colonial penality more widely), the racial coding of violence
(Thomas, 2018). The statement outlined three types of collective punishment in use: collective
fines, collective demolition and curfews. The process for spatial control enacted via collective
demolition was marking houses ‘either of suspected bad characters or of village notables who
can, and should, control the village’ as a warning and demolishing them if there were further acts
of terrorism (Manchester Guardian, 1939b). French (2011) argues that establishing physical control over the population was key to
British military success in counter-insurgencies. The use of collective punishments was ‘not an
incidental part of these operations, they were a deliberate and calculated part of the security THE HOWARD JOURNAL OF CRIME AND JUSTICE 159 Following the merger of NCADP with the Howard League in 1948,
the League’s Capital Punishment Subcommittee was created. Members of the League provided
written and oral evidence to the Royal Commission on Capital Punishment 1949–1953 (Seal, 2014). The only clear mention of the colonial death penalty in the Howard League archives for the
post-war era concerned Kenya in 1951. The Colonial Office wrote to the League highlighting the
‘infliction of the death penalty for rape in Kenya’ and explaining that they had urged Kenya, North-
ern Rhodesia and Nyasaland, the only three British territories where rape was a capital offence, to
remove the death penalty for rape. The minutes of the Executive Committee sum up the discussion
thus: Campaigning and work by the Howard League in relation to British colonies on particular
issues was rare in comparison with the 1930s, especially when it came to the death penalty. The
salience of capital punishment as an issue rose in Britain, with unsuccessful attempts at aboli-
tion in 1948 and 1956. The Howard League waged an active domestic campaign against the death
penalty during this period. Following the merger of NCADP with the Howard League in 1948,
the League’s Capital Punishment Subcommittee was created. Members of the League provided
written and oral evidence to the Royal Commission on Capital Punishment 1949–1953 (Seal, 2014). The only clear mention of the colonial death penalty in the Howard League archives for the
post-war era concerned Kenya in 1951. The Colonial Office wrote to the League highlighting the
‘infliction of the death penalty for rape in Kenya’ and explaining that they had urged Kenya, North-
ern Rhodesia and Nyasaland, the only three British territories where rape was a capital offence, to
remove the death penalty for rape. The minutes of the Executive Committee sum up the discussion
thus: Very few crimes were still punishable with death, and the Colonial Office was per-
sistently trying to reduce them; but it was difficult for it to impose its will when
the colonies had certain degrees of self-government and fuller self-government was
the end in view. The committee felt that repressive punishments were the result of
the insecurity felt by the small white population in the midst of a large coloured
population, but without further knowledge no comment could be made.18 This summary excuses the Colonial Office’s apparent inaction as lack of authority. 6
LIBERAL COLONIAL PENALITY AFTER THE SECOND WORLD
WAR The Howard League’s international and colonial campaigning paused during the Second World
War. International work continued after the war via involvement in United Nations led meetings,
conferences and initiatives related to penal issues and a new International Subcommittee
was established in 1949. In 1947, Executive Committee members Margery Fry and Hermann
Mannheim met with representatives from the Anti-Slavery and Aborigines’ Protection Society,
the Colonial Bureau of the Fabian Society and the Royal African Society to explore the possibility
of creating a new Colonial Subcommittee. Ultimately, these plans were shelved – in part because THE HOWARD JOURNAL OF CRIME AND JUSTICE 160 Executive Committee member Fry sat on the Treatment of Offenders Subcommittee of the
Colonial Office’s Committee on Social Welfare (formerly the Standing Advisory Committee
on Penal Administration). The original iteration of this subcommittee was set up by Howard
League member Denis Pritt and Fry’s membership meant that the Howard League had a voice in
relation to colonial matters, but – unlike its erstwhile Colonial Subcommittee – one that was not
independent from government. p
g
In 1951, Fry published ‘Penal reform in the colonies’ in the Howard Journal, which elaborated
a vision of liberal colonial penality. She characterised penal reform in the colonies as ‘the work
of bringing colonial penal administration more into line with modern ideas’ (Fry, 1951, p.90). Fry
commented that ‘communal responsibility, the duty of a tribe or village to make good the wrong-
doing of one of its members, is not in accordance with our modern ideas of justice’ (p.91). She did
not intend this reflection as a criticism; Fry was pioneering in her attempts to bring elements of
restitution and restorative justice to the criminal justice system in Britain (Logan, 2017). However,
this ‘modern’ notion of individual responsibility only applied to the ordinary penal regimes in
British colonial states. Collective punishment as deployed in 1930s Palestine paid no regard to
individual responsibility. Fry did not mention this contradiction but rather wrote approvingly
of probation, ‘the necessary foundationstone of a rational treatment’, appearing in the colonies
and of the spread of juvenile justice systems including children’s courts, approved schools and
borstals (p.94). Fry concluded that much still needed to be done in terms of the modernisation
of colonial penal systems, but a ‘new spirit’ of collaborative working had emerged (p.95). Exactly
what Fry thought about colonialism is unknown. Her biographer notes: ‘there is no evidence that
she addressed the wider issue of colonial power or the ethics of imperial domination’ but given
Fry’s left-wing politics, she was unlikely to have enthusiastically embraced imperialism (Logan,
2017, p.130). Campaigning and work by the Howard League in relation to British colonies on particular
issues was rare in comparison with the 1930s, especially when it came to the death penalty. The
salience of capital punishment as an issue rose in Britain, with unsuccessful attempts at aboli-
tion in 1948 and 1956. The Howard League waged an active domestic campaign against the death
penalty during this period. 7
THE KENYA EMERGENCY Kenya in the 1950s makes an instructive example of this violent imperial collapse. The British
waged a brutal and repressive counter-insurgency against the ‘Mau Mau’ rebellion 1952–1960, an
uprising for self-government mainly fought by Gikuyu people. A state of emergency was declared
in October 1952. The range of crimes eligible for the death penalty expanded under the emergency
regulations and like in Palestine included firearms offences, as well as administration of oaths
and consorting with terrorists (Anderson, 2005; Ben-Natan, 2021; Drohan, 2017). Over a thousand
Kenyans were executed and summary execution was rumoured to have taken place (Anderson,
2005; Drohan, 2017). The British targeted individuals suspected of supporting the insurgency
via mass arrests, deportation and detention without trial in forced labour camps. Confinement
was used extensively, reaching 71,346 people in December 1954, 98% of whom were Gikuyu. As
part of the dirty war, security forces engaged in beatings, torture and murder (Anderson, 2005). Other measures included collective punishments such as cordon and search operations, curfews,
forcible population resettlement (villagisation), limitation of populations’ access to food and free
fire zones (French, 2011). Thomas (2018) defines dirty war as ‘highly demonstrative acts of collec-
tive violence that are designed to compel popular compliance, with other, more covert actions’
(p.505). The civilian population is the primary target. In late 1952, the Howard League was informed of a series of new ordinances in Kenya which
included use of anonymous witnesses in trials, registering new organisations and printing presses
with the authorities, blacklisting and banishment. Margery Fry and Violet Creech-Jones, Howard
League members who sat on the Colonial Office’s Treatment of Offenders Subcommittee, raised
the banishment law with the Colonial Office but accepted its opinion that it was a matter for the
Kenyan Government and Parliament.19 Public attention was drawn to the Kenya Emergency in the mid-1950s. The Daily Mirror
published a series of articles by Labour MP Barbara Castle, which highlighted the disappearance
of people into prison camps and raised the deeply racialised use of these punishment measures
by asking if it was possible for Black men in Kenya to get white justice (Gopal, 2019). that the use of such measures was related to race. The phrasing of a ‘small white population
in the midst of a large coloured population’ suggested some sympathy with the ‘white popula-
tion’, although the minutes do not provide further elaboration. The Executive Committee was
not interested in taking this issue further, representing a shift from the 1930s when the repres-
sive use of capital punishment in ordinary penal regimes was a matter for intervention. The early
1950s was the era of decolonisation during which there was frequent mass violence in the col-
lapsing British and French Empires. Thomas & Thompson (2014) identify a humanitarian double
standard, whereby disintegrating colonial powers such as Britain and France espoused a new lan-
guage of global human rights while their Empires collapsed amid mass violence towards civilian
populations. Members
of the Executive Committee had an awareness of ‘repressive measures’ in colonial regimes and THE HOWARD JOURNAL OF CRIME AND JUSTICE 161 023, 2, Downloaded from https://onlinelibrary.wiley.com/doi/10.1111/hojo.12513 by Test, Wiley Online Library on [15/06/2023]. See the Terms and Conditio She highlighted practices of hard labour and solitary confinement for girls who sang ‘Mau Mau’
songs. Fletcher attributed the high number of executions of Black Africans and discrepancies
in justice between white and Black people to ‘white supremacy’ (Bruce-Lockhart, 2015). In the
House of Commons, Labour MP (and former Colonial Secretary), Howard League member and
husband of Violet Creech Jones, Arthur Creech Jones, argued that confinement in the camps
was essentially internment without trial and that lengthy and life sentences had been given to
children. Fenner Brockway, Labour MP and former vice-president of the Howard League, stated
that out of 1,015 people executed in Kenya over the previous four years, only 297 were executed
for murder. More than 40,000 were detained without trial or held despite having been cleared
by the emergency courts (Historic Hansard, 6 June 1956). In 1954, Brockway had founded the
Movement for Colonial Freedom, which campaigned to end British colonialism. This group
published Fletcher’s pamphlet (Bruce-Lockhart, 2015; Gopal, 2019). In response to the member query, Executive Committee member Cicely Craven suggested
that Margery Fry and Violet Creech Jones, as the League’s representatives on the Standing
Advisory Council at the Colonial Office, should ask whether conditions in Kenyan camps had
been investigated.21 The Executive Committee agreed the allegations warranted an inquiry. Alan
Lennox-Boyd, the Colonial Secretary, announced that a Parliamentary Delegation might be sent
to Kenya and at the Executive Committee’s September 1956 meeting, Ulster Unionist MP Mont-
gomery Hyde offered to join the delegation as representative of the Howard League.22 However,
this delegation, which visited Kenya in 1957, did not include Hyde. These two examples – the new ordinances of 1952 and the member query about conditions in
prison camps in 1956 – are the only instances of the Kenya Emergency appearing in the Howard
League’s archives. The House of Commons ‘Hola Camp’ debate of June 1959 raised the mass beat-
ings of 85 detainees in the Hola Detention Camp in March 1959, which killed eleven men. This
camp was intended for ‘hardcore’ Mau Mau and coerced the men into hard labour (Anderson,
2005). The ‘Hola massacre’ was a scandal and generated outrage in Britain about late imperial-
ism. The Kenyan authorities and the British government acknowledged that the massacre was a
shocking tragedy (Toye, 2017). Neither the massacre nor the parliamentary debate is mentioned
in the Howard League’s minutes. 023, 2, Downloaded from https://onlinelibrary.wiley.com/doi/10.1111/hojo.12513 by Test, Wiley Online Library on [15/06/2023]. See the Terms and Conditio The Malayan Emergency of 1948–1960 is not mentioned at all;
counter-insurgency measures there involved mass executions, forcible population resettlement,
collective punishment and massacres (Dixon, 2009). In her speech in the House of Commons that made the Hola massacre public, Barbara Castle
asked how attitudes would have differed if it had happened in a British prison (Toye, 2017). This
question was not posed or answered by the Howard League, whose archive is characterised mainly
by silence about the violent and punitive actions taken under emergency regulations in the era
of violent colonial collapse. From this silence, it appears that the organisation did not perceive
emergency penal regimes to be within their sphere of interest. The Howard League’s Executive
and Colonial Committees had in the 1930s included individuals such as Fenner Brockway and
Denis Pritt who became high-profile anticolonial campaigners (Pritt, a QC, led the defence of
Jomo Kenyatta when he was tried in 1953 for instigating the Mau Mau rebellion: Gopal (2019)). The
imperative for the League to remain non-political and work closely with government, including
with the Colonial Office, made an organisational anticolonial stance unlikely. 7
THE KENYA EMERGENCY In July 1956,
a Howard League member asked the Executive Committee whether prison conditions in Kenya
‘fell within the scope of the League’.20 The issue of conditions in prison camps in Kenya had been
debated in the House of Commons, following the publication of Eileen Fletcher’s whistleblowing
pamphlet The truth about Kenya in March 1956, which caused a ‘political firestorm’ (cited in
Bruce-Lockhart, 2015, p.816). Fletcher, a Quaker social worker with the Community Development
and Welfare Department, designed the rehabilitation programme at the Kamiti Detention Camp
for women and worked with juvenile girls in the camp as a ‘rehabilitation officer’. She made
complaints to the Kenyan Government about conditions in the camp before writing the article. THE HOWARD JOURNAL OF CRIME AND JUSTICE 162 162 campaign against, or raise the issue of, punishment under emergency regimes in British colonies. In 1949, the Irish Prisoners Welfare Committee (IPWC) contacted the League about the sentences
being served by Irish political prisoners and the conditions in Crumlin Gaol in Belfast. Cicely
Craven sent a reply informing the IPWC that the Howard League was non-political, and stating
that the IPWC needed to make representations to the authorities at a political level.23 Like the
Howard League’s acceptance in 1952 of Colonial Office advice that repressive ordinances in Kenya
were a matter for the Kenyan Government, this example sheds some light on how the Howard
League drew boundaries around their areas of interest and intervention at this time. The organi-
sation was less willing to intervene in relation to state violence in the era of decolonisation than
it was in the 1930s, when it did highlight the perceived misuse or extension of the death penalty
in ordinary penal regimes. From the perspective of 21st-century British criminology, it makes intuitive sense that the
Howard League did not intervene in emergency penal regimes. Its influence did not stretch
to matters of counter-insurgency and there would have been the risk of compromising its
work in areas where it did hold sway. However, as Ben-Natan (2021) argues, accepting a
separation between ordinary and emergency penal regimes obscures the penal element of
emergency powers. This is not to argue that the Howard League could have prevented colo-
nial atrocities in 1930s Palestine or 1950s Kenya, but to highlight that the development of
20th-century penal liberalism rested on silence about the violent, repressive tactics of illib-
eral emergency penal regimes in the Empire and by implication construed those regimes as
something other than penal. According to penal liberalism, penal power should be limited, ratio-
nal, beneficial and fair. These aspirations clashed both with colonial and emergency penality,
which operated on logics of different and worse treatment, which was often racially coded. Collective punishment, prison camps and mass execution illustrated this clash with penal
liberalism. Criminological analyses of British penal modernism and penal liberalism, including in the
mid-20th century, follow the same demarcation of colonial emergency penal regimes as beyond
the scope of criminology and usually pay no attention to colonial penality at all. The legacy of
penal liberalism at play in British criminology is reflected in the under analysis of both state-
based violence and the interaction between normal and exceptional penal practice during war,
occupation and counter-insurgency (Jamieson, 2016; Walklate & McGarry, 2015). The narrative
has been purified of colonialism, which is an effect of colonialism (Agozino, 2003; Frenkel &
Shenhav, 2006; King, 2017). Attention to emergency penal regimes provides a fuller picture of
mid-20th-century British penality beyond its own shores and unsettles the narrative of a ‘kinder’
paradigm demolished by neo-liberalism.24 It upends the argument that penal modernism abjured
bodily punishment – this discomfort applied in the metropole only (Brown 2002; Hogg & Brown,
2018). Integration of colonial penality into assessments of British penal modernism helps to push
beyond a solely Eurocentric interpretation and exposes the ‘dark side’ of penal modernism. This
integration can be understood as work towards a better understanding of how coloniality affects
criminology (Dimou, 2021; Quijano, 2007). 8
CONCLUSION 8 The Howard League as an organisation did not outline its views on colonialism or colonial penal-
ity. It was an avowedly non-political insider group and this probably accounts for why it did not THE HOWARD JOURNAL OF CRIME AND JUSTICE 163 E N D N O T E S 1Modern Records Centre, MSS 157/3/CAP/4/1–13, minutes of the meeting of the Colonial Subcommittee, 2 June
1930. All archival references are to the Modern Records Centre, unless otherwise stated (Howard League for Penal
Reform Collection, 1788–2002; National Council for the Abolition of the Death Penalty Collection, 1923–1949). 2MSS 157/3/CAP/4/1–13, report on Howard League International Work 1929. 3MSS 16B/1/1, minutes of the meeting of the Colonial Subcommittee, 27 May 1930. 4MSS 16B/1/1, minutes of the meeting of the Colonial Subcommittee, 30 June 1930. 5MSS 16B/1/1, minutes of Colonial Subcommittee, 7 March 1932 and 18 April 1932. 6MSS 16B/1/6, Penal Reformer, current comment, October 1934. 7MSS 16B/1/6, Penal Reformer, current comment, January 1935. 8MSS.16B/1/2, minutes of the meeting of the Colonial Subcommittee, 13 November 1933. 9MSS 16B/1/2, minutes of the meeting of the Executive Committee, 19 January 1934. 10MSS 16B/ADP/1/5, minutes of NCADP Executive Committee, 17 January 1934. 11MSS 16B/HLP/1/2, minutes of the meeting of the Executive Committee, 16 February 1934. 12MSS 16B/1/2, minutes of the meeting of the Colonial Subcommittee, 27 November 1934. The National Archives/CO192/3. With many thanks to Anne Logan for sharing her notes with u
d
h
f
ff
d
h
l 13The National Archives/CO192/3. With many thanks to Anne Logan for sharing her notes wit
Advisory Committee on the Treatment of Offenders in the Colonies. y
14MSS 16B/4/1/1–16. 15MSS
B/ /
A
l R 14MSS 16B/4/1/1–16. 15MSS 16B/1/5, Annual Report 1937–1938. 15MSS 16B/1/5, Annual Report 1937–1938. 16MSS 16B/1/3, minutes of the Colonial Subcommittee, 31 March 1938. 16MSS 16B/1/3, minutes of the Colonial Subcommittee, 31 March 1938. 17MSS 16B/1/3, minutes of the Colonial Subcommittee, 12 May 1938. 18MSS 16B/1/5, minutes of the Executive Committee, 20 April 1951. 19MSS 16B/1/6, minutes of the Executive Committee, 21 November 1952. 20MSS 16B/1/6, minutes of the Executive Committee, 20 July 1956. 21MSS 16B/1/6, minutes of the Executive Committee, 20 July 1956. 22MSS 16B/1/6, minutes of the Executive Committee, 14 September 1956. 23MSS 16B/1/5, minutes of the Executive Committee, 9 September 1949. 24With regard to Northern Ireland, failure to incorporate the emergency penal regime as part of British penality
means failure to apply this analysis to the United Kingdom as a whole, nevermind further afield. 24With regard to Northern Ireland, failure to incorporate the emergency penal regime as part of British penality
means failure to apply this analysis to the United Kingdom as a whole, nevermind further afield. AC K N OW L E D G E M E N T S The authors would like to thank their co-researchers who worked on the project from which this
article was derived: Lynsey Black, Bharat Malkani and Florence Seemungal. They would also like
to thank Smadar Ben-Natan for her helpful comments on an earlier version of the article, and the
two anonymous reviewers, as well as Anne Logan for sharing research notes. THE HOWARD JOURNAL OF CRIME AND JUSTICE 164 wnloaded from https://onlinelibrary.wiley.com/doi/10.1111/hojo.12513 by Test, Wiley Online Library on [15/06/2023]. See the Terms and Conditions (https://onlinelibra Dimou, E. (2021) Decolonizing Southern criminology: what can the ‘decolonial option’ tell us about challenging
the modern/colonial foundations of criminology? Critical Criminology, 29, 431–450. Dimou, E. (2021) Decolonizing Southern criminology: what can the ‘decolonial option’ tell us about challenging
the modern/colonial foundations of criminology? Critical Criminology, 29, 431–450. Dixon, P. (2009) ‘Hearts and minds’?: British counter-insurgency from Malaya to Iraq. Journal of Strategic Studies,
32, 353–381. Drohan, B. (2017) Brutality in an age of human rights: activism and counterinsurgency at the end of the British Empire. Ithaca, NY.: Cornell University Press. Drohan, B. (2017) Brutality in an age of human rights: activism and counterinsurgency at the end of the
Ithaca NY : Cornell University Press Ithaca, NY.: Cornell University Press. Dubber, M.D. (2018) The dual penal state: the crisis of criminal law in comparative-historical perspective. Oxford:
Oxford University Press. y
French, D. (2011) The British way in counter-insurgency, 1945–1967. Oxford: Oxford University Pres Frenkel, M. & Shenhav, Y. (2006) From binarism back to hybridity: a postcolonial reading of management and
organization studies. Organization Studies, 27, 855–876. y, M. (1951) Penal reform in the colonies. Howard Journal, 8, 90–95. Fry, M. (1951) Penal reform in the colonies. Howard Journal, 8, 90–95. Garland, D. (2001) The culture of control: crime and social order in contemporary society. Oxford: Oxford University
Press. Gopal, P. (2019) Insurgent empire: anticolonial resistance and British dissent. London: Verso. Hogg, R. & Brown, D. (2018) Rethinking penal modernism from the Global South: the case of convict transportation
to Australia. In: Carrington, K., Hogg, R., Scott, J. & Sozzo, M. (Eds.) The Palgrave handbook of criminology and
the global south. Cham, Switzerland: Palgrave Macmillan. Hughes, M. (2009) The practice and theory of British counterinsurgency: the histories of the atrocities at the
Palestinian villages of al-Bassa and Halhul, 1938–1939. Small Wars & Insurgencies, 20, 528–550. Hughes, M. (2010) From law and order to pacification: Britain’s suppression of the Arab Revolt in Palestine, 1936–39. Journal of Palestine Studies, 39, 6–22. Hynd, S. (2008) Killing the condemned: the practice and process of capital punishment in British Africa, 1900–
1950s. Journal of African History, 49, 403–418. Hynd, S. (2011) Law, violence and penal reform: state responses to crime and disorder in colonial M
1959 Journal of Southern African Studies 37 431 447 Hynd, S. (2011) Law, violence and penal reform: state responses to crime and disorder in colonial Malawi, c. 1900–
1959. wnloaded from https://onlinelibrary.wiley.com/doi/10.1111/hojo.12513 by Test, Wiley Online Library on [15/06/2023]. See the Terms and Conditions (https://onlinelibra Journal of Southern African Studies, 37, 431–447. Hynd, S. (2012) Murder and mercy: capital punishment in colonial Kenya, ca. 1909–1956. International Journal of
African Historical Studies, 45, 81–101. Hynd, S. (2015) ‘Insufficiently cruel’ or ‘simply inefficient’?: discipline, punishment and reform in the Gold Coast
prison system, c. 1850–1957. In: Miller, V. & Campbell, J. (Eds.) Transnational penal cultures: new perspectives on
discipline, punishment and desistance. Abingdon: Routledge. Jamieson, R. (2016) The criminology of war. Abingdon: Routledge. Jamieson, R. (2016) The criminology of war. Abingdon: Routledge. King, S. (2017) Colonial criminology: a survey of what it means and why it is important, Sociology Compass, 11,
e12447. Latour, B. (1993) We have never been modern. Cambridge, MA.: Harvard University Press. Loader, I. (2006) Fall of the ‘platonic guardians’ liberalism, criminology and political responses to crime in England
and Wales. British Journal of Criminology, 46, 561–586. f
g
Logan, A. (2017) The politics of penal reform: Margery Fry and the Howard League. Abingdon: Routledge. Logan, A. (2017) The politics of penal reform: Margery Fry and the Howard League. Abingdon: Routledge. ardian (1936) Death penalty in Palestine: series of fresh outrages. 15 June. Manchester Guardian (1936) Death penalty in Palestine: series of fresh outrages. 15 June. Manchester Guardian (1939a) War Office defence of troops in Palestine. 10 January. Manchester Guardian (1939a) War Office defence of troops in Palestine. 10 January. Manchester Guardian (1939b) British troops in Palestine. 10 January. McClure, A. (2020) Archaic sovereignty and colonial law: the reintroduction of corporal punishment in colonial
India 1864–1909 Modern Asian Studies 54 1712–1747 McClure, A. (2020) Archaic sovereignty and colonial law: the reintroduction of corporal punishment in colonial McClure, A. (2020) Archaic sovereignty and colonial law: the reintroduction of corporal punishment in colonial McClure, A. (2020) Archaic sovereignty and colonial law: th
India, 1864–1909. Modern Asian Studies, 54, 1712–1747. Moore, J.M. (2020) ‘Law’, ‘order’, ‘justice’, ‘crime’: disrupting key concepts in criminology through the study of
colonial history. The Law Teacher, 54, 489–502. Moore, J.M. (2020) ‘Law’, ‘order’, ‘justice’, ‘crime’: disrupting key concepts in criminology through the study of
colonial history. The Law Teacher, 54, 489–502. Moore, P. (2010) ‘And what concentration camps those were!’: foreign concentration camps in Nazi propaganda, Moore, P. (2010) ‘And what concentration camps those were!’: foreign concentration camps in Nazi propaganda,
1933–9. Journal of Contemporary History, 45, 649–674. Moore, P. 20591101, 2023, 2, Downloaded from https://onlinelibrary.wiley.com/doi/10.1111/hojo.12513 by Test, Wiley Online Library on [15/06/2023]. See the Terms and Condi THE HOWARD JOURNAL OF CRIME AND JUSTICE 165 R E F E R E N C E S Agozino, B. (2003) Counter-colonial criminology: a critique of imperialist reason. London: Pluto Pre Agozino, B. (2004) Imperialism, crime and criminology: towards the decolonisation of criminology. Crime, Law
and Social Change, 41, 343–58. Anderson, C. (2015) Execution and its aftermath in the nineteenth-century British Empire. In: Ward, R. (Ed.) A
global history of execution and the criminal corpse. Basingstoke: Palgrave Macmillan. global history of execution and the criminal corpse. Basingstoke: Palgrave Macmillan. Anderson, D. (2005) Histories of the hanged. London: Phoenix. Anderson, D. (2005) Histories of the hanged. London: Phoenix. Ben-Natan, S. (2021) The dual penal empire: emergency powers and military courts in Palestine/Israel and beyond. Punishment & Society, 23, 741–763. Ben-Natan, S. (2021) The dual penal empire: emergency powers and military courts in Palestine/Israel and beyond. Punishment & Society, 23, 741–763. Bentwich, N. (1920) The legal administration of Palestine under the British military occupation. British Year Book
of International Law, 1, 139–148. Bentwich, N. (1920) The legal administration of Palestine under the British military occupation. British Year Book
of International Law, 1, 139–148. Bentwich, N. (1934) The Palestine criminal code. Howard Journal, 4, 60–63. Bentwich, N. (1938) The new criminal code for Palestine. Journal of Comparative Legislation & International Law. 20(1), 71–79. Brown, M. (2002) The politics of penal excess and the echo of colonial penality. Punishment & Society, 4, 403–423. Brown, M. (2002) The politics of penal excess and the echo of colonial penality. Punishment & Society, 4, 403–423. Brown, M. (2004) Crime, liberalism and empire: governing the Mina tribe of northern India. Social & Legal Studies,
13, 191–218. Bruce-Lockhart, K. (2015) The ‘truth’ about Kenya: connection and contestation in the 1956 Kamiti controversy. Journal of World History, 8, 815–838. Bruce-Lockhart, K.D. (2017) ‘Imagining modernity in the Uganda Prisons Service, 1945–1979’ (unpublished doctoral
dissertation, University of Cambridge). Campbell, J. (2015) Murder appeals, delayed executions, and the origins of Jamaican death penalty jurisprudence. Law and History Review, 33, 435–466. Campbell, J. (2015) Murder appeals, delayed executions, and the origins of Jamaican death penalty jurisprudence. Law and History Review, 33, 435–466. THE HOWARD JOURNAL OF CRIME AND JUSTICE 166 Quijano, A. (2000) Coloniality of power, eurocentrism, and Latin America. Nepantla: Views from South, 1, 533–580. Quijano A (2007) Coloniality and modernity/rationality Cultural Studies 21 168–178 A. (2000) Coloniality of power, eurocentrism, and Latin America. Nepantla: Views from South, 1, 533 A. (2007) Coloniality and modernity/rationality. Cultural Studies, 21, 168–178. Quijano, A. (2007) Coloniality and modernity/rationality. Cultural Studies, 21, 168–178. Rose, G. (1961) The struggle for penal reform: the Howard League and its predecessors. London: Stev The struggle for penal reform: the Howard League and its predecessors. London: Stevens. Ryan, M. (1978) The acceptable pressure group: inequality in the penal lobby, a case study of the How
RAP [Radical Alternatives to Prison]. London: Saxon House. Ryan, M. (1978) The acceptable pressure group: inequality in the penal lobby, a case study of the How
RAP [Radical Alternatives to Prison]. London: Saxon House. Ryan, M. (2003) Penal policy and political culture in England and Wales: four essays on policy and process. Winchester: Waterside Press. Ryan, M. (2003) Penal policy and political culture in England and Wales: four essays on poli
Winchester: Waterside Press. 2014) Capital punishment in twentieth-century Britain: audience, justice, memory. Abingdon: Routled Seal, L. (2014) Capital punishment in twentieth-century Britain: audience, justice, memory. Abingdo Seal, L. (2014) Capital punishment in twentieth-century Britain: audience, justice, memory. Abingdon: Routledge. Sh
C
i i
(1930) R
f h C
i i
h P l
i
Di
b
f A
1929 L
d
HMSO Shaw Commission (1930) Report of the Commission on the Palestine Disturbances of August, 1929. L ission (1930) Report of the Commission on the Palestine Disturbances of August, 1929. London: HMSO Sherman, T.C. (2009) Tensions of colonial punishment: perspectives on recent developments in the study of
coercive networks in Asia, Africa and the Caribbean. History Compass, 7, 659–677. Sherman, T.C. (2009) Tensions of colonial punishment: perspectives on recent developments in the study of
coercive networks in Asia, Africa and the Caribbean. History Compass, 7, 659–677. The Times (1936) Death penalty in Palestine: new measures to restore order. 15 June. The Times (1936) Death penalty in Palestine: new measures to restore order. 15 June. h
(
)
l
b The Times (1937a) Terrorism in Palestine. 11 November. The Times (1937a) Terrorism in Palestine. 11 November. The Times (1937b) Death sentence in Palestine. 25 November. The Times (1937b) Death sentence in Palestine. 25 November. Thomas, M. How to cite this article: Seal, L. & Ball, R. (2023) The Howard League and liberal
colonial penality in mid-20th-century Britain: The death penalty in Palestine and the
Kenya Emergency. The Howard Journal of Crime and Justice, 62, 149–166.
https://doi.org/10.1111/hojo.12513 wnloaded from https://onlinelibrary.wiley.com/doi/10.1111/hojo.12513 by Test, Wiley Online Library on [15/06/2023]. See the Terms and Conditions (https://onlinelibra (2010) ‘And what concentration camps those were!’: foreign concentration camps in Nazi propaganda,
1933–9 Journal of Contemporary History 45 649–674 1933–9. Journal of Contemporary History, 45, 649–674. Nixon, M. (1935) Palestine: women and girl offenders. Howard Journal, 4, 135–138. Nixon, M. (1935) Palestine: women and girl offenders. Howard Journal, 4, 135–138. Norris, J. (2008) Repression and rebellion: Britain’s response to the Arab Revolt in Norris, J. (2008) Repression and rebellion: Britain’s response to the Arab Revolt in Palestine of 1936–39. Journal of
Imperial and Commonwealth History, 36, 25–45. Norris, J. (2008) Repression and rebellion: Britain’s response to the Arab Revolt in Palestine of 1936–39. Journal of
Imperial and Commonwealth History, 36, 25–45. P
l C
i i
(1937) P l
i
R
l C
i i
R
L
d
HMSO Norris, J. (2008) Repression and rebellion: Britain s response to the Arab Revolt in Palestine of 1936–39. Journal of
Imperial and Commonwealth History, 36, 25–45. Peel Commission (1937) Palestine Royal Commission Report. London: HMSO. Imperial and Commonwealth History, 36, 25–45. Peel Commission (1937) Palestine Royal Commission Report. London: HMSO. Imperial and Commonwealth History, 36, 25–45. Imperial and Commonwealth History, 36, 25–45. Peel Commission (1937) Palestine Royal Commission Report. London: HMSO. p
y
Peel Commission (1937) Palestine Royal Commission Report. London: HMSO. THE HOWARD JOURNAL OF CRIME AND JUSTICE (2018) Violence, insurgency and the ends of Empire. In: Thomas, M. & Thompson, A. (Eds.) The Oxford
handbook of the ends of Empire. Oxford: Oxford University Press. Thomas, M. & Thompson, A. (2014) Empire and globalisation: from ‘high imperialism’ to decolonisation. International History Review, 36, 142–170. Toye, R. (2017) Arguing about Hola Camp: the rhetorical consequences of a colonial massacre. In: Thomas, M. &
Toye, R. (Eds.) Rhetorics of empire. Manchester: Manchester University Press. Verboven, K., Carlier, M. & Dumolyn, J. (2007) A short manual to the art of prosopography. In: Keats-Rohan, K.S.B. (Ed.) Prosopography approaches and applications: a handbook. Oxford: Unit for Prosopographical Research
(Linacre College). Verboven, K., Carlier, M. & Dumolyn, J. (2007) A short manual to the art of prosopography. In: Keats-Rohan, K.S.B. (Ed.) Prosopography approaches and applications: a handbook. Oxford: Unit for Prosopographical Research
(Linacre College). Wagner, K.A. (2016) ‘Calculated to strike terror’: the Amritsar Massacre and the spectacle of colonial violence. Past
and Present, 233, 185–225. Wagner, K.A. (2016) ‘Calculated to strike terror’: the Amritsar Massacre and the spectacle of colonial violence. Past
and Present, 233, 185–225. Walklate, S. & McGarry, R. (2015) Introduction: Placing war within criminology. In: Walklate, S. & McGarry, R. (Eds.) Criminology and war: transgressing borders. Abingdon: Routledge. Walklate, S. & McGarry, R. (2015) Introduction: Placing war within criminology. In: Walklate, S. & McGarry, R. (Eds.) Criminology and war: transgressing borders. Abingdon: Routledge. Wiener, M.J. (2009) An empire on trial: race, murder, and justice under British rule, 1870–1935. Cambridge:
Cambridge University Press. Wiener, M.J. (2009) An empire on trial: race, murder, and justice under British rule, 1870–1935. Cambridge:
Cambridge University Press. Wolfe, J. (2006) Meeting minutes as a rhetorical genre: discrepancies between professional writing textbooks and
workplace practice tutorial. IEEE Transactions on Professional Communication, 49, 354–364. Wolfe, J. (2006) Meeting minutes as a rhetorical genre: discrepancies between professional writing textbooks and
workplace practice tutorial. IEEE Transactions on Professional Communication, 49, 354–364. How to cite this article: Seal, L. & Ball, R. (2023) The Howard League and liberal
colonial penality in mid-20th-century Britain: The death penalty in Palestine and the
Kenya Emergency. The Howard Journal of Crime and Justice, 62, 149–166. https://doi.org/10.1111/hojo.12513
|
https://openalex.org/W3014253671
|
https://acp.copernicus.org/articles/20/9547/2020/acp-20-9547-2020.pdf
|
English
| null |
Towards the connection between snow microphysics and melting layer: insights from multifrequency and dual-polarization radar observations during BAECC
|
Atmospheric chemistry and physics
| 2,020
|
cc-by
| 12,899
|
Haoran Li1, Jussi Tiira1, Annakaisa von Lerber2, and Dmitri Moisseev1,2
1Institute for Atmospheric and Earth System Research/Physics, Faculty of Science, University of Helsinki, Helsinki, Finland
2Finnish Meteorological Institute, Helsinki, Finland Correspondence: Haoran Li (haoran.li@helsinki.fi) Received: 9 January 2020 – Discussion started: 3 April 2020
Revised: 7 July 2020 – Accepted: 8 July 2020 – Published: 14 August 2020 Received: 9 January 2020 – Discussion started: 3 April 2020
Revised: 7 July 2020 – Accepted: 8 July 2020 – Published: 14 August 2020 Abstract. In stratiform rainfall, the melting layer (ML) is of-
ten visible in radar observations as an enhanced reflectivity
band, the so-called bright band. Despite the ongoing debate
on the exact microphysical processes taking place in the ML
and on how they translate into radar measurements, both
model simulations and observations indicate that the radar-
measured ML properties are influenced by snow microphys-
ical processes that take place above it. There is still, how-
ever, a lack of comprehensive observations to link the two. To advance our knowledge of precipitation formation in ice
clouds and provide new insights into radar signatures of snow
growth processes, we have investigated this link. This study
is divided into two parts. Firstly, surface-based snowfall mea-
surements are used to develop a new method for identify-
ing rimed and unrimed snow from X- and Ka-band Doppler
radar observations. Secondly, this classification is used in
combination with multifrequency and dual-polarization radar
observations collected during the Biogenic Aerosols – Ef-
fects on Clouds and Climate (BAECC) experiment in 2014
to investigate the impact of precipitation intensity, aggre-
gation, riming and dendritic growth on the ML properties. The results show that the radar-observed ML properties are
highly related to the precipitation intensity. The previously
reported bright band “sagging” is mainly connected to the
increase in precipitation intensity. Ice particle riming plays
a secondary role. In moderate to heavy rainfall, riming may
cause additional bright band sagging, while in light precipi-
tation the sagging is associated with unrimed snow. The cor-
relation between ML properties and dual-polarization radar
signatures in the snow region above appears to be arising through the connection of the radar signatures and ML prop-
erties to the precipitation intensity. In addition to advancing
our knowledge of the link between ML properties and snow
processes, the presented analysis demonstrates how multifre-
quency Doppler radar observations can be used to get a more
detailed view of cloud processes and establish a link to pre-
cipitation formation. 1
Introduction Stratiform precipitation is prevalent in middle to high lati-
tudes. In such precipitation systems, ice particles nucleated
at the cloud top descend and grow on their way down by
going through various microphysical processes, e.g., vapor
deposition, aggregation and/or riming (Lamb and Verlinde,
2011). In the case of rainfall, these ice particles transform
into raindrops in the melting layer (ML). The melting of ice
particles is capable of modulating the thermal structure of
the ML through the exchange of latent heat with the envi-
ronment (Stewart et al., 1984; Carlin and Ryzhkov, 2019)
and, as a result, can change the dynamics of precipitation
(e.g., Heymsfield, 1979; Szeto et al., 1988; Fabry and Za-
wadzki, 1995). It has shown that ML properties are modified
by the ambient environment such as relative humidity (RH;
Willis and Heymsfield, 1989; Battaglia et al., 2003; Carlin
and Ryzhkov, 2019), as well as microphysical processes tak-
ing place in the ML (Heymsfield et al., 2015), and by snow
microphysical processes occurring above, e.g., aggregation
and riming (Stewart et al., 1984; Klaassen, 1988; Fabry and Atmos. Chem. Phys., 20, 9547–9562, 2020
https://doi.org/10.5194/acp-20-9547-2020
© Author(s) 2020. This work is distributed under
the Creative Commons Attribution 4.0 License.
Towards the connection between snow microphysics
and melting layer: insights from multifrequency and
dual-polarization radar observations during BAECC
Haoran Li1, Jussi Tiira1, Annakaisa von Lerber2, and Dmitri Moisseev1,2
1Institute for Atmospheric and Earth System Research/Physics, Faculty of Science, University of Helsinki, Helsinki, Finland
2Finnish Meteorological Institute, Helsinki, Finland Atmos. Chem. Phys., 20, 9547–9562, 2020
https://doi.org/10.5194/acp-20-9547-2020
© Author(s) 2020. This work is distributed under
the Creative Commons Attribution 4.0 License. Towards the connection between snow microphysics
and melting layer: insights from multifrequency and
dual-polarization radar observations during BAECC
Haoran Li1, Jussi Tiira1, Annakaisa von Lerber2, and Dmitri Moisseev1,2
1Institute for Atmospheric and Earth System Research/Physics, Faculty of Science, University of Helsinki, Helsinki, Finland
2Finnish Meteorological Institute, Helsinki, Finland Haoran Li1, Jussi Tiira1, Annakaisa von Lerber2, and Dmitri Moisseev1,2
1Institute for Atmospheric and Earth System Research/Physics, Faculty of Science, University of Helsinki, Helsinki, Finland
2Finnish Meteorological Institute, Helsinki, Finland H. Li et al.: Insights from multifrequency and dual-polarization radar observations during BAECC Properties of the ML and
its radar manifestation bright band are influenced by cloud
dynamics and microphysics, which can be directly probed by
aircraft-mounted in situ measurements (e.g., Stewart et al.,
1984; Willis and Heymsfield, 1989; Heymsfield et al., 2015)
despite the inability to conduct continuous long-term oper-
ations with such setups. Remote sensing of the ML with
radars dates back to the 1940s (Ryde, 1946). Atlas (1957) has
found that the strength of the bright band is weakened when
melting graupel particles are present, which was further con-
firmed by Klaassen (1988) and Zawadzki et al. (2005). A
comprehensive long-term analysis of the ML appearance in
vertically pointing X-band radar and ultra high frequency
(UHF) wind profiler observations has been performed by
Fabry and Zawadzki (1995). They have compiled a record
of the main ML features that were later used in modeling
studies (e.g., Szyrmer and Zawadzki, 1999; Zawadzki et al.,
2005; von Lerber et al., 2014). As the ML bridges snow and
rain, the raindrop size distributions below the ML seem to be
related to the bright band’s reflectivity values (Huggel et al.,
1996; Sarma et al., 2016). As presented by Wolfensberger
et al. (2016), the thickness of the ML depends on riming,
particle fall velocities and the bright band intensity. Mean-
while, the downward extension of the bright band, called the
saggy bright band, may be linked to riming as suggested by
previous studies (Trömel et al., 2014; Kumjian et al., 2016;
Ryzhkov et al., 2016; Xie et al., 2016; Erlingis et al., 2018). Recently, Carlin and Ryzhkov (2019) have incorporated the
cooling effects of melting snowflakes in the ML model and
proposed that the saggy bright band may be explained by a
combination of processes instead of a single factor. From the
perspective of observation, there seems to be a lack of sta-
tistical studies untangling the impacts of snow growth pro-
cesses on the observed ML properties. y
g
p y
The detailed properties of ice particles are complex as
manifested by the extraordinary variety in their habit, size,
mass and concentration (Korolev et al., 2000, 2003; Bai-
ley and Hallett, 2009). This complexity is exacerbated by
the diversity of ice growth processes that take place in ice
clouds (Li et al., 2018; Oue et al., 2018; Barrett et al.,
2019; Moisseev et al., 2015, 2017, 2019; Tiira and Moisseev,
2020). H. Li et al.: Insights from multifrequency and dual-polarization radar observations during BAECC H. Li et al.: Insights from multifrequency and dual-polarization radar observations during BAECC 9548 Zawadzki, 1995; Zawadzki et al., 2005; von Lerber et al.,
2014; Kumjian et al., 2016; Xie et al., 2016; Wolfensberger
et al., 2016; Trömel et al., 2019). In addition, the microwave
attenuation in the ML is sensitive to the parameterization of
snow microphysics (von Lerber et al., 2014) and can be sig-
nificant at millimeter wavelengths (Matrosov, 2008; Haynes
et al., 2009; Li and Moisseev, 2019). ratios (DWRs) at Ka–W-bands and X–Ka-bands on riming
was observed by Kneifel et al. (2015). Dias Neto et al. (2019)
have presented the strong aggregation signatures close to the
ML using multifrequency radar observations. This rapid ag-
gregation could manifest itself as a dark band in W-band
cloud radar observations, namely the dip in radar reflectiv-
ity just above the ML top (Lhermitte, 1988; Sassen et al.,
2005, 2007; Heymsfield et al., 2008). Such a reflectivity dip
just above the ML may even be present in X-band radar
measurements of light precipitation (Fabry and Zawadzki,
1995) but has not been well addressed. Mason et al. (2018)
have incorporated the Doppler velocity and radar reflectiv-
ity observations from vertically pointing Ka- and W-band
radars into an optimal estimation scheme to infer the rim-
ing fraction, among other parameters. In addition to multi-
frequency radar observations, dual-polarization radar mea-
surements show promise in improving our understanding of
ice precipitation processes (e.g., Bechini et al., 2013; Gian-
grande et al., 2016; Kumjian et al., 2016; Ryzhkov et al.,
2016; Moisseev et al., 2015, 2017; Li et al., 2018; Oue et al.,
2018; Vogel and Fabry, 2018; Moisseev et al., 2019; Tiira
and Moisseev, 2020). Therefore, the utilization of collocated
multifrequency and dual-polarization radar observations may
pave the way for a better understanding of the connection be-
tween dry and melting snow microphysics. ,
;
,
)
To centimeter-wavelength weather radars, the ML appears
as a band of the increased reflectivity, the so-called bright
band, while to millimeter-wavelength radars, such an ap-
pearance is less distinct (e.g., Lhermitte, 1988; Sassen et al.,
2005; Kollias and Albrecht, 2005). Published by Copernicus Publications on behalf of the European Geosciences Union. Published by Copernicus Publications on behalf of the European Geosciences Union. 2.3
NASA particle imaging package The PIP is an improved version of the Snowflake Video Im-
ager (Newman et al., 2009), which uses a high frame rate
camera operating at 380 frames per second to record the
silhouettes of precipitation particles. The field of view of
this camera is 48 mm×64 mm with a spatial resolution of
0.01 mm2. The focal plane of this camera is 1.3 m. Because
the measurement volume is not enclosed, the wind-induced
effects on the measurements are minimized (Newman et al.,
2009). The data-processing software defines the size of each
particle using the disk-equivalent diameter (Ddeq), which is
the diameter of a disk with the same area of a particle shadow. Particle size distribution (PSD) and fall velocity are recorded
as a function of Ddeq in the PIP software. Based on these PIP
products, von Lerber et al. (2017) have derived particle mass
and fall velocity as a function of the observed maximum par-
ticle diameter (Dmax,ob), which is obtained by fitting an el-
lipsoid model to each particle. Here and hereafter, D rep-
resents Dmax,ob. The snowfall measurements started as part
of the BAECC field campaign were continued, and data col-
lected during the experiment and an additional three winters
were used in this study. The collected data were processed
using the method by von Lerber et al. (2017). H. Li et al.: Insights from multifrequency and dual-polarization radar observations during BAECC The paper is organized as follows. Section 2 introduces the
instrumentation used in this study, followed by the illustra-
tion of detecting the ML and separating unrimed and rimed
snow in Sect. 3. A sanity check of the snow classification and
the statistical results of multifrequency and dual-polarization
radar observations are provided in Sect. 4. Conclusions are
presented in Sect. 5. tivity can be significantly affected by the attenuation from
the ML, rain and a wet radome (Li and Moisseev, 2019),
the relative calibration was made at precipitation top where
the Rayleigh assumption can be applied at Ka- and X-bands. During BAECC, a radiosonde was launched four times per
day, out of which the temporally closest one was used as in-
put to the millimeter-wavelength propagation model (Liebe,
1985) to correct for the gaseous attenuation at all radar fre-
quencies. 2.2
Dual-polarization weather radar The BAECC field campaign was conducted at the Univer-
sity of Helsinki’s Hyytiälä Station from February to Septem-
ber 2014 (Petäjä et al., 2016). This experiment provides com-
prehensive vertically pointing multifrequency radar rainfall
observations, which are used in this study. A 2D video dis-
drometer (2DVD) was used to measure rain rate and calibrate
X-band radar reflectivity. The collocated observations were
aided by the FMI C-band dual-polarization weather radar. In addition to the radar setup during BAECC, long-term
snow observations were made by a National Aeronautics
and Space Administration (NASA) Particle Imaging Pack-
age (PIP; Newman et al., 2009; Tiira et al., 2016; von Lerber
et al., 2017). The FMI C-band dual-polarization weather radar located in
Ikaalinen, 64 km west from the Hyytiälä station, operates in
the simultaneous transmission and receiving mode (Doviak
et al., 2000). This radar performs RHI scans over the mea-
surement site every 15 min. The range and azimuth resolu-
tions are 500 m and 1◦, respectively. The dual-polarization
measurements used in this study are Zdr, which was cali-
brated during light rainfalls (Bringi and Chandrasekar, 2001;
Li et al., 2018). For data analysis, the Python ARM Radar
Toolkit (Helmus and Collis, 2016) was used. H. Li et al.: Insights from multifrequency and dual-polarization radar observations during BAECC Despite the recent attempts to resolve the ice micro-
physics (e.g., Mason et al., 2018, 2019; Barrett et al., 2019),
direct characterization of ice particles and their growth pro-
cesses is still challenging. In some cases, ML properties
could emphasize radar signatures of such processes (Za-
wadzki et al., 2005; Kumjian et al., 2016; Li and Moisseev,
2020) and therefore provide additional information. How-
ever, there is an ongoing debate on the link between snow
growth processes, such as riming and aggregation, their radar
signatures and ML properties (e.g., Kumjian et al., 2016;
Carlin and Ryzhkov, 2019; Heymsfield et al., 2015). This
study aims to advance our understanding of the link and re-
solve at least some of the discussed topics. During the Bio-
genic Aerosols – Effects on Clouds and Climate (BAECC)
experiment (Petäjä et al., 2016), vertically pointing X-, Ka-
and W-band cloud radars were deployed at the University
of Helsinki research station in Hyytiälä, Finland. These
observations were supplemented by range–height indica-
tor (RHI) scans carried out by the Finnish Meteorological In-
stitute (FMI) C-band dual-polarization radar, providing a set
of unique synergistic observations ideally suited for studying
the connection between the growth and melting processes of
snowflakes. Over the last few years, multifrequency radar measure-
ments of clouds and precipitation have become more eas-
ily attainable, which has led to the proliferation of stud-
ies demonstrating the advantages of using these observa-
tions for the investigation of snow microphysical processes
(e.g., Kneifel et al., 2011, 2015; Leinonen et al., 2012a;
Leinonen et al., 2013, 2018; Tyynelä and Chandrasekar,
2014; Leinonen and Moisseev, 2015; Leinonen and Szyrmer,
2015; Grecu et al., 2018; Chase et al., 2018; Mason et al.,
2018, 2019). The potential dependence of dual-wavelength https://doi.org/10.5194/acp-20-9547-2020 Atmos. Chem. Phys., 20, 9547–9562, 2020 H. Li et al.: Insights from multifrequency and dual-polarization radar observations during BAECC 9549 3.1
Detection of ML boundaries The height where melting starts ranges from the surface to
several kilometers above, mainly depending on the temper-
ature profiles. Thus, prior to addressing the general char-
acteristics of ML, it is important to detect ML bound-
aries. Fabry and Zawadzki (1995) have employed the gra-
dient of reflectivity to determine the ML boundaries using
single-polarization X-band radar measurements. The verti-
cally pointing X- and Ka-band radars used in this study pro-
vide dual-polarization observations, i.e., ρhv and LDR, re-
spectively. These observations supply additional information
to estimate the ML boundaries (Giangrande et al., 2008). However, care should be taken in how this information is
used. Wolfensberger et al. (2016) have suggested that the use
of ρhv could underestimate the ML top as the significant drop
in ρhv may not happen until a significant amount of ice has al-
ready melted. To mitigate this issue, we determined the upper
boundary of ML by finding the local minimum of the X-band
reflectivity gradient around the ρhv-detected ML top, which
is similar to Wolfensberger et al. (2016). The validity of uti-
lizing the radar reflectivity in determining the ML top is fur-
ther confirmed in our recent study (Li and Moisseev, 2020). The ML bottom was determined in a similar way to derive
the radar reflectivity at the melting bottom. Note that cases
in which precipitation fall streaks are significantly slanted,
as shown in Fabry and Zawadzki (1995), were excluded. Mason et al. (2018) have shown that the extent of rim-
ing can be retrieved using radar-measured DWR (Matrosov,
1998; Hogan et al., 2000) and mean Doppler velocity (V ). If
the radar reflectivity is expressed in decibels (dB), then the
DWR can be written as DWR(λ1,λ2) = Zλ1 −Zλ2,
(2) (2) where Zλ1 and Zλ2 are observed radar reflectivities at the
wavelengths of λ1 and λ2, respectively. Zλ can be expressed
as Zλ = 10log10
Dmax
Z
Dmin
λ4
π5|Kλ|2 N(D)σb,λ (D,mob(D))dD
,
(3 (3) where |Kλ|2 is the dielectric constant of liquid water
and σb,λ(D,mob(D)) is the backscattering coefficient of
snow particles at a given wavelength. In X-SACR, Ka-
SACR and MWACR data files, |Kλ|2 is set to 0.93, 0.88
and 0.70, respectively. The values of σb,λ were taken from
the single-scattering databases (Leinonen and Moisseev,
2015; Leinonen and Szyrmer, 2015; Tyynelä and von Ler-
ber, 2019). 3.1
Detection of ML boundaries These three datasets were combined into a sin-
gle lookup table of ice particle scattering properties de-
fined as a function of maximum diameter and mass. For a
given D and mob, the backscattering cross section was es-
timated using linear interpolation in the log–log space. The
mean Doppler velocity can be derived in the same way: H. Li et al.: Insights from multifrequency and dual-polarization radar observations during BAECC 9550 2.1
2DVD and vertically pointing radars The
Atmospheric
Radiation
Measurement
2DVD
(ARM 2DVD) used in this study is the new generation
of the one described in Kruger and Krajewski (2002). It
relies on two cameras and two light sources placed in orthog-
onal directions and records image projections of raindrops as
they fall cross the cameras’ field of view. The 2DVD is often
used for recording the size distributions, fall velocities and
shapes of raindrops. Based on this information, the rain rate
and reflectivity at a given radar frequency can be derived. The X- and Ka-band scanning ARM cloud radar (X/Ka-
SACR) and W-band ARM cloud radar (MWACR) have the
range gate spacing of 25, 25 and 30 m, respectively (Kollias
et al., 2014; Kneifel et al., 2015; Falconi et al., 2018). The
original time resolution of 2 s was averaged to 10 s for these
radars. The half-power beam widths of X-SACR, Ka-SACR
and MWACR are 1.27, 0.33 and 0.38◦, respectively. X- and
Ka-SACR are dual-polarization radar systems installed on
the same pedestal, recording the co-polar (e.g., ρhv, Zdr) and
cross-polar (e.g., cross-polar correlation coefficient and lin-
ear depolarization ratio, LDR) measurements, respectively. MWACR had a small antenna pointing error of 0.5 to 1◦,
which may lead to significant error in the vertical Doppler
velocity but which does not affect reflectivity measurements. To mitigate the potential attenuation from wet radome
and raindrops, the simulated X-band radar reflectivity from
2DVD data was used to match the measured X-band re-
flectivity at 500 m where the near-field effect is minimized
(Sekelsky, 2002; Falconi et al., 2018). As the Ka-band reflec- Atmos. Chem. Phys., 20, 9547–9562, 2020 https://doi.org/10.5194/acp-20-9547-2020 3
Methods mur(D) = 0.0053D2.05. This relation is similar to the one de-
rived from aircraft measurements (Heymsfield et al., 2004). A further discussion on the definition of mur(D) is found in
Moisseev et al. (2017) and Li et al. (2018). 4
Results To study how ML properties depend on the precipitation
intensity, snowflake riming fraction and PSD, all rainfall
cases observed during the BAECC experiment were ana-
lyzed. Given the need for coinciding multifrequency ver-
tically pointing radar measurements and the radar scans
performed during the experiment, we have identified 4147
vertical profiles of observations in 24 stratiform rainfall
events corresponding to about 11.5 h. Table 2 summaries
the dates used in this study (quicklooks are available at
https://doi.org/10.5281/zenodo.3979103). Due to the peri-
odic changes in radar scans, the multifrequency radar mea-
surements recorded in the vertically pointing mode were
available only in some inconsecutive time periods for an
event. During the analysis, the mean radar Doppler velocity
was scaled to the air density at 1000 hPa and 0 ◦C, as pre-
viously described. It should be noted that the RHI scans by
the FMI C-band weather radar were performed every 15 min. Therefore, the profiles of specific differential phase and dif-
ferential reflectivity are recorded much less frequently than
the vertically pointing radar observations. The RHI obser-
vations are nonetheless presented here in order to link the
features observed in this study to the previous reports (Gi-
angrande et al., 2016; Kumjian et al., 2016; Li et al., 2018;
Vogel and Fabry, 2018). Figure 2 shows the flow chart of the
data process in this study. N(D) = N0e−3D,
(5) N(D) = N0e−3D, (5) where the intercept parameter N0 is canceled out while com-
puting DWR and VX, so the radar variables depend on 3,
which controls the average size of ice particles in N(D). We
have varied 3−1 between 0 and 11 mm to mimic different
snowfall conditions, which is similar to what was done in
Leinonen and Szyrmer (2015). Table 1 summaries the fit-
ted expressions of DWR(X, Ka) = aV b
X for these three par-
ticle types. Since snow microphysics and the corresponding
radar measurements can significantly change with precipita-
tion intensity (Moisseev et al., 2017), the computed values
were separated into four subgroups according to precipita-
tion rate (PR). Simulations of DWR(X, Ka)-VX for four groups of pre-
cipitation rate are presented in Fig. 1. Most cases with
FR ≤0.2 are centered around the curve of LH74 unrimed,
whose velocity–diameter relation is similar to low-density
snowflakes (Tiira et al., 2016). It seems that riming hap-
pens more frequently in heavier precipitation. H. Li et al.: Insights from multifrequency and dual-polarization radar observations during BAECC 9551 in the order of 1 dB (Kneifel et al., 2015). Therefore, cases
with DWR(X, Ka) < 1 dB were rejected when identifying un-
rimed snow. the potential link between FR and simulated Doppler radar
measurements at X- and Ka-bands was accessed with the uti-
lization of in situ snowfall observations from BAECC to the
winters of 2014–2018. the potential link between FR and simulated Doppler radar
measurements at X- and Ka-bands was accessed with the uti-
lization of in situ snowfall observations from BAECC to the
winters of 2014–2018. The dependence of DWR(X, Ka) and VX on FR can
be computed using Eqs. (1), (2) and (4). For comparison,
the mob −D and v −D relations of aggregates of unrimed
radiating assemblages, side planes, bullets, and columns
(LH74 unrimed), aggregates of densely rimed radiating as-
semblages of dendrites (LH74 rimed), and lump graupel
(LH74 graupel) presented in Locatelli and Hobbs (1974)
were used. To compute the DWR(X, Ka) and VX using re-
lations from the literature, we assumed that N(D) can be pa-
rameterized as 4
Results In contrast,
far fewer unrimed cases are present in heavier precipitation
(Fig. 1c and d). Heavily rimed snowflakes (FR > 0.5; red
dots) are characterized by low DWR(X, Ka) and high VX,
contrasting with the unrimed/lightly rimed cases (blue dots). Specifically, snowflakes with large sizes and low velocities
usually are rather slightly rimed (FR ≤0.2). For the cases
where FR exceeds 0.5, most DWR(X, Ka) values are be-
low 3 dB, indicating that heavily rimed particles are usu-
ally associated with small snowflakes. Inspired by this dis-
tinct feature, we have fitted the DWR(X, Ka) = aV b
X rela-
tions for cases with FR ≤0.2 and 0.4 ≤FR ≤0.6 (shown in
Table 1), which separate the observations into three types:
unrimed, transitional and rimed snow. For the sake of com-
parison, the power b for unrimed snow was adopted from the
fit for LH74 unrimed. In this study, these fitted relations were
employed for classifying unrimed and rimed snow. The pres-
ence of supercooled liquid water does not significantly affect
X-band reflectivity but may lead to appreciable attenuation
at Ka-band which translates to enhanced DWR(X, Ka) after
the relative calibration at precipitation top. For the liquid wa-
ter path of 500 g m−2, the estimated Ka-band attenuation is 3.2
Diagnosing snowflake rime mass fraction The rime mass fraction (FR), defined as the ratio of accreted
ice mass by riming to the total snowflake mass, has been used
to quantify the riming extent in ice microphysical schemes
(Morrison and Milbrandt, 2015) and in observational studies
(e.g., Moisseev et al., 2017; Li et al., 2018). The rime mass
fraction can be defined as Vλ =
Dmax
R
Dmin
v(D)N(D)σb,λ (D,mob(D))dD
Dmax
R
Dmin
N(D)σb,λ (D,mob(D))dD
,
(4) (4) (4) FR = 1 −
Dmax
R
Dmin
N(D)mur(D)dD
Dmax
R
Dmin
N(D)mob(D)dD
,
(1) Dmax
R where v(D) is the fall velocity of snowflakes which was used
to derive m(D) (von Lerber et al., 2017). To minimize the im-
pact of varying air density (ρair), Vλ was adjusted to the air
condition of 1000 hPa and 0 ◦C (air density ρair,0) with a fac-
tor of ( ρair,0
ρair )0.54 (Heymsfield et al., 2007). ρair was derived
from the temperature and relative humidity obtained from the
temporally closest sounding. FR = 1 −
R
Dmin
N(D)mur(D)dD
Dmax
R
Dmin
N(D)mob(D)dD
,
(1) (1) where Dmax and Dmin are maximum and minimum parti-
cle sizes, respectively, mob(D) and mur(D) are masses of
observed and unrimed snowflakes as a function of D, re-
spectively, and N(D) is the PSD. In this study, FR was
computed using ground-based observations of PSD and
snowflake masses retrieved from PIP observations, as de-
scribed in von Lerber et al. (2017). The masses of unrimed
ice particles were derived assuming the following. Firstly,
unrimed snowflakes were present in PIP observations. Sec-
ondly, the ice particles belonging to the lightest 5 % are rep-
resentative of unrimed snowflakes. Following these assump-
tions, the mass of unrimed snowflakes can be expressed as Dias Neto et al. (2019) have shown that the size growth
of snowflakes close to the ML is accelerated due to the en-
hanced aggregation. Therefore, relatively large aggregates
are prevalent snow types close to the ML and are better rep-
resented by DWR(X, Ka) than DWR(Ka, W) (see the com-
parison by Barrett et al., 2019). The use of a lower radar
frequency (X- and Ka-bands) avoids estimating the non-
neglectable W-band attenuation caused by ML, as well as su-
percooled liquid water (Li and Moisseev, 2019). Therefore, Atmos. Chem. Phys., 20, 9547–9562, 2020 https://doi.org/10.5194/acp-20-9547-2020 H. Li et al.: Insights from multifrequency and dual-polarization radar observations during BAECC 9552 Figure 1. Scatter plot of DWR(X, Ka) versus VX (1000 hPa and 0 ◦C) colored with FR. Mass–size and velocity–size relations from Locatelli
and Hobbs (1974) are adopted for reference (dashed lines). Observed mass–size and velocity–size relations are derived using the approach
developed by von Lerber et al. (2017), and the particle backscattering coefficient σb,λ is adopted from Leinonen and Moisseev (2015) and
Leinonen and Szyrmer (2015). The solid blue and red curves separate unrimed (light blue shading), transitional (no shading) and rimed snow
(light red shading) in our classification scheme. Figure 1. Scatter plot of DWR(X, Ka) versus VX (1000 hPa and 0 ◦C) colored with FR. Mass–size and velocity–size relations from Locatelli
and Hobbs (1974) are adopted for reference (dashed lines). Observed mass–size and velocity–size relations are derived using the approach
developed by von Lerber et al. (2017), and the particle backscattering coefficient σb,λ is adopted from Leinonen and Moisseev (2015) and
Leinonen and Szyrmer (2015). The solid blue and red curves separate unrimed (light blue shading), transitional (no shading) and rimed snow
(light red shading) in our classification scheme. Table 1. Fitted parameters for DWR(X, Ka) = aV b
X. Aggregates of unrimed radiating assemblages, side planes, bullets, and columns
(LH74 unrimed), aggregates of densely rimed radiating assemblages of dendrites (LH74 rimed), and lump graupel (LH74 graupel) in Lo-
catelli and Hobbs (1974) are shown for reference. The last column shows the root mean square error (RMSE) of fitting. The confidence
interval is marked by “\” when the parameter is manually fixed. Fitted parameters
a (95 %
b (95 %
RMSE
confidence
confidence
(dB)
interval)
interval)
LH74
Unrimed
2.6 (2.2 3)
7.3 (6.1 8.5)
1.9
Rimed
0.2 (0.09 0.31)
9.8 (8.1 11.5)
1.8
Graupel
0.35 (0.19 0.51)
2.5 (2.03 2.97)
0.8
PR ≤0.15 mm h−1
FR ∈[0 0.2]
1.3 (1.02 1.58)
7.3 (\)
2
FR ∈[0.4 0.6]
0.2 (0.14 0.26)
2.96 (2.26 3.66)
0.5
0.15 mm h−1 < PR ≤0.5 mm h−1
FR ∈[0 0.2]
0.75 (0.64 0.86)
7.3 (\)
2.4
FR ∈[0.4 0.6]
0.47 (0.37 0.57)
3.1 (2.7 3.5)
1.1
0.5 mm h−1 < PR ≤1 mm h−1
FR ∈[0 0.2]
0.69 (0.61 0.77)
7.3 (\)
2.2
FR ∈[0.4 0.6]
0.52 (0.4 0.64)
2.9 (2.3 3.5)
0.85
1 mm h−1 < PR ≤4 mm h−1
FR ∈[0 0.2]
0.6 (0.59 0.61)
7.3 (\)
2.3
FR ∈[0.4 0.6]
0.75 (0.59 0.91)
2.85 (2.16 3.54)
1.2 Atmos. Atmos. Chem. Phys., 20, 9547–9562, 2020 https://doi.org/10.5194/acp-20-9547-2020 4.1
Sanity check of the snow classification At the first step of our data analysis, the classification of
unrimed and rimed snow using DWR(X, Ka)-VX observa-
tions at the ML top, proposed in the previous section, was
evaluated against previous studies. As shown in Fig. 3, both
DWR(X, Ka) and VX tend to increase as the precipitation
intensifies. Most cases of rimed snow fall in the region of
DWR(X, Ka) < 4 dB and VX being higher than for unrimed
snow. The VX of unrimed snow rarely exceeds 1.5 m s−1. Those outliers of rimed snow in Fig. 1a may be attributed
to the local vertical air motions, which contaminate the mea-
sured mean Doppler velocity. It should be noted that the snow
observations in Fig. 1 are limited to PR ≤4 mm h−1; namely,
the maximum radar reflectivity at the ML bottom (ZX,rain) is
around 33 dBZ, as computed by using the localized Z–R re-
lation (Leinonen et al., 2012b). The reflectivity enhancement in the ML, which is defined
as the difference between the ZX maximum in the ML and
the ZX at the melting bottom (ZX,rain), was also studied. Za-
wadzki et al. (2005) have analyzed the UHF Doppler wind
profiler observations in VUHF,snow/VUHF,rain reflectivity en- Atmos. Chem. Phys., 20, 9547–9562, 2020 https://doi.org/10.5194/acp-20-9547-2020 H. Li et al.: Insights from multifrequency and dual-polarization radar observations during BAECC H. Li et al.: Insights from multifrequency and dual-polarization radar observations during BAECC H. Li et al.: Insights from multifrequency and dual-polarization radar observations during BAECC indicating the reasonable snow classification employed in
this study. https://doi.org/10.5194/acp-20-9547-2020
Atmos. Chem. Phys., 20, 9547–9562, 2020 Table 2. Summary of the studied events. Event
Date
Event
Date
1
9 May 2014
13
10 August 2014
2
11 May 2014
14
12 August 2014
3
16 May 2014
15
13 August 2014
4
19 May 2014
16
14 August 2014
5
31 May 2014
17
18 August 2014
6
4 June 2014
18
19 August 2014
7
6 June 2014
19
20 August 2014
8
12 June 2014
20
24 August 2014
9
13 June 2014
21
25 August 2014
10
15 July 2014
22
26 August 2014
11
16 July 2014
23
27 August 2014
12
30 July 2014
24
9 September 2014 Table 2. Summary of the studied events. H. Li et al.: Insights from multifrequency and dual-polarization radar observations during BAECC Figure 2. Flow chart of the data process in this study. The snow classification part as discussed in Sect. 3.1 is in light blue. Variables used in
snow classification are in green. Radar observations during BAECC are in black. The sanity check in the next section is represented by the
dashed black diagram. Figure 2. Flow chart of the data process in this study. The snow classification part as discussed in Sect. 3.1 is in light blue. Variables used in
snow classification are in green. Radar observations during BAECC are in black. The sanity check in the next section is represented by the
dashed black diagram. Figure 2. Flow chart of the data process in this study. The snow classification part as discussed in Sect. 3.1 is in light blue. Variables used in
snow classification are in green. Radar observations during BAECC are in black. The sanity check in the next section is represented by the
dashed black diagram. Figure 3. Distribution of (a) DWR(X, Ka) and (b) VX above the ML
as a function of ZX,rain. Note that no transitional snow type between
unrimed and rimed is presented. Table 2. Summary of the studied events. Event
Date
Event
Date
1
9 May 2014
13
10 August 2014
2
11 May 2014
14
12 August 2014
3
16 May 2014
15
13 August 2014
4
19 May 2014
16
14 August 2014
5
31 May 2014
17
18 August 2014
6
4 June 2014
18
19 August 2014
7
6 June 2014
19
20 August 2014
8
12 June 2014
20
24 August 2014
9
13 June 2014
21
25 August 2014
10
15 July 2014
22
26 August 2014
11
16 July 2014
23
27 August 2014
12
30 July 2014
24
9 September 2014
hancement space and found that the augmentation of rimed
snowflake mass can increase VUHF,snow/VUHF,rain and de-
crease reflectivity enhancement. As shown in Fig. 4, de-
spite the scattered distribution of reflectivity enhancement,
the majority of cases with high VX,snow/VX,rain is domi-
nated by rimed snow, while most unrimed cases are below
VX,snow/VX,rain = 0.25. Such dependence of VX,snow/VX,rain
on riming is in line with the results in Zawadzki et al. (2005),
Figure 3. Distribution of (a) DWR(X, Ka) and (b) VX above the ML
as a function of ZX,rain. Note that no transitional snow type between
unrimed and rimed is presented. H. Li et al.: Insights from multifrequency and dual-polarization radar observations during BAECC Chem. Phys., 20, 9547–9562, 2020 https://doi.org/10.5194/acp-20-9547-2020 https://doi.org/10.5194/acp-20-9547-2020 9553 Insights from multifrequency and dual-polarization radar observations during BAECC H. Li et al.: Insights from multifrequency and dual-polarization radar observations during BAECC Table 2. Summary of the studied events. Figure 3. Distribution of (a) DWR(X, Ka) and (b) VX above the ML
as a function of ZX,rain. Note that no transitional snow type between
unrimed and rimed is presented. indicating the reasonable snow classification employed in
this study. hancement space and found that the augmentation of rimed
snowflake mass can increase VUHF,snow/VUHF,rain and de-
crease reflectivity enhancement. As shown in Fig. 4, de-
spite the scattered distribution of reflectivity enhancement,
the majority of cases with high VX,snow/VX,rain is domi-
nated by rimed snow, while most unrimed cases are below
VX,snow/VX,rain = 0.25. Such dependence of VX,snow/VX,rain
on riming is in line with the results in Zawadzki et al. (2005), hancement space and found that the augmentation of rimed
snowflake mass can increase VUHF,snow/VUHF,rain and de-
crease reflectivity enhancement. As shown in Fig. 4, de-
spite the scattered distribution of reflectivity enhancement,
the majority of cases with high VX,snow/VX,rain is domi-
nated by rimed snow, while most unrimed cases are below
VX,snow/VX,rain = 0.25. Such dependence of VX,snow/VX,rain
on riming is in line with the results in Zawadzki et al. (2005), Atmos. Chem. Phys., 20, 9547–9562, 2020 Atmos. Chem. Phys., 20, 9547–9562, 2020 https://doi.org/10.5194/acp-20-9547-2020 H. Li et al.: Insights from multifrequency and dual-polarization radar observations during BAECC 9554 Figure 4. Scatter plot of VX,snow/VX,rain versus reflectivity en-
hancement in the ML. The reflectivity enhancement is defined as
the difference between the reflectivity peak in the ML and the re-
flectivity in rain just below the ML. by riming (Kumjian et al., 2016). In our observations, both
ρhv dip and reflectivity peak descend with the increase in PR. Therefore, it appears that precipitation intensity is an impor-
tant factor affecting the formation of the saggy bright band. This finding is in line with a recent simulation study (Carlin
and Ryzhkov, 2019), which proposes that the saggy bright
band can also be attributed to other factors, such as the ag-
gregation process, the increased precipitation intensity and
the sudden decrease in RH. For unrimed snow, the response
of ρhv to the melting is obviously later than X-band reflec-
tivity, which indicates that the utilization of ρhv for detecting
the ML top should be applied with caution. p
pp
The reflectivity peak is smaller for rimed snow than un-
rimed for a given PR provided that the Rayleigh scattering
is not violated. 4.2.1
X-band reflectivity, ρhv and DWR(X, Ka) Figure 5 shows the profiles of radar reflectivity and ρhv mea-
sured by X-SACR and grouped by PR. Note that to gener-
alize the observations, the vertical axis is shifted such that
the ML top is the reference height of 0 m, and each reflec-
tivity profile was normalized by offsetting the difference be-
tween ZX,rain and the median value of ZX,rain in the corre-
sponding PR group. The same procedure was made to ρhv
and the following measurements. For most cases, the rela-
tive humidity (RH) around the ML top is above 95 % with
no dependence on PR. Thus, the effect of dry air infiltration,
e.g., decreasing reflectivity and ML thickness and descend-
ing dual-polarization measurements (Carlin and Ryzhkov,
2019), should be minimized. Considering the general aspects
of Fig. 5, it is clear that the ML thickness and reflectivity
peak increase with PR, which is in line with previous re-
sults (Fabry and Zawadzki, 1995; Wolfensberger et al., 2016;
Trömel et al., 2019). g
(
)
Interestingly, the DWR(X, Ka) profile below the ML is
higher for the rimed cases and progressively converges to-
wards the unrimed profile as PR increases. For light pre-
cipitation, the rain drops are small enough to be Rayleigh
scatterers at Ka-band; thus the difference of DWR(X, Ka)
in rain between unrimed and rimed cases is rooted in the
differences in attenuation. If the supercooled liquid water
attenuation of rimed cases is more significant, the corre-
sponding DWR(X, Ka) in rain would be smaller than the
unrimed cases. However, the reverse is observed. von Ler-
ber et al. (2014) have shown that the melting layer atten-
uation of rimed snowflakes is smaller than unrimed ones,
which could possibly explain the larger DWR(X, Ka) of
rimed cases in rain. With the increase in precipitation inten-
sity, the DWR(X, Ka) of rimed cases in rain decreases to-
wards the unrimed profile. This can be attributed to several
factors, such as the enhanced liquid attenuation above the
melting layer and the non-Rayleigh scattering of large rain-
drops at Ka-band. We hesitate to determine the role of non-
Rayleigh scattering in rain since raindrops characterized by The ρhv and radar reflectivity have been used in identifying
the bright band sagging (Kumjian et al., 2016; Ryzhkov et al.,
2016; Xie et al., 2016). Table 2. Summary of the studied events. When PR is greater than 1 mm h−1, the re-
flectivity peaks of rimed and unrimed snow are closer, which
can be explained by the non-Rayleigh scattering of very large
aggregates at X-band, as discussed by Fabry and Zawadzki
(1995). Another notable finding is that the ZX at the ML top
for rimed snow is smaller than unrimed, which indicates that
rimed snowflakes may have smaller sizes for a given PR. This
is further confirmed in the DWR(X, Ka) profiles as shown
in Fig. 6. From the aggregation region to the ML top, the
DWR(X, Ka) of rimed snow is significantly smaller than un-
rimed snow. In particular, very weak DWR(X, Ka) for rimed
snow could be identified just above the ML. This indicates
that the aggregation process, the dominating factor of grow-
ing snow size close to the ML (Fabry and Zawadzki, 1995),
can be heavily suppressed for rimed snow. Heymsfield et al. (2015) have reported the enhanced maximum particle size
below the 0 ◦C isotherm using in situ measurements and at-
tributed it to the continuing aggregation in the ML. Such con-
tinuing aggregation in conjunction with the changing scatter-
ing properties (the water coating) may be responsible for the
continuing increase in DWR(X, Ka) in the ML. Figure 4. Scatter plot of VX,snow/VX,rain versus reflectivity en-
hancement in the ML. The reflectivity enhancement is defined as
the difference between the reflectivity peak in the ML and the re-
flectivity in rain just below the ML. 4.2
Vertical profiles of multifrequency radar
measurements in the ML To obtain a general idea of how the ML is modulated by rim-
ing and aggregation, statistics of vertically pointing radar ob-
servations were made. As the ML properties are modulated
by precipitation intensity (Fabry and Zawadzki, 1995; Carlin
and Ryzhkov, 2019), the observations were grouped by PR. For ease of comparison, the vertical axis is shifted such that
the reference height is the ML top. H. Li et al.: Insights from multifrequency and dual-polarization radar observations during BAECC H. Li et al.: Insights from multifrequency and dual-polarization radar observations during BAECC H. Li et al.: Insights from multifrequency and dual-polarization radar observations during BAECC 9555 Figure 5. Normalized X-band radar profiles grouped by PR. tunrimed and trimed indicate the total observing time in each group for unrimed
and rimed cases, respectively. The median values of X-band reflectivity at the ML bottom for unrimed (ZX,unrimed) and rimed (ZX,rimed)
cases are marked just below the ML bottom with the standard values in brackets. The median and standard deviations (in parentheses) of
relative humidity (RH) at the ML top for unrimed (RHunrimed) and rimed (RHrimed) cases in each group are presented near the ML top. The
median and standard deviations (in parentheses) of PR for unrimed (PRunrimed) and rimed (PRrimed) cases in each group are presented in the
lower part. Shaded regions represent the standard derivation. Figure 5. Normalized X-band radar profiles grouped by PR. tunrimed and trimed indicate the total observing time in each group for unrimed
and rimed cases, respectively. The median values of X-band reflectivity at the ML bottom for unrimed (ZX unrimed) and rimed (ZX rimed Figure 5. Normalized X-band radar profiles grouped by PR. tunrimed and trimed indicate the total observing time in each group for unrimed
and rimed cases, respectively. The median values of X-band reflectivity at the ML bottom for unrimed (ZX,unrimed) and rimed (ZX,rimed)
cases are marked just below the ML bottom with the standard values in brackets. The median and standard deviations (in parentheses) of
relative humidity (RH) at the ML top for unrimed (RHunrimed) and rimed (RHrimed) cases in each group are presented near the ML top. The
median and standard deviations (in parentheses) of PR for unrimed (PRunrimed) and rimed (PRrimed) cases in each group are presented in the
lower part. Shaded regions represent the standard derivation. Figure 6. Same as Fig. 5 but for DWR(X, Ka). Note that the radar
calibration is made by matching the X- and Ka-band radar reflectiv-
ities at precipitation top. Figure 6. Same as Fig. 5 but for DWR(X, Ka). Note that the radar different non-Rayleigh scattering size regions can lead to op-
posite effects on DWR(X, Ka), as shown by Li and Moisseev
(2019). 4.2.1
X-band reflectivity, ρhv and DWR(X, Ka) When PR is greater than 1 mm h−1,
the level of ρhv minimum of rimed snow seems to be lower
than the unrimed; however, the opposite holds when PR is
less than or equal to 1 mm h−1, which seems controversial to
the expectation that the bright band sagging is mainly caused Atmos. Chem. Phys., 20, 9547–9562, 2020 https://doi.org/10.5194/acp-20-9547-2020 4.2.3
W-band reflectivity W-band reflectivity can be heavily affected by a wet radome,
rain, ML, supercooled liquid water and gaseous attenuation
(Kneifel et al., 2015; Li and Moisseev, 2019). Such attenu-
ation coupled with precipitation microphysical processes, as
well as the change of particle scattering regimes, can modu-
late the W-band reflectivity profiles. As shown in Fig. 9, the
decrease in W-band reflectivity with height is mainly caused
by rain attenuation. This effect is enhanced as PR increases,
which has been adopted to retrieve PR (Matrosov, 2007). From dry to melting snow, there is a jump in W-band reflec-
tivity, and the extent of such a jump seems dependent on PR. The bright band signature is partially visible when PR is less
than or equal to 0.15 mm h−1 but is absent as the precipita-
tion intensifies. This is expected, given the increased non-
Rayleigh scattering at W-band for large snowflakes (Sassen
et al., 2005). When PR is less than or equal to 0.15 mm h−1,
the dark band is present for both unrimed and rimed snow,
while the reflectivity dip near the ML top for unrimed snow
is stronger than rimed. Below 1 mm h−1, the dark band is
present for unrimed snow, in contrast with its absence for
rimed snow when PR is greater than 0.15 mm h−1, which
may indicate that the dark band is more frequently observed
for the scenario of unrimed snow. Figure 7. Same as Fig. 5 but for LDR observed by Ka-SACR. As shown in Fig. 8, the Ka-band reflectivity enhancement
in the ML decreases as the precipitation intensifies. This
is similar to the observations presented by Fabry and Za-
wadzki (1995) who found that the reflectivity peak in the
ML observed by an X-band radar is less pronounced than that
measured by an UHF radar when the reflectivity in rain ex-
ceeds 25 dBZ. With the increase in precipitation intensity, the
size of snowflakes generally grows. Therefore, there are less
hydrometeors satisfying the Rayleigh criteria, and the non-
Rayleigh scattering becomes more significant. As a result,
the reflectivity peak in the ML is not as pronounced as in the
scenario of Rayleigh scattering. In addition, the ML atten-
uation increases as PR intensifies (Li and Moisseev, 2019),
which further impedes the increase in reflectivity in the ML. H. Li et al.: Insights from multifrequency and dual-polarization radar observations during BAECC 9556 Figure 7. Same as Fig. 5 but for LDR observed by Ka-SACR. above the ML top, as shown in Sassen et al. (2005, 2007) and
Heymsfield et al. (2008). above the ML top, as shown in Sassen et al. (2005, 2007) and
Heymsfield et al. (2008). 4.2.3
W-band reflectivity This also explains the lower reflectivity enhancement in the
ML for rimed snow when PR is greater than 0.5 mm h−1. As shown in Fig. 6, rimed snowflakes are usually smaller;
thus the non-Rayleigh effect and ML attenuation (von Ler-
ber et al., 2014) are not as significant as the larger unrimed
ice particles. Sassen et al. (2005) have proposed that the dark band
observed by W-band radars is due to the combination of
Rayleigh and non-Rayleigh scattering effects modulated by
the PSD. Heymsfield et al. (2008) have pinpointed that such
a reflectivity dip is linked to the aggregation process, which
consumes small ice while growing large snowflakes whose
backscattering cross sections at W-band are much smaller
than the scenario of Rayleigh scattering. This statement is ev-
idenced in our statistical results since the dark band feature is
more significant for unrimed snow and is more distinct at W-
band than at Ka-band. Furthermore, the obscured dark band
for rimed snow may indicate that the aggregation of rimed
snow can be weaker than unrimed snow. When PR is less than or equal to 0.15 mm h−1, a weak re-
flectivity dip, the dark band, appears at the top of the ML for
unrimed snow, which may also be observed by centimeter-
wavelength radars (Fabry and Zawadzki, 1995). In the lit-
erature, the dark band has different definitions. For ground-
based radars, Kollias and Albrecht (2005) referred the dip in
radar reflectivity below the ML top as dark band. The dark
band which is present just above the ML top, as observed by
the spaceborne W-band radar, can be caused by the strong
signal attenuation from large snow aggregates, as discussed
in Sassen et al. (2007). Meanwhile, the change of PSD during
the aggregation process can also contribute to this reflectiv-
ity dip, which is named dark band by Sassen et al. (2005)
and dim band by Heymsfield et al. (2008). In this study, the
dark band is identified as the decrease in radar reflectivity just 4.2.2
Ka-band LDR and reflectivity LDR usually increases in the ML as melting increases the di-
electric constant of nonspherical ice particles. Figure 7 shows
the profiles of LDR (Ka-SACR) and ρhv (X-SACR). Both
LDR peak and ρhv dip in rimed snow are lower than un-
rimed snow when PR is greater than 1 mm h−1, while the re-
verse is observed for lighter precipitation. Despite the rather
good agreement between LDR and ρhv observations, it ap-
pears that LDR systematically reveals a lower ML bottom
than ρhv, indicating that LDR can be suitable in discriminat-
ing between rain and melting snow (Illingworth and Thomp-
son, 2011; Dias Neto et al., 2019). The smaller LDR peak
for rimed snow is correlated with the smaller X-band reflec-
tivity enhancement as shown in Fig. 5, which is consistent
with Illingworth and Thompson (2011) and Sandford et al. (2017). Figure 6. Same as Fig. 5 but for DWR(X, Ka). Note that the radar
calibration is made by matching the X- and Ka-band radar reflectiv-
ities at precipitation top. https://doi.org/10.5194/acp-20-9547-2020 Atmos. Chem. Phys., 20, 9547–9562, 2020 H. Li et al.: Insights from multifrequency and dual-polarization radar observations during BAECC H. Li et al.: Insights from multifrequency and dual-polarization radar observations during BAECC H. Li et al.: Insights from multifrequency and dual-polarization radar observations during BAECC H. Li et al.: Insights from multifrequency and dual-polarization radar observations during BAECC 9557 Figure 8. Same as Fig. 5 but for Ka-band radar. Note that the calibration is made by matching the Ka-band reflectivity with X-band at
precipitation top, while the attenuation in the profile is not accounted for. To be in line with Fig. 5, ρhv observed by X-SACR is presented
instead of the LDR measured by Ka-SACR. Figure 8. Same as Fig. 5 but for Ka-band radar. Note that the calibration is made by matching the Ka-band reflectivity with X-band at
precipitation top, while the attenuation in the profile is not accounted for. To be in line with Fig. 5, ρhv observed by X-SACR is presented
instead of the LDR measured by Ka-SACR. Figure 9. Same as Fig. 5 but for W-band. Note that the reflectivity
profiles at W-band are shifted by matching the radar reflectivity at
the ML bottom (ZW,rain), while the value of ZW,rain is not shown
due to the unknown W-band attenuation. gation happens in light precipitation. Li et al. (2018) have
shown that Zdr is a function of snow shape, canting angle
distribution and density, and it generally decreases with the
increase in radar reflectivity. It would be interesting to study
the riming impact on Zdr profiles (Vogel and Fabry, 2018);
unfortunately, we were not able to perform such a compar-
ison due to the very limited number of RHI profiles during
the studied events. It should be noted that the beam width of
FMI C-band radar is 1◦, resulting in a vertical projection of
around 1.1 km over the Hyytiälä station. This explains why
the height at which Zdr starts increasing is approximately
500 m higher than the ML top determined by X-SACR. High Kdp values were observed when PR exceeds
1 mm h−1, while no detectable Kdp signal can be found when
PR is less than or equal to 1 mm h−1. This is in line with the
previous finding that the enhanced Kdp is indicative of in-
tense precipitation (Bechini et al., 2013). When PR is greater
than 1 mm h−1, the enhanced Kdp starts at around 3000 m
above the ML with the expected temperature of around
−20 ◦C, which is related to the dendritic growth region (Be-
chini et al., 2013; Moisseev et al., 2015). Atmos. Chem. Phys., 20, 9547–9562, 2020 4.3
Weather radar measurements Recent studies have demonstrated the potential of polarimet-
ric measurements in revealing cloud microphysics and im-
proving precipitation forecasts (Tiira and Moisseev, 2020;
Trömel et al., 2019). Given the importance of precipitation
intensity to the ML, it is necessary to address how the dual-
polarization observations are dependent on PR. Therefore,
we have analyzed the statistical profiles of Zdr and Kdp ob-
served by the RHI scan of the FMI C-band dual-polarization
radar. The vertical axis of weather radar RHI observations
was shifted to the same level as we did for vertically pointing
radars. https://doi.org/10.5194/acp-20-9547-2020 Atmos. Chem. Phys., 20, 9547–9562, 2020 H. Li et al.: Insights from multifrequency and dual-polarization radar observations during BAECC 9558 Figure 10. Normalized Zdr and Kdp profiles observed by FMI C-
band radar with RHI scanning. Number of RHI profiles is presented
at the bottom. The ML top (as retrieved from X-SACR observa-
tions) is used as the reference height in the vertical axis. b. X-band radar reflectivity peak is smaller for rimed
snow than unrimed for a given precipitation inten-
sity if the non-Rayleigh scattering effect is not sig-
nificant. b. X-band radar reflectivity peak is smaller for rimed
snow than unrimed for a given precipitation inten-
sity if the non-Rayleigh scattering effect is not sig-
nificant. c. If the non-Rayleigh scattering effect is distinct,
e.g., at Ka- or W-band, the reflectivity peak can be
larger for rimed snow. d. The reflectivity dip at the melting layer top (dark
band) is obscured for rimed snow, while it is pro-
nounced for unrimed snow. This suggests that the
aggregation process may be suppressed by riming. 3. The decrease in Zdr towards the melting layer is pro-
nounced in heavy precipitation but is insignificant in
light precipitation. A well-calibrated triple-frequency radar setup has been
shown potential in studying the microphysics of snowfall. However, such measurements may not be well suited to rain-
fall due to the highly uncertain W-band attenuation caused
by the melting layer, as well as the supercooled water. The
approach presented explores the possibility of adding the
Doppler velocity to distinguish between unrimed and rimed
conditions and is less affected by the attenuation from su-
percooled water. Such instrumentation as the X/Ka-SACR
mounted on the same platform takes much less effort in
pointing alignment. Its application may also be expanded
to space-borne radars. For example, instead of launching
triple-frequency radars, implementing the Doppler capability
with sufficient sensitivity on either of the radars on a dual-
wavelength platform may be served as an option. Figure 10. Normalized Zdr and Kdp profiles observed by FMI C-
band radar with RHI scanning. Number of RHI profiles is presented
at the bottom. The ML top (as retrieved from X-SACR observa-
tions) is used as the reference height in the vertical axis. H. Li et al.: Insights from multifrequency and dual-polarization radar observations during BAECC Overall, these ob-
servations indicate that the dependence of ML properties on
the dual-polarization signatures above may mainly be due to
the correlation of these signatures with precipitation inten-
sity. Figure 9. Same as Fig. 5 but for W-band. Note that the reflectivity
profiles at W-band are shifted by matching the radar reflectivity at
the ML bottom (ZW,rain), while the value of ZW,rain is not shown
due to the unknown W-band attenuation. Significant dependence of Zdr and Kdp on PR can be found
in Fig. 10. In cases when PR is greater than 0.15 mm h−1,
Zdr decreases significantly to around 0 dB just above the ML. This is mainly due to the aggregation process, which leads
to increased particle size and decreased density. In contrast,
Zdr does not change just above the ML when PR is less than
or equal to 0.15 mm h−1, indicating that very weak aggre- Atmos. Chem. Phys., 20, 9547–9562, 2020 https://doi.org/10.5194/acp-20-9547-2020 H. Li et al.: Insights from multifrequency and dual-polarization radar observations during BAECC 5
Conclusions In this work, the connection between the precipitation melt-
ing layer and snow microphysics was studied using ver-
tically pointing multifrequency Doppler radar and C-band
dual-polarization weather radar observations. Using surface-
based snowfall measurements collected over five winters at
the University of Helsinki measurement station and supple-
mented by the single particle scattering datasets of aggre-
gated snowflakes and rimed ice particles, a connection be-
tween rime mass fraction and radar observations at X- and
Ka-bands was established and used in classifying unrimed
and rimed snow. The sanity checks show that the results
of this classification are consistent with the previous study
using single-frequency radar observations (Zawadzki et al.,
2005). Statistics of vertically pointing multifrequency dual-
polarization radars and RHI scans of C-band polarimetric
weather radar show the following. A coordinated radar setup as employed during BAECC fa-
cilitates the synergy of multiple radar frequencies and polari-
metric observations at various scan modes. Due to the peri-
odical changes of radar scanning modes during BAECC, the
total stratiform rainfall cases are limited to ∼11.5 h. More of
such observations can be utilized to evaluate and consolidate
the presented conclusions. If such coordinated measurements
with high time resolutions can be obtained in the future, our
understanding of snow microphysical processes may be fur-
ther advanced. 1. The radar-observed melting layer properties show a de-
tectable connection to the precipitation intensity. The in-
crease in precipitation intensity can lead to the saggy
bright band, i.e., the descending of reflectivity peak
and ρhv dip. Data availability. Quicklooks of radar observations used in this
study are available at https://doi.org/10.5281/zenodo.3979103 (Li,
2020). The FMI radar data are available from the Atmospheric Ra-
diation Measurement (ARM) Climate Research Facility (https:
//iop.archive.arm.gov/arm-iop/2014/tmp/baecc/moisseev-radar_
cband/?uid=LIH2&st=5f32748d&home=arm-archive, last access:
11 August 2020) (von Lerber, 2020). 2. Riming can affect melting layer properties in the fol-
lowing ways. The ARM data used in this study are available from Atmospheric
Radiation Measurement (ARM) Climate Research Facility (ARM
Climate Research Facility, 2006, 2010, 2011). The ARM data used in this study are available from Atmospheric
Radiation Measurement (ARM) Climate Research Facility (ARM
Climate Research Facility, 2006, 2010, 2011). a. In moderate to heavy rainfall, riming may cause ad-
ditional bright band sagging. However, the oppo-
site effect is observed in light precipitation, namely,
such sagging is associated with unrimed snow. PIP data are available from https://doi.org/10.5281/zenodo.3977959
(Moisseev, 2020). Competing interests. The authors declare that they have no conflict
of interest. Competing interests. The authors declare that they have no conflict
of interest. ARM Climate Research Facility: Ka-Band Scanning ARM Cloud
Radar (KASACRVPT). 2014-01-15 to 2014-09-13, ARM Mo-
bile Facility (TMP) U. of Helsinki Research Station (SMEAR II),
Hyytiala, Finland; AMF2 (M1), Compiled by: Isom, B., Bharad-
waj, N., Lindenmaier, I., Nelson, D., Hardin, J., and Matthews,
A., Atmospheric Radiation Measurement (ARM) Climate Re-
search Facility Data Archive, Oak Ridge, Tennessee, USA,
https://doi.org/10.5439/1046201, 2010. Acknowledgements. We would like to thank the personnel of
Hyytiälä Station for their support in field observations. We espe-
cially thank Matti Leskinen for his help in data analysis. The re-
search of Haoran Li, Jussi Tiira and Dmitri Moisseev was sup-
ported by the Academy of Finland’s Centers of Excellence program
(grant 307331) and ERA-PLANET’s transnational project iCUPE
(grant agreement 689443), funded under the EU Horizon 2020
framework program. Annakaisa von Lerber was funded by the
Academy of Finland (postdoc grant 333901). Haoran Li was also
funded by the China Scholarship Council. The instrumentation used
in this study was supported by NASA’s Global Precipitation Mea-
surement Mission ground validation program and by the US De-
partment of Energy’s Office of Science ARM program. ARM Climate Research Facility: X-Band Scanning ARM Cloud
Radar (XSACRVPT). 2014-01-15 to 2014-09-13, ARM Mobile
Facility (TMP) U. of Helsinki Research Station (SMEAR II),
Hyytiala, Finland; AMF2 (M1), Compiled by: Isom, B., Bharad-
waj, N., Lindenmaier, I., Nelson, D., Hardin, J., and Matthews,
A., Atmospheric Radiation Measurement (ARM) Climate Re-
search Facility Data Archive, Oak Ridge, Tennessee, USA,
https://doi.org/10.5439/1150303, 2011. Atlas, D.: Drop size and radar structure of a precipitation streamer,
J. Meteorol., 14, 261–271, 1957. Financial support. This research has been supported by the
Academy of Finland (grant no. 307331), the European Commission
(grant no. ERA-PLANET (689443)) and the China Scholarship
Council (grant no. 201603170181). Bailey, M. P. and Hallett, J.: A comprehensive habit diagram
for atmospheric ice crystals: confirmation from the laboratory,
AIRS II, and other field studies, J. Atmos. Sci., 66, 2888–2899,
2009. Open-access
funding
was
provided
by
Helsinki
University
Library. Barrett, A. I., Westbrook, C. D., Nicol, J. C., and Stein,
T. H. M.: Rapid ice aggregation process revealed through
triple-wavelength Doppler spectrum radar analysis, Atmos. Chem. Phys., 19, 5753–5769, https://doi.org/10.5194/acp-19-
5753-2019, 2019. Review statement. This paper was edited by Jui-Yuan Chris-
tine Chiu and reviewed by Andrew Heymsfield and two anonymous
referees. References Author contributions. HL and DM designed and conceptualized
the study. HL performed the investigation and did the data analy-
sis. DM contributed with the research supervision. JT processed the
FMI C-band radar raw data. AvL developed the snow retrieval al-
gorithm based on PIP products. HL wrote the original paper. All
coauthors contributed to reviewing and editing this paper. ARM Climate Research Facility: Marine W-Band (95 GHz) ARM
Cloud Radar (MWACR). 2014-01-15 to 2014-09-13, ARM Mo-
bile Facility (TMP) U. of Helsinki Research Station (SMEAR II),
Hyytiala, Finland; AMF2 (M1), Compiled by: Isom, B., Bharad-
waj, N., Lindenmaier, I., Nelson, D., Hardin, J., and Matthews,
A., Atmospheric Radiation Measurement (ARM) Climate Re-
search Facility Data Archive, Oak Ridge, Tennessee, USA,
https://doi.org/10.5439/1150242, 2006. 5
Conclusions PIP data are available from https://doi.org/10.5281/zenodo.3977959
(Moisseev, 2020). Atmos. Chem. Phys., 20, 9547–9562, 2020 https://doi.org/10.5194/acp-20-9547-2020 9559 Atmos. Chem. Phys., 20, 9547–9562, 2020 https://doi.org/10.5194/acp-20-9547-2020 H. Li et al.: Insights from multifrequency and dual-polarization radar observations during BAECC 9560 Earth Syst. Sci. Data, 11, 845–863, https://doi.org/10.5194/essd-
11-845-2019, 2019. Earth Syst. Sci. Data, 11, 845–863, https://doi.org/10.5194/essd-
11-845-2019, 2019. Hogan, R. J., Illingworth, A. J., and Sauvageot, H.: Measuring crys-
tal size in cirrus using 35-and 94-GHz radars, J. Atmos. Ocean. Tech., 17, 27–37, 2000. Doviak, R., Bringi, V., Ryzhkov, A., Zahrai, A., and Zrni´c, D.: Con-
siderations for polarimetric upgrades to operational WSR-88D
radars, J. Atmos. Ocean. Tech., 17, 257–278, 2000. Huggel, A., Schmid, W., and Waldvogel, A.: Raindrop size distri-
butions and the radar bright band, J. Appl. Meteorol., 35, 1688–
1701, 1996. Erlingis, J. M., Gourley, J. J., Kirstetter, P.-E., Anagnostou, E. N.,
Kalogiros, J., Anagnostou, M. N., and Petersen, W.: Evaluation
of operational and experimental precipitation algorithms and mi-
crophysical insights during IPHEx, J. Hydrometeorol., 19, 113–
125, 2018. Illingworth, A. and Thompson, R.: Radar bright band correction
using the linear depolarisation ratio, in: Proceedings of the
8th International Symposium on Weather Radar and Hydrology,
April 2011, Exeter, UK, 64–68, 2011. Klaassen, W.: Radar observations and simulation of the melting
layer of precipitation, J. Atmos. Sci., 45, 3741–3753, 1988. Fabry, F. and Zawadzki, I.: Long-term radar observations of the
melting layer of precipitation and their interpretation, J. Atmos. Sci., 52, 838–851, 1995. Kneifel,
S.,
Kulie,
M.,
and
Bennartz,
R.:
A
triple-
frequency
approach
to
retrieve
microphysical
snow-
fall
parameters,
J. Geophy. Res.-Atmos.,
116,
D11203,
https://doi.org/10.1029/2010JD015430, 2011. Falconi, M. T., von Lerber, A., Ori, D., Marzano, F. S., and
Moisseev, D.: Snowfall retrieval at X, Ka and W bands: con-
sistency of backscattering and microphysical properties using
BAECC ground-based measurements, Atmos. Meas. Tech., 11,
3059–3079, https://doi.org/10.5194/amt-11-3059-2018, 2018. Kneifel, S., Lerber, A., Tiira, J., Moisseev, D., Kollias, P., and
Leinonen, J.: Observed relations between snowfall microphysics
and triple-frequency radar measurements, J. Geophy. Res.-
Atmos., 120, 6034–6055, 2015. Giangrande, S. E., Krause, J. M., and Ryzhkov, A. V.: Automatic
designation of the melting layer with a polarimetric prototype of
the WSR-88D radar, J. Appl. Meteorol. Clim., 47, 1354–1364,
2008. Kollias, P. and Albrecht, B.: Why the melting layer radar reflec-
tivity is not bright at 94 GHz, Geophys. Res. Lett., 32, L24818,
https://doi.org/10.1029/2005GL024074, 2005. Giangrande, S. E., Toto, T., Bansemer, A., Kumjian, M. R., Mishra,
S., and Ryzhkov, A. V.: Insights into riming and aggregation pro-
cesses as revealed by aircraft, radar, and disdrometer observa-
tions for a 27 April 2011 widespread precipitation event, J. Geo-
phys. H. Li et al.: Insights from multifrequency and dual-polarization radar observations during BAECC Res.-Atmos., 121, 5846–5863, 2016. Kollias, P., Jo, I., Borque, P., Tatarevic, A., Lamer, K., Bharadwaj,
N., Widener, K., Johnson, K., and Clothiaux, E. E.: Scanning
ARM cloud radars. Part II: Data quality control and processing,
J. Atmos. Ocean. Tech., 31, 583–598, 2014. Grecu, M., Tian, L., Heymsfield, G. M., Tokay, A., Olson, W. S.,
Heymsfield, A. J., and Bansemer, A.: Nonparametric methodol-
ogy to estimate precipitating ice from multiple-frequency radar
reflectivity observations, J. Appl. Meteorol. Clim., 57, 2605–
2622, 2018. Korolev, A., Isaac, G., and Hallett, J.: Ice particle habits in strati-
form clouds, Q. J. Roy. Meteorol. Soc., 126, 2873–2902, 2000. Korolev, A. V., Isaac, G. A., Cober, S. G., Strapp, J. W., and Hallett,
J.: Microphysical characterization of mixed-phase clouds, Q. J. Roy. Meteorol. Soc., 129, 39–65, 2003. Haynes, J. M., L’Ecuyer, T. S., Stephens, G. L., Miller, S. D.,
Mitrescu, C., Wood, N. B., and Tanelli, S.: Rainfall retrieval
over the ocean with spaceborne W-band radar, J. Geophys. Res.-
Atmos., 114, D00A22, https://doi.org/10.1029/2008JD009973,
2009. Kruger, A. and Krajewski, W. F.: Two-dimensional video disdrom-
eter: A description, J. Atmos. Ocean. Tech., 19, 602–617, 2002. Kumjian, M. R., Mishra, S., Giangrande, S. E., Toto, T., Ryzhkov,
A. V., and Bansemer, A.: Polarimetric radar and aircraft obser-
vations of saggy bright bands during MC3E, J. Geophys. Res.-
Atmos., 121, 3584–3607, 2016. Helmus, J. J. and Collis, S. M.: The Python ARM Radar Toolkit (Py-
ART), a library for working with weather radar data in the
Python programming language, J. Open Res. Softw., 4, e25,
https://doi.org/10.5334/jors.119, 2016. Lamb, D. and Verlinde, J.: Physics and chemistry of clouds, Cam-
bridge University Press, Cambridge, 2011. Leinonen, J. and Moisseev, D.: What do triple-frequency radar sig-
natures reveal about aggregate snowflakes?, J. Geophys. Res.-
Atmos., 120, 229–239, 2015. Heymsfield, A. J., Bansemer, A., Schmitt, C., Twohy, C., and Poel-
lot, M. R.: Effective ice particle densities derived from aircraft
data, J. Atmos. Sci., 61, 982–1003, 2004. Leinonen, J. and Szyrmer, W.: Radar signatures of snowflake rim-
ing: A modeling study, Earth Space Sci., 2, 346–358, 2015. Heymsfield, A. J., Bansemer, A., and Twohy, C. H.: Refinements to
ice particle mass dimensional and terminal velocity relationships
for ice clouds. Part I: Temperature dependence, J. Atmos. Sci.,
64, 1047–1067, 2007. Leinonen, J., Kneifel, S., Moisseev, D., Tyynelä, J., Tanelli,
S.,
and
Nousiainen,
T.:
Evidence
of
nonspheroidal
be-
havior
in
millimeter-wavelength
radar
observations
of
snowfall,
J. Geophys. Competing interests. The authors declare that they have no conflict
of interest. Battaglia, A., Kummerow, C., Shin, D.-B., and Williams, C.: Con-
straining microwave brightness temperatures by radar brightband
observations, J. Atmos. Ocean. Tech., 20, 856–871, 2003. Bechini, R., Baldini, L., and Chandrasekar, V.: Polarimetric radar
observations in the ice region of precipitating clouds at C-band
and X-band radar frequencies, J. Appl. Meteorol. Clim., 52,
1147–1169, 2013. Bringi, V. N. and Chandrasekar, V.: Polarimetric Doppler weather
radar: principles and applications, Cambridge University Press,
Cambridge, 2001. Carlin, J. T. and Ryzhkov, A. V.: Estimation of melting-layer cool-
ing rate from dual-polarization radar: spectral bin model simula-
tions, J. Appl. Meteorol. Clim., 58, 1485–1508, 2019. Chase, R. J., Finlon, J. A., Borque, P., McFarquhar, G. M., Nesbitt,
S. W., Tanelli, S., Sy, O. O., Durden, S. L., and Poellot, M. R.:
Evaluation of triple-frequency radar retrieval of snowfall proper-
ties using coincident airborne in situ observations during OLYM-
PEX, Geophys. Res. Lett., 45, 5752–5760, 2018. Dias Neto, J., Kneifel, S., Ori, D., Trömel, S., Handwerker, J.,
Bohn, B., Hermes, N., Mühlbauer, K., Lenefer, M., and Sim-
mer, C.: The TRIple-frequency and Polarimetric radar Experi-
ment for improving process observations of winter precipitation, https://doi.org/10.5194/acp-20-9547-2020 Atmos. Chem. Phys., 20, 9547–9562, 2020 https://doi.org/10.5194/acp-20-9547-2020 H. Li et al.: Insights from multifrequency and dual-polarization radar observations during BAECC 9561 Retrieval of snowflake microphysical properties from multifre-
quency radar observations, Atmos. Meas. Tech., 11, 5471–5488,
https://doi.org/10.5194/amt-11-5471-2018, 2018. Retrieval of snowflake microphysical properties from multifre-
quency radar observations, Atmos. Meas. Tech., 11, 5471–5488,
https://doi.org/10.5194/amt-11-5471-2018, 2018. Newman, A. J., Kucera, P. A., and Bliven, L. F.: Presenting the
snowflake video imager (SVI), J. Atmos. Ocean. Tech., 26, 167–
179, 2009. Oue, M., Kollias, P., Ryzhkov, A., and Luke, E. P.: Toward exploring
the synergy between cloud radar polarimetry and Doppler spec-
tral analysis in deep cold precipitating systems in the Arctic, J. G
h
A
123 2 9
2815 2018 Lhermitte, R. M.: Observation of rain at vertical incidence with a
94 GHz Doppler radar: An insight on Mie scattering, Geophys. Res. Lett., 15, 1125–1128, 1988. y
p
p
p
g y
Geophys. Res.-Atmos., 123, 2797–2815, 2018. Li, H. and Moisseev, D.: Melting layer attenuation at Ka- and
W-bands as derived from multi-frequency radar Doppler spec-
tra observations, J. Geophys. Res.-Atmos., 124, 9520–9533,
https://doi.org/10.1029/2019JD030316, 2019. p y
Petäjä, T., O’Connor, E. J., Moisseev, D., Sinclair, V. A., Manni-
nen, A. J., Väänänen, R., von Lerber, A., Thornton, J. A., Nicoll,
K., Petersen, W., Chandrasekar, V., Smith, J. N., Winkler, P. M., Krüger, O., Hakola, H., Timonen, H., Brus, D., Laurila, T.,
Asmi, E., Riekkola, M. L., Mona, L., Massoli, P., Engelmann,
R., Komppula, M., Wang, J., Kuang, C. G., Back, J., Virtanen,
A., Levula, J., Ritsche, M., and Hickmon, N.: BAECC: A field
campaign to elucidate the impact of biogenic aerosols on clouds
and climate, B. Am. Meteorol. Soc., 97, 1909–1928, 2016. Li, H.: Quicklooks of X-SACR data during BAECC – stratiform
rainfall, zenodo, https://doi.org/10.5281/zenodo.3979103, 2020. Li, H. and Moisseev, D.: Two layers of melting ice par-
ticles
within
a
single
radar
bright
band:
Interpretation
and implications, Geophys. Res. Lett., 47, e2020GL087499,
https://doi.org/10.1029/2020GL087499, 2020. Ryde, J.: The attenuation and radar echoes produced at centimeter
wavelengths by various meteorological phenomena, in: Meteo-
rological Factors in Radio Wave Propagation, Physical Society,
London, 169–189, 1946. Li, H., Moisseev, D., and von Lerber, A.: How does riming af-
fect dual-polarization radar observations and snowflake shape?,
J. Geophys. Res.-Atmos., 123, 6070–6081, 2018. Liebe, H. J.: An updated model for millimeter wave propagation in
moist air, Radio Sci., 20, 1069–1089, 1985. H. Li et al.: Insights from multifrequency and dual-polarization radar observations during BAECC Ryzhkov, A., Zhang, P., Reeves, H., Kumjian, M., Tschallener, T.,
Trömel, S., and Simmer, C.: Quasi-vertical profiles – A new way
to look at polarimetric radar data, J. Atmos. Ocean. Tech., 33,
551–562, 2016. Locatelli, J. D. and Hobbs, P. V.: Fall speeds and masses of solid
precipitation particles, J. Geophys. Res., 79, 2185–2197, 1974. Mason, S., Chiu, C., Hogan, R., Moisseev, D., and Kneifel, S.:
Retrievals of riming and snow density from vertically point-
ing doppler radars, J. Geophys. Res.-Atmos., 123, 13807–13834,
2018. Sandford, C., Illingworth, A., and Thompson, R.: The potential use
of the linear depolarization ratio to distinguish between convec-
tive and stratiform rainfall to improve radar rain-rate estimates,
J. Appl. Meteorol. Clim., 56, 2927–2940, 2017. Mason, S. L., Hogan, R. J., Westbrook, C. D., Kneifel, S., Moisseev,
D., and von Terzi, L.: The importance of particle size distribu-
tion and internal structure for triple-frequency radar retrievals of
the morphology of snow, Atmos. Meas. Tech., 12, 4993–5018,
https://doi.org/10.5194/amt-12-4993-2019, 2019. Sarma, A. C., Deshamukhya, A., Narayana Rao, T., and Sharma, S.:
A study of raindrop size distribution during stratiform rain and
development of its parameterization scheme in the framework
of multi-parameter observations, Meteorol. Appl., 23, 254–268,
2016. Matrosov, S. Y.: A dual-wavelength radar method to measure snow-
fall rate, J. Appl. Meteorol., 37, 1510–1521, 1998. Sassen, K., Campbell, J. R., Zhu, J., Kollias, P., Shupe, M., and
Williams, C.: Lidar and triple-wavelength Doppler radar mea-
surements of the melting layer: A revised model for dark- and
brightband phenomena, J. Appl. Meteorol., 44, 301–312, 2005. Matrosov, S. Y.: Potential for attenuation-based estimations of
rainfall rate from CloudSat, Geophys. Res. Lett., 34, L05817,
https://doi.org/10.1029/2006GL029161, 2007. Sassen, K., Matrosov, S., and Campbell, J.: CloudSat spaceborne
94 GHz radar bright bands in the melting layer: An attenuation-
driven upside-down lidar analog, Geophys. Res. Lett., 34,
L16818, https://doi.org/10.1029/2007GL030291, 2007. Matrosov, S. Y.: Assessment of radar signal attenuation caused by
the melting hydrometeor layer, IEEE T. Geosci. Remote., 46,
1039–1047, 2008. Moisseev, D.: Snow microphysical properties retrieved from PIP
observations collected in Hyytiälä on 2014–2015, zenodo,
https://doi.org/10.5281/zenodo.3977959, 2020. Sekelsky, S. M.: Near-field reflectivity and antenna boresight gain
corrections for millimeter-wave atmospheric radars, J. Atmos. Ocean. Tech., 19, 468–477, 2002. Moisseev, D., von Lerber, A., and Tiira, J.: Quantifying the effect of
riming on snowfall using ground-based observations, J. Geophys. Res.-Atmos., 122, 4019–4037, 2017. Stewart, R. E., Marwitz, J. D., Pace, J. H. Li et al.: Insights from multifrequency and dual-polarization radar observations during BAECC Res.-Atmos.,
117,
D18205,
https://doi.org/10.1029/2012JD017680, 2012a. Heymsfield, A. J., Bansemer, A., Matrosov, S., and Tian,
L.: The 94-GHz radar dim band: Relevance to ice cloud
properties and CloudSat, Geophys. Res. Lett., 35, L03802,
https://doi.org/10.1029/2007GL031361, 2008. Leinonen, J., Moisseev, D., Leskinen, M., and Petersen, W. A.: A
climatology of disdrometer measurements of rainfall in Finland
over five years with implications for global radar observations, J. Appl. Meteorol. Clim., 51, 392–404, 2012b. Heymsfield, A. J., Bansemer, A., Poellot, M. R., and Wood, N.: Ob-
servations of ice microphysics through the melting layer, J. At-
mos. Sci., 72, 2902–2928, 2015. Leinonen, J., Moisseev, D., and Nousiainen, T.: Linking snowflake
microstructure to multi-frequency radar observations, J. Geo-
phys. Res.-Atmos., 118, 3259–3270, 2013. Heymsfield, G. M.: Doppler radar study of a warm frontal region, J. Atmos. Sci., 36, 2093–2107, 1979. Leinonen, J., Lebsock, M. D., Tanelli, S., Sy, O. O., Dolan, B.,
Chase, R. J., Finlon, J. A., von Lerber, A., and Moisseev, D.: Atmos. Chem. Phys., 20, 9547–9562, 2020 https://doi.org/10.5194/acp-20-9547-2020 Atmos. Chem. Phys., 20, 9547–9562, 2020 H. Li et al.: Insights from multifrequency and dual-polarization radar observations during BAECC C., and Carbone, R. E.: Char-
acteristics through the melting layer of stratiform clouds, J. At-
mos. Sci., 41, 3227–3237, 1984. Moisseev, D., Lautaportti, S., Alku, L., Tabakova, K., O’Connor, E. J., Leskinen, M., and Kulmala, M.: Inadvertent Localized Inten-
sification of Precipitation by Aircraft, J. Geophys. Res.-Atmos.,
124, 2094–2104, https://doi.org/10.1029/2018JD029449, 2019. Szeto, K. K., Lin, C. A., and Stewart, R. E.: Mesoscale circulations
forced by melting snow. Part I: Basic simulations and dynamics,
J. Atmos. Sci., 45, 1629–1641, 1988. Szyrmer, W. and Zawadzki, I.: Modeling of the melting layer. Part I:
Dynamics and microphysics, J. Atmos. Sci., 56, 3573–3592,
1999. Moisseev, D. N., Lautaportti, S., Tyynela, J., and Lim, S.: Dual-
polarization radar signatures in snowstorms: Role of snowflake
aggregation, J. Geophys. Res.-Atmos., 120, 12644–12655, 2015. Morrison, H. and Milbrandt, J. A.: Parameterization of cloud mi-
crophysics based on the prediction of bulk ice particle properties. Part I: Scheme description and idealized tests, J. Atmos. Sci., 72,
287–311, 2015. Tiira, J. and Moisseev, D.: Unsupervised classification of ver-
tical profiles of dual polarization radar variables, Atmos. Meas. Tech., 13, 1227–1241, https://doi.org/10.5194/amt-13-
1227-2020, 2020. Tiira, J., Moisseev, D. N., von Lerber, A., Ori, D., Tokay, A., Bliven,
L. F., and Petersen, W.: Ensemble mean density and its con- Atmos. Chem. Phys., 20, 9547–9562, 2020 https://doi.org/10.5194/acp-20-9547-2020 Atmos. Chem. Phys., 20, 9547–9562, 2020 https://doi.org/10.5194/acp-20-9547-2020 Atmos. Chem. Phys., 20, 9547–9562, 2020 H. Li et al.: Insights from multifrequency and dual-polarization radar observations during BAECC 9562 nection to other microphysical properties of falling snow as ob-
served in Southern Finland, Atmos. Meas. Tech., 9, 4825–4841,
https://doi.org/10.5194/amt-9-4825-2016, 2016. von Lerber, A., Moisseev, D., Leinonen, J., Koistinen, J., and Hal-
likainen, M. T.: Modeling radar attenuation by a low melt-
ing layer with optimized model parameters at C-band, IEEE T. Geosci. Remote., 53, 724–737, 2014. Trömel, S., Ryzhkov, A. V., Zhang, P., and Simmer, C.: Investi-
gations of backscatter differential phase in the melting layer, J. Appl. Meteorol. Clim., 53, 2344–2359, 2014. von Lerber, A., Moisseev, D., Bliven, L. F., Petersen, W., Harri, A.-
M., and Chandrasekar, V.: Microphysical properties of snow and
their link to Ze–S relations during BAECC 2014, J. Appl. Mete-
orol. Clim., 56, 1561–1582, 2017. Trömel, S., Ryzhkov, A. V., Hickman, B., Mühlbauer, K., and Sim-
mer, C.: Polarimetric radar variables in the layers of melting and
dendritic growth at X band – implications for a nowcasting strat-
egy in stratiform rain, J. Appl. Meteorol. Clim., 58, 2497–2522,
2019. Willis, P. T. and Heymsfield, A. J.: Structure of the melting layer in
mesoscale convective system stratiform precipitation, J. Atmos. Sci., 46, 2008–2025, 1989. Wolfensberger, D., Scipion, D., and Berne, A.: Detection and char-
acterization of the melting layer based on polarimetric radar
scans, Q. J. Roy. Meteorol. Soc., 142, 108–124, 2016. Tyynelä, J. and Chandrasekar, V.: Characterizing falling snow us-
ing multifrequency dual-polarization measurements, J. Geophys. Res.-Atmos., 119, 8268–8283, 2014. Tyynelä, J. and von Lerber, A.: Validation of microphysical snow
models using in-situ, multi-frequency and dual-polarization radar
measurements in Finland, J. Geophys. Res.-Atmos., 124, 13273–
13290, https://doi.org/10.1029/2019JD030721, 2019. Xie, X., Evaristo, R., Simmer, C., Handwerker, J., and Trömel,
S.: Precipitation and microphysical processes observed by
three polarimetric X-band radars and ground-based instrumen-
tation during HOPE, Atmos. Chem. Phys., 16, 7105–7116,
https://doi.org/10.5194/acp-16-7105-2016, 2016. Vogel, J. M. and Fabry, F.: Contrasting polarimetric observations
of stratiform riming and nonriming events, J. Appl. Meteorol. Clim., 57, 457–476, 2018. Zawadzki, I., Szyrmer, W., Bell, C., and Fabry, F.: Modeling of the
melting layer. Part III: The density effect, J. Atmos. Sci., 62,
3705–3723, 2005. von
Lerber,
A.:
Finnish
Meteorological
Institute
Dual-Pol
C-band
Weather
Radar,
Ikaalinen,
available
at:
https:
//iop.archive.arm.gov/arm-iop/2014/tmp/baecc/moisseev-radar_
cband/?uid=LIH2&st=5f32748d&home=arm-archive,
last
access: 11 August 2020. Atmos. Chem. Phys., 20, 9547–9562, 2020 https://doi.org/10.5194/acp-20-9547-2020
|
https://openalex.org/W2564080125
|
https://jurnal.unimed.ac.id/2012/index.php/jpf/article/download/3708/3300
|
Indonesian
| null |
DEVELOPMENT OF SCIENCE PROCESS SKILLS STUDENTS WITH PROJECT BASED LEARNING MODEL- BASED TRAINING IN LEARNING PHYSICS
|
Jurnal Pendidikan Fisika
| 2,016
|
cc-by
| 4,022
|
DEVELOPMENT OF SCIENCE PROCESS SKILLS
STUDENTS WITH PROJECT BASED LEARNING MODEL-
BASED TRAINING IN LEARNING PHYSICS Ratna Malawati1, Sahyar2
1Student Alumni of Physics Education Study Programs Postgraduate
School UNIMED
2Physics Education Study Programs Postgraduate School UNIMED PENINGKATAN KETERAMPILAN PROSES SAINS
MAHASISWA DENGAN MODEL PROJECT BASED
LEARNING BERBASIS PELATIHAN DALAM
PEMBELAJARAN FISIKA Ratna Malawati1, Sahyar2
1Alumni Mahasiswa Program Studi Pendidikan Fisika Program
Pascasarjana UNIMED
2Program Studi Pendidikan Fisika Program Pascasarjana UNIMED R. Malawati dan Sahyar: Peningkatan Keterampilan Proses
Sains Mahasiswa Dengan Model Project Based
Learning Berbasis Pelatihan Dalam Pembelajaran
Fisika R. Malawati dan Sahyar: Peningkatan Keterampilan Proses
Sains Mahasiswa Dengan Model Project Based
Learning Berbasis Pelatihan Dalam Pembelajaran
Fisika Jurnal Pendidikan Fisika
p-ISSN2252-732X
e-ISSN 2301-7651 email:sahyarpasca@gmail.com Abstrak. Penelitian ini bertujuan untuk meningkatkan Keterampilan
Proses Sains fisika Mahasiswa pada aspek kognitif dan psikomotor
dengan menggunakan model pembelajaran Project Based Learning
berbasis pelatihan. Objek penelitian ini adalah model pembelajaran
Project Based Learning yang digunakan dalam proses pembelajaran
Fisika Komputasi. Metode penelitian yang digunakan adalah penelitian
tindakan kelas melalui dua siklus pembelajaran, setiap siklus terdiri dari
tahapan perencanaan, pelaksanaan, observasi dan refleksi. Pada siklus
I diberikan penekanan perlakuan dengan adanya pelatihan pada fase
pertama
hingga
ketiga
dalam model
Project Based Learning,
sedangkan pada siklus II diberikan tambahan perlakuan dengan
menekankan diskusi bersifat kolaborasi dalam mencapai hasil produk
terbaik untuk setiap kelompok. Hasil analisis data menunjukkan ada
peningkatan Kemampuan berpikir Mahasiswa pada ranah kognitif dan
Keterampilan Proses Sains pada ranah psikomotor. Katakunci:
Keterampilan Proses Sains, Project Based Learning,
Pelatihan. PENDAHULUAN dengan metode sains, sehingga memudahkan internalisasi
nilai-nilai dan semangat Mahasiswa. Ravitz, dkk, (2004)
mengatakan bahwa model PjBL menggunakan kolaborasi
dan penelitian untuk melakukan evaluasi. Bell (2010)
menyatakan PjBL sebagai inovasi dalam pendekatan
pembelajaran oleh pendidik dengan beberapa strategi
penting untuk sukses di abad dua puluh satu. Pengembangan kurikulum yang dilakukan saat ini
merupakan proses perbaikan yang dilakukan pemerintah
dalam meningkatkan kualitas dan kuantitas pendidikan. Pengembangan itu dilakukan untuk menciptakan generasi
yang lebih kompeten dan berkarakter dalam melaksanakan
kegiatan sesuai dengan bidangnya. Pembentukan generasi
difokuskan pada pihak-pihak yang secara langsung
bergerak di bidang pendidikan. Hal ini bertujuan
menghasilkan Sumber Daya Manusia yang kompeten di
bidangnya dan berkarakter yang dapat menunjang aktifitas
yang dilakukan. Penilaian karakter saat ini lebih ditekankan
dikarenakan kemampuan dan keahlian dinilai kurang cukup
tanpa ditunjang dengan karakter yang baik (good skill dan
good attitude). Hal ini dikarenakan adanya keterkaitan
antara prestasi kerja dengan hubungan yang terjalin dalam
lingkungan kerja yang dapat mempengaruhi iklim dari
lingkungan kerja tersebut. p
g
p
Namun menurut Roessingh dan Chambers (2011)
PjBL memiliki karakteristik pada professionalitas Pendidik,
fasilitas pendukung, kemampuan menjelaskan, kompetensi,
disposisi yang diperlukan untuk membuat transisi yang
sukses. Di sisi
lain, Barron dan Hammond (2007)
menyatakan PjBL sebagai model untuk mengeksplorasi
Mahasiswa belajar untuk masalah dunia nyata, bersaing,
dan berkolaborasi dalam kelompok. Dalam sebuah studi
Mahanal, dkk, (2012) PjBL terbukti efektif dalam
meningkatkan sikap, memberdayakan sikap terhadap
lingkungan, interaksi dalam kelompok, dan Keterampilan
Proses Sains. g
g
j
Faktor-faktor
tersebut
dibutuhkan
sebagai
indikator penilaian dalam pemilihan model pembelajaran
yang digunakan khususnya dalam pembelajaran Fisika. Dengan kriteria tersebut digunakan model pembelajaran
Project Based Learning (PjBL). Model pembelajaran ini
digunakan juga berdasarkan pertimbangan dari beberapa
penelitian. Menurut
Hong,
dkk,
(2010)
Model
Pembelajaran Project Based Learning adalah pendekatan
yang signifikan dalam meningkatkan potensi mengubah
cara
pengajaran
dan
pembelajaran
pasif
untuk
memungkinkan siswa dengan alat dan dukungan media
untuk meningkatkan Keterampilan Proses Sains. Hal ini
ditegaskan Holubova (2008) yang menyatakan PjBL
memiliki kelebihan dalam jenis mengajar pada kegiatan
mahasiswa dan kesempatan untuk memecahkan masalah
multidisiplin. Berdasarkan penelitian Mihardi (2013) mengenai
efek model pembelajaran Project Based Learning di
Unimed menyatakan bahwa model pembelajaran PjBL
merupakan
model
yang
baik
untuk
mengarahkan
Mahasiswa pada proses berpikir dalam pencapaian hasil
pembelajaran. Meskipun demikian diharapkan dalam
penggunaan model pembelajaran tersebut diarahkan tidak
pada sub materi dari suatu mata kuliah untuk tingkat
Perguruan Tinggi. Hal ini dikarenakan penggunaan waktu
pada Perguruan Tinggi sangat singkat untuk sub materi. Jurnal Pendidikan Fisika
p-ISSN2252-732X
e-ISSN 2301-7651 email: sahyarpasca@gmail.com Abstract This study aims to improve the physics Science Process
Skills Students on cognitive and psychomotor aspects by using model-
based Project Based Learning training. The object of this study is the
Project Based Learning learning model used in the learning process of
Computational Physics. The method used is classroom action research
through two learning cycles, each cycle consisting of the stages of
planning, implementation, observation and reflection. In the first cycle
of treatment with their emphasis given training in the first phase up to Vol.5 No.1
Juni 2016 Vol.5 No.1
Juni 2016 Juni 2016 http://jurnal.unimed.ac.id/2012/index.php/jpf http://jurnal.unimed.ac.id/2012/index.php/jpf 58 R. Malawati dan Sahyar: Peningkatan Keterampilan Proses
Sains Mahasiswa Dengan Model Project Based
Learning Berbasis Pelatihan Dalam Pembelajaran
Fisika third in the model Project Based Learning, while the second cycle is
given additional treatment with emphasis discussion is collaboration
in achieving the best results for each group of products. The results of
data analysis showed increased ability to think Students on cognitive
and Science Process Skills in the psychomotor. third in the model Project Based Learning, while the second cycle is
given additional treatment with emphasis discussion is collaboration
in achieving the best results for each group of products. The results of
data analysis showed increased ability to think Students on cognitive
and Science Process Skills in the psychomotor. Keywords:
Science Process Skills, Project Based Learning,
Training http://jurnal.unimed.ac.id/2012/index.php/jpf Jurnal Pendidikan Fisika
p-ISSN2252-732X
e-ISSN 2301-7651 Kedua, kriteria
sentralitas berarti bahwa proyek-proyek di mana siswa
belajar hal-hal yang berada di luar kurikulum. Project
Based Learning
atau Pembelajaran
berbasis proyek (PjBL) merupakan pengembangan dalam
mengajar sebagai pendekatan pembelajaran diperkenalkan
oleh John Dewey. Namun, dalam perkembangannya PjBL
mulai digunakan sebagai metode belajar menggambar dan
menunjukkan kreativitas siswa. Pembelajaran Berbasis
Proyek telah didefinisikan dalam banyak cara. Dalam
definisi yang diberikan, PjBL telah disebut sebagai
"model", "pendekatan" atau "teknik", atau sebagai
"pembelajaran" atau "mengajar". Berikut adalah beberapa
pandangan di PjBL dalam belajar. Menurut Baker, dkk
(2011) bahwa Model
Pembelajaran Berbasis Proyek melibatkan para siswa dalam
pembelajaran yang relevan yang berdampak positif
masyarakat dan ekosistem lokal mereka. Hal ini ditegaskan
Cakmakci dan Tasar (2010) yang menjelaskan bahwa dalam
proyek berdasarkan perspektif pembelajaran, pembelajaran
ditangani dengan reorganisasi struktur kognitif peserta
didik. Belajar permanen dan efisien adalah target dalam
proyek pembelajaran berbasis dengan partisipasi aktif
siswa. Dalam konteks ini, pelaksana proyek memiliki
tanggung jawab penting seperti penyusunan rencana
proyek, penentuan sumber dan alat-alat, suplementasi terus
menerus dari proyek dengan perubahan inovatif melalui
observasi, dan pengendalian kegiatan mahasiswa dengan
transfer pengetahuan. Hal yang sama pasti dijelaskan
Laffey, dkk (1998) yang menjelaskan bahwa proyek ini
berhubungan dengan dunia nyata pelajar, memerlukan
penyelidikan kolaboratif dan produksi dari serangkaian
artefak proyek, peserta didik mampu memperoleh
keterampilan proses seperti perencanaan, pelaksanaan dan
pemantauan proyek serta isi pengetahuan. Menurut Bell (2010) Pembelajaran Berbasis
Proyek merupakan pendekatan inovatif untuk pembelajaran
yang mengajarkan banyak strategi penting untuk sukses di
abad kedua puluh satu. Menurut Klein, dkk, (2009)
pembelajaran berbasis proyek adalah strategi pembelajaran
memberdayakan peserta didik untuk mengejar pengetahuan
konten sendiri dan menunjukkan pemahaman baru mereka
melalui berbagai mode presentasi. Hal yang senada
dijelaskan
Han
dan
Bhattacharya
(2001)
bahwa
Pembelajaran Berbasis Proyek adalah strategi pengajaran
dan pembelajaran yang melibatkan peserta didik dalam
kegiatan yang kompleks. Sementara, Hadgraft (2012)
menjelaskan Pembelajaran Berbasis Proyek (PjBL) yang
berpusat pada pembelajaran yang berasal dari proyek
rekayasa nyata. Pembelajaran lebih penting daripada solusi
proyek. Hadgraft (2012) mengatakan PjBL sebagai metode
dalam pembelajaran. Hal yang senada didefinisikan
Doppelt (2003) yang didefinisikan bahwa pembelajaran
berbasis proyek (PjBL) adalah metode terkenal untuk
menyampaikan kompetensi berpikir dan menciptakan
lingkungan
belajar
yang
fleksibel. Sebuah
murid
memajukan rendah mencapai merupakan tantangan on-
going untuk sistem pendidikan. Blumenfeld, dkk (1991) menggambarkan dua
komponen PjBL: masalah yang harus diselesaikan (atau
tugas yang harus diselesaikan), dan produk nyata sebagai
hasil dari proyek. Jurnal Pendidikan Fisika
p-ISSN2252-732X
e-ISSN 2301-7651 R. Malawati dan Sahyar: Peningkatan Keterampilan Proses
Sains Mahasiswa Dengan Model Project Based
Learning Berbasis Pelatihan Dalam Pembelajaran
Fisika ternyata proses pembelajaran dengan model pembelajaran
Project Based Learning yang dilaksanakan masih ada
kekurangan dalam waktu dan pengembangan materi
sebagaimana semestinya. Kegiatan belajar di laboratorium
sebagai sarana yang dapat meningkatkan minat dan
motivasi belajar, mengembangkan keterampilan kerja
ilmiah, membantu memahami konsep, pengembangan
kemampuan kognitif, meningkatkan kemampuan berpikir
kreatif dan inovatif, dan menumbuhkan sikap ilmiah masih
jarang dilakukan, sehingga kemampuan berpikir siswa
kurang berkembang. ternyata proses pembelajaran dengan model pembelajaran
Project Based Learning yang dilaksanakan masih ada
kekurangan dalam waktu dan pengembangan materi
sebagaimana semestinya. Kegiatan belajar di laboratorium
sebagai sarana yang dapat meningkatkan minat dan
motivasi belajar, mengembangkan keterampilan kerja
ilmiah, membantu memahami konsep, pengembangan
kemampuan kognitif, meningkatkan kemampuan berpikir
kreatif dan inovatif, dan menumbuhkan sikap ilmiah masih
jarang dilakukan, sehingga kemampuan berpikir siswa
kurang berkembang. Heo, et al, (2010) mendefinisikan pembelajaran
berbasis proyek (PjBL) adalah model penting untuk
mewujudkan perspektif sosial-budaya belajar di lingkungan
pendidikan. Menurut
Thomas
(2000)
Pembelajaran
Berbasis Proyek adalah model yang menyelenggarakan
pembelajaran sekitar proyek, dengan didasarkan pada
pertanyaan menantang atau masalah. Dari beberapa
penjelasan ini dapat dilihat dengan jelas bahwa model PjBL
dirancang sebagai model pembelajaran yang melibatkan
siswa dalam investigasi masalah menarik yang berujung
pada produk otentik. Proyek-proyek yang membuat peluang
kelas belajar yang lebih kuat dapat bervariasi dalam materi
pelajaran dan cakupan, dan dapat disampaikan di berbagai
tingkatan kelas. Peneliti memilih model pembelajaran Project
Based Learning adalah karena model ini merupakan suatu
model pembelajaran yang memiliki kelebihan (1) Membuat
situasi anak menjadi lebih aktif, bersemangat, bermutu dan
berdaya guna. (2) Siswa dapat menguasai bahan pelajaran
lebih mendalam dan melatih berfikir ilmiah dalam
menghadapi penyelesaian masalah secara kreatif. (3) Dapat
menumbuhkan sikap objektif, percaya diri, kesungguhan,
keberanian, dan rasa tanggung jawab. Sehingga, tujuan
penelitian ini untuk mengetahui bagaimanakah peningkatan
Keterampilan
Proses
Sains
Mahasiswa
(kognitif,
psikomotorik, dan afektif) dengan menggunakan model
pembelajaran Project Based Learning berbasis pelatihan. Menurut Thomas (2000) bahwa proyek-proyek
PjBL adalah pusat, tidak perifer dengan kurikulum. Kriteria
ini memiliki dua akibat wajar. Pertama, menurut fitur ini
didefinisikan sebagai proyek kurikulum. Dalam PjBL,
proyek ini adalah pusat strategi mengajar, siswa
menemukan dan mempelajari konsep disiplin melalui
proyek. Ada kasus dimana pekerjaan proyek berikut
instruksi tradisional sedemikian rupa bahwa proyek
berfungsi untuk memberikan ilustrasi, contoh, praktik
tambahan, atau aplikasi praktis untuk materi pelajaran yang
diajarkan pada awalnya dengan cara lain. http://jurnal.unimed.ac.id/2012/index.php/jpf PENDAHULUAN Dengan demikian penelitian ini diarahkan untuk meneliti
Keterampilan Proses Sains Mahasiswa melalui proses
pembelajaran pada mata kuliah Fisika Komputasi. Pencapaian Keterampilan Proses Sains Mahasiswa
pada ranah kognitif sudah sangat baik. Akan tetapi, untuk
tingkat berpikir secara kognitif masih perlu ditingkatkan
untuk menghasilkan lulusan yang kreatif. Pada ranah
psikomotor pencapaian kompetensi
Mahasiswa masih
dinilai kurang karena saat praktikum hanya 30% dari
Mahasiswa yang mampu melakukan percobaan dan
memahami apa yang sedang dilakukan. Berdasarkan pada
pencapaian Keterampilan Proses Sains siswa pada ketiga
ranah
di atas dapat
disimpulkan bahwa terdapat
permasalahan dalam proses pembelajaran Fisika
di
Universitas Negeri Medan. Hasil refleksi tentang proses
pembelajaran Fisika yang telah dilakukan disimpulkan
bahwa penilaian belum sesuai dengan standar penilaian
pada ranah afektif dan psikomotorik khususnya. Merefleksi
kegiatan pembelajaran yang telah dilakukan Mihardi (2013) Selain itu, PjBL dapat dilakukan di lingkungan
luar sekolah, melatih Mahasiswa dalam bekerja sama,
menggunakan berbagai peralatan, teknologi, dan bahan. Hal
ini dikonfirmasi ChanLin (2008) yang menyatakan bahwa
penting untuk melakukan implementasi PjBL dengan
mengintegrasikan teknologi dalam pembelajaran sebagai
pengalaman eksplorasi diri. Dalam kasus ini, Doppelt
(2003) menunjukkan bahwa teknologi bisa digunakan
sebagai cara meningkatkan motivasi Mahasiswa. Kteily dan
Hawa
(2010)
juga
menjelaskan
bahwa
penerapan
Mahasiswa PjBL melalui proses panjang dari penyelidikan
dalam menghadapi masalah, pertanyaan yang kompleks,
dan tantangan. Hal ini dilakukan karena menurut Nurohman
(2008) PjBL memiliki tahap pembelajaran yang konsisten Vol.5 No.1
Juni 2016 Vol.5 No.1
Juni 2016 Vol.5 No.1 Juni 2016 http://jurnal.unimed.ac.id/2012/index.php/jpf http://jurnal.unimed.ac.id/2012/index.php/jpf 59 Jurnal Pendidikan Fisika
p-ISSN2252-732X
e-ISSN 2301-7651 Jurnal Pendidikan Fisika
p-ISSN2252-732X
e-ISSN 2301-7651 METODE PENELITIAN Jenis
penelitian
yang
dilakukan
merupakan
penelitian tindakan kelas. Penelitian tindakan kelas
merupakan suatu pencermatan terhadap kegiatan belajar
berupa sebuah tindakan, yang sengaja dimunculkan dan
terjadi dalam sebuah kelas secara bersama (Arikunto, dkk,
2011). Untuk peningkatan Keterampilan Proses Sains
Fisika Umum Mahasiswa dinyatakan dalam persentase
rerata skor gain yang dinormalisasi (N-gain). N-gain
dihitung dengan persamaan: p
p
Model pembelajaran Project Based Learning
berbasis pelatihan memiliki karakteristik pada proses
pembelajaran fase I hingga fase III yang menekankan
pelatihan kepada Mahasiswa sebelum memulai diskusi. Pelatihan yang diberikan dengan mengarahkan Mahasiswa
untuk mengikuti instruksi program yang dibuat sebagai
latihan awal sebelum merancang program yang sesuai
dengan mater yang diberikan. Pelatihan ini juga bermanfaat
sebagai pengenalan awal Mahasiswa dalam membuat
rancangan coding baru. Dalam pelatihan yang dilakukan
tidak terlepas dari bimbingan Dosen sebagai pengajar dan
instruktur yang membimbing dalam pembelajaran. Pada
tahap ini Dosen dapat menjadi pemimpin dalam melatih dan
membimbing pembelajaran sehingga Mahasiswa dapat
fokus dalam mengikuti langkah-langkah kerja yang
diberikan
sebagai
latihan
kerja. Dalam
hal
ini,
kepemimpinan
yang
diberikan
melalui
kurikulum,
perlakuan, integerasi, dan pengaturan kerja dan kinerja
untuk mengoptimalkan hasil produk yang disajikan
Mahasiswa sebagai hasil dalam pembelajaran. % g =
pre
maks
pre
post
S
S
S
S
x 100% %g adalah gain yang dinormalisasi, Smaks adalah
skor maksimum (ideal) dari tes awal dan tes akhir, Spost
adalah skor tes akhir, sedangkan Spre adalah skor tes awal. Tinggi rendahnya N-gain dapat diklasifikasikan sebagai
berikut: ,
g
Spre
w
Tinggi rendahnya N-gain dapat diklasifikasikan sebagai
berikut: (1) jika %g > 40%, maka N-gain yang dihasilkan dalam
kategori tinggi; g
gg
(2) jika 21% ≤%g ≤ 40%, maka N-gain yang dihasilkan
dalam kategori sedang; (3) jika %g < 21%, maka N-gain yang dihasilkan dalam
kategori rendah g
p
j
Menurut Padilla (1990) keterampilan proses sains
dapat dibagi menjadi Basic Science Process Skill dan
Integrated Science Process Skill. Pada Basic Science
Process
Skill
memiliki
indikator
sebagai
berikut:
Observing,
Inferring,
Measuring,
Communicating,
Classifying, dan Predicting. Indikator yang dimiliki Basic
Science Process Skill merupakan kemampuan dasar yang
harus dimiliki seorang saintis. Kemampuan ini dapat
ditunjukkan pada kegiatan eksperimen. Integrated Science
Skill merupakan tahap peningkatan dalam kemampuan
proses sains. Hal ini ditunjukkan dengan indikator yang
dimiliki pada penilaian secara Integrated berbeda dengan
Basic. Pada Integrated indikator yang dimiliki adalah:
Controlling variables, Defining, operationally, Formulating
hypotheses,
Interpreting
data,
Experimenting,
dan
Formulating models. Dengan indikator ini Siswa lebih
dapat berkembang menjadi saintis yang lebih kompeten. METODE PENELITIAN Hal ini ditunjukkan oleh penelitian Espinosa, dkk (2013)
yang menyatakan bahwa dengan pembelajaran yang
diarahkan ke Integrated Science Process Skill Siswa lebih
dapat terarah dan menghemat waktu pembelajaran dalam
pemahaman materi sehingga hasil yang diperoleh lebih
optimal dalam kegiatan investigasi yang dilakukan. Jurnal Pendidikan Fisika
p-ISSN2252-732X
e-ISSN 2301-7651 Sedangkan menurut Capraro dan Slough
(2009) mengatakan bahwa PjBL untuk tujuan disini adalah
penggunaan sebuah proyek yang sering menyebabkan
munculnya berbagai hasil pembelajaran. Hal lain dijelaskan
Thomas (2000) bahwa ada sejumlah cara dari desain PjBL
diadaptasi dengan variabel karakteristik Mahasiswa. Ada
sejumlah variabel karakteristik siswa yang mungkin Vol.5 No.1
Juni 2016 Juni 2016 Vol.5 No.1 http://jurnal.unimed.ac.id/2012/index.php/jpf 60 Jurnal Pendidikan Fisika
p-ISSN2252-732X
e-ISSN 2301-7651 Jurnal Pendidikan Fisika
p-ISSN2252-732X
e-ISSN 2301-7651 R. Malawati dan Sahyar: Peningkatan Keterampilan Proses
Sains Mahasiswa Dengan Model Project Based
Learning Berbasis Pelatihan Dalam Pembelajaran
Fisika diselidiki dalam konteks Pembelajaran Berbasis Proyek di
lima perilaku berpikir kritis (sintesis, peramalan, produksi,
evaluasi, dan refleksi) dan lima perilaku partisipasi sosial
(bekerja sama, memulai, mengelola, kesadaran antar
kelompok, dan antar kelompok memulai). SIMPULAN Berdasarkan
hasil
analisis
data
penelitian
dapat
disimpulkan: (1) Ada peningkatan Keterampilan Proses
Sains Mahasiswa pada ranah kognitif dengan menggunakan
model pembelajaran Project Based Learning berbasis
pelatihan. (2) Ada peningkatan Keterampilan Proses Sains
Mahasiswa pada ranah psikomotor dengan menggunakan
model pembelajaran Project Based Learning berbasis
pelatihan. Espinosa, A. A., Monterola, S. L. C., dan Punzalan, A. E. Career-Oriented
Performance
Tasks
in
Chemistry: Effects on Students’ Integrated
Science Process Skills. Cypriot Journal of
Educational Sciences Volume 8, Issue 2 (2013)
211-226. http://www.awer-center.org/cjes/ Jurnal Pendidikan Fisika
p-ISSN2252-732X
e-ISSN 2301-7651 Perbandingan Tingkat Ketuntasan
Psikomotorik (
= Tuntas;
= Tidak Tuntas) ChanLin, L. J. 2008. Technology Integration Applied to
Project-Based Learning In Science. Department
of Library & Information Science, Fu-Jen
Catholic University, Hsin-Chuang, Taiwan. Innovations
in
Education
And
Teaching
International. Vol. 45, no. 1, February 2008, 55–
65. Email: lins1005@mails.fju.edu.tw. ISSN
1470-3297
©
2008
Taylor
&
Francis. Http://www.informaworld.com. Gambar 2. Perbandingan Tingkat Ketuntasan
Psikomotorik (
= Tuntas;
= Tidak Tuntas) Doppelt, Y. 2003. Implementation and Assessment of
Project-Based
Learning
In
A
Flexible
Environment. International
Journal
of
Technology and Design Education 13, 255–272,
2003. Science & Technology Youth Center,
Technion, Israel Institute of Technology, Israel. E-mail:
yaron@noar.technion.ac.il
©2003
Kluwer Academic Publishers. Printed In The
Netherlands. Jurnal Pendidikan Fisika
p-ISSN2252-732X
e-ISSN 2301-7651 Jurnal Pendidikan Fisika
p-ISSN2252-732X
e-ISSN 2301-7651 R. Malawati dan Sahyar: Peningkatan Keterampilan Proses
Sains Mahasiswa Dengan Model Project Based
Learning Berbasis Pelatihan Dalam Pembelajaran
Fisika kelompok pada siklus I. Dengan adanya kolaborasi
Mahaiswa
dapat
terlatih
untuk
memodifikasi
dan
memperbaiki kekurangan yang ada. Selain itu, Mahasiswa
melatih
untuk
dapat
menerima
saran
dan
mempertimbangkannya. Dengan demikian, Mahasiswa
merasa tidak ada persaingan antar kelompok selama
pembelajaran melainkan kerjasama antar kelompok yang
berbeda tanpa harus menilai buruk hasil kelompok lain. Hal
ini sesuai dengan penelitian Ravitz, dkk (2004) yang
menjelaskan bahwa PjBL digunakan sebagai model
pembelajaran yang dapat mengarahkan kelompok untuk
berkolaborasi dan berbagi informasi penting yang
dibutuhkan dalam pembelajaran dari segala sumber belajar. Hal ini juga dipertegas oleh Bell (2010) yang menjelaskan
bahwa dalam pembelajaran dan aktifitas sangat dibutuhkan
kolaborasi dalam penelitian proyek yang sedang dicapai. Baker, E., Trygg, B., Otto, P., Tudor, M. & Ferguson, L. 2011. Project-Based Learning Model Relevant
Learning For The 21st
Century. Pacific
Education
Institute,
www.pacificeducationinstitute.org. Barron, B. & Hammond, L. D. 2007. Teaching For
Meaningful Learning: A Review Of Research On
Inquiry-Based
And
Cooperative
Learning
Implementing
Project-Based
Learning
Districtwide. Stanford University. Adapted
From Edutopia Article, “River Journeys And
Life Without Bathing: Immersive Education,”
By Laura Scholes (May 15, 2007). Bell, S. 2010. Project-Based Learning For The 21st Century:
Skills For The Future. The Clearing House, 83:
39–43, 2010. Copyright © Taylor & Francis
Group, Llc. Gambar 1. Perbandingan Tingkat Ketuntasan Kognitif
(
= Tuntas;
= Tidak Tuntas)
Gambar 2. Perbandingan Tingkat Ketuntasan
Psikomotorik (
= Tuntas;
= Tidak Tuntas) Blumenfeld, P. C., Soloway, E., Marx, R. W., Krajcik, J. S.,
Guzdial, M. & Palincsar, A. 1991. Motivating
Project-Based Learning: Sustaining The Doing,
Supporting
The
Learning. Educational
Psychologist, 26(3&4), 369-398. Gambar 1. Perbandingan Tingkat Ketuntasan Kognitif
(
= Tuntas;
= Tidak Tuntas) Gambar 1. Perbandingan Tingkat Ketuntasan Kognitif
(
= Tuntas;
= Tidak Tuntas) Cakmakci, G. & Tasar, M. F. 2010. Contemporary Science
Education Research: Learning And Assessment
A Collection of Papers Presented At ESERA
2009 Conference. ISBN 9786053640332 ©
Copyright ESERA, 2010. Capraro, R. M. & Slough, S. W. 2009. Project-Based
Learning An Integrated Science, Technology,
Engineering,
And
Mathematics
(STEM)
Approach. Published by: Sense Publishers,
Rotterdam,
The
Netherlands. Http://www.sensepublishers.com. All Rights
Reserved © 2009 Sense Publishers. Gambar 1. Perbandingan Tingkat Ketuntasan Kognitif
(
= Tuntas;
= Tidak Tuntas) Gambar 2. Perbandingan Tingkat Ketuntasan
Psikomotorik (
= Tuntas;
= Tidak Tuntas) Gambar 2. HASIL DAN PEMBAHASAN Berdasarkan hasil postes kemampuan kognitif
Mahasiswa pada siklus I dan siklus II yang meningkat. Peningkatan nilai rata-rata dan ketuntasan belajar ranah
kognitif dapat dilihat pada Gambar
1. Kenaikan
peningkatan kognitif yang drastis ini disebabkan adanya
kegiatan pembelajaran yang dapat mengarahkan Mahasiswa
menjadi aktif baik dalam diskusi maupun dalam
berkolaborasi kepada kelompok lain. Dengan berkolaborasi
Mahasiswa mendapat pengetahuan baru dan ide baru yang
muncul dalam memperbaiki produk yang dihasilkan. Hal ini
dapat memicu terjadinya pengembangan produk yang
dihasilkan dalam pembelajaran sehingga tidak hanya
menjadikan Mahasiswa lebih kreatif tetapi juga dapat
melatih inovasi mereka. Hal yang sama ditunjukkan dalam
penelitian Mihardi (2013) dalam hasil peningkatan
kemampuan berpikir yang dimiliki Mahasiswa dalam
mengikuti pembelajaran dengan Model PjBL. Hal ini juga
dipertegas oleh penelitian ChanLin (2008) dan Bell (2010)
yang menjelaskan mengenai keberhasilan PjBL dalam
membentuk pengetahuan pada proses pembelajaran. Dari
data
analisis
lembar
hasil
observasi
psikomotor pada siklus I dan siklus II pada tingkat
ketuntasan belajar ranah psikomotor dapat dilihat pada
Gambar 2 berikut. Kenaikan yang drastis juga ditunjukkan
dari penilaian psikomotorik yang difokuskan pada
kemampuan
sains
dalam
pemrograman
komputer
Mahasiswa yang menunjukkan tingkat ketidaktuntasan
turun lebih dari 50%. Hal ini dikarenakan meningkatnya
aktifitas Mahasiswa saat berkolaborasi pada siklus II
dibandingkan dengan hanya melakukan presentasi antar Selain itu, dengan Integrated Science Process Skill
Siswa dapat lebih berkolaborasi dengan team lain dan dapat
menjadi pembelajaran baru yang lebih kompleks sehingga
dapat menerapkan dalam kehidupan sebagai relevansi sains. Hal ini ditegaskan oleh Mei, dkk (2007) yang menyatakan
dengan Science Process Skill siswa lebih dapat terarah
kepada kegiatan kolaborasi dan dapat membantu mereka
untuk bebas menentukan investigasi serta penulisan laporan
dalam meningkatkan refleksi pada pembelajaran serta
kedalaman materi yang dipelajari. Vol.5 No.1
Juni 2016 Juni 2016 Vol.5 No.1 http://jurnal.unimed.ac.id/2012/index.php/jpf 61 Jurnal Pendidikan Fisika
p-ISSN2252-732X
e-ISSN 2301-7651 Jurnal Pendidikan Fisika
p-ISSN2252-732X
e-ISSN 2301-7651 R. Malawati dan Sahyar: Peningkatan Keterampilan Proses
Sains Mahasiswa Dengan Model Project Based
Learning Berbasis Pelatihan Dalam Pembelajaran
Fisika Through
Science
Alive! Programme. Proceedings of the Redesigning Pedagogy:
Culture,
Knowledge
and
Understanding
Conference, Singapore, May 2007. Hadgraft, R. 2012. Project handbook 2012: Project based
learning. Accessed
in
http://www.google.com/project+based+learnin
g.pdf. Downloaded
in
PDF
Files
at
http://pbworks.com. Mihardi, S. 2013. Effect of Project Based Learning
Model With KWL (Know-Want-Learn)
Worksheet on Creative Thinking in Solved
Physics Problems. Thesis in State University of
Medan
(Unimed). Indonesia,
Medan:
Universitas Negeri Medan. Han, S. & Bhattacharya, K. 2001. Constructionism,
Learning By Design, And Project-Based
Learning. In
M. Orey
(ed.),
Emerging
Perspectives On Learning, Teaching, And
Technology. Ebook Learning, Teaching &
Technology, Michael Orey, Editor. Available
Accessed
In
Website:
http://www.coe.uga.edu/epltt/learningbydesign. htm Nurohman, S. 2008. Pendekatan Project Based Learning
Sebagai Upaya Internalisasi Scientific Method
Bagi
Mahasiswa
Calon
Guru
Fisika. Yogyakarta: Universitas Negeri Yogyakarta. Heo, H., Lim, K. Y. & Kim, Y. 2010. Exploratory Study on
The Patterns
of Online Interaction And
Knowledge Co-Construction In Project-Based
Learning. Computers & Education Journal. Homepage: www.elsevier.com/locate/compedu Padilla, M. J. 1990. The Science Process Skills. Research
Matters - to the Science Teacher No. 9004,
March
1
(1990). http://www.educ.sfu.ca/narstsite/publications/re
search/skill.htm Ravitz, J., Mergendoller, J., Markham, T., Thorsen, C.,
Rice, K., Snelson, C. & Reberry, S. 2004. Online
Professional Development For Project Based
Learning:
Pathways
To
Systematic
Improvement. Running
Head:
Online
Professional Development For Pbl
Paper
Presented At Meetings Of The Association For
Educational Communications And Technology. October 21, 2004. Chicago, il. Buck Institute For
Education And Boise State University. Holubova, R. 2008. Effective Teaching Methods—Project-
Based Learning In Physics. Faculty of Science,
Palacky
University
Olomouc,
Svobody
2677146, Czech Republic. Dec. 2008, volume 5,
no.12 (serial no.49). Us-China
Education
Review, ISSN 1548-6613, USA. Hong, L., Yam, S. & Rossini, P. 2010. Implementing A
Project-Based Learning Approach In An
Introductory Property Course. 16th Pacific Rim
Real Estate Society Conference Wellington,
New Zealand, January 2010. University of
South Australia. Roessingh, H. & Chambers, W. 2011. Project-Based
Learning and Pedagogy In Teacher Preparation:
Staking Out The Theoretical Mid-Ground. International
Journal
Of
Teaching
And
Learning In Higher Education, 2011, Volume
23, Number 1, 60-71,
ISSN 1812-9129. University
of
Calgary. http://www.isetl.org/ijtlhe/ Klein, J. I., Taveras, S., King, S. H., Commitante, A., Bey,
L. C. & Stripling, B. 2009. REFERENCES Arikunto, S., Supardi, dan Suhardjono. 2011. Penelitian
Tindakan kelas. Jakarta : Bumi Aksara. Arikunto, S., Supardi, dan Suhardjono. 2011. Penelitian
Tindakan kelas. Jakarta : Bumi Aksara. Vol.5 No.1
Juni 2016 http://jurnal.unimed.ac.id/2012/index.php/jpf 62 http://jurnal.unimed.ac.id/2012/index.php/jpf Jurnal Pendidikan Fisika
p-ISSN2252-732X
e-ISSN 2301-7651 A Guide To Project-
Based Learning In Middle Schools: Inspiring
Students To Engage In Deep And Active
Learning. 52 Chambers Street, New york, New
York 10007. NYC Department of Education. Kteily, R. & Hawa. 2010. The Effect of Project Based
Learning
and
Student
Engagement
and
Motivation: A Teacher Inquiry. Page: 1 – 7. Accessed
in
http://www.google.com/Article10.pdf Thomas, J. W. 2000. A Review of Research On Project-
Based Learning. Supported By The Autodesk
Foundation 111 McInnis ParkWay, San Rafael,
California 94903. Bob Pearlman, Former
President
of
The
Autodesk
Foundation,
Commissioned This Study In The Year 2000. This Research Review and The Executive
Summary
are
Available
on
http://www.bie.org/research/study/review_of_p
roject_based_learning_2000. p
g
g
p
Laffey, J., Tupper, T., Musser, D. & Wedman, J. 1998. A
Computer-Mediated
Support
System
For
Project-Based
Learning. Educational
Technology Research and Development, 46(1),
73–86. Mahanal, S., Darmawan, E., Corebima, A. D., & Zubaidah,
S. 2012. Pengaruh Pembelajaran Project Based
Learning (PjBL) Pada Materi Ekosistem
Terhadap Sikap dan Keterampilan Proses Sains
Siswa SMAN 2 Malang. Jurusan Biologi FMIPA
Universitas Negeri Malang. Accessed in http://
www.google.com/1_susriyati_univ.negeri_mal
ang.pdf Mei, G. T. Y., Kaling, C., Xinyi, C. H., Sing, J. S. K., dan
Khoon, K. N. S. 2007. Promoting Science
Process Skills and The Relevance of Science http://jurnal.unimed.ac.id/2012/index.php/jpf Vol.5 No.1
Juni 2016 Vol.5 No.1 Juni 2016 63
|
https://openalex.org/W2468214916
|
https://www.repository.cam.ac.uk/bitstream/1810/262826/1/Lis-2017-Journal_of_Statistical_Physics-VoR.pdf
|
English
| null |
The Planar Ising Model and Total Positivity
|
Journal of statistical physics
| 2,016
|
cc-by
| 11,157
|
J Stat Phys (2017) 166:72–89
DOI 10.1007/s10955-016-1690-x J Stat Phys (2017) 166:72–89
DOI 10.1007/s10955-016-1690-x The Planar Ising Model and Total Positivity Marcin Lis1 Received: 30 June 2016 / Accepted: 2 December 2016 / Published online: 29 December 2016
© The Author(s) 2016. This article is published with open access at Springerlink.com Abstract A matrix is called totally positive (resp. totally nonnegative) if all its minors are
positive (resp. nonnegative). Consider the Ising model with free boundary conditions and
no external field on a planar graph G. Let a1, . . . , ak, bk, . . . , b1 be vertices placed in a
counterclockwise order on the outer face of G. We show that the k × k matrix of the two-
point spin correlation functions Mi, j = ⟨σai σb j ⟩ is totally nonnegative. Moreover, det M > 0 if and only if there exist k pairwise vertex-
disjoint paths that connect ai with bi. We also compute the scaling limit at criticality of the
probability that there are k parallel and disjoint connections between ai and bi in the double
random current model. Our results are based on a new distributional relation between double
random currents and random alternating flows of Talaska [37]. is totally nonnegative. Moreover, det M > 0 if and only if there exist k pairwise vertex-
disjoint paths that connect ai with bi. We also compute the scaling limit at criticality of the
probability that there are k parallel and disjoint connections between ai and bi in the double
random current model. Our results are based on a new distributional relation between double
random currents and random alternating flows of Talaska [37]. Keywords Ising model · Total positivity · Random currents · Alternating flows Mathematics Subject Classification 82B20 · 60C05 · 05C50 Mathematics Subject Classification 82B20 · 60C05 · 05C50 B Marcin Lis
m.lis@statslab.cam.ac.uk
1
Statistical Laboratory, Centre for Mathematical Sciences, Cambridge University, Wilberforce Road,
Cambridge CB3 0WB, UK B Marcin Lis
m.lis@statslab.cam.ac.uk 1
Statistical Laboratory, Centre for Mathematical Sciences, Cambridge University, Wilberforce Roa
Cambridge CB3 0WB, UK 1 Introduction The Ising model was introduced by Lenz with the intention to describe the behaviour of
ferromagnets, and was first solved in dimension 1 by Ising [19]. Peierls later showed that the
model does undergo a phase transition in dimensions 2 or more [32], and it has been since
the subject of extensive study both in the physics and mathematics literature. Notable results
in the planar case include the exact solution obtained by Onsager [31] and Yang [38], and the 123 The Planar Ising Model and Total Positivity 73 recent breakthrough of Smirnov et al. showing conformal invariance in the critical scaling
limit [7,8,17,18,36]. recent breakthrough of Smirnov et al. showing conformal invariance in the critical scaling
limit [7,8,17,18,36]. A seemingly unrelated notion is that of totally positive matrices characterized by having
all their minors positive. They appear in various areas of mathematics and physics including
oscillations in mechanical systems [12,13] (which was the original motivation to study them),
stochastic processes and statistical mechanics [9,11,22], quantum groups [28–30], and alge-
braic geometry [33,34]. Some of their fundamental properties include the simplicity and
positivity of the spectrum obtained by Gantmacher and Krein [12], and the variation dimin-
ishing property discovered by Shoenberg [35] which says that the number of sign changes
in a vector does not increase after multiplying by a totally positive matrix. In this article we identify total positivity in the planar Ising model. Our results on the Ising
boundary two-point correlation functions are analogous to the results of Fomin [11] on the
walk matrices of random walks on planar graphs. Indeed, the walk matrix can be interpreted
as the two-point correlation function matrix of another very well known ferromagnetic spin
system—the discrete Gaussian free field. Furthermore, Fomin provides an interpretation
of the determinants of walk matrices in terms of probabilities of non-intersection events
involving loop-erased walks of Lawler [25]. In our setting the relevant events concern the
double random current model. The random current model is derived from the power series expansion of the Ising model
partition function. It was introduced by Griffiths, Hurst and Sherman [15], and was later used
by Aizenman et al. [1–3] to obtain a detailed description of the behaviour of the Ising model
on Zd. The model has recently received revived attention from the mathematical community. 2 Main Results Let G = (V, E) be a finite connected planar graph. For positive coupling constants J : E →
(0, ∞), we consider the Ising model on G with free boundary conditions and no external
field, i.e., a probability measure on the space of spin configurations {−1, 1}V given by PIsg(σ) =
1
ZIsg
{u,v}∈E
exp(J{u,v}σuσv),
σ ∈{−1, 1}V , where where ZIsg =
σ∈{−1,1}V
{u,v}∈E
exp(J{u,v}σuσv) is the partition function. Since the coupling constants are positive, the model is ferromagnetic,
i.e., it assigns larger probability to configurations where more pairs of adjacent spins assume
the same value. For u, v ∈V , the two-point spin correlation function is defined to be the
expectation is the partition function. Since the coupling constants are positive, the model is ferromagnetic,
i.e., it assigns larger probability to configurations where more pairs of adjacent spins assume
the same value. For u, v ∈V , the two-point spin correlation function is defined to be the
expectation ⟨σuσv⟩=
σ∈{−1,1}V
σuσvPIsg(σ). A classical argument says that in a ferromagnetic spin system, all two-point functions are
positive (see Lemma 5.1). A classical argument says that in a ferromagnetic spin system, all two-point functions are
positive (see Lemma 5.1). Let W = {w1, w2, . . . , wn} be the set of vertices on the outer face of G listed counterclock-
wise, and let W◦∪W• = W be a partition of W into two sets (one of them possibly empty). We will refer to W as the boundary vertices and for A ⊆W, we will write A◦= A ∩W◦
and A• = A ∩W•. For two natural numbers i, j, we define Ii, j to be the set of numbers
strictly between i and j, e.g. I1,1 = ∅, and I1,3 = I3,1 = {2}. The following result yields
positivity of determinants of matrices whose entries are, up to a sign, the boundary two-point
spin correlation functions. Theorem 2.1 Let A = {wl1, wl2, . . . , wlk} ⊆W with l1 < l2 < · · · < lk. Consider the k ×n
matrix N A
i, j = (−1)s(i, j)⟨σwli σw j ⟩, where s(i, j) = |Ili, j ∩{l1, . . . ,lk}| + 1{w j∈A◦, j<li} + 1{w j∈A•, j>li}. 1 Introduction The interpretation of the determinants of the two-point functions in terms
of random current probabilities is achieved by a new distributional relation between double
random currents and random alternating flows. Postnikov [33]. The interpretation of the determinants of the two-point functions in terms
of random current probabilities is achieved by a new distributional relation between double
random currents and random alternating flows. This article is organized as follows: The next section introduces basic notation and presents
the main results. Section 3 gives a distributional identity for double random currents, and
Sect. 4 provides a closely related identity for random alternating flows. The relationship
between these two, together with the total positivity of alternating flows, is the basis for our
main results, whose proofs are given in Sect. 5. 1 Introduction The most notable example is the result of Aizenman, Duminil-Copin and Sidoravicius [4]
who studied percolation properties of double random currents to show continuity of magneti-
zation for a wide range of Ising models on Zd (including the d = 3 case). Their argument was
later generalized by Björnberg to the setting of quantum Ising models [5]. Also, a new dis-
tributional relation between random currents, Bernoulli percolation and the FK-Ising model
was discovered by Lupu and Werner [27]. One of the main tools used to study the random
current model is the switching lemma [15], and our result may be thought of as its planar
generalization (see Example 2.2). For a recent overview of the applications of the random
current model, see [10]. Since the work of Groeneveld, Boel and Kasteleyn [16], the boundary Ising correlation
functions have been known to satisfy exact Pfaffian relations. We provide an alternative proof
of this fact using the expansion of the Pfaffian as a sum of determinants (see Lemma 5.6). Our
results are hence a refinement of those in [16] in that we relate each of these determinants to
an explicit event in the double random current model. A special property of the (dis-)connection events appearing in our results is that even
though they are non-local, i.e., they depend on a macroscopic (in terms of the size of the
graph) number of edge variables, their probabilities are simple functions of the boundary
measurements which are defined as expectations of local variables. This in particular implies
that these probabilities do not depend on the structure of the graph as long as the boundary
measurements are preserved. This phenomenon also exists in uniform groves and double
dimers as was discovered by Kenyon and Wilson [23,24]. Moreover, the authors proved that
the probability of seeing any type of partition of the boundary vertices induced by cluster
connectivities in these models is a homogenous multi-linear polynomial in the boundary
measurements. We arrive at the total positivity of the Ising boundary two-point functions by representing
them in terms of alternating flows of Talaska which satisfy total positivity [37]. They, in
turn, appear in the combinatorial study of the totally nonnegative Grassmannian initiated by 123 74 M. Lis M. Lis Postnikov [33]. 2 Main Results Then, for any B ⊂W with |B| = k, Then, for any B ⊂W with |B| = k, det N A,B ≥0, 123 75 The Planar Ising Model and Total Positivity where N A,B is the k×k submatrix of N A with columns indexed by B. Moreover, det N A,B > 0
if and only if there exist k pairwise edge-disjoint (possibly empty) directed paths in G such
that each of them starts in A and ends in B, and if two paths meet at a vertex, then their edges
alternate in orientation around it (edge oriented towards or away from the vertex). Here, we
assume that an empty path joining v ∈A◦∩B◦(resp. v ∈A• ∩B•) with itself is represented
by a counterclockwise loop (resp. clockwise loop) attached to v within the outer face. where N A,B is the k×k submatrix of N A with columns indexed by B. Moreover, det N A,B > 0
if and only if there exist k pairwise edge-disjoint (possibly empty) directed paths in G such
that each of them starts in A and ends in B, and if two paths meet at a vertex, then their edges
alternate in orientation around it (edge oriented towards or away from the vertex). Here, we
assume that an empty path joining v ∈A◦∩B◦(resp. v ∈A• ∩B•) with itself is represented
by a counterclockwise loop (resp. clockwise loop) attached to v within the outer face. We note that the choice of W◦and W• determines both the sign factors appearing in the
definition of N A, and the interpretation of the associated determinants in terms of alternating
flows (see Lemma 5.5). This is inherited from the results of [37] through the construction of
Sect. 4 (see Fig. 2). Example 2.1 For any distinct a, b, c ∈W, we have 1 + ⟨σaσb⟩> ⟨σaσc⟩+ ⟨σbσc⟩,
and
1 + ⟨σaσb⟩2 > ⟨σaσc⟩2 + ⟨σbσc⟩2. Indeed, assume that a, b, c are ordered counterclockwise, a, b ∈W◦, c ∈W•, and take
A, B = {a, b, c}. We have Indeed, assume that a, b, c are ordered counterclockwise, a, b ∈W◦, c ∈W•, and take
A, B = {a, b, c}. We have N A,B =
⎡
⎣
1
⟨σaσb⟩
⟨σaσc⟩
−⟨σaσb⟩1
−⟨σbσc⟩
⟨σaσc⟩
−⟨σbσc⟩1
⎤
⎦, and by Theorem 2.1, det N A,B = 1 + ⟨σaσb⟩2 −⟨σaσc⟩2 −⟨σbσc⟩2 > 0, which gives the second inequality. 2 Main Results We define xing(π) to be the number of crossings between the
line segments. It is easy to see that when A, B are as in Corollary 2.2, then xing(π) is the
number of inversions of π treated as a permutation of the index set {1, . . . , k}. Hence, by the
definition of the determinant, det M A,B =
π:A→B
(−1)xing(π)
{a,b}∈π
⟨σaσb⟩. (2.1) (2.1) Moreover, the choice of signs in the definition of the matrix N A yields an analogous expansion
of the determinant for general choices of A and B: Moreover, the choice of signs in the definition of the matrix N A yields an analogous expansion
of the determinant for general choices of A and B: det N A,B =
π:A→B
(−1)xing(π)
{a,b}∈π
⟨σaσb⟩. (2.2) (2.2) (2.2) A verification of (2.2) can be found in [33, Proposition 5.2] or [37, Proposition 2.12]. A verification of (2.2) can be found in [33, Proposition 5.2] or [37, Proposition 2.12]. Our second main result provides an interpretation of these determinants in terms of random
currents. A current on G is a function n : E →{0, 1, 2, . . . }. By ∂n we denote the set of
sources of n, i.e., vertices v such that
u: {u,v}∈E n{u,v} is odd. For A ⊆V , we define
A = {n | ∂n = A}. The weight of a current n is defined by w(n) =
e∈E
(Je)ne
ne! ,
(2.3) (2.3) and the random current probability measure with boundary conditions A is given by and the random current probability measure with boundary conditions A is given by PA
curr(n) = w(n)
Z Acurr
,
n ∈A, PA
curr(n) = w(n)
Z Acurr
,
n ∈A, where Z A
curr =
n∈A w(n) is the partition function. where Z A
curr =
n∈A w(n) is the partition function. where Z A
curr =
n∈A w(n) is the partition function. A
Note that if n1 ∈A and n2 ∈∅, then n1 + n2 ∈A. The double random current
probability measure PA
d-curr with boundary conditions A is defined to be the measure of the
sum of two independent random currents with A and ∅boundary conditions respectively: PA
d-curr(n) = PA
curr ⊗P∅
curr({(n1, n2) ∈A × ∅| n1 + n2 = n}),
n ∈A. 2 Main Results The inequality is strict since we can take empty paths
connecting the vertices with themselves. To obtain the first inequality, we use the second one
together with the Griffiths inequality ⟨σaσb⟩≥⟨σaσc⟩⟨σcσb⟩[14]. which gives the second inequality. The inequality is strict since we can take empty paths
connecting the vertices with themselves. To obtain the first inequality, we use the second one
together with the Griffiths inequality ⟨σaσb⟩≥⟨σaσc⟩⟨σcσb⟩[14]. In the special case when A and B form disjoint contiguous sets of boundary vertices,
we obtain the following total positivity property of the boundary two-point spin correlation
functions with no additional signs. Corollary 2.2 (Total positivity) Let A = {a1, a2, . . . , ak}, B = {b1, b2, . . . bk} be contigu-
ous sets of boundary vertices, i.e., such that a1, . . . , ak, bk, . . . b1 is a counterclockwise order
on A ∪B. Then, the k × k matrix M A,B
i, j
= ⟨σai σb j ⟩ M A,B
i, j
= ⟨σai σb j ⟩ is totally nonnegative. Moreover, M A,B is totally positive if and only if for any A′ ⊂A and
B′ ⊂B such that |A′| = |B′| = l, there exist l pairwise vertex-disjoint paths that connect
A′ and B′. Remark 1 One can prove that if A and B are as above, then det M A,B = det N A,B by showing
that the additional signs in N A,B make the same sign contribution to the determinant as the
reverse order on columns in M A,B. This is evident in the following expansion of these
determinants. Let A, B be any subsets of W of equal cardinality, and let π : A →B be a
bijection. One can interpret π as a pairing of the disjoint union A ⊔B, i.e., a partition of
A ⊔B into pairs {a, π(a)}. One can then think of a diagrammatic representation of π where
points representing A and B are placed in the corresponding order on the boundary of a disk,
and straight line segments connect the points according to π. Here, for each v ∈A◦∩B◦ 123 76 M. Lis (resp. each v ∈A• ∩B•), two copies of v are placed on the circle, and the one corresponding
to a point in A comes immediately after (resp. before) the one corresponding to a point in B
in the counterclockwise order. 2 Main Results For u, v ∈V and a current n, we will write u
n↔v if u and v are connected in G by a
path of edges with non-zero values of n, and we will write u
n↮v otherwise. Let A and B
be contiguous sets of boundary vertices as in Corollary 2.2. We define the event of having
parallel and disjoint connections between A and B (see Fig. 1) by PA,B = {n ∈A∪B | ai
n↔bi for all i, ai
n↮b j for all i ̸= j}. PA,B = {n ∈A∪B | ai
n↔bi for all i, ai
n↮b j for all i ̸= j}. As a consequence of the proof of Theorem 2.1 and Corollary 2.2, we can compute the
probability of PA,B under the double random current measure: Theorem 2.3 Let A and B be contiguous sets of boundary vertices as in Corollary 2.2, and let
v1, v2, . . . , v2k be a counterclockwise order on A ∪B. Consider the 2k ×2k skew-symmetric
matrix satisfying K A∪B
i, j
= ⟨σvi σv j ⟩
for i < j. 123 77 The Planar Ising Model and Total Positivity Fig. 1 The solid edges represent
non-zero values of a current
n ∈PA,B with A = {a1, a2, a3}
and B = {b1, b2, b3}. The black
edges represent odd values and
the grey edges represent even
values
a1
a2
a3
b3
b2
b1
Then,
PA∪B
d-curr(PA,B) = det M A,B
Pf K A∪B ,
where Pf denotes the Pfaffian of a skew-symmetric matrix. Fig. 1 The solid edges represent
non-zero values of a current
n ∈PA,B with A = {a1, a2, a3}
and B = {b1, b2, b3}. The black
edges represent odd values and
the grey edges represent even
values Fig. 1 The solid edges represent
non-zero values of a current
n ∈PA,B with A = {a1, a2, a3}
and B = {b1, b2, b3}. The black
edges represent odd values and
the grey edges represent even
values b2 b1 Then, where Pf denotes the Pfaffian of a skew-symmetric matrix. where Pf denotes the Pfaffian of a skew-symmetric matrix. Example 2.2 We consider the simplest non-trivial case of Theorem 2.3 when k = 2. To
this end, let S = {a, b, c, d} ⊆W be ordered counterclockwise, and let X = {n ∈S |
a
n↔b
n↔c
n↔d}. 2 Main Results Note that by planarity of G, and the fact that each connected component
of n contains an even number of vertices in ∂n, the complement of X in S is P{a,b},{c,d} ∪
P{a,d},{b,c}. We have Pf K S = ⟨σaσb⟩⟨σcσd⟩+ ⟨σaσd⟩⟨σbσc⟩−⟨σaσc⟩⟨σbσd⟩, and hence by
Theorem 2.3, PS
d-curr(P{a,b},{c,d}) = ⟨σaσd⟩⟨σbσc⟩−⟨σaσc⟩⟨σbσd⟩
Pf K S
,
PS
d-curr(P{a,d},{b,c}) = ⟨σaσb⟩⟨σcσd⟩−⟨σaσc⟩⟨σbσd⟩
Pf K S
,
PS
d-curr(X) = ⟨σaσc⟩⟨σbσd⟩
Pf K S
. We note that these formulas follow from the switching lemma of Griffiths, Hurst and Sher-
man [15] (see e.g. [4] for a modern treatment of the lemma). The statement of Theorem 2.3
for k > 2 does not however seem to be a direct consequence of this lemma. Remark 2 For future reference, recall that the Pfaffian of the skew-symmetric matrix K A∪B
is the square root of its determinant, and it is a well known fact that it can be written as Pf K A∪B =
π: pairing of A∪B
(−1)xing(π)
{u,v}∈π
⟨σuσv⟩,
(2.4 Pf K A∪B =
π: pairing of A∪B
(−1)xing(π)
{u,v}∈π
⟨σuσv⟩,
(2.4) (2.4) where the sum is over all pairings of A ∪B, and where xing is defined as in (2.2). where the sum is over all pairings of A ∪B, and where xing is defined as in (2.2). Our last main result concerns the scaling limit at criticality of the parallel connection
probability in double random currents. The proof relies on the computation of Hongler [17]
of the scaling limit of the boundary two-point functions themselves. Analogous and more
general results were obtained by Kenyon and Wilson [24] for the double dimer model,
multichordal loop erased walk, and grove Peano curves. Theorem 2.4 Let D be a bounded finitely-connected domain in the complex plane with a
piecewise C1 boundary. Let ∂sD be the straight part of the boundary, i.e., the part composed 123 123 M. Lis 78 of intervals parallel either to the real or imaginary axis. Let A = {a1, a2, . . . , ak} ⊂∂sD
and B = {b1, b2, . . . bk} ⊂∂sD be such that a1, . . . , ak, bk, . . . , b1 is a counterclockwise
ordering of A ∪B around the outer boundary of D. For ϵ > 0, let Dϵ be the maximal
connected component of the rescaled square nearest-neighbor lattice ϵZ2 contained in D. 2 Main Results Consider the double random current measure PAϵ∪Bϵ
d-curr
on Dϵ with homogeneous critical
coupling constants Je = 1
2 log(
√
2 + 1), where Aϵ and Bϵ are sets of vertices on the outer
face of Dϵ approximating A and B. Then, the following limit exists pA,B(D) := lim
ϵ→0 PAϵ∪Bϵ
d-curr (PAϵ,Bϵ). Moreover, if H is the upper half-plane and ϕ : D →H is a conformal equivalence between
D and H, then pA,B(D) = det ˜M A,B
Pf ˜K A∪B , where ˜M A,B is a k × k matrix, and ˜K A∪B is a 2k × 2k skew-symmetric matrix satisfying ˜M A,B
i, j
=
1
|ϕ(ai) −ϕ(b j)|,
and
˜K A∪B
i, j
=
1
|ϕ(vi) −ϕ(v j)|
for i < j, where v1, v2, . . . , v2k is a counterclockwise order on A ∪B. 3 Random Currents In this section G = (V, E) is a finite (not necessarily planar) graph. Note that the definitions
of the Ising model and the random current model generalize verbatim to arbitrary finite
graphs. g p
Let A ⊆V be a set of even cardinality (possibly empty). With a current n ∈A, we
associate a pair of sets of edges ω(n) = (ω1(n), ω2(n)), where ω1(n) = {e ∈E | ne is odd},
and ω2(n) = {e ∈E | ne is even, ne ̸= 0}. Let EA be the collection of sets of edges for which A is the set of vertices with odd degree in
the induced subgraph. One can see that A := {ω(n) | n ∈A} = {(ω1, ω2) | ω1 ∈EA, ω2 ⊆E \ ω1}. A := {ω(n) | n ∈A} = {(ω1, ω2) | ω1 ∈EA, ω2 ⊆E \ ω1}. We will often identify ω ∈ A with the set ω1 ∪ω2 ⊆E. Note that for u, v ∈V , u
n↔v if
and only if u and v belong to the same connected component of ω(n). A Let xe = tanh Je and ye = (cosh Je)−1. The next result describes the measure P
A
curr on
A induced from the random current measure. Lemma 3.1 The probability of ω ∈ A induced from the random current measure is given
by P
A
curr(ω) =
1
¯Z Acurr
e∈ω1
xe
e∈ω2
(1 −ye)
e∈E\ω
ye, where ¯Z A
curr = Z A
curr
e∈E ye. where ¯Z A
curr = Z A
curr
e∈E ye. 123 79 The Planar Ising Model and Total Positivity P
A
curr(ω) =
n∈A: ω(n)=ω
PA
curr(n)
=
1
Z Acurr
n∈A: ω(n)=ω
e∈E
(Je)ne
ne! =
1
Z Acurr
e∈ω1
∞
k=1
(Je)2k−1
(2k −1)!
e∈ω2
∞
k=1
(Je)2k
(2k)! =
1
Z Acurr
e∈ω1
sinh Je
e∈ω2
(cosh Je −1)
=
1
¯Z Acurr
e∈ω1
xe
e∈ω2
(1 −ye)
e∈E\ω
ye. ⊓⊔ ⊓⊔ ⊓⊔ For ω ⊆E, let E∅(ω) = E∅∩{ω′ | ω′ ⊆ω}. The main result of this section gives a
formula for the probability measure P
A
d-curr on A induced from the double random current
measure. 3 Random Currents Theorem 3.2 The probability of ω ∈ A induced from the double random current measure
is given by is given by P
A
d-curr(ω) =
1
¯Z A
d-curr
|E∅(ω)|
e∈ω1
xe
e∈ω2
x2
e
e∈E\ω
(1 −x2
e ), where ¯Z A
d-curr = Z A
curr Z∅
curr
e∈E(1 −x2
e ). where ¯Z A
d-curr = Z A
curr Z∅
curr
e∈E(1 −x2
e ). Proof Let n1 ∈A, n2 ∈∅, n = n1 + n2, and ω1 = ω(n1), ω2 = ω(n2), ω = ω(n). Note that e ∈ω1 if and only if e ∈ω1
1△ω2
1. Therefore, by Lemma 3.1, each e ∈ω1 carries
a multiplicative weight of xe[(1 −ye) + ye] = xe in the double random current measure. Similarly, e ∈ω2 if and only if e ∈ω1
1 ∩ω2
1 or e ∈(ω1
2 ∪ω2
2) \ (ω1
1 ∪ω2
1). By Lemma 3.1,
the multiplicative contribution of e ∈ω2 is hence x2
e = (1 −ye + ye)2 −y2
e in both cases. The contribution of an edge e ∈E \ ω is then 1 −x2
e . It is now enough to show that there
are exactly |E∅(ω)| choices of ω1
1 and ω2
1 such that ω1
1△ω2
1 = ω1 and ω1
1 ∩ω2
1 ⊂ω2. Indeed,
this is equivalent to freely choosing ω2
1 ∈E∅(ω) and setting ω1
1 = (ω1 \ ω2
1) ∪(ω2
1 ∩ω2)
∈EA. ⊓⊔ ⊓⊔ We note that one can express |E∅(ω)| in terms of the number of vertices, edges, and
connected components of ω (see Lemma 4.2). 4 Random Alternating Flows In this section we assume that G is planar, and we explain how the double random current
measure is related to a measure on alternating flows. To this end, we define a directed
modification ⃗G = (V ∪W + ∪W −, ⃗E) of G as follows. Each edge e ∈E is replaced
by three directed edges ⃗e ∈⃗E: one middle edge ⃗em, and two side edges ⃗es1, ⃗es2 (see Fig. 2). M. Lis 80 wi
wi−1
wi+1
w
w
G 1
wi
wi−1
wi+1
w+
i+1
w−
i+1
w−
i
w+
i
w+
i−1
w−
i−1
G wi
wi−1
wi+1
wi
wi−1
wi+1
w+
i+1
w−
i+1
w−
i
w+
i
w+
i−1
w−
i−1
G
G
Fig. 2 A choice of orientations of edges in a directed modification ⃗G of G. For each boundary vertex w, a
source w+ and a sink w−are added in an order depending on whether w ∈W◦or w ∈W• G Fig. 2 A choice of orientations of edges in a directed modification ⃗G of G. For each boundary vertex w, a
source w+ and a sink w−are added in an order depending on whether w ∈W◦or w ∈W• The side edges lie on opposite sides of ⃗em and have the opposite orientation to ⃗em. The
orientation of each middle edge is chosen arbitrarily, and the edge weights are given by The side edges lie on opposite sides of ⃗em and have the opposite orientation to ⃗em. The
orientation of each middle edge is chosen arbitrarily, and the edge weights are given by x⃗em = sinh 2Je
2
=
xe
1 −x2e
,
x⃗es1 = x⃗es2 = tanh Je
2
= xe
2 . (4.1) (4.1) Moreover, for each w ∈W, two vertices w+ ∈W + and w−∈W −, and two directed edges
(w, w−), (w+, w) ∈⃗E are placed in the external face of G so that w−becomes a sink and
w+ becomes a source. The weights of these edges are set to 1. The vertices are placed in such
a way that w−is comes immediately before (resp. after) w+ if w ∈W◦(resp. if w ∈W•) in
the counterclockwise order around the external face of G (see Fig. 2). ⃗
⃗ A flow on ⃗G is a set of edges F ⊆⃗E such that each vertex has the same number of ingoing
and outgoing edges in F. 4 Random Alternating Flows An alternating flow is a flow such that for each v ∈V , the edges
of the flow alternate in orientation around v (edge oriented towards v or away from v). For
U ⊆W, we will write U + ⊆W + and U −⊆W −for the the corresponding sets of sources
and sinks in ⃗G. For two (possibly intersecting) sets A, B ⊂W of equal cardinality, let FA,B = {alternating flow F on ⃗G | V (F) ∩W + = A+, V (F) ∩W −= B−}, FA,B = {alternating flow F on ⃗G | V (F) ∩W + = A+, V (F) ∩W −= B−}, where V (F) is the set of vertices incident on at least one edge of F. Following Talaska [37], we define the weight of an alternating flow F ∈FA,B by w(F) = 2|A|+|F|−|V (F)|
⃗e∈F
x⃗e,
(4.2) (4.2) and we consider the probability measure on alternating flows with boundary conditions A, B
given by and we consider the probability measure on alternating flows with boundary conditions A, B
given by PA,B
a-flow(F) = w(F)
Z A,B
a-flow
,
F ∈FA,B, where Z A,B
a-flow =
F∈FA,B w(F) is the partition function. Note that in [37] general oriented
planar graphs are considered, and the connection with double random currents described in
this section is realized by our particular choice of ⃗G and its edge weights. where Z A,B
a-flow =
F∈FA,B w(F) is the partition function. Note that in [37] general oriented
planar graphs are considered, and the connection with double random currents described in
this section is realized by our particular choice of ⃗G and its edge weights. There are four different types of local (interior) edge configurations in an alternating flow
F on ⃗G according to the total amount of flow at the endpoints (the number of incoming
edges minus the number of outgoing edges) and the orientation of the edges (see Fig. 3). Note that it is not possible that F contains ⃗eR1 and ⃗eR2 but not ⃗eB since then the alternating 123 The Planar Ising Model and Total Positivity The Planar Ising Model and Total Positivity 81 Fig. 3 Four types of local edge
configurations in alternating
flows on ⃗G
(1a)
(2a)
(2b)
(1b)
condition is violated. 4 Random Alternating Flows Also note that there are three different configurations of type (1a) which
are indistinguishable from the point of view of alternating flows—they can be interchanged
without forcing any other changes in the flow. (1a)
(2a)
(2b)
(1b) Fig. 3 Four types of local edge
configurations in alternating
flows on ⃗G (1b) (1a) condition is violated. Also note that there are three different configurations of type (1a) which
are indistinguishable from the point of view of alternating flows—they can be interchanged
without forcing any other changes in the flow. condition is violated. Also note that there are three different configurations of type (1a) which
are indistinguishable from the point of view of alternating flows—they can be interchanged
without forcing any other changes in the flow. With each F ∈FA,B, as in Sect. 3, we associate a pair of sets ω(F) = (ω1(F), ω2(F)),
where ω1(F) is the set of edges e ∈E such that the local configuration of F at e is of type (1a)
or (1b), and where ω2(F) is the set of edges e ∈E with the local configuration of type (2a) or
(2b). We denote by A,B the image of FA,B under this map. Note that ω1(F) ∈EA△B since,
by the flow condition, one can split ω1(F) into a sourceless part in E∅and a collection of |A|
edge-disjoint directed paths starting at A and ending at B. In particular, every v ∈A ∩B
is the starting and ending point of exactly one such path, and hence, the degree of ω1(F) at
v is even. This means that A,B ⊆ A△B, and hence the map above induces a probability
measure P
A,B
a
flow on A△B, which is supported on A B. The main result of this section casts this measure into a form related to that of the induced
double random current measure from Theorem 3.2. Theorem 4.1 Let A, B ⊂W be such that |A| = |B|, and let ⃗G be one of the directed
modifications of G described above. Let ω ∈ A,B, and let k′(ω) be the number of connected
components of ω that contain a vertex in A ∪B. 4 Random Alternating Flows Then, the probability of ω induced from the
random alternating flow measure is given by P
A,B
a−flow(ω) =
1
¯Z A,B
a-flow
2|A|−k′(ω)|E∅(ω)|
e∈ω1
xe
e∈ω2
x2
e
e∈E\ω
(1 −x2
e ),
where ¯Z A,B
a-flow = Z A,B
a-flow
e∈E(1 −x2
e ). In particular, P
A,B
a-flow = P
B,A
a-flow. P
A,B
a−flow(ω) =
1
¯Z A,B
a-flow
2|A|−k′(ω)|E∅(ω)|
e∈ω1
xe
e∈ω2
x2
e
e∈E\ω
(1 −x2
e ), Before proving the theorem, we need to recall a standard result about the cardinality of
E∅(ω). We give a proof for completeness. For ω ⊆E, we denote by k(ω) the number of
connected components of ω. Lemma 4.2 Let ω ⊆E be such that E∅(ω) is nonempty. Then, Lemma 4.2 Let ω ⊆E be such that E∅(ω) is nonempty. Then, |E∅(ω)| = 2|ω|−|V (ω)|+k(ω). Proof Consider a maximal spanning forest T ⊆ω of ω, and note that |ω\T| = |ω|−|V (ω)|+
k(ω). It is hence enough to construct a bijection between E∅(ω) and the set of subsets of ω\T. To this end, to each e ∈ω \ T we assign the unique cycle Ce ⊆(ω \ T ) ∪{e}. Note that
Ce ∈E∅(ω). The bijection is given by assigning to each ω′ ∈E∅(ω) the set ω′ ∩(ω \ T ), and
its inverse by assigning to each {e1, . . . , el} ⊆ω \ T the set Ce1△· · · △Cel ∈E∅(ω). ⊓⊔ 123 82 M. Lis M. Lis Proof of Theorem 4.1 Let ¯ω be a modification of ω seen as a subset of E where each edge
in ω2 is replaced by two parallel edges. By an alternating orientation of ¯ω we mean an
assignment of orientations to the edges of ¯ω such that for each v ∈V , the edges alternate
in orientation around v. Let F be such that ω(F) = ω, and let ˜F be its equivalence class
under identifying the three local edge configurations of type (1a). Note that such equivalence
classes are in one-to-one correspondence with alternating orientations of ¯ω. We claim that
the number of such alternating orientations is 2k(ω)−k′(ω). (4.3) 2k(ω)−k′(ω). (4.3) Indeed, consider a connected component κ of ¯ω that does not contain a vertex in A ∪B. We claim that κ has exactly 2 different alternating orientations. 4 Random Alternating Flows To see this, consider the
outer boundary ∂outκ of κ, i.e., the set of edges in κ incident on the unbounded face of κ. Because of the alternating condition, the choice of the orientation for one edge determines
the orientation of all other edges in ∂outκ. Moreover, there are no conflicts of orientations
since each vertex of κ has even degree, and hence ∂outκ can be deformed to a cycle by
splitting vertices incident on more than 2 edges from ∂outκ. Then, the orientations of all
edges agree with the clockwise or anticlockwise order on the cycle. After orienting ∂outκ,
one has to consider all connected components of κ \ ∂outκ, and repeat the reasoning with
the only difference being that there is no more freedom of choice of the orientation (if ∂outκ
was oriented clockwise (resp. counterclockwise), then all outer boundaries of the connected
components of κ \∂outκ have to be oriented counterclockwise (resp. clockwise)). One repeats
this procedure until all edges of κ are oriented. On the other hand, there is no freedom of
orientation for components containing a vertex in A ∪B since each such component has to
be oriented from a vertex in A to a vertex in B. Therefore (4.3) holds true. Indeed, consider a connected component κ of ¯ω that does not contain a vertex in A ∪B. We claim that κ has exactly 2 different alternating orientations. To see this, consider the
outer boundary ∂outκ of κ, i.e., the set of edges in κ incident on the unbounded face of κ. Because of the alternating condition, the choice of the orientation for one edge determines
the orientation of all other edges in ∂outκ. Moreover, there are no conflicts of orientations
since each vertex of κ has even degree, and hence ∂outκ can be deformed to a cycle by
splitting vertices incident on more than 2 edges from ∂outκ. Then, the orientations of all
edges agree with the clockwise or anticlockwise order on the cycle. After orienting ∂outκ,
one has to consider all connected components of κ \ ∂outκ, and repeat the reasoning with
the only difference being that there is no more freedom of choice of the orientation (if ∂outκ
was oriented clockwise (resp. counterclockwise), then all outer boundaries of the connected
components of κ \∂outκ have to be oriented counterclockwise (resp. clockwise)). 4 Random Alternating Flows Combining all the previous observations, and using the definition of PA,B
a-flow, we can write 123 83 The Planar Ising Model and Total Positivity P
A,B
a-flow(ω) =
F: ω(F)=ω
PA,B
a-flow(F)
=
1
Z A,B
a-flow
F: ω(F)=ω
w(F)
=
1
Z A,B
a-flow
˜F: ω( ˜F)=ω
w( ˜F)
=
1
Z A,B
a-flow
˜F: ω( ˜F)=ω
2|A|+|ω|−|V (ω)|
e∈ω1
xe
1 −x2e
e∈ω2
x2
e
1 −x2e
=
1
¯Z A,B
a-flow
˜F: ω( ˜F)=ω
2|A|+|ω|−|V (ω)|
e∈ω1
xe
e∈ω2
x2
e
e∈E\ω
(1 −x2
e )
=
1
¯Z A,B
a-flow
2k(ω)−k′(ω)2|A|+|ω|−|V (ω)|
e∈ω1
xe
e∈ω2
x2
e
e∈E\ω
(1 −x2
e )
=
1
¯Z A,B
a-flow
2|A|−k′(ω)|E∅(ω)|
e∈ω1
xe
e∈ω2
x2
e
e∈E\ω
(1 −x2
e ), P
A,B
a-flow(ω) =
F: ω(F)=ω
PA,B
a-flow(F)
=
1
Z A,B
a-flow
F: ω(F)=ω
w(F)
=
1
Z A,B
a-flow
˜F: ω( ˜F)=ω
w( ˜F)
=
1
Z A,B
a-flow
˜F: ω( ˜F)=ω
2|A|+|ω|−|V (ω)|
e∈ω1
xe
1 −x2e
e∈ω2
x2
e
1 −x2e
=
1
¯Z A,B
a-flow
˜F: ω( ˜F)=ω
2|A|+|ω|−|V (ω)|
e∈ω1
xe
e∈ω2
x2
e
e∈E\ω
(1 −x2
e )
=
1
¯Z A,B
a-flow
2k(ω)−k′(ω)2|A|+|ω|−|V (ω)|
e∈ω1
xe
e∈ω2
x2
e
e∈E\ω
(1 −x2
e )
=
1
¯Z A,B
a-flow
2|A|−k′(ω)|E∅(ω)|
e∈ω1
xe
e∈ω2
x2
e
e∈E\ω
(1 −x2
e ), PA,B
a-flow(F) where the second to last equality follows from (4.3), and the last one from Lemma 4.2. ⊓⊔ where the second to last equality follows from (4.3), and the last one from Lemma 4.2. ⊓⊔
In two special cases the measures induced from double random currents and alternating
flows are the same. In two special cases the measures induced from double random currents and alternating
flows are the same. Corollary 4.3 We have that P
∅
d-curr = P
∅,∅
a-flow and P
{a,b}
d-curr = P
{a},{b}
a-flow for any a, b∈W, a ̸= b. Proof By Lemma 5.4, we have that ∅,∅= ∅and {a},{b} = {a,b}, and the statement
follows from Theorems 3.2 and 4.1. ⊓⊔ 4 Random Alternating Flows One repeats
this procedure until all edges of κ are oriented. On the other hand, there is no freedom of
orientation for components containing a vertex in A ∪B since each such component has to
be oriented from a vertex in A to a vertex in B. Therefore (4.3) holds true. We now turn to the total weight w( ˜F) of each equivalence class ˜F, which we define to be
the sum of weights of all flows in ˜F. By (4.1), the total multiplicative contribution to w( ˜F)
of configurations of type (1a) is 23
xe
2
2
xe
1 −x2e
+ 2xe =
2xe
1 −x2e
, where we took the factor 2# edges and did not take the factor 2|A|−# vertices from (4.2) into
account. This contribution is therefore equal to the contribution of a configuration of type
(1b). The contributions of configurations of type (2a) and (2b) also agree and are equal to where we took the factor 2# edges and did not take the factor 2|A|−# vertices from (4.2) into
account. This contribution is therefore equal to the contribution of a configuration of type
(1b). The contributions of configurations of type (2a) and (2b) also agree and are equal to 22
xe
2
xe
1 −x2e
=
2x2
e
1 −x2e
. Hence, by (4.2), we can write Hence, by (4.2), we can write w( ˜F) = 2|A|−|V (ω)|
e∈ω1
2xe
1 −x2e
e∈ω2
2x2
e
1 −x2e
= 2|A|+|ω|−|V (ω)|
e∈ω1
xe
1 −x2e
e∈ω2
x2
e
1 −x2e
. Note that the map ω is constant on each equivalence class ˜F, and hence, with a slight
abuse of notation, we can write ω( ˜F) for the value of ω evaluated at any representative of
˜F. 5 Proofs of Main Results We need to state a few necessary lemmas. The first one goes back to the work of Griffiths,
Hurst and Sherman [15], and we give a proof for completeness. We will write Za,b = Z{a,b},
and we define Za,b
curr = Z∅
curr for a = b. Lemma 5.1 For a, b ∈V , we have ⟨σaσb⟩= Za,b
curr
Z∅curr
. Proof If a = b, then the equality is trivial. Otherwise, for a vertex v and a current n, we
define nv =
u: {u,v}∈E n{u,v}, and we have ⟨σaσb⟩=
σ∈{−1,1}V
σaσb
{u,v}∈E
exp(J{u,v}σuσv)
σ∈{−1,1}V
{u,v}∈E
exp(J{u,v}σuσv) ⟨σaσb⟩=
σ∈{−1,1}V
σaσb
{u,v}∈E
exp(J{u,v}σuσv)
σ∈{−1,1}V
{u,v}∈E
exp(J{u,v}σuσv)
=
σ∈{−1,1}V
σaσb
{u,v}∈E
∞
k=0
(J{u,v})kσ k
u σ k
v /k!
σ∈{−1,1}V
{u,v}∈E
∞
k=0
(J{u,v})kσ ku σ kv /k! =
σ∈{−1,1}V
σaσb
{u,v}∈E
∞
k=0
(J{u,v})kσ k
u σ k
v /k!
σ∈{−1,1}V
{u,v}∈E
∞
k=0
(J{u,v})kσ ku σ kv /k! 123 M. Lis 84 =
σ∈{−1,1}V
σaσb
n∈
w(n)
v∈V
σ nv
v
σ∈{−1,1}V
n∈
w(n)
v∈V
σ nv
v
=
σ∈{−1,1}V
n∈
w(n)
v∈V
σ nv+1{v∈{a,b}}
v
σ∈{−1,1}V
n∈
w(n)
v∈V
σ nv
v
=
2|V |
n∈{a,b}
w(n)
2|V |
n∈∅
w(n)
= Za,b
curr
Z∅curr
. The second to last equality holds true since the only currents that survive the summation
over the symmetric set {−1, 1}|V | are the ones for which the exponent of σv is even at every
vertex. ⊓⊔ The second to last equality holds true since the only currents that survive the summation
over the symmetric set {−1, 1}|V | are the ones for which the exponent of σv is even at every
vertex. ⊓⊔ The next lemma expresses the two-point spin correlation function as a ratio of partition
functions of alternating flows. Recall that we defined A,B ⊆ A△B to be the image of FA,B
under the map ω from Sect. 4. Lemma 5.2 For a, b ∈W, we have Lemma 5.2 For a, b ∈W, we have Lemma 5.2 For a, b ∈W, we have ⟨σaσb⟩= Za,b
a-flow
Z∅
a-flow
. ⟨σaσb⟩= Za,b
a-flow
Z∅
a-flow
. Proof Note that for each F ∈F{a},{b}, the graph ω(F) contains exactly k′ = 1 connected
component that connects a and b. The following is the reverse of the lemma above. Lemma 5.4 Let ω ∈ A△B be such that for each connected component κ of ω, the vertices
in A+ ∪B−that are adjacent to V (κ) alternate between the sources in A+ and the sinks in
B−as one goes around the external face. Then, there exists F ∈FA,B such that ω(F) = ω. Proof Fix a connected component κ of ω. Similarly to the proof of Theorem 4.1, we consider
a graph ¯κ where each edge of κ ∩ω2 is replaced by two parallel edges, and moreover, the
edges connecting each vertex in V (κ) ∩W to the corresponding vertices in A+ ∪B−are
added. It is now enough to show that there exists an alternating orientation of ¯κ where each
vertex in V (¯κ) ∩A+ becomes a source and each vertex in V (¯κ) ∩B−becomes a sink. By
the assumption on κ, we can add (in one of two possible ways) |V (¯κ) ∩(A+ ∪B−)|/2
vertex-disjoint edges connecting in pairs consecutive vertices in V (¯κ) ∩A+ and V (¯κ) ∩B−. We call the resulting graph ¯κ′. It is now enough to construct an alternating orientation of ¯κ′
such that each of the additional edges is directed from a vertex in V (¯κ) ∩B−to a vertex
in V (¯κ) ∩A+, and then restrict the orientation to ¯κ. To this end, note that each vertex of ¯κ′
has even degree. Therefore, as in the proof Theorem 4.1, the outer boundary of ¯κ′ can be
deformed to a cycle, and can be directed clockwise or counterclockwise so that the additional
edges are directed properly. We can then orient the rest of ¯κ′ consistently as in Theorem 4.1,
and the lemma is proved. ⊓⊔ The next lemma is an adaptation of a result of [37]. Lemma 5.5 [37, Corollary 4.3] Let N A,B be as in Theorem 2.1. We have det N A,B = Z A,B
a-flow
Z∅
a-flow
. Proof The proof is a matter of translation of the results of [37] to our setting. To this end,
consider the boundary measurement matrix M from Definition 2.4 of [37] defined for ⃗G with
weights as in Sect. 4. By Corollary 5.3 of [37], the entry corresponding to source a+ and sink
b−is equal to Za,b
a-flow/Z∅
a-flow, and hence, by Lemma 5.2, to ⟨σaσb⟩. Therefore, the boundary
measurement matrix for ⃗G is the matrix of Ising boundary spin correlation functions. 5 Proofs of Main Results Moreover, by Lemma 5.4 we have that {a},{b} = {a}△{b},
and ∅,∅= ∅. Hence, by comparing the formulas in Theorem 3.2 and 4.1, and using
Lemma 5.1, we get Za,b
a-flow
Z∅
a-flow
= 2|{a}|2−k′ Za,b
curr Z∅
curr
Z∅curr Z∅curr
= Za,b
curr
Z∅curr
= ⟨σaσb⟩. ⊓⊔ The next lemma describes an alternating property of sources and sinks in a connected
component of an alternating flow. The next lemma describes an alternating property of sources and sinks in a connected
component of an alternating flow. Lemma 5.3 Let F ∈FA,B, and let κ ⊂F be one of its connected components. Then, the
sources and sinks of κ interlace, i.e., as one goes around the external face, the vertices in
V (κ) ∩(A+ ∪B−) alternate between the sources in A+ and the sinks in B−. Proof Note that κ is an alternating flow itself. Take a source vertex v ∈V (κ) ∩A+, and
traverse the edges of the external face of κ in a counterclockwise order. Since at each vertex
in V that you visit, you take the rightmost possible turn, and since κ is alternating, all the
directed edges are aligned with the direction of traversal until you encounter the consecutive
vertex in v′ ∈V (κ) ∩(A+ ∪B−). Since v′ is either a sink or a source, and since there exists
an edge directed towards v′, it must be a sink. An analogous argument can be made when
starting at v′ but this time the edges are directed against the direction of traversal. Hence, the
next vertex encountered in V (κ) ∩(A+ ∪B−) is again a source, and the lemma is proved. ⊓⊔ 123 123 85 The Planar Ising Model and Total Positivity The following is the reverse of the lemma above. We are now ready to prove our first two main results. The following is the reverse of the lemma above. Indeed, in a flow F ∈FA,B there cannot be a connected component that
contains more than 2 vertices in A ∪B since then the alternating condition from Lemma 5.3
would be violated. On the other hand, if there exists k vertex disjoint paths connecting A and
B, then by Lemma 5.4, there exists a flow in FA,B which maps to these paths under ω. ⊓⊔ Furthermore, by Lemma 5.3 and 5.4, Z A,B
a-flow > 0 if and only if there are k vertex disjoint paths
connecting A and B. Indeed, in a flow F ∈FA,B there cannot be a connected component that
contains more than 2 vertices in A ∪B since then the alternating condition from Lemma 5.3
would be violated. On the other hand, if there exists k vertex disjoint paths connecting A and
B, then by Lemma 5.4, there exists a flow in FA,B which maps to these paths under ω. ⊓⊔ Before proving the rest of our main results, we will need a classical Pfaffian formula
of Groeneveld, Boel and Kasteleyn [16]. We present here a different proof involving the
connection between double random currents and alternating flows. For yet another proof
involving the dimer model, see the recent treatment of the combinatorics of the planar Ising
model [6]. Lemma 5.6 [16, Theorem A] Let K A∪B be as in Theorem 2.3. We have Lemma 5.6 [16, Theorem A] Let K A∪B be as in Theorem 2.3. We have Pf K A∪B = Z A∪B
curr
Z∅curr
. Proof By (2.2), for any A′ ⊂A ∪B with |A′| = |A| and B′ = (A ∪B) \ A′, we have
det N A′,B′ =
π: bijection A′→B′
(−1)xing(π)
{a,b}∈π
⟨σaσb⟩ Recall that a bijection between A′ and B′ can be thought of as a pairing of A ∪B, i.e., a
partition of A ∪B into pairs {a, π(a)}, a ∈A′. Note that each pairing π of A ∪B appears in
a sum as above for exactly 2|A| choices of A′. Indeed, for each of the |A| pairs in π, we can
choose one vertex that will belong to A′. Hence, by (2.4) and by Lemma 5.5, we have Pf K A∪B = 2−|A|
A′,B′
det N A′,B′ = 2−|A|
Z∅
a-flow
A′,B′
Z A′,B′
a-flow. (5.1) (5.1) Recall that A′,B′ ⊂ A∪B is the image of FA′,B′ under the map ω from Sect. The following is the reverse of the lemma above. By Corollary 4.3of [37], it is hence enough to check that the signs in N A agree with those
in the matrix in Corollary 4.3 of [37] where only the columns corresponding to sinks are
considered. In [37], the sign of the entry corresponding to source a+ and sink b−is negative
if the number of sources strictly between a+ and b−in a fixed clockwise order is odd,
and it is positive otherwise. By our choice, for every w ∈W◦(resp. w ∈W•), the sink w−
immediately precedes (resp. succeeds) the source w+ in the counterclockwise order. One can
easily check that as a result, s(i, j) from the definition of N A,B counts the number of sources
strictly between the source w+
li ∈A+ and the sink w−
j ∈B−. Therefore, the signs in the
definition of N A agree with those in [37] (up to changing a clockwise to a counterclockwise
order). Hence, the result follows from Corollary 4.3 of [37]. ⊓⊔ ⊓⊔ Remark 3 The proof of Corollary 4.3 of [37] uses the signed walk interpretation of the
boundary measurement matrix of Postnikov [33]. One can compare this with the Kac–Ward
representation of the planar Ising model [20], where the Ising boundary two-point functions
can be expressed as partition functions of signed non-backtracking walks on the undirected
graph G (see e.g. [21], or [26] for a concise proof of the Kac–Ward formula). 123 123 123 M. Lis 86 M. Lis Proof of Theorem 2.1 It is a direct consequence of Lemma 5.5. The interpretation of empty
paths as counterclockwise or clockwise loops follows from the way the sources and sinks
are placed around the external face (see Sect. 4). ⊓⊔ ⊓⊔ Proof of Corollary 2.2 Note that every square submatrix of M A,B satisfies the assumptions
of Corollary 2.2. Hence, it is enough to prove that det M A,B ≥0, and det M A,B > 0 if and
only if there are k vertex disjoint paths connecting A and B. To this end, note that by (2.1),
(2.2) and Lemma 5.5, det M A,B = det N A,B = Z A,B
a-flow
Z∅
a-flow
≥0. Furthermore, by Lemma 5.3 and 5.4, Z A,B
a-flow > 0 if and only if there are k vertex disjoint paths
connecting A and B. The following is the reverse of the lemma above. Comparing the formulas in
Theorem 3.2 and 4.1, we have PA∪B
d-curr(PA,B) = P
A∪B
d-curr(P A,B)
=
ω∈P A,B
P
A∪B
d-curr(ω)
=
Z A,B
a-flow
Z A∪B
curr Z∅curr
ω∈P A,B
2k′(ω)−|A|P
A,B
a-flow(ω)
=
Z A,B
a-flow
Z A∪B
curr Z∅curr
ω∈P A,B
P
A,B
a-flow(ω)
=
Z A,B
a-flow
Z A∪B
curr Z∅curr
,
( =
Z A,B
a-flow
Z A∪B
curr Z∅curr
ω∈P A,B
2k′(ω)−|A|P
A,B
a-flow(ω) =
Z A,B
a-flow
Z A∪B
curr Z∅curr
ω∈P A,B
P
A,B
a-flow(ω) (5.2) where the second to last equality holds true since, by the definition of PA,B, k′(ω) = |A| for
every ω ∈P A,B. Moreover, since P
A,B
a-flow is supported on A,B, to justify the last equality we
have to show that P A,B = A,B. To this end, note that by Lemma 5.3, for each F ∈FA,B,
we have that ω(F) ∈P A,B, where ω denotes the map from Sect. 4. Indeed, for contiguous
sets A and B, there is only one way of distributing the sources A+ and sinks B−between
the connected components of an alternating flow in such a way that they alternate around the
external face for each component. This means that each connected component of F connects a
single point in A to a single point in B. On the other hand, by Lemma 5.4, for each ω ∈P A,B,
there exists F ∈FA,B such that ω(F) = ω. Therefore, P A,B = A,B and (5.2) holds true. Furthermore, using Lemma 5.5 and 5.6, we get where the second to last equality holds true since, by the definition of PA,B, k′(ω) = |A| for
every ω ∈P A,B. Moreover, since P
A,B
a-flow is supported on A,B, to justify the last equality we
have to show that P A,B = A,B. To this end, note that by Lemma 5.3, for each F ∈FA,B,
we have that ω(F) ∈P A,B, where ω denotes the map from Sect. 4. Indeed, for contiguous
sets A and B, there is only one way of distributing the sources A+ and sinks B−between
the connected components of an alternating flow in such a way that they alternate around the
external face for each component. This means that each connected component of F connects a
single point in A to a single point in B. The following is the reverse of the lemma above. 4. We claim
that each ω ∈ A∪B belongs to A′,B′ for exactly 2k′(ω) choices of A′, where k′(ω) is the
number of connected components of ω containing a vertex in A ∪B. Indeed, by Lemma 5.3
and 5.4, for each connected component κ of ω that intersects A ∪B, there are exactly two
ways of distributing the vertices in V (κ) ∩(A ∪B) between A′ and B′ (choosing one vertex
to be connected to a source or a sink fixes the choices for all other vertices in V (κ)∩(A ∪B) 123 The Planar Ising Model and Total Positivity 87 by the alternating property). Hence, by combining Theorem 3.2 and 4.1, we have (5.1) =
1
Z∅
a-flow
A′,B′
ω∈ A′,B′
2−k′(ω)|E∅(ω)|
e∈ω1
xe
1 −x2e
e∈ω2
x2
e
1 −x2e
=
1
Z∅
a-flow
ω∈ A∪B
2k′(ω)−k′(ω)|E∅(ω)|
e∈ω1
xe
1 −x2e
e∈ω2
x2
e
1 −x2e
= Z A∪B
curr Z∅
curr
Z∅
a-flow
= Z A∪B
curr
Z∅curr
, (5.1) =
1
Z∅
a-flow
A′,B′
ω∈ A′,B′
2−k′(ω)|E∅(ω)|
e∈ω1
xe
1 −x2e
e∈ω2
x2
e
1 −x2e
=
1
Z∅
a-flow
ω∈ A∪B
2k′(ω)−k′(ω)|E∅(ω)|
e∈ω1
xe
1 −x2e
e∈ω2
x2
e
1 −x2e
= Z A∪B
curr Z∅
curr
Z∅
a-flow
= Z A∪B
curr
Z∅curr
, where in the last equality we used Corollary 4.3 to get Z∅
a-flow = (Z∅
curr)2. ⊓⊔ where in the last equality we used Corollary 4.3 to get Z∅
a-flow = (Z∅
curr)2. ⊓⊔ We are now in a position to prove the rest of our main results. We are now in a position to prove the rest of our main results. Proof of Theorem 2.3 Recall that A and B are placed around the outer face in such a way that
allverticesof A comebeforeeveryvertexof B inacounterclockwiseorder.Let P A,B ⊆ A∪B
be the image of the event PA,B under the map from Sect. 3. The following is the reverse of the lemma above. On the other hand, by Lemma 5.4, for each ω ∈P A,B,
there exists F ∈FA,B such that ω(F) = ω. Therefore, P A,B = A,B and (5.2) holds true. Furthermore, using Lemma 5.5 and 5.6, we get det M A,B
Pf K A∪B = Z A,B
a-flowZ∅
curr
Z∅
a-flowZ A∪B
curr
=
Z A,B
a-flow
Z A∪B
curr Z∅curr
, where we used Corollary 4.3 to obtain that Z∅
a-flow = (Z∅
curr)2. Together with (5.2), this
finishes the proof. ⊓⊔ where we used Corollary 4.3 to obtain that Z∅
a-flow = (Z∅
curr)2. Together with (5.2), this
finishes the proof. ⊓⊔ 123 123 88 M. Lis Proof of Theorem 2.4 Hongler in his PhD thesis [17] showed that in the setting of Theo-
rem 2.4, for any a ∈A and b ∈B, the following limit exists Proof of Theorem 2.4 Hongler in his PhD thesis [17] showed that in the setting of Theo-
rem 2.4, for any a ∈A and b ∈B, the following limit exists fa,b(D) := lim
ϵ→0 ϵ−1⟨σaϵσbϵ⟩,
(5.3) (5.3) where aϵ and bϵ are vertices on the outer face of Dϵ approximating a and b. Moreover, the
limit is conformally covariant, i.e., for a domain D′ and a conformal equivalence ϕ : D →D′,
we have where aϵ and bϵ are vertices on the outer face of Dϵ approximating a and b. Moreover, the
limit is conformally covariant, i.e., for a domain D′ and a conformal equivalence ϕ : D →D′,
we have fa,b(D) = fϕ(a),ϕ(b)(D′)|ϕ′(a)ϕ′(b)|
1
2 . (5.4) (5.4) Furthermore, for real numbers a, b, we have fa,b(H) = 2(
√
2 + 1)
π|a −b| . The result now follows from Theorem 2.3 since, by the expansions of the determinant and
Pfaffian (2.1) and (2.4), the normalization factors from (5.3), the constants 2(
√
2 + 1)/π,
and the factors containing derivatives of ϕ from (5.4) cancel out. ⊓⊔ ⊓⊔ Acknowledgements The author thanks the anonymous referees for very useful suggestions. This research
was supported by the Knut and Alice Wallenberg foundation, and was conducted when the author was at
Chalmers University of Technology and the University of Gothenburg. The following is the reverse of the lemma above. Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0 Interna-
tional License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and
reproduction in any medium, provided you give appropriate credit to the original author(s) and the source,
provide a link to the Creative Commons license, and indicate if changes were made. References 1. Aizenman, M.: Geometric analysis of ϕ4 fields and Ising models. I, II. Commun. Math. Phys. 86(1), 1–48
(1982) 2. Aizenman, M., Barsky, D.J., Fernández, R.: The phase transition in a general class of Ising-type models
is sharp. J. Stat. Phys. 47(3), 343–374 (1987) 2. Aizenman, M., Barsky, D.J., Fernández, R.: The phase transition in a general class of Ising-type models
is sharp. J. Stat. Phys. 47(3), 343–374 (1987) Aizenman, M., Fernández, R.: On the critical behavior of the magnetization in high-dimensional Ising
models. J. Stat. Phys. 44(3), 393–454 (1986) y
( )
(
)
4. Aizenman, M., Duminil-Copin, H., Sidoravicius, V.: Random currents and continuity of ising model’s
spontaneous magnetization. Commun. Math. Phys. 334(2), 719-742 (2015) Aizenman, M., Duminil-Copin, H., Sidoravicius, V.: Random currents and continuity of ising model’s
spontaneous magnetization. Commun. Math. Phys. 334(2), 719-742 (2015) 5. Björnberg, J.E.: Vanishing critical magnetization in the quantum Ising model. Commun. Math. Phys. 337(2), 879-907 (2015) 5. Björnberg, J.E.: Vanishing critical magnetization in the quantum Ising model. Commun. Math. Phys. 337(2), 879-907 (2015) ( ),
(
)
6. Chelkak, D., Cimasoni, D., Kassel, A.: Revisiting the combinatorics of the 2D Ising model, 2015. to
appear in Ann. Inst. Henri Poincaré Comb. Phys, Interact ( )
(
)
6. Chelkak, D., Cimasoni, D., Kassel, A.: Revisiting the combinatorics of the 2D Ising model, 2015. to
appear in Ann. Inst. Henri Poincaré Comb. Phys, Interact Chelkak, D., Cimasoni, D., Kassel, A.: Revisiting the combinatorics of the 2D Ising model, 2015. to 6. Chelkak, D., Cimasoni, D., Kassel, A.: Revisiting the combinatori
appear in Ann. Inst. Henri Poincaré Comb. Phys, Interact 6. Chelkak, D., Cimasoni, D., Kassel, A.: Revisiting the combinatorics of the 2D Ising model, 2015
appear in Ann. Inst. Henri Poincaré Comb. Phys, Interact 7. Chelkak, D., Hongler, C., Izyurov, K.: Conformal invariance of spin correlations in the planar Ising model. Ann. Math. (2) 181(3), 1087-1138 (2015) 7. Chelkak, D., Hongler, C., Izyurov, K.: Conformal invariance of spin correlations in the planar Ising model. Ann. Math. (2) 181(3), 1087-1138 (2015) 8. Chelkak, D., Smirnov, S.: Universality in the 2D Ising model and conformal invariance of fermionic
observables. Invent. Math. 189(3), 515-580 (2012) 8. Chelkak, D., Smirnov, S.: Universality in the 2D Ising mo
observables. Invent. Math. 189(3), 515-580 (2012) 8. Chelkak, D., Smirnov, S.: Universality in the 2D Ising model and conformal invariance of fermionic
observables. Invent. Math. 189(3), 515-580 (2012) 9. References Curtis, E.B., Ingerman, D., Morrow, J.A.: Circular planar graphs and resistor networks. Linear Alge
Appl. 283(1-3), 115-150 (1998) 10. Duminil-Copin, H.: Random currents expansion of the Ising model (2016). arXiv:1607.06933 10. Duminil-Copin, H.: Random currents expansion of the Ising model (2016). arXiv:1607.06933 11. Fomin, S.: Loop-erased walks and total positivity. Trans. Am. Math. Soc. 353(9), 3563-3583 (2001) p
p
y
( )
(
)
12. Gantmacher, F.R., Krein, M.G.: Sur les matrices complètement non négatives et oscillatoires, fre. Compos. Math. 4, 445–476 (1937) 13. Gantmacher, F.R., Krein, M.G.: Oszillationsmatrizen, Oszillationskerne und kleine Schwingungen mech-
anischer Systeme, Wissenschaftliche Bearbeitung der deutschen Ausgabe: Alfred Stöhr. Mathematische
Lehrbücher und Monographien, I. Abteilung, Bd. V, Akademie-Verlag, Berlin (1960) 14. Griffiths, R.B.: Correlations in ising ferromagnets. I, 1967. J. Math. Phys. 8(3), 478-483 123 123 The Planar Ising Model and Total Positivity 89 15. Griffiths, R.B., Hurst, C.A., Sherman, S.: Concavity of magnetization of an ising ferromagnet in a posi
external field, 1970. J. Math. Phys. 11(3), 790-795 (1970) y
16. Groeneveld, J., Boel, R.J., Kasteleyn, P.W.: Correlation-function identities for general planar Ising sys-
tems. Phys. A: Stat. Mech. Appl. 93(1), 138-154 (1978) 17. Hongler, C.: Conformal Invariance of Ising Model Correlations, Ph.D. Thesis (2010) 18. Hongler, C., Smirnov, S.: The energy density in the planar Ising model. Acta Math. 211(2), 191
(2013) 19. Ising, E.: Beitrag zur Theorie des Ferromagnetismus, 1925FEB-APR, Z. Physik, 31, 253-258 20. Kac, M., Ward, J.C.: A combinatorial solution of the two-dimensional Ising model. Phys. Rev. 88(6),
1332–1337 (1952) 21. Kager, W., Lis, M., Meester, R.: The signed loop approach to the ising model: foundations and critical
point. J. Stat. Phys. 152(2), 353-387 (2013) 22. Karlin, Samuel: McGregor, James, coincidenc 22. Karlin, Samuel: McGregor, James, coincidence probabilities. Pac. J. Math. 9(4), 1141–1164 (1959) 23. Kenyon, R.W., Wilson, D.B.: Combinatorics of tripartite boundary connections for trees and d
El
J C
bi
i
[ l
i
l ] 16(1) (2009) R
h P
R112 28 23. Kenyon, R.W., Wilson, D.B.: Combinatorics of tripartite boundary connections for trees and
Electron J. Combinatorics [electronic only] 16(1) (2009), Research Paper R112, 28 pp Electron J. Combinatorics [electronic only] 16(1) (2009), Research Paper R112, 28 pp 24. Kenyon, Richard W., Wilson, David B.: Boundary partitions in trees and dimers. Trans. Am. Math. Soc. 363(3), 1325–1364 (2011) 25. Lawler, G.F.: A self-avoiding random walk. Duke Math. J. 47(3), 655-693 (1980) 26. Lis, M.: A short proof of the Kac-Ward formula. Ann. Inst. Henri Poincaré Comb. Phys. Interact. 3, 45-53
(2016) 27. Lupu, T., Werner, W.: A note on Ising random currents, Ising-FK, loop-soups and the Gaussian free field. Electron. Commun. Probab. 21 (2016). 7 pp pp
28. Lusztig, G.: Total positivity in reductive groups, Lie theory and geometry, pp. 531-568 (1994) 29. Lusztig, G.: Total positivity in partial flag manifolds. Represent. Theory 2, 70–78 (1998) 30. Lusztig, G.: Introduction to total positivity. Positivity in Lie theory: open problems, pp. 133-145 (19 g
p
y
y
y
p
p
pp
31. Onsager, L.: Crystal statistics. I. A two-dimensional model with an order-disorder transition. Phys. Rev. (2) 65, 117-149 (1944) 33. Postnikov, A.: Total positivity, Grassmannians, and networks (2006). 123 arXiv:math/0609764 : Total positivity, Grassmannians, and networks (2006 34. Postnikov, A., Speyer, D., Williams, L.: Matching polytopes, toric geometry, and the totally n 34. Postnikov, A., Speyer, D., Williams, L.: Matching polytopes, t
Grassmannian. J. Algebraic Combin. 30(2), 173-191 (2009)
Ü 34. Postnikov, A., Speyer, D., Williams, L.: Matching polytopes, toric geometry, and the totally
Grassmannian. J. Algebraic Combin. 30(2), 173-191 (2009) Grassmannian. J. Algebraic Combin. 30(2), 173-191 (2009)
Ü 35. Schoenberg, I.: Über variationsvermindernde lineare Transformationen. Mathematische Zeitschrift 32
321-328 (1930) 36. Smirnov, S., Conformal invariance in random cluster models. I. Holomorphic fermions in the Ising model. Ann. Math. (2) 172(2), 1435-1467 (2010) 37. Talaska, K.: A formula for Plücker coordinates associated with a planar network. Int. Math. Res. Not. IMRN (2008), Art. ID rnn 081, 19 38. Yang, C.N.: The spontaneous magnetization of a two-dimensional Ising model. Phys. Rev. (2) 85, 808-816
(1952) 123
|
https://openalex.org/W2001641019
|
https://repository.up.ac.za/bitstream/2263/49214/1/Okeke_Convergence_2015.pdf
|
Latin
| null |
Convergence and almost sure T-stability for a random iterative sequence generated by a generalized random operator
|
Journal of inequalities and applications
| 2,015
|
cc-by
| 6,479
|
© 2015 Okeke and Abbas; licensee Springer. This article is distributed under the terms of the Creative Commons Attribution 4.0
International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduc-
tion in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative
Commons license, and indicate if changes were made. R ES EA RCH Open Access Abstract The aim of this paper is to introduce the concept of generalized φ-weakly contraction
random operators and then to prove the convergence and almost sure T-stability of
Mann and Ishikawa-type random iterative schemes. We also prove that a random
fixed point of such operators is Bochner integrable. Our results generalize, extend and
improve various results in the existing literature including the results in Berinde (Bul. ¸Stiin¸t. - Univ. Baia Mare, Ser. B Fasc. Mat.-Inform. 18(1):7-14, 2002), Olatinwo (J. Adv. Math. Stud. 1(1):5-14, 2008), Rhoades (Trans. Am. Math. Soc. 196:161-176, 1974; Indian
J. Pure Appl. Math. 21(1):1-9, 1990; Indian J. Pure Appl. Math. 24(11):691-703, 1993) and
Zhang et al. (Appl. Math. Mech. 32(6):805-810, 2011). MSC: 47H09; 47H10; 49M05; 54H25 Keywords: Ishikawa-type random iterative scheme; Mann-type random iterative
scheme; almost sure T-stability; separable Banach spaces; Bochner integrability;
generalized φ-weakly contractive random operator Godwin Amechi Okeke1* and Mujahid Abbas2,3 Godwin Amechi Okeke1* and Mujahid Abbas2,3 *Correspondence:
gaokeke1@yahoo.co.uk
1Department of Mathematics,
College of Science and Technology,
Covenant University, Canaanland,
KM 10 Idiroko Road, P.M.B. 1023, Ota,
Ogun State, Nigeria
Full list of author information is
available at the end of the article *Correspondence:
gaokeke1@yahoo.co.uk
1Department of Mathematics,
College of Science and Technology,
Covenant University, Canaanland,
KM 10 Idiroko Road, P.M.B. 1023, Ota,
Ogun State, Nigeria
Full list of author information is
available at the end of the article Okeke and Abbas Journal of Inequalities and Applications ( 2015) 2015:146
DOI 10.1186/s13660-015-0666-8 Okeke and Abbas Journal of Inequalities and Applications ( 2015) 2015:146
DOI 10.1186/s13660-015-0666-8 Convergence and almost sure T-stability
for a random iterative sequence generated by
a generalized random operator Convergence and almost sure T-stability
for a random iterative sequence generated by
a generalized random operator Godwin Amechi Okeke1* and Mujahid Abbas2,3 1 Introduction Real world problems are embedded with uncertainties and ambiguities. To deal with prob-
abilistic models, probabilistic functional analysis has emerged as one of the momentous
mathematical disciplines and attracted the attention of several mathematicians over the
years in view of its applications in diverse areas from pure mathematics to applied sciences. Random nonlinear analysis, an important branch of probabilistic functional analysis, deals
with the solution of various classes of random operator equations and related problems. Of
course, the development of random methods has revolutionized financial markets. Ran-
dom fixed point theorems are stochastic generalizations of classical or deterministic fixed
point theorems and are required for the theory of random equations, random matrices,
random partial differential equations and various classes of random operators arising in
physical systems (see [, ]). Random fixed point theory was initiated in s by Prague
school of probabilists. Spacek [] and Hans [] established a stochastic analogue of the Ba-
nach fixed point theorem in a separable complete metric space. Itoh [] in generalized
and extended Spacek and Han’s theorem to a multivalued contraction random operator. The survey article by Bharucha-Reid [] in , where he studied sufficient conditions
for a stochastic analogue of Schauder’s fixed point theorem for random operators, gave Okeke and Abbas Journal of Inequalities and Applications ( 2015) 2015:146 Page 2 of 11 Page 2 of 11 wings to random fixed point theory. Now this area has become full fledged research area,
and many interesting techniques to obtain the solution of nonlinear random system have
appeared in the literature (see [–, , –]). Papageorgiou [] established an existence of random fixed point of measurable closed
and nonclosed valued multifunctions satisfying general continuity conditions and hence
improved the results in [, ] and []. Xu [] extended the results of Itoh to a nonself-
random operator T, where T satisfies weakly inward or the Leray-Schauder condition. Shahzad and Latif [] proved a general random fixed point theorem for continuous ran-
dom operators. As applications, they derived a number of random fixed points theorems
for various classes of -set and -ball contractive random operators. Arunchai and Plub-
tieng [] obtained some random fixed point results for the sum of a weakly-strongly con-
tinuous random operator and a nonexpansive random operator in Banach spaces. 1 Introduction Mann [] introduced an iterative scheme and employed it to approximate the solution
of a fixed point problem defined by a nonexpansive mapping where the Picard iterative
scheme fails to converge. Later, in , Ishikawa [] introduced an iterative scheme to
obtain the convergence of a Lipschitzian pseudocontractive operator when a Mann itera-
tive scheme is not applicable. The study of convergence of different random iterative processes constructed for var-
ious random operators is a recent development (see [–] and references mentioned
therein). Recently, Zhang et al. [] studied the almost sure T-stability and convergence
of Ishikawa-type and Mann-type random algorithms for certain φ-weakly contractive-
type random operators in the setup of a separable Banach space. They also established the
Bochner integrability of a random fixed point for such random operators. In this paper, we introduce the notion of generalized φ-weakly contractive random op-
erator and obtain the convergence and almost sure T-stability of Ishikawa-type random
iterative scheme and Mann-type random iterative scheme for such operators. Our results
extend, unify and generalize the comparable results in [–] and []. Our results improves and generalizes the deterministic fixed points results of Berinde
[], Olatinwo [], Rhoades [–] in stochastic verse. Moreover, it extends and im-
proves the results of Zhang et al. []. 2 Preliminaries Let (,,μ) be a complete probability measure space and (E,B(E)) be a measurable space,
where E is a separable Banach space, B(E) is Borel sigma algebra of E, (,) is a mea-
surable space (-sigma algebra) and μ is a probability measure on , that is, a measure
with total measure one. A mapping ξ : →E is called (a) E-valued random variable if
ξ is (,B(E))-measurable, (b) strongly μ-measurable if there exists a sequence {ξn} of μ-
simple functions converging to ξ μ-almost everywhere. Due to the separability of a Ba-
nach space E, the sum of two E-valued random variables is an E-valued random variable. A mapping T : ×E →E is called a random operator if for each fixed e in E, the mapping
T(·,e) : →E is measurable. The following definitions and results will be needed in the sequel. Definition .[] Let (,ξ,μ) be a complete probability measure space. A random vari-
able ξ : →X is Bochner integrable if for each ω ∈, Okeke and Abbas Journal of Inequalities and Applications ( 2015) 2015:146 Page 3 of 11
ξ(ω)
dμ(ω) < ∞,
ξ(ω)
dμ(ω) < ∞,
(.) (.) where ∥ξ(ω)∥is a nonnegative real-valued random variable. where ∥ξ(ω)∥is a nonnegative real-valued random variable. The Bochner integral is a natural generalization of the familiar Lebesgue integral to the
vector-valued setting. Proposition .[] A random variable ξ is Bochner integrable if and only if there exists a
sequence of random variables {ξn}∞
n=converging strongly to ξ almost surely such that lim
n→∞
ξn(ω) – ξ(ω)
dμ(ω) = . lim
n→∞
ξn(ω) – ξ(ω)
dμ(ω) = . (.) (.) Definition .[] Let (,ξ,μ) be a complete probability measure space, E be a
nonempty subset of a separable Banach space X, and T : × E →E be a random op-
erator. Define F(T) = {ξ ∗: →E such that T(ω,ξ ∗(ω)) = ξ ∗(ω) for each ω ∈} (the
random fixed point set of T). Definition .[] Let (,,μ) be a complete probability measure space and E be a
nonempty subset of a separable Banach space X. 2 Preliminaries (.) (.) The random Mann-type iterative scheme is a sequence of functions {ξn} defined by he random Mann-type iterative scheme is a sequence of functions {ξn} defined by The random Mann-type iterative scheme is a sequence of functions {ξn} defined by ξ(ω) ∈E,
ξ
(ω) = (– a )ξ (ω) + a T(ω ξ (ω))
(.) ξ(ω) ∈E,
ξn+(ω) = (– an)ξn(ω) + anT(ω,ξn(ω)),
(.) (.) ξ( )
,
ξn+(ω) = (– an)ξn(ω) + anT(ω,ξn(ω)),
(.) ξn+(ω) = (– an)ξn(ω) + anT(ω,ξn(ω)), where ≤an,cn ≤and ξ: →E is an arbitrary measurable mapping. where ≤an,cn ≤and ξ: →E is an arbitrary measurable mapping. For any given random variable ξ: →E, define a random iterative scheme with the
help of functions {ξn}∞
n=as follows: ξn+(ω) = f
T;ξn(ω)
,
n = ,,,...,
(.) ξn+(ω) = f
T;ξn(ω)
,
n = ,,,..., (.) where f is some function measurable in the second variable. Definition .[] Let ξ ∗be a random fixed point of a random operator T and Bochner
integrable with respect to {ξn}∞
n=. Let {ζn}∞
n=be an arbitrary sequence of random variables. Set ϵn(ω) =
ζn+(ω) – f
T;ζn(ω)
,
(.) (.) and assume that ∥ϵn(ω)∥∈L((ξ,μ)) (n = ,,...). The iterative scheme (.) is almost
surely T-stable (or the iterative scheme (.) is almost surely stable with respect to T) if
and only if and assume that ∥ϵn(ω)∥∈L((ξ,μ)) (n = ,,...). The iterative scheme (.) is almost
surely T-stable (or the iterative scheme (.) is almost surely stable with respect to T) if
and only if lim
n→∞
ϵn(ω)
dμ(ω) =
(.) (.) implies that ξ ∗(ω) is Bochner integrable with respect to {ζn(ω)}∞
n=. implies that ξ ∗(ω) is Bochner integrable with respect to {ζn(ω)}∞
n=. The following lemma will be needed in the sequel. Lemma .[] Let {γn} and {λn} be two sequences of nonnegative real numbers, {σn} be
a sequence of positive numbers satisfying the conditions: ∞
n=σn = ∞and limn→∞
γn
σn = . If λn+≤λn – σnφ(λn) + γn hold for each n ≥, where φ : R+ →R+ is a continuous and
strictly increasing function with φ() = , then {λn} converges to as n →∞. 2 Preliminaries A random operator T : × E →E is
called a φ-weakly contractive-type random operator if there exists a continuous and non-
decreasing function φ : R+ →R+ with φ(t) > for each t ∈(,∞) and φ() = such that
for each x,ς ∈E, ω ∈, we have
T(ω,x) – T(ω,ς)
dμ(ω) ≤
∥x – ς∥dμ(ω) – φ
∥x – ς∥dμ(ω)
. (.) (.) Motivated by the above results, we hereby introduce the following contractive condition. Motivated by the above results, we hereby introduce the following contractive condition. Definition .Let (,ξ,μ) be a complete probability measure space and E be a nonempty
subset of a separable Banach space X. A random operator T : × E →E is of generalized
φ-weakly contractive-type if there exists L(ω) ≥and a continuous and nondecreasing
function φ : R+ →R+ with φ(t) > for each t ∈(,∞) and φ() = such that for each
x,ς ∈E, ω ∈,
T(ω,x) – T(ω,ς)
dμ(ω)
≤eL(ω)∥x–ς∥
∥x – ς∥dμ(ω) – φ
∥x – ς∥dμ(ω)
. (.)
≤eL(ω)∥x–ς∥
∥x – ς∥dμ(ω) – φ
∥x – ς∥dμ(ω)
. (.) (.) If L(ω) = for each ω ∈ in (.), then it reduces to condition (.). The study of nonlinear operators have attracted the attention of several mathematicians
(see, e.g. [–]). Several interesting fixed points results have emerged as a result of such
study. Let T : × E →E be a random operator, where E is a nonempty convex subset of a
separable Banach space X. Okeke and Abbas Journal of Inequalities and Applications ( 2015) 2015:146
Page 4 of 11 Okeke and Abbas Journal of Inequalities and Applications ( 2015) 2015:146 Okeke and Abbas Journal of Inequalities and Applications ( 2015) 2015:146 Page 4 of 11 Okeke and Abbas Journal of Inequalities and Applications ( 2015) 2015:146 The random Ishikawa-type iterative scheme is a sequence of functions {ξn} and {ηn}
defined by ⎧
⎪⎨
⎪⎩
ξ(ω) ∈E,
ξn+(ω) = (– an)ξn(ω) + anT(ω,ηn(ω)),
ηn(ω) = (– cn)ξn(ω) + cnT(ω,ξn(ω)). 3 Main results We start with the following result. Theorem .Let (E,∥· ∥) be a separable Banach space, T : × E →E be a generalized
φ-weakly contractive-type random operator with F(T) ̸= ∅, and {ξn} be a random itera-
tive sequence as defined in (.) where {an} and {cn} are real sequences in (,) such that
∞
n=ancn = ∞. Then the random fixed point ξ ∗of T is Bochner integrable. Okeke and Abbas Journal of Inequalities and Applications ( 2015) 2015:146
Page 5 of 11 Okeke and Abbas Journal of Inequalities and Applications ( 2015) 2015:146 Page 5 of 11 Page 5 of 11 Proof It suffices to show that limn→∞
∥ξn(ω) – ξ ∗(ω)∥dμ(ω) = . By (.) and (.), we
have Proof It suffices to show that limn→∞
∥ξn(ω) – ξ ∗(ω)∥dμ(ω) = . By (.) and (.), we
have
ξn+(ω) – ξ ∗(ω)
dμ(ω)
≤(– an)
ξn(ω) – ξ ∗(ω)
dμ(ω) + an
T
ω,ηn(ω) – ξ ∗(ω)
dμ(ω)
≤(– an)
ξn(ω) – ξ ∗(ω)
dμ(ω)
+ an
eL(ω)∥ηn(ω)–ξ∗(ω)∥
ηn(ω) – ξ ∗(ω)
dμ(ω)
– φ
ηn(ω) – ξ ∗(ω)
dμ(ω)
≤(– an)
ξn(ω) – ξ ∗(ω)
dμ(ω)
∗
≤(– an)
ξn(ω) – ξ ∗(ω)
dμ(ω) + aneL(ω)∥ηn(ω)–ξ∗(ω)∥
ηn(ω) – ξ ∗(ω)
dμ(ω). (.) (.) we compute the following estimate: Now we compute the following estimate:
ηn(ω) – ξ ∗(ω)
dμ(ω)
≤(– cn)
ξn(ω) – ξ ∗(ω)
dμ(ω) + cn
T
ω,ξn(ω)
– ξ ∗(ω)
dμ(ω)
≤(– cn)
ξn(ω) – ξ ∗(ω)
dμ(ω)
+ cn
eL(ω)∥ξn(ω)–ξ∗(ω)∥
ξn(ω) – ξ ∗(ω)
dμ(ω)
– φ
ξn(ω) – ξ ∗(ω)
dμ(ω)
≤(– cn)
ξn(ω) – ξ ∗(ω)
dμ(ω) + cneL(ω)∥ξn(ω)–ξ∗(ω)∥
ξn(ω) – ξ ∗(ω)
dμ(ω) ≤(– cn)
ξn(ω) – ξ ∗(ω)
dμ(ω) + cneL(ω)∥ξn(ω)–ξ∗(ω)∥
ξn(ω) – ξ ∗(ω)
dμ(ω) – cneL(ω)∥ξn(ω)–ξ∗(ω)∥φ
ξn(ω) – ξ ∗(ω)
dμ(ω)
. 3 Main results (.) (.) Using (.) in (.), we obtain Using (.) in (.), we obtain Using (.) in (.), we obtain
ξn+(ω) – ξ ∗(ω)
dμ(ω)
≤(– an)
ξn(ω) – ξ ∗(ω)
dμ(ω) + aneL(ω)∥ξn(ω)–ξ∗(ω)∥
(– cn)
×
ξn(ω) – ξ ∗(ω)
dμ(ω) + cne(L(ω)∥ξn(ω)–ξ∗(ω)∥)
ξn(ω) – ξ ∗(ω)
dμ(ω)
– cne(L(ω)∥ξn(ω)–ξ∗(ω)∥)φ
ξn(ω) – ξ ∗(ω)
dμ(ω)
ξn+(ω) – ξ ∗(ω)
dμ(ω) = (– an)
ξn(ω) – ξ ∗(ω)
dμ(ω) + aneL(ω)∥ξn(ω)–ξ∗(ω)∥(– cn) = (– an)
ξn(ω) – ξ ∗(ω)
dμ(ω) + aneL(ω)∥ξn(ω)–ξ∗(ω)∥(– cn) lities and Applications ( 2015) 2015:146
Page 6 of 11 Okeke and Abbas Journal of Inequalities and Applications ( 2015) 2015:146
Page 6 of 11 Okeke and Abbas Journal of Inequalities and Applications ( 2015) 2015:146
Page 6 of 11 Okeke and Abbas Journal of Inequalities and Applications ( 2015) 2015:146 Okeke and Abbas Journal of Inequalities and Applications ( 2015) 2015:146 Page 6 of 11 ×
ξn(ω) – ξ ∗(ω)
dμ(ω) + ancne(L(ω)∥ξn(ω)–ξ∗(ω)∥)
ξn(ω) – ξ ∗(ω)
dμ(ω)
– ancne(L(ω)∥ξn(ω)–ξ∗(ω)∥)φ
ξn(ω) – ξ ∗(ω)
dμ(ω)
L( )∥ξ ( ) ξ∗( )∥ – ancne(L(ω)∥ξn(ω)–ξ∗(ω)∥)φ
ξn(ω) – ξ ∗(ω)
dμ(ω)
≤
ξn(ω) – ξ ∗(ω)
dμ(ω) + aneL(ω)∥ξn(ω)–ξ∗(ω)∥
×
ξn(ω) – ξ ∗(ω)
dμ(ω) + ancneL(ω)∥ξn(ω)–ξ∗(ω)∥
ξn(ω) – ξ ∗(ω)
dμ(ω)
– ancneL(ω)∥ξn(ω)–ξ∗(ω)∥φ
ξn(ω) – ξ ∗(ω)
dμ(ω)
=
+ aneL(ω)∥ξn(ω)–ξ∗(ω)∥+ ancneL(ω)∥ξn(ω)–ξ∗(ω)∥
×
ξn(ω) – ξ ∗(ω)
dμ(ω) – ancneL(ω)∥ξn(ω)–ξ∗(ω)∥
× φ
ξn(ω) – ξ ∗(ω)
dμ(ω)
. (.) ×
ξn(ω) – ξ ∗(ω)
dμ(ω) + ancneL(ω)∥ξn(ω)–ξ∗(ω)∥
ξn(ω) – ξ ∗(ω)
dμ(ω) ×
ξn(ω) – ξ ∗(ω)
dμ(ω) + ancneL(ω)∥ξn(ω)–ξ∗(ω)∥
ξn(ω) – ξ ∗(ω)
dμ(ω)
– ancneL(ω)∥ξn(ω)–ξ∗(ω)∥φ
ξn(ω) – ξ ∗(ω)
dμ(ω)
=
+ aneL(ω)∥ξn(ω)–ξ∗(ω)∥+ ancneL(ω)∥ξn(ω)–ξ∗(ω)∥
×
ξn(ω) – ξ ∗(ω)
dμ(ω) – ancneL(ω)∥ξn(ω)–ξ∗(ω)∥ – ancneL(ω)∥ξn(ω)–ξ∗(ω)∥φ
ξn(ω) – ξ ∗(ω)
dμ(ω)
=
+ aneL(ω)∥ξn(ω)–ξ∗(ω)∥+ ancneL(ω)∥ξn(ω)–ξ∗(ω)∥ (.) Set Set λn =
+ ancneL(ω)∥ξn(ω)–ξ∗(ω)∥
ξn(ω) – ξ ∗(ω)
dμ(ω),
σn = ancneL(ω)∥ξn(ω)–ξ∗(ω)∥
and
γn = aneL(ω)∥ξn(ω)–ξ∗(ω)∥
ξn(ω) – ξ ∗(ω)
dμ(ω) in Lemma ., it follows that conditions of Lemma .are satisfied. Hence in Lemma ., it follows that conditions of Lemma .are satisfied. Hence (.) (.) Using (.), we have Using (.), we have
T
ω,kn(ω)
– ξ ∗(ω)
dμ(ω)
≤eL(ω)∥kn(ω)–ξ∗(ω)∥
kn(ω) – ξ ∗(ω)
dμ(ω) – φ
kn(ω) – ξ ∗(ω)
dμ(ω)
≤eL(ω)∥kn(ω)–ξ∗(ω)∥
kn(ω) – ξ ∗(ω)
dμ(ω)
≤eL(ω)∥kn(ω)–ξ∗(ω)∥
(– cn)
ςn(ω) – ξ ∗(ω)
dμ(ω)
+ cn
T
ω,ςn(ω)
– ξ ∗(ω)
dμ(ω)
≤eL(ω)∥kn(ω)–ξ∗(ω)∥(– cn)
ςn(ω) – ξ ∗(ω)
dμ(ω)
+ cneL(ω)∥kn(ω)–ξ∗(ω)∥
eL(ω)∥ςn(ω)–ξ∗(ω)∥
ςn(ω) – ξ ∗(ω)
dμ(ω)
– φ
ςn(ω) – ξ ∗(ω)
dμ(ω)
≤eL(ω)∥kn(ω)–ξ∗(ω)∥
ςn(ω) – ξ ∗(ω)
dμ(ω)
+ cneL(ω)∥kn(ω)–ξ∗(ω)∥
ςn(ω) – ξ ∗(ω)
dμ(ω) – cneL(ω)∥kn(ω)–ξ∗(ω)∥
× φ
ςn(ω) – ξ ∗(ω)
dμ(ω)
. (.)
T
ω,kn(ω)
– ξ ∗(ω)
dμ(ω)
≤eL(ω)∥kn(ω)–ξ∗(ω)∥
kn(ω) – ξ ∗(ω)
dμ(ω) – φ
kn(ω) – ξ ∗(ω)
dμ(ω)
≤eL(ω)∥kn(ω)–ξ∗(ω)∥
kn(ω) – ξ ∗(ω)
dμ(ω)
≤eL(ω)∥kn(ω)–ξ∗(ω)∥
(– cn)
ςn(ω) – ξ ∗(ω)
dμ(ω)
+ cn
T
ω,ςn(ω)
– ξ ∗(ω)
dμ(ω)
≤eL(ω)∥kn(ω)–ξ∗(ω)∥(– cn)
ςn(ω) – ξ ∗(ω)
dμ(ω)
+ cneL(ω)∥kn(ω)–ξ∗(ω)∥
eL(ω)∥ςn(ω)–ξ∗(ω)∥
ςn(ω) – ξ ∗(ω)
dμ(ω)
– φ
ςn(ω) – ξ ∗(ω)
dμ(ω)
≤eL(ω)∥kn(ω)–ξ∗(ω)∥
ςn(ω) – ξ ∗(ω)
dμ(ω)
+ cneL(ω)∥kn(ω)–ξ∗(ω)∥
ςn(ω) – ξ ∗(ω)
dμ(ω) – cneL(ω)∥kn(ω)–ξ∗(ω)∥
× φ
ςn(ω) – ξ ∗(ω)
dμ(ω)
. (.)
T
ω,kn(ω)
– ξ ∗(ω)
dμ(ω)
≤eL(ω)∥kn(ω)–ξ∗(ω)∥
kn(ω) – ξ ∗(ω)
dμ(ω) – φ
kn(ω) – ξ ∗(ω)
dμ(ω)
≤eL(ω)∥kn(ω)–ξ∗(ω)∥
kn(ω) – ξ ∗(ω)
dμ(ω)
≤eL(ω)∥kn(ω)–ξ∗(ω)∥
(– cn)
ςn(ω) – ξ ∗(ω)
dμ(ω)
+ cn
T
ω,ςn(ω)
– ξ ∗(ω)
dμ(ω)
≤eL(ω)∥kn(ω)–ξ∗(ω)∥(– cn)
ςn(ω) – ξ ∗(ω)
dμ(ω)
∗
∗
× φ
ςn(ω) – ξ ∗(ω)
dμ(ω)
. in Lemma ., it follows that conditions of Lemma .are satisfied. Hence in Lemma ., it follows that conditions of Lemma .are satisfied. Hence lim
n→∞
ξn(ω) – ξ ∗(ω)
dμ(ω) = . lim
n→∞
ξn(ω) – ξ ∗(ω)
dμ(ω) = . (.)
□ (.) □ Remark .Theorem .improves and generalizes the results of Akewe and Okeke [],
Akewe et al. [], Berinde [, ], Olatinwo [], Zhang et al. [] and Rhoades [–]. Remark .Theorem .improves and generalizes the results of Akewe and Okeke [],
Akewe et al. [], Berinde [, ], Olatinwo [], Zhang et al. [] and Rhoades [–]. Now we obtain the following theorem as a special case of Theorem .. Theorem .Let (E,∥· ∥) be a separable Banach space, T : × E →E be a generalized
φ-weakly contractive-type random operator with F(T) ̸= ∅, and {ξn} be a random iterative
sequence as defined in (.) where {an} is a real sequence in (,) such that ∞
n=an = ∞. Then the random fixed point ξ ∗of T is Bochner integrable. Theorem .Let (E,∥· ∥) be a separable Banach space, T : × E →E be a generalized
φ-weakly contractive-type random operator with F(T) ̸= ∅, and {ξn} be a random iterative
sequence as defined in (.) converging strongly to the random fixed ξ ∗of T almost surely,
where {an} and {cn} are real sequences in (,) such that < a ≤an and < c ≤cn (n ≥). Then {ξn}∞
n=is almost surely T-stable. Proof Let {ςn}∞
n=be any sequence of random variables and ϵn(ω)
=
ςn+(ω) – (– an)ςn(ω) – anT
ω,kn(ω)
,
n = ,,...,
(.) (.) Okeke and Abbas Journal of Inequalities and Applications ( 2015) 2015:146 Page 7 of 11 where kn(ω) = (– cn)ςn(ω) + cnT(ω,ςn(ω)) and limn→∞
∥ϵn(ω)∥dμ(ω) = . Next, we
show that ξ ∗(ω) is Bochner integrable with respect to the sequence {ςn(ω)}∞
n=. From (.),
we obtain
ςn+(ω) – ξ ∗(ω)
dμ(ω) ≤
ςn+(ω) – (– an)ςn(ω) – anT
ω,kn(ω)
dμ(ω)
+ (– an)
ςn(ω) – ξ ∗(ω)
dμ(ω)
+ an
T
ω,kn(ω)
– ξ ∗(ω)
dμ(ω)
≤
ϵn(ω)
dμ(ω) +
ςn(ω) – ξ ∗(ω)
dμ(ω)
+ an
T
ω,kn(ω)
– ξ ∗(ω)
dμ(ω). (. + an
T
ω,kn(ω)
– ξ ∗(ω)
dμ(ω). in Lemma ., it follows that conditions of Lemma .are satisfied. Hence (.) (.) By (.) in (.), we obtain that By (.) in (.), we obtain that
ςn+(ω) – ξ ∗(ω)
dμ(ω) ≤
ϵn(ω)
dμ(ω) +
ςn(ω) – ξ ∗(ω)
dμ(ω)
+ aneL(ω)∥kn(ω)–ξ∗(ω)∥
ςn(ω) – ξ ∗(ω)
dμ(ω)
ςn+(ω) – ξ ∗(ω)
dμ(ω) ≤
ϵn(ω)
dμ(ω) +
ςn(ω) – ξ ∗(ω)
dμ(ω)
+ aneL(ω)∥kn(ω)–ξ∗(ω)∥
ςn(ω) – ξ ∗(ω)
dμ(ω) lities and Applications ( 2015) 2015:146
Page 8 of 11 Okeke and Abbas Journal of Inequalities and Applications ( 2015) 2015:146
Page 8 of 11 Okeke and Abbas Journal of Inequalities and Applications ( 2015) 2015:146
Page 8 of 11 Okeke and Abbas Journal of Inequalities and Applications ( 2015) 2015:146
Page 8 of 11 Okeke and Abbas Journal of Inequalities and Applications ( 2015) 2015:146 Page 8 of 11 Page 8 of 11 + ancneL(ω)∥kn(ω)–ξ∗(ω)∥
ςn(ω) – ξ ∗(ω)
dμ(ω)
– ancneL(ω)∥kn(ω)–ξ∗(ω)∥φ
ςn(ω) – ξ ∗(ω)
dμ(ω)
=
ϵn(ω)
dμ(ω) +
+ aneL(ω)∥kn(ω)–ξ∗(ω)∥
+ ancneL(ω)∥kn(ω)–ξ∗(ω)∥
ςn(ω) – ξ ∗(ω)
dμ(ω)
–
ancneL(ω)∥kn(ω)–ξ∗(ω)∥
× φ
ςn(ω) – ξ ∗(ω)
dμ(ω)
. (.) + ancneL(ω)∥kn(ω)–ξ∗(ω)∥
ςn(ω) – ξ ∗(ω)
dμ(ω)
– ancneL(ω)∥kn(ω)–ξ∗(ω)∥φ
ςn(ω) – ξ ∗(ω)
dμ(ω)
=
ϵn(ω)
dμ(ω) +
+ aneL(ω)∥kn(ω)–ξ∗(ω)∥ + ancneL(ω)∥kn(ω)–ξ∗(ω)∥
ςn(ω) – ξ ∗(ω)
dμ(ω)
–
ancneL(ω)∥kn(ω)–ξ∗(ω)∥ × φ
ςn(ω) – ξ ∗(ω)
dμ(ω)
. (.) (.) Using the conditions that limn→∞
∥ϵn(ω)∥dμ(ω) = , < a ≤an and < c ≤cn (n ≥),
we have Using the conditions that limn→∞
∥ϵn(ω)∥dμ(ω) = , < a ≤an and < c ≤cn (n ≥),
we have lim
n→∞
∥ϵn(ω)∥dμ(ω)
ancn
≤lim
n→∞
∥ϵn(ω)∥dμ(ω)
ac
= . (.) (.) Take λn = (+ aneL(ω)∥kn(ω)–ξ∗(ω)∥+ ancneL(ω)∥kn(ω)–ξ∗(ω)∥)
∥ςn(ω) – ξ ∗(ω)∥dμ(ω), σn =
ancneL(ω)∥kn(ω)–ξ∗(ω)∥, γn =
∥ϵn(ω)∥dμ(ω). Note that all the conditions in Lemma .
are satisfied. Therefore, we obtain Take λn = (+ aneL(ω)∥kn(ω)–ξ∗(ω)∥+ ancneL(ω)∥kn(ω)–ξ∗(ω)∥)
∥ςn(ω) – ξ ∗(ω)∥dμ(ω), σn =
ancneL(ω)∥kn(ω)–ξ∗(ω)∥, γn =
∥ϵn(ω)∥dμ(ω). Note that all the conditions in Lemma .
are satisfied. Therefore, we obtain lim
n→∞
ςn(ω) – ξ ∗(ω)
dμ(ω) = . in Lemma ., it follows that conditions of Lemma .are satisfied. Hence (.) (.) Conversely, if ξ ∗(ω) is Bochner integrable with respect to the sequence {ςn(ω)}∞
n=, we have Conversely, if ξ ∗(ω) is Bochner integrable with respect to the sequence {ςn(ω)}∞
n=, we have
ϵn(ω)
dμ(ω) =
ςn+(ω) – (– an)ςn(ω) – anT
ω,kn(ω)
dμ(ω)
≤
ςn+(ω) – ξ ∗(ω)
dμ(ω)
+ (– an)
ξ ∗(ω) – ςn(ω)
dμ(ω)
+ an
ξ ∗(ω) – T
ω,kn(ω)
dμ(ω). (.) + an
ξ ∗(ω) – T
ω,kn(ω)
dμ(ω). (.) (.) Using (.), we have
ξ ∗(ω) – T
ω,kn(ω)
dμ(ω)
ξ ∗(ω) – T
ω,kn(ω)
dμ(ω) =
T
ω,ξ ∗(ω)
– T
ω,kn(ω)
dμ(ω)
≤eL(ω)∥ξ∗(ω)–kn(ω)∥
ξ ∗(ω) – kn(ω)
dμ(ω) – φ
ξ ∗(ω) – kn(ω)
dμ(ω)
≤eL(ω)∥ξ∗(ω)–kn(ω)∥
ξ ∗(ω) – kn(ω)
dμ(ω)
≤eL(ω)∥ξ∗(ω)–kn(ω)∥
(– cn)
ξ ∗(ω) – ςn(ω)
dμ(ω) =
T
ω,ξ ∗(ω)
– T
ω,kn(ω)
dμ(ω) Okeke and Abbas Journal of Inequalities and Applications ( 2015) 2015:146 Page 9 of 11 + cn
T
ω,ξ ∗(ω)
– T
ω,ςn(ω)
dμ(ω)
≤eL(ω)∥ξ∗(ω)–kn(ω)∥
(– cn)
ξ ∗(ω) – ςn(ω)
dμ(ω)
+ cn
eL(ω)∥ξ∗(ω)–ςn(ω)∥
ξ ∗(ω) – ςn(ω)
dμ(ω)
– φ
ξ ∗(ω) – ςn(ω)
dμ(ω)
≤(– cn)eL(ω)∥ξ∗(ω)–kn(ω)∥
ξ ∗(ω) – ςn(ω)
dμ(ω)
+ cneL(ω)∥ξ∗(ω)–kn(ω)∥
ξ ∗(ω) – ςn(ω)
dμ(ω)
– cneL(ω)∥ξ∗(ω)–kn(ω)∥φ
ξ ∗(ω) – ςn(ω)
dμ(ω)
≤
eL(ω)∥ξ∗(ω)–kn(ω)∥+ cneL(ω)∥ξ∗(ω)–kn(ω)∥
×
ξ ∗(ω) – ςn(ω)
dμ(ω) – cneL(ω)∥ξ∗(ω)–kn(ω)∥
× φ
ξ ∗(ω) – ςn(ω)
dμ(ω)
. (.) Using (.) in (.), we have Using (.) in (.), we have Using (.) in (.), we have
ϵn(ω)
dμ(ω) ≤
ςn+(ω) – ξ ∗(ω)
dμ(ω) +
ξ ∗(ω) – ςn(ω)
dμ(ω)
+ an
eL(ω)∥ξ∗(ω)–kn(ω)∥+ cneL(ω)∥ξ∗(ω)–kn(ω)∥
×
ξ ∗(ω) – ςn(ω)
dμ(ω) – ancneL(ω)∥ξ∗(ω)–kn(ω)∥
× φ
ξ ∗(ω) – ςn(ω)
dμ(ω)
=
ςn+(ω) – ξ ∗(ω)
dμ(ω) +
+ aneL(ω)∥ξ∗(ω)–kn(ω)∥
+ ancneL(ω)∥ξ∗(ω)–kn(ω)∥
ξ ∗(ω) – ςn(ω)
dμ(ω)
– ancneL(ω)∥ξ∗(ω)–kn(ω)∥φ
ξ ∗(ω) – ςn(ω)
dμ(ω)
. We now state the following theorem as a special case of Theorem .. References 1. Joshi, MC, Bose, RK: Some Topics in Nonlinear Functional Analysis. Wiley Eastern, New Delhi (1985) p
y
y
2. Zhang, SS: Fixed Point Theory and Applications. Chongqing Publishing Press, Chongqing (1984) (i g
y
g
g
g
3. Spacek, A: Zufallige gleichungen. Czechoslov. Math. J. 5, 462-466 (1955) 4. Hans, O: Random operator equations. In: Proceedings of the Fourth Berkeley Symposium on Mathematical Statistics 4. Hans, O: Random operator equations. In: Proceedings of the Fourth Berkeley Symposium on Mathematical Stati
and Probability Vol II, Part I, pp 185-202 University of California Press, California (1961) 4. Hans, O: Random operator equations. In: Proceedings of the Fourth Berkeley Symposium on M
and Probability. Vol. II, Part I, pp. 185-202. University of California Press, California (1961) 4. Hans, O: Random operator equations. In: Proceedings of the Fourth Berkeley Symposium on Mathema
and Probability. Vol. II, Part I, pp. 185-202. University of California Press, California (1961) y
y
5. Itoh, S: Random fixed point theorems with an application to random differential equations in Banach spaces. J. Math. Anal. Appl. 67(2), 261-273 (1979) 6. Bharucha-Reid, AT: Fixed point theorems in probabilistic analysis. Bull. Am. Math. Soc. 82, 641-657 (1976) 6. Bharucha-Reid, AT: Fixed point theorems in probabilistic analysis. Bull. Am. Math. Soc. 82, 641-657 (1976) 7. Arunchai, A, Plubtieng, S: Random fixed point of Krasnoselskii type for the sum of two operators. Fixed Point Theory
Appl. 2013, Article ID 142 (2013) 8. Beg, I, Abbas, M: Equivalence and stability of random fixe
Article ID 23297 (2006). doi:10.1155/JAMSA/2006/23297 8. Beg, I, Abbas, M: Equivalence and stability of random fixed point iterative procedures. J. Appl. Math. Stoch. Anal. 2006
Article ID 23297 (2006) doi:10 1155/JAMSA/2006/23297 8. Beg, I, Abbas, M: Equivalence and stability of random fixe
Article ID 23297 (2006). doi:10.1155/JAMSA/2006/23297 9. Beg, I, Abbas, M: Random fixed point theorems for Caristi type random operators. J. Appl. Math. Comput. 25(1-2),
425-434 (2007) (
)
10. Beg, I, Abbas, M, Azam, A: Periodic fixed points of random operators. Ann. Math. Inform. 37, 39-49 (2010) 11. Chang, SS, Cho, YJ, Kim, JK, Zhou, HY: Random Ishikawa iterative sequence with applications. Stoch. Anal. Appl. 23,
69-77 (2005) (
)
12. Moore, C, Nnanwa, CP, Ugwu, BC: Approximation of common random fixed points of finite families of N-uniformly 12. Author details
1 Author details
1Department of Mathematics, College of Science and Technology, Covenant University, Canaanland, KM 10 Idiroko Road,
P.M.B. 1023, Ota, Ogun State, Nigeria. 2Department of Mathematics and Applied Mathematics, University of Pretoria,
Pretoria, 0002, South Africa. 3Department of Mathematics, LUMS, Lahore, Pakistan. Authors’ contributions Authors’ contributions
Both authors contributed equally to this work Both authors read and approved the final manuscript Authors’ contributions
Both authors contributed equally to this work. Both authors read and approved the final manuscript. Both authors contributed equally to this work. Both authors read and approved the final manuscript. in Lemma ., it follows that conditions of Lemma .are satisfied. Hence (.
ϵn(ω)
dμ(ω) ≤
ςn+(ω) – ξ ∗(ω)
dμ(ω) +
ξ ∗(ω) – ςn(ω)
dμ(ω)
+ an
eL(ω)∥ξ∗(ω)–kn(ω)∥+ cneL(ω)∥ξ∗(ω)–kn(ω)∥
×
ξ ∗(ω) – ςn(ω)
dμ(ω) – ancneL(ω)∥ξ∗(ω)–kn(ω)∥
× φ
ξ ∗(ω) – ςn(ω)
dμ(ω)
∗ ×
ξ ∗(ω) – ςn(ω)
dμ(ω) – ancneL(ω)∥ξ∗(ω)–kn(ω)∥
× φ
ξ ∗(ω) – ςn(ω)
dμ(ω)
=
ςn+(ω) – ξ ∗(ω)
dμ(ω) +
+ aneL(ω)∥ξ∗(ω)–kn(ω)∥ =
ςn+(ω) – ξ ∗(ω)
dμ(ω) +
+ aneL(ω)∥ξ∗(ω)–kn(ω)∥ + ancneL(ω)∥ξ∗(ω)–kn(ω)∥
ξ ∗(ω) – ςn(ω)
dμ(ω)
– ancneL(ω)∥ξ∗(ω)–kn(ω)∥φ
ξ ∗(ω) – ςn(ω)
dμ(ω)
. (.) Hence lim
n→∞
ϵn(ω)
dμ(ω) = . (.)
□ lim
n→∞
ϵn(ω)
dμ(ω) = . (.) Remark .Theorem .generalizes and improves the results of Zhang et al. [],
Berinde [, ], Olatinwo [], Rhoades [–] and several others in the literature. Remark .Theorem .generalizes and improves the results of Zhang et al. [],
Berinde [, ], Olatinwo [], Rhoades [–] and several others in the literature. We now state the following theorem as a special case of Theorem .. We now state the following theorem as a special case of Theorem .. Page 10 of 11 Okeke and Abbas Journal of Inequalities and Applications ( 2015) 2015:146 Theorem .Let (E,∥· ∥) be a separable Banach space, T : × E →E be a generalized
φ-weakly contractive-type random operator with F(T) ̸= ∅, and {ξn} be a random iterative
sequence as defined in (.) converging strongly to the random fixed ξ ∗of T almost surely,
where {an} is a real sequence in (,) such that < a ≤an (n ≥). Then {ξn}∞
n=is almost
surely T-stable. 4 Example p
Example .Consider the following nonlinear stochastic integral equation: p
Example .Consider the following nonlinear stochastic integral equation: (ξ;ω) =
∞
(– t)e|ξ(t;ω)–ς(t;ω)|
(+ |ξ(s;ω)|)
ds
≤e|ξ(t;ω)–ς(t;ω)|
∞
(+ |ξ(s;ω)|) ds – t
∞
(+ |ξ(s;ω)|) ds
. (.)
From (.), we see that (.) is satisfied with φ(t) = t. (ξ;ω) =
∞
(– t)e|ξ(t;ω)–ς(t;ω)|
(+ |ξ(s;ω)|)
ds
≤e|ξ(t;ω)–ς(t;ω)|
∞
(+ |ξ(s;ω)|) ds – t
∞
(+ |ξ(s;ω)|) ds
. (.) (.) From (.), we see that (.) is satisfied with φ(t) = t. From (.), we see that (.) is satisfied with φ(t) = t. From (.), we see that (.) is satisfied with φ(t) = t. Competing interests Competing interests
The authors declare that they have no competing interests. p
g
The authors declare that they have no competing interests. Acknowledgements c
o
edge
e ts
The authors wish to thank the anonymous referees for their comments. The first author is grateful to the Covenant
University Centre for Research and Development (CUCERD) for supporting his research. Received: 6 November 2014 Accepted: 15 April 2015 Received: 6 November 2014 Accepted: 15 April 2015 Okeke and Abbas Journal of Inequalities and Applications ( 2015) 2015:146 References Moore, C, Nnanwa, CP, Ugwu, BC: Approximation of common random fixed points of finite families of N-uniformly
Li-Lipschitzian asymptotically hemicontractive random maps in Banach spaces. Banach J. Math. Anal. 3(2), 77-85
(2009) Li-Lipschitzian asymptotically hemicontractive random maps in Banach spaces. Banach J. Math. Anal. 3(2), 77-85
(2009) 13. Papageorgiou, NS: Random fixed point theorems for measurable multifunctions in Banach spaces. Proc. Am. Math. Soc. 97(3), 507-514 (1986) 14. Shahzad, N, Latif, S: Random fixed points for several classes of 1-ball-contractive and 1-set-contractive random maps. J. Math. Anal. Appl. 237, 83-92 (1999) J. Math. Anal. Appl. 237, 83-92 (1999) 15. Xu, HK: Some random fixed point theorems for condensing and nonexpansive operators. Proc. Am. Math. Soc. 110(2),
395-400 (1990) 16. Zhang, SS, Wang, XR, Liu, M: Almost sure T-stability and convergence for random iterative algorithms. Appl. Math. Mech. 32(6), 805-810 (2011) 17. Engl, H: Random fixed point theorems for multivalued mappings. Pac. J. Math. 76, 351-360 (1976) Okeke and Abbas Journal of Inequalities and Applications ( 2015) 2015:146 Page 11 of 11 18. Reich, S: Approximate selections, best approximations, fixed points and invariant sets. J. Math. Anal. Appl. 62, 104-112
(1978) 18. Reich, S: Approximate selections, best approximations, fixed points and invariant sets. J. Math. Anal. Appl. 62, 104-112
(1978) 19. Mann, WR: Mean value methods in iteration. Proc. Am. Math. Soc. 4, 506-510 (1953) 19. Mann, WR: Mean value methods in iteration. Proc. Am. Math. Soc. 4, 506-510 (1953) 20. Ishikawa, S: Fixed points by a new iteration method. Proc. Am. Math. Soc. 44, 147-150 (1974) 0. Ishikawa, S: Fixed points by a new iteration method. Proc. Am. M 21. Berinde, V: On the stability of some fixed point procedures. Bul. ¸Stiin¸t. - Univ. Baia Mare, Ser. B Fasc. Mat.-Inform. 18(1),
7-14 (2002) 21. Berinde, V: On the stability of some fixed point procedures. Bul. ¸Stiin¸t. - Univ. Baia Mare, Ser. B Fasc. Mat.-Inform. 18(1),
7-14 (2002) 22. Olatinwo, MO: Some stability results for two hybrid fixed point iterative algorithms of Kirk-Ishikawa and Kirk-Mann
type. J. Adv. Math. Stud. 1(1), 5-14 (2008) yp
23. Rhoades, BE: Fixed point iteration using infinite matrices. Trans. Am. Math. Soc. 196, 161-176 (1974) yp
23. Rhoades, BE: Fixed point iteration using infinite matrices. Trans. Am. Math. Soc. 196, 161-176 (1974) 24. Rhoades, BE: Fixed point theorems and stability results for fixed point iteration procedures. Indian J. Pure Appl. Math
21(1), 1-9 (1990) 24. References Rhoades, BE: Fixed point theorems and stability results for fixed point iteration procedures. Indian J. Pure Appl. Math. 21(1), 1-9 (1990) 25. Rhoades, BE: Fixed point theorems and stability results for fixed point iteration procedures. II. Indian J. Pure Appl. Math. 24(11), 691-703 (1993) 25. Rhoades, BE: Fixed point theorems and stability results for fixed point iteration procedures. II. Indian J. Pure Appl. Math. 24(11), 691-703 (1993) 6. Edmunds, DE: Remarks on nonlinear functional equations. Math. marks on nonlinear functional equations. Math. Ann. 174, 233-239 ( 27. Okeke, GA, Olaleru, JO: Modified Noor iterations with errors for generalized strongly -pseudocontractive maps in
Banach spaces. Thai J. Math. (to appear) 27. Okeke, GA, Olaleru, JO: Modified Noor iterations with errors for generalized strongly -pseudocontractive maps in 27. Okeke, GA, Olaleru, JO: Modified Noor iterations with errors for generalized strongly -pseudocontractive maps
B
h
Th i J M th (t
) 27. Okeke, GA, Olaleru, JO: Modified Noor iterations with errors for generalized strongly -ps
Banach spaces. Thai J. Math. (to appear) 27. Okeke, GA, Olaleru, JO: Modified Noor ite
Banach spaces. Thai J. Math. (to appear) 27. Okeke, GA, Olaleru, JO: Modified Noor iterations with errors for generalized strongly pseudocontractive maps in
Banach spaces. Thai J. Math. (to appear) Banach spaces. Thai J. Math. (to appear) 28. Olaleru, JO, Mogbademu, AA: On the
Venez. 16(1), 31-38 (2009) 28. Olaleru, JO, Mogbademu, AA: On the stability of some fixed point iteration procedures with errors. Bol. Asoc. Mat. Venez. 16(1), 31-38 (2009) ( ),
(
)
29. Olaleru, JO, Okeke, GA: Convergence theorems on asymptotically demicontractive and hemicontractive mappings in
the intermediate sense. Fixed Point Theory Appl. 2013, Article ID 352 (2013) ( ),
(
)
29. Olaleru, JO, Okeke, GA: Convergence theorems on asymptotically demicontractive and hemicontractive mappings in
the intermediate sense Fixed Point Theory Appl 2013 Article ID 352 (2013) ( ),
(
)
29. Olaleru, JO, Okeke, GA: Convergence theorems on asymptotically demicontractive and hemicontractive mappings in 29. Olaleru, JO, Okeke, GA: Convergence theorems on asymptotically demicontractive and hemicontractive mappings in
h i
di
Fi
d P i
Th
A
l 2013 A i l ID 352 (2013) 30. O’Regan, D: Fixed point theory for the sum of two operators. Appl. Math. Lett. 9, 1-8 (1996) 30. O’Regan, D: Fixed point theory for the sum of two operators. Appl. Math. Lett. 9, 1-8 (1996) 31. References Rhoades, BE: Some theorems on weakly contractive maps. Nonlinear Anal. 47, 2683-2693 (2001) 31. Rhoades, BE: Some theorems on weakly contractive maps. Nonlinear Anal. 47, 2683-2693 (2001) 32. Alber, YI, Guerre-Delabriere, S: Principle of weakly contractive maps in Hilbert spaces. In:
New Results in Operator Theory and Its Applications, pp. 7-22. Birkhäuser, Basel (1997) 32. Alber, YI, Guerre Delabriere, S: Principle of weakly contractive maps in Hilbert spaces. In
New Results in Operator Theory and Its Applications, pp. 7-22. Birkhäuser, Basel (1997) 32. Alber, YI, Guerre Delabriere, S: Principle of weakly contractive maps in Hilbert spaces. I
New Results in Operator Theory and Its Applications, pp. 7-22. Birkhäuser, Basel (1997) 33. Akewe, H, Okeke, GA: Stability results for multistep iteration satisfying a general contractive condition of integral type 33. Akewe, H, Okeke, GA: Stability results for multistep iteration satisfying a general contractive condition of integral type 33. Akewe, H, Okeke, GA: Stability results for multistep iteration satisfying a general contractive condition of integral
in a normed linear space. J. Niger. Assoc. Math. Phys. 20, 5-12 (2012) 3. Akewe, H, Okeke, GA: Stability results for multistep iteration satisf in a normed linear space. J. Niger. Assoc. Math. Phys. 20, 5-12 (20 p
g
y
34. Akewe, H, Okeke, GA, Olayiwola, AF: Strong convergence and stability of Kirk-multistep-type iterative schemes for 34. Akewe, H, Okeke, GA, Olayiwola, AF: Strong convergence and stability of Kirk-multistep-type iterative schemes for
t
ti
t
t
Fi
d P i t Th
A
l 2014 A ti l ID 45 (2014) 34. Akewe, H, Okeke, GA, Olayiwola, AF: Strong convergence and stability of Kirk-m
contractive-type operators. Fixed Point Theory Appl. 2014, Article ID 45 (2014) contractive-type operators. Fixed Point Theory Appl. 2014, Article ID 45 (2014) ontractive-type operators. Fixed Point Theory Appl. 2014, Article ID 35. Berinde, V: On the convergence of the Ishikawa iteration in the class of quasi-contractive operators. Acta Math. Univ. Comen. 73(1), 119-126 (2004) 35. Berinde, V: On the convergence of the Ishikawa iteration in the class of quasi-contractive operators. Acta Math. Univ. Comen. 73(1), 119-126 (2004) 35. Berinde, V: On the convergence of the Ishikawa iteration in the class of quasi-co
Comen. 73(1), 119-126 (2004)
|
https://openalex.org/W2899341340
|
https://ora.ox.ac.uk/objects/uuid:63e316a4-daae-4f27-a6e5-1eb9c7470fec/files/rgt54kn07v
|
English
| null |
A generalisable integrated natural capital methodology for targeting investment in coastal defence
|
Journal of environmental economics and policy
| 2,018
|
cc-by
| 10,721
|
Journal of Environmental Economics and Policy ISSN: 2160-6544 (Print) 2160-6552 (Online) Journal homepage: https://www.tandfonline.com/loi/teep20 A generalisable integrated natural capital
methodology for targeting investment in coastal
defence Katrina J. Davis, Amy Binner, Andrew Bell, Brett Day, Timothy Poate, Siân
Rees, Greg Smith, Kerrie Wilson & Ian Bateman To cite this article: Katrina J. Davis, Amy Binner, Andrew Bell, Brett Day, Timothy Poate, Siân
Rees, Greg Smith, Kerrie Wilson & Ian Bateman (2019) A generalisable integrated natural capital
methodology for targeting investment in coastal defence, Journal of Environmental Economics and
Policy, 8:4, 429-446, DOI: 10.1080/21606544.2018.1537197 To link to this article: https://doi.org/10.1080/21606544.2018.1537197 To link to this article: https://doi.org/10.1080/21606544.2018.1537197
© 2018 The Author(s). Published by Informa
UK Limited, trading as Taylor & Francis
Group
Published online: 31 Oct 2018. Submit your article to this journal
Article views: 1541
View related articles
View Crossmark data
Citing articles: 1 View citing articles p
g
© 2018 The Author(s). Published by Informa
UK Limited, trading as Taylor & Francis
Group
Published online: 31 Oct 2018. Submit your article to this journal
Article views: 1541
View related articles
View Crossmark data
Citing articles: 1 View citing articles Full Terms & Conditions of access and use can be found at
https://www.tandfonline.com/action/journalInformation?journalCode=teep20 JOURNAL OF ENVIRONMENTAL ECONOMICS AND POLICY
2019, VOL. 8, NO. 4, 429–446
https://doi.org/10.1080/21606544.2018.1537197 A generalisable integrated natural capital methodology for
targeting investment in coastal defence Katrina J. Davis
a, Amy Binner
a, Andrew Bell
b, Brett Daya, Timothy Poate
c,
Siân Rees
d, Greg Smith
a, Kerrie Wilson
e and Ian Bateman
a Katrina J. Davis
a, Amy Binner
a, Andrew Bell
b, Brett Daya, Timothy Poate
c,
Siân Rees
d, Greg Smith
a, Kerrie Wilson
e and Ian Bateman
a aLand, Environment, Economics and Policy Institute, The University of Exeter Business School, Exeter, UK; bCentre for
Rural Policy Research, The University of Exeter, Exeter, UK; cSchool of Biological and Marine Sciences, University of
Plymouth, Plymouth, UK; dMarine Institute, School of Biological and Marine Sciences, University of Plymouth,
Plymouth, UK; eSchool of Biological Sciences and ARC Centre of Excellence for Environmental Decisions, The
University of Queensland, St Lucia, Australia University of Queensland, St Lucia, Australia ABSTRACT
Coastal ecosystems, such as saltmarsh, produce a range of ecosystem
services that underpin human well-being. In the UK, and globally,
saltmarsh extent and quality is declining due to coastal squeeze,
deteriorating water quality, and agricultural activities. Here, we develop
a general framework to evaluate changes in coastal defence. Using this
framework, we identify priority areas for saltmarsh re-alignment: re-
creation of saltmarsh in areas that have been saltmarsh in the past – but
that
have been
claimed for a variety of land uses,
particularly
agriculture. We base our re-alignment prioritisation on the ecosystem
services provided by saltmarsh in the North Devon Biosphere Reserve:
specifically carbon sequestration and recreational benefits, and the
economic values of those services. We compare potential economic
benefits with the economic costs of creating new saltmarsh areas –
specifically lost agricultural output, property damages and direct re-
alignment costs. We identify a number of priority areas for managed re-
alignment that generate high recreational values in areas where
properties would not be damaged. These findings provide a necessary
and timely analysis for the managers of the North Devon Biosphere
Reserve. Furthermore, we outline a comprehensive methodology to plan
future management of coastal zones. © 2018 The Author(s). Published by Informa UK Limited, trading as Taylor & Francis Group
This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/),
which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. ARTICLE HISTORY
Received 19 July 2018
Accepted 7 October 2018 KEYWORDS
Coastal planning; ecosystem
services; managed re-
alignment; natural capital;
opportunity costs; saltmarsh CONTACT Katrina J. Davis
k.davis2@exeter.ac.uk
Land, Environment, Economics and Policy Institute, Th
Exeter Business School, Exeter, UK © 2018 The Author(s). Published by Informa UK Limited, trading as Taylor & Francis Group
This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/),
which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
CONTACT Katrina J. Davis
k.davis2@exeter.ac.uk
Land, Environment, Economics and Policy Institute, The University of
Exeter Business School, Exeter, UK 1. Introduction Marine and coastal ecosystems provide a number of essential functions, such as primary production
and climate regulation, which underpin life on Earth (MEA 2005). These essential functions deliver
flows of ecosystem services that support human well-being, including food, flood protection and
opportunities for recreation (Roberts et al. 2001; Rees et al. 2010; Arkema et al. 2013; Potts et al. 2014; Rees et al. 2014; Arkema et al. 2015). In recognition of the crucial interdependencies between
natural and human systems, targets to sustainably manage marine and coastal ecosystems are
embedded in international (CBD 1992, 2010; OSPAR Convention 2002; UN 2014) and national pol-
icy (Ostle et al. 2009; H.M. Government 2011, 2018). In the UK, managed re-alignment is a policy to
recreate saltmarsh, intertidal grasslands, in areas where they have occurred historically, for example, K. J. DAVIS ET AL. 430 in areas converted to agriculture or other land uses (Luisetti et al. 2014). Saltmarsh produces a range
of ecosystem services including carbon sequestration (Beaumont et al. 2014), recreational benefits
(Barbier et al. 2011) and fisheries support services. The relevant policy question is: where should
re-alignment occur, to maximise the benefits that new saltmarsh provides to society, relative to
the costs of removing land from its current use? In the North Devon Biosphere Reserve (Figure 1), a programme of managed re-alignment is cur-
rently being undertaken. Understanding where managed re-alignment should be prioritised is a
pressing question for the Biosphere managers. In this research, we worked closely with the Biosphere
managers to identify areas where the ecosystem services generated by new saltmarsh areas in the Bio-
sphere would generate the greatest economic benefits, relative to the economic costs. We develop a
general framework to guide the assessment of projects that involve changes in coastal defence activi-
ties. As part of this framework, we describe a methodology outlining the biophysical and socio-econ-
omic analyses that are necessary to conduct a complete economic assessment of potential changes in
coastal defence. The application of this framework to the assessment of changes in saltmarsh extent, managed re-
alignment, has focused on identifying priority areas for re-alignment. This approach contrasts with
previous exercises that have asked a more general question – whether managed re-alignment can
provide economic benefits. For example, Turner et al. (2007) and Luisetti et al. 1. Introduction (2011) took a spatially
explicit approach to the assessment of the potential costs and benefits specific to managed re-align-
ment. In particular, Luisetti et al. (2011) aimed to provide decision support by quantifying the costs
and benefits of existing re-alignment areas. However, little work has been undertaken to identify pri-
ority areas for future managed re-alignment. A key innovation in our prioritisation approach has
been to incorporate temporally discrete carbon sequestration rates by saltmarsh, and the lost carbon
sequestration values of previous land use. Previous studies (e.g. Turner et al. 2007) have assumed a
single value for carbon sequestration by saltmarsh and a single carbon price, this approach ignores
differences in sequestration rates following the establishment of saltmarsh. We follow best-practice
described by Bateman et al. (2014) to consider changes in marginal abatement costs over time. Finally, we conduct an initial assessment of property damage caused by managed re-alignment. Our approach is to identify the full range of biophysical and socio-economic components that
should be analysed for a complete assessment of changes in coastal flood defence, e.g. managed Figure 1. North Devon Biosphere Reserve (left) includes all the catchment areas draining to the north Devon coast and extends to
12 nautical miles beyond Lundy island. The different designations of the reserve: core, buffer and transition areas are indicated. South West England (right) with location of North Devon Biosphere outlined. Figure 1. North Devon Biosphere Reserve (left) includes all the catchment areas draining to the north Devon coast and extends to
12 nautical miles beyond Lundy island. The different designations of the reserve: core, buffer and transition areas are indicated. South West England (right) with location of North Devon Biosphere outlined. JOURNAL OF ENVIRONMENTAL ECONOMICS AND POLICY 431 re-alignment. Our analysis focuses on a subset of these components for which data is available – we
also identify important areas for future research to overcome existing data limitations. Specifically,
we evaluate the following costs and benefits associated with managed re-alignment of saltmarsh in
the North Devon Biosphere: opportunity costs to agricultural production, property damages, direct
re-alignment costs, carbon sequestration benefits and recreational benefits. We use data on the tidal
flood frame in the North Devon Biosphere (Figure 1) to identify potential managed re-alignment
areas. The opportunity costs of lost future agricultural production, capitalised in land value, are
based on the agricultural land classifications (ALC, MAFF 1988) and land-sale price data
(DEFRA 2006). 2. North Devon Biosphere Reserve 2. North Devon Biosphere Reserve The North Devon Biosphere Reserve (Figure 1) is one of 669 reserves worldwide designated by
UNESCO’s Man and the Biosphere Programme. In total, the terrestrial extent is 233,495 ha, and
the marine extent is 291,583 ha. The Biosphere contains a number of Local Nature Reserves, Sites
of Special Scientific Interest and Special Areas of Conservation and the majority of the coast is desig-
nated as an Area of Outstanding Natural Beauty. Collectively, these designations make up the differ-
ent zones of the reserve: core, buffer and transition zones (see Figure 1). The historical extent of
saltmarsh areas in the biosphere is estimated at 968.8 ha, while the current extent is 230.7 ha. 1. Introduction We use ORVAL (Day and Smith 2018b) to estimate recreational benefits, land
use data from Bateman et al. (2013), and the CoolFarm Tool (Hillier et al. 2011) to estimate carbon
sequestration benefits. Candidate re-alignment sites are prioritised by assessing the annualised costs
and benefits of conversion to saltmarsh, adjusted to 2016 prices. j
p
Using an integrated natural capital methodology, we identify priority areas for saltmarsh re-align-
ment. We identify four sites within the North Devon Biosphere Reserve that are prioritised for man-
aged re-alignment under three assumptions about how property damages could be treated: ignoring
property damages, excluding sites with properties from the analysis, and including an initial assess-
ment of property damages into our assessment. Incorporating property damages changes our prior-
itisation, and reduces the annualised net present value of new re-alignment areas by 17%. In what
follows we describe the current extent of saltmarsh areas in North Devon and the selection process
we followed to identify potential re-alignment sites. We describe the costs of managed re-alignment
estimated for each site, the ecosystem services provided by saltmarsh, and the economic values of
these services. We finish by identifying priority areas for managed re-alignment in the North
Devon Biosphere, and exploring the sensitivity of results to different assumptions regarding the
treatment of property damages. 3. Methods We present a conceptual framework defining key areas of consideration in evaluating potential
coastal defence projects (Figure 2). While applicable to the assessment of any coastal defence project,
in the present analysis we focus on priority areas for saltmarsh managed-re-alignment. We further
provide a complete description of how a sites’ geomorphology and tidal dynamics could be assessed
to understand whether a site would be suitable for managed re-alignment – although this assessment
is beyond the current scope of this research. In our analysis, we address a component of the evalu-
ation problem described in Figure 2; putting to one side the framework steps that assess climate con-
ditions, changes in socio-economic drivers and the estuary regime. All analyses are conducted in R
(R Core Team 2018) using applied spatial data analysis methods from packages “rgeos”, “sp”, “ras-
ter” and “rgdal” (Pebesma and Bivand 2005; Bivand, Pebesma, and Gomez-Rubio 2013; Brunsdon
and Chen 2014; Hijmans 2017; Bivand and Rundel 2018; Bivand, Keitt, and Rowlingson 2018). Our approach is based on work conducted by Turner et al. (2007) and Luisetti et al. (2011) – and
focuses on the costs and potential ecosystem service benefits that could be generated by returning 432
K. J. DAVIS ET AL. 432 Figure 2. Conceptual framework to evaluate potential coastal defence projects, including managed re-alignment of saltmarsh. . Conceptual framework to evaluate potential coastal defence projects, including managed re-alignment of saltma areas in North Devon to saltmarsh. Each of these costs and benefits is discussed in more detail in the
following sections. areas in North Devon to saltmarsh. Each of these costs and benefits is discussed in more detail in the
following sections. 3.1. Geomorphology and tidal hydrodynamics A complete understanding of whether a site would be suitable for managed re-alignment can be
achieved by evaluating its geomorphology and tidal hydrodynamics. The elevation and Figure 3. Indicative UK intertidal mudflat and saltmarsh profile. Adapted from Foster et al. (2013). Tides: HAT: highest astronomical
tides; MHWS: mean high water springs; MHW: mean high water; MHWN: mean high water neaps. Figure 3. Indicative UK intertidal mudflat and saltmarsh profile. Adapted from Foster et al. (2013). Tides: HAT: highest astronomical
tides; MHWS: mean high water springs; MHW: mean high water; MHWN: mean high water neaps. JOURNAL OF ENVIRONMENTAL ECONOMICS AND POLICY 433 geomorphology of a site is a crucial factor in helping establish a healthy saltmarsh. A network of
creeks across the site is fundamental in providing sediment transport pathways into the saltmarsh,
facilitating sediment deposition and saltmarsh aggradation. The network of channels also helps regu-
late tidal flows by increasing frictional drag, more conducive to depositional environments. Salt-
marsh habitats are found high in the tidal frame (Figure 3) and consequently, their colonisation
is closely linked to the tidal inundation of a site. The tidal prism (i.e. volume of tidal water exchange passing a given point in an estuary) at a
location determines the frequency and duration of inundation. This, in turn, impacts sedimentation,
salinity, soil redox potential and propagule delivery to the site (Mossman, Davy, and Grant 2012;
Mossman et al. 2012; Spencer and Harvey 2012). While consensus on the optimum inundation
regime is lacking, Table 1 provides a summary of the habitat types most likely to colonise a site
based on elevation within the tidal range. Depending on the site, the method of habitat creation
can be tailored to maximise the optimum geomorphological and hydrodynamic conditions required. A Regulated Tidal Exchange allows control over inundation rates, to ensure – through careful man-
agement – tidal flows across the site are suitable. This technique requires close monitoring as biofoul-
ing and mechanical faults can result in poor inundation rates, limiting scheme success (Masselink
et al. 2017). Where coastal defence is not a factor for the site, barrier breaches can be undertaken,
providing a more natural channel to match local tide levels. Further, full bank retreats that remove
the entire structure are a less controlled but more naturalistic approach. 3.1. Geomorphology and tidal hydrodynamics Consequently, the physical
parameters of a selected area, in conjunction with the tidal hydrodynamics and the proximity of
neighbouring marsh, will all need to be carefully considered for a successful re-alignment site. 3.2. Identifying candidate managed re-alignment sites We identified candidate areas for managed re-alignment from data provided by the Environment
Agency (n.d.). Using ordnance survey mapping products and Light Detection and Ranging
(LIDAR) land surface information, these data identify historic saltmarsh areas that have been sub-
sequently claimed for other land use. In particular, ‘landclaim’ area is identified as any location below
the highest astronomical tide that is adjacent to the estuary and sitting behind an artificial flood
defence. Examination of the landclaim area in the North Devon Biosphere Reserve identified 57 can-
didate sites for managed re-alignment that ranged from 0.3 ha to 339 ha in size, with an average of
15.32 ha. 3.3. Economic costs of managed re-alignment sites A full assessment of managed re-alignment must count all service flows (market and non-market)
coming from current land use as a cost. The change in ecosystem services delivered by existing
land uses – relative to potential saltmarsh areas – must be captured to appropriately assess whether
there will be a net gain in the economic value of ecosystem service provision under re-alignment. Here we focus on lost agricultural output, property damages, and the direct costs of re-alignment. Table 1. Summary of optimum hydrodynamic conditions for intertidal habitat generation. Habitat type
Site gradient
Annual inundation p/yr
Tidal range
Mudflats
1–3%
450–600
Between MHWN and MHWS, <2.1 m ODN
Saltmarsh (salinity > 10)
1–3%
Pioneer marsh = 300–450
Lower marsh = 30–300
Upper marsh = <30
Transitional marsh
∼MHWN
∼MHW
∼MHWS
MHWS – HAT
Note: MHWN: mean high water neaps; MHWS: mean high water springs; HAT: highest astronomical tides; ODN: Ordnance Datum
Newlyn, a mean sea level datum in the UK. Source: Environment Agency (2003), Nottage and Robertson (2005). able 1. Summary of optimum hydrodynamic conditions for intertidal habitat generation. abitat t pe
Site gradient
Ann al in ndation p/ r
Ti K. J. DAVIS ET AL. 434 In all cases, there is an upfront cost associated with re-alignment. In the context of our analysis, we
consider these costs as occurring in year 1, but annualise these values for comparison with the
benefits of re-alignment. Our calculation of annualised net present value is derived from the equiv-
alent annual annuity formula: In all cases, there is an upfront cost associated with re-alignment. In the context of our analysis, we
consider these costs as occurring in year 1, but annualise these values for comparison with the
benefits of re-alignment. Our calculation of annualised net present value is derived from the equiv-
alent annual annuity formula: (NPV × r)
1 −(1 + r)−n
(1) (1) where r is the discount rate, and n is the number of periods. With an infinite time horizon, as is the
case in our analysis where we assume a stream of recreational benefits that continue indefinitely, then
this equation collapses to: where r is the discount rate, and n is the number of periods. 3.3. Economic costs of managed re-alignment sites With an infinite time horizon, as is the
case in our analysis where we assume a stream of recreational benefits that continue indefinitely, then
this equation collapses to: x = NPV × r
(2) (2) x = NPV × r
(2) x = NPV × r where x is the annualised net present value. 3.3.1. Opportunity cost to agricultural production 3.3.1. Opportunity cost to agricultural production 3.3.1. Opportunity cost to agricultural production 3.3.2. Implications for flood risk and property losses A major consideration in projects assessing changes in coastal defences are potential changes in the
risk of flooding to which properties are exposed. To fully understand the economic costs (or benefits)
of this change, we would ideally have a high-resolution digital terrain model with property location
data – interacting with a flood inundation model to calculate the probabilities of flooding. We would
then apply those probabilities to published data on flood damage costings (Penning-Rowsell et al. 2013). In the absence of such information, we take a simplified approach in this case study,
which examines the direct property loss that arises when sites are flooded to re-create saltmarsh. Understanding how changes to coastal defence changes flood risk (either increased or decreased)
in properties neighbouring candidate re-alignment sites is identified as an important area for further
research. In our approach, we draw on high-resolution data on property locations (Ordnance Survey
2017b) and potential saltmarsh extent. By interpreting this information, we can make assumptions
about the economic impacts of managed re-alignment on properties. This implies that there can be
no simple, single answer to the prioritisation of saltmarsh re-creation, rather we show that there are
different ways of assessing changes to coastal defence that yield different results. We examine three
scenarios with different treatment of direct property damage. Scenario 1: Ignoring property damage – equivalent to assuming that these damages will be zero. This is an extreme approach where we ignore property impacts. We note that, despite the outcomes
of this assessment, where managed re-alignment would flood private properties, it is unlikely that
these sites would be realistic candidates for future re-alignment. Scenario 2: Excluding all candidate managed re-alignment sites with properties within their
bounds. This gives us a new prioritisation – a second extreme where any property impacts are con-
sidered unacceptable. Scenario 3: Incorporating property losses. In this scenario, we take a simplified approach to esti-
mating property losses incurred if sites with properties were flooded (converted to saltmarsh). First,
for every site, we identify the number of properties within the site. Then, we take an average property
value (H.M. Land Registry 2018) for each sites’ postcode(s) (Ordnance Survey 2017a) and set the
damage costs for each site equal to the number of properties in the site multiplied by the average
property value for the postcode(s). 3.3.1. Opportunity cost to agricultural production We assume that, with a well-functioning land market, the selling price at which a landowner would
be willing to trade productive agricultural land will be the net present value of the flow of future
profits from that land. As such, land prices provide a guide to the value of the agricultural output
emanating from that land. To calculate the land prices for each of our managed re-alignment
sites, we used spatially explicit data on ALC grades (MAFF 1988) and sale price data specific to
those grades (DEFRA 2006) (Figure 4)1. The ALC framework classifies land according to the extent
to which its physical or chemical characteristics impose long-term limitations on agricultural use
(MAFF 1988). The principal physical factors influencing agricultural production are climate, site
and soil. These factors, together with their interactions, form the basis for classifying land into
one of five ranked grades: from Grade 1 land being of excellent quality down to Grade 5 land of
very poor quality (MAFF 1988). Figure 4. Spatial distribution of ranked agricultural land classifications (MAFF 1988) in the North Devon Biosphere Reserve. Grade 1
land is classified as excellent quality while Grade 5 land is classified as very poor quality. Overlap with candidate saltmarsh re-align-
ment areas is indicated. Figure 4. Spatial distribution of ranked agricultural land classifications (MAFF 1988) in the North Devon Biosphere Reserve. Grade 1
land is classified as excellent quality while Grade 5 land is classified as very poor quality. Overlap with candidate saltmarsh re-align-
ment areas is indicated. JOURNAL OF ENVIRONMENTAL ECONOMICS AND POLICY 435 We identified the spatial extent of each ALC grade in each of our 57 sites. Following Turner et al. (2007), we calculated opportunity costs by identifying the proportion of each site in each ALC grade,
then multiplying this proportion by the sale price specific to the land grade and summing all areas. All values were converted to 2016 prices using the GDP deflators published by H.M. treasury (H.M. Treasury 2018). We then calculated the annualised stream of costs for comparison with other econ-
omic costs (e.g. expected property damages and direct costs) and benefits (e.g. recreational and car-
bon sequestration) as per Equation (2). We use a private discount rate, set at 2.5% in line with the
2016 Bank of England interest rate (Bank of England 2018). 3.3.2. Implications for flood risk and property losses Once we convert this figure to an annualised stream (see Equation
1), we obtain a cost value of property losses if sites were converted to saltmarsh that we can compare
with other economic costs and benefits. This allows us to perform another prioritisation exercise
with an initial estimate of the economic costs of property losses due to managed re-alignment. Note that a further approach, beyond the scope of the current exercise, could consider stress
related to flooding (Tapsell et al. 2002) – as experienced by property owners. This approach is rel-
evant in cases where (a) managed retreat increases the probability of flooding or (b) managed retreat
requires the compulsory purchase of properties that are then abandoned or cleared to allow flooding
(Penning-Rowsell et al. 2013). This approach would move the prioritisation back towards Scenario 2. 3.4.1. Recreational benefits To estimate spatially explicit recreational values, we utilise ORVal (the Outdoor Recreational Valua-
tion tool) (Day and Smith 2018b). ORVal estimates visitation to existing or newly created green
spaces across the whole of England and Wales and derives monetary estimates of the value house-
holds attach to the recreational opportunities provided by those green spaces. ORVal has recently
been incorporated into the UK Treasury’s Green Book – the government’s guidance for project
appraisal and evaluation (H.M. Treasury 2018) and features in the government’s 25-Year Environ-
ment Plan (H.M. Government 2018). The recreation demand model that underpins ORVal is a Random Utility Model (RUM) using a
cross-nested multinomial logit specification estimated on data drawn from the Monitor of Engage-
ment with the Natural Environment (MENE) survey (Natural England 2017). The ORVal recreation
demand model allows for three different dimensions of choice: (i) whether to take an outdoor recrea-
tion trip on a particular day, (ii) whether to walk or drive to a recreation site when taking a trip and
(iii) which particular site to visit (for full details of the ORVal modelling, see Day and Smith 2017,
2018a). The fundamental assumption of the ORVal model is that the choices observed in the MENE
data are welfare-maximising. So, when an individual is observed to have taken a trip to enjoy green-
space, it is assumed that the welfare of taking a trip at that time exceeds the welfare of doing some-
thing entirely different. Likewise, when an individual is observed to have chosen a visit to one
particular recreational site, it is assumed that the welfare derived from that visit exceeds the welfare
that would be enjoyed from visiting an alternative site. Ultimately, ORVal makes probabilistic predictions about how likely it is that people with particu-
lar characteristics in particular locations visit a particular greenspace given the characteristics of the
greenspaces available and the cost of travelling to them. For estimating the recreation value of new
sites, the model adds that new site to each individual’s set of potential choices and calculates how
much welfare each gains from that additional possible trip location. The total welfare value of
that new site is calculated by summing up those welfare gains for each adult across England and
Wales over the course of a year. 3.3.3. Direct costs Published estimates of the direct costs of saltmarsh re-alignment vary greatly across different regions
and re-alignment projects. For example, Economics for the Environment Consultancy Ltd, eftec K. J. DAVIS ET AL. K. J. DAVIS ET AL. 436 (2015b) refers to costs as high as £50,000 per hectare for ‘intertidal habitat creation’ in the UK. Fol-
lowing published guidelines by Hudson et al. (2015), we assume a direct cost for re-alignment ‘with-
out major new defence construction’ of £15,000 per ha. This estimate was consistent with the
experience of the Biosphere managers regarding previous re-alignment projects. 3.4. Economic benefits of managed re-alignment sites In this analysis, we focus on two economic benefits of managed re-alignment: recreational and car-
bon sequestration benefits. We calculate an annual stream of recreational benefits that are assumed
to continue indefinitely. These benefits are annualised following Equation (2). For carbon, we calcu-
late an annual stream of benefits across a 20-year period. This benefit stream is then annualised fol-
lowing Equation (2). 3.4.2. Carbon sequestration 3.4.2. Carbon sequestration We compared annual carbon sequestration rates for each potential managed re-alignment site under
current land use versus saltmarsh. To estimate the annual carbon sequestration rates of existing land
use we first identified existing land use from a data set (Bateman et al. 2013) describing the percen-
tage of area at a resolution of 2 km grid squares (400 ha) attributed to the following land use cat-
egories: temporary grassland, permanent grassland, rough grazing, root crops, cereals and ‘other’. Carbon emissions from these different land use categories were then estimated using the ‘CoolFarm
Tool’ (Hillier et al. 2011). The CoolFarm Tool incorporates data on soil types and climate to estimate
carbon emissions under different land uses. We calculated the annual carbon emissions in each site
under current land use. Where sites were located outside of the 2 km grid, we assumed that the emis-
sions would match emission from the ‘nearest neighbour’ grid cell. We further calculated the carbon
stock in each site under existing land use based on previous UK estimates (Ostle et al. 2009). We
assumed that this entire stock of carbon would be released upon conversion to saltmarsh – a con-
servative assessment. The carbon sequestration benefits of new saltmarsh areas for sites less than 15 years old
(4 tCO2 yr−1) and established sites (2 tCO2 yr−1) were estimated using the method followed by
(Economics for the Environment Consultancy Ltd, eftec 2017). We based our valuation of carbon
sequestration benefits on work by Bateman et al. (2014) and calculated the costs of carbon emis-
sions using an estimate of marginal abatement costs (untraded). In addition, we estimated the
time it would take saltmarsh to reach ‘equilibrium’, e.g. to have stabilised carbon and no longer
be sequestering this from the atmosphere, at 20 years and this became the project time horizon. It is worth noting that where landward migration is not prevented by the presence of sea walls,
saltmarsh could continue to accrete as sea level rises. This would imply that saltmarsh could con-
tinue to secrete carbon indefinitely. Our approach, therefore, represents a lower-bound estimate
of the carbon sequestration benefits of managed re-alignment. We discounted all benefits and
costs across this time horizon to calculate the net present value. We then annualised net present
value as per Equation (2). 3.4.1. Recreational benefits y
The online ORVal tool (version 2.0) available at http://leep.exeter.ac.uk/orval (accessed on 12
May 2018) was used to calculate the value that might be realised if each of the 57 potential re-align-
ment sites was opened up to recreation. The details of the re-alignment sites were inputted into the
ORVal tool, the centroid was used as the location and the sites were defined as ‘path’ features with
the length of the path approximated based on the size of the site and the potential length of new high
tide boundary. Finally, the sites were assigned land covers of 50% saltmarsh and 50% agriculture with
an estuary water margin equal to the path length. The ORVal tool allows the travel cost calculations
to be either ‘crude’ (straight line distances), ‘good’ (road networks) or ‘exact’ (road and path net-
works). In this analysis, the ‘exact’ method was used to allow for accurate costs to be calculated
for both walking and driving recreation visits. All recreational values are outputted from ORVal
in 2016 prices. JOURNAL OF ENVIRONMENTAL ECONOMICS AND POLICY 437 3.4.2. Carbon sequestration 4. Results We identify priority sites for saltmarsh managed re-alignment in the North Devon Biosphere
Reserve, based on an assessment of lost agricultural output, potential property damages, direct re-
alignment costs, changes in carbon sequestration benefits and the generation of recreational benefits. In Figure 5, we present priority sites for re-alignment under three scenarios regarding willingness to
accept property damages: (1) ignoring property damages; (2) excluding potential sites where prop-
erties were located; and (3) accounting for a basic assessment of property damages. The top site
prioritised for re-alignment in Scenario 1 is site 41 with an annualised net present value of
£185,217. In Scenarios 2 and 3, the optimal site for managed re-alignment is site 49, with an annual-
ised net present value of £152,408. It is worth noting that potential annualised property damages in
site 41 – the site with the highest annualised net present value when property damages are ignored –
is £382,666: implying that the annualised cost of ignoring property damages when prioritising man-
aged re-alignment would be £230,259. In Scenarios 1 and 2, recreational values are a primary driver
of the prioritisation (Figure 6). In Scenario 1, prioritisation is also given to sites with low opportunity
costs to agriculture. In Scenario 3, prioritisation is highly influenced by recreational values (Figure 6),
but also by property damage costs. The distribution of annualised costs (Table 2) indicates that a few sites with large costs reduce the
mean, such that the absolute value of the mean is an order of magnitude greater than the median, and
approximately double the value of the third quartile. This skew is particularly apparent for property
damage costs, where mean property damages are −£225 k, but the median and third quartile values
are −£33 k and −£101 k, respectively. This skew is also present in the annualised benefits but to a
lesser degree. Here means and medians are of the same magnitude. Across all costs and benefits, 438
K. J. DAVIS ET AL. of sites for managed re-alignment of saltmarsh across three scenarios vary
damages, (2) excluding sites with properties from the analysis, and (3) inc
oritisation is based on an assessment of candidate sites’ costs: opportun
osts (Scenario 3), and benefits: recreational and carbon sequestration. The
rcled in red and annualised net present value reported. Figure 5. 4. Results Prioritisation of sites for managed re-alignment of saltmarsh across three scenarios varying in their treatment of property
damage: (1) ignoring damages, (2) excluding sites with properties from the analysis, and (3) incorporating a basic assessment of
property damages. Prioritisation is based on an assessment of candidate sites’ costs: opportunity costs to agriculture, property
damages and direct costs (Scenario 3), and benefits: recreational and carbon sequestration. The site with the highest annualised
net present value is circled in red and annualised net present value reported. Figure 5. Prioritisation of sites for managed re-alignment of saltmarsh across three scenarios varying in their treatment of property
damage: (1) ignoring damages, (2) excluding sites with properties from the analysis, and (3) incorporating a basic assessment of
property damages. Prioritisation is based on an assessment of candidate sites’ costs: opportunity costs to agriculture, property
damages and direct costs (Scenario 3), and benefits: recreational and carbon sequestration. The site with the highest annualised
net present value is circled in red and annualised net present value reported. JOURNAL OF ENVIRONMENTAL ECONOMICS AND POLICY 439 Figure 6. Annualised recreational benefits (£2016) from saltmarsh in candidate managed re-alignment sites in the North Devon
Biosphere Reserve. Figure 6. Annualised recreational benefits (£2016) from saltmarsh in candidate managed re-alignment sites in the North Devon
Biosphere Reserve. Table 2. Summary of annualised costs and benefits generated by the creation of new saltmarsh areas in the North Devon
Biosphere, and annualised net present value across all property damage scenarios. when assessed at the mean, the value of property damages dominate. However, closer inspection
reveals that this result arises from a small number of sites with high property damages. Considering
the overall distributions, it is notable that in absolute terms when assessed at the median, it is rec-
reational benefits that deliver the highest values. The mean annualised net present value for Scenarios
1 and 2 is positive, but becomes negative under Scenario 3. This effect is once again due to a small
number of sites with large property damage values that skew the mean downwards, as reflected in the
positive median value for Scenario 3. Annualised costs
(£)
Annualised benefits (£)
Annualised net present value
(£)
Opportunity
costs to agriculture
Property
damages
Direct
Carbon
sequestration
Recreational
Scenario
1
Scenario
2
Scenario 3
Min. 0
–5,513
–150
13
10,933
–124,283
15,112
–2,069,841
1st Qu. 4. Results –46
–11,025
–384
45
60,393
54,483
48,296
39,158
Median
–138
–33,075
–909
130
77,553
71,819
64,214
63,020
3rd Qu. –752
–101,320
–4,015
534
120,672
117,592
87,761
84,517
Max. –52,396
–2,232,207
–152,419
11,165
186,610
185,217
152,408
152,408
Mean
–1,847
–225,030
–6,896
773
89,045
81,075
71,942
–1,831 when assessed at the mean, the value of property damages dominate. However, closer inspection
reveals that this result arises from a small number of sites with high property damages. Considering
the overall distributions, it is notable that in absolute terms when assessed at the median, it is rec-
reational benefits that deliver the highest values. The mean annualised net present value for Scenarios
1 and 2 is positive, but becomes negative under Scenario 3. This effect is once again due to a small
number of sites with large property damage values that skew the mean downwards, as reflected in the
positive median value for Scenario 3. when assessed at the mean, the value of property damages dominate. However, closer inspection
reveals that this result arises from a small number of sites with high property damages. Considering
the overall distributions, it is notable that in absolute terms when assessed at the median, it is rec-
reational benefits that deliver the highest values. The mean annualised net present value for Scenarios
1 and 2 is positive, but becomes negative under Scenario 3. This effect is once again due to a small
number of sites with large property damage values that skew the mean downwards, as reflected in the
positive median value for Scenario 3. Across the three scenarios, there is some agreement regarding the top 10 sites that should be
prioritised for re-alignment (Figure 7). Four sites are consistently prioritised across all scenarios:
sites 26, 34, 47, and 49. The annualised net present value flows from these sites are all within the
top quartile across the three scenarios. There are no properties in any of these sites. Conversion
of site 49 to saltmarsh would not impose any opportunity costs on agricultural production, however
there are small opportunity costs to agriculture (within the second quartile of annualised costs, see
Table 2) in sites 26, 34 and 47. Not surprisingly, Scenarios 2 and 3 have a high degree of overlap:
seven sites are in the top 10 for both scenarios. 440
K. J. DAVIS ET AL. Figure 7. 5. Discussion We identify priority sites for managed re-alignment of saltmarsh in the North Devon Biosphere
Reserve. The study was developed in close consultation with the managers of the North Devon Bio-
sphere Reserve and was designed to provide decision support for the prioritisation of new saltmarsh
areas. Saltmarsh is rapidly degrading and decreasing in the UK and globally (Barbier et al. 2011),
making managed re-alignment an environmental policy priority. At the same time, public funding
for environmental programmes is limited. Therefore, new saltmarsh sites should be located in areas
where they will provide the greatest benefits, relative to the costs. Here, we have focused on benefit
(and cost) flows that arise as ecosystem services. Sites that were high priorities for re-alignment were
sites with high recreational values, as well as low opportunity costs to agriculture (Scenario 1), and
low property damage costs (Scenario 3). In general, our findings suggest that targeted re-alignment in the North Devon Biosphere can
result in positive net present values. This result is in line with the analysis of natural capital invest-
ment opportunities in the UK undertaken by Economics for the Environment Consultancy Ltd, eftec
(2015a), which found that the net present value of investment in saltmarsh regeneration across the
UK was £730 million (2014 prices) over the next 50 years. In our case, we find a positive change in
the net present value generated by the following ecosystem services: carbon sequestration and rec-
reational benefits, relative to re-alignment costs: including lost agricultural production, property
damages and the direct costs of re-alignment. Only one site would generate negative annualised
net present values if converted to saltmarsh under the assumptions of Scenario 1, and seven sites
(∼12% of total sites) would generate negative values under Scenario 3. There was substantial hetero-
geneity in the annualised net present value of sites when converted to saltmarsh: across Scenarios 1
and 3 this value differed by several orders of magnitude. This suggests that prioritising managed re-
alignment will offer substantial gains for planners, and result in a more efficient use of resources. Irrespective of the scenario, we identify four sites that are high priorities for managed re-align-
ment. The annualised net present value generated by re-alignment at these sites is within the top
quartile across all scenarios and there are no properties located in any of these sites. 4. Results Sites in the North Devon Biosphere Reserve that rank among the top 10 sites prioritised for saltmarsh managed re-align-
ment across all (red) or two (amber and green) scenarios of property damage: (1) ignoring damages, (2) excluding sites with prop-
erties from the analysis, and (3) incorporating a basic assessment of property damages. Figure 7. Sites in the North Devon Biosphere Reserve that rank among the top 10 sites prioritised for saltmarsh managed re-align-
ment across all (red) or two (amber and green) scenarios of property damage: (1) ignoring damages, (2) excluding sites with prop-
erties from the analysis, and (3) incorporating a basic assessment of property damages. Figure 8. Annualised net present value relative to site ranking. Note that in Scenarios 1 and 3, sites are ranked 1–57. In Scenario 2,
there are 36 sites, ranked here from 21 to 57 for comparison with other scenarios. Property damage scenarios are: (1) ignoring
property damages, (2) excluding sites with properties from the analysis, and (3) incorporating a basic assessment of property
damages. Sites with negative annualised net present value have been excluded for display purposes. Figure 8. Annualised net present value relative to site ranking. Note that in Scenarios 1 and 3, sites are ranked 1–57. In Scenario 2,
there are 36 sites, ranked here from 21 to 57 for comparison with other scenarios. Property damage scenarios are: (1) ignoring
property damages, (2) excluding sites with properties from the analysis, and (3) incorporating a basic assessment of property
damages. Sites with negative annualised net present value have been excluded for display purposes. Figure 8. Annualised net present value relative to site ranking. Note that in Scenarios 1 and 3, sites are ranked 1–57. In Scenario 2,
there are 36 sites, ranked here from 21 to 57 for comparison with other scenarios. Property damage scenarios are: (1) ignoring
property damages, (2) excluding sites with properties from the analysis, and (3) incorporating a basic assessment of property
damages. Sites with negative annualised net present value have been excluded for display purposes. JOURNAL OF ENVIRONMENTAL ECONOMICS AND POLICY 441 Further analysis of the sites prioritised for re-alignment in Scenario 1 shows that there is a steep
improvement in annualised net present value among the highest ranked sites (Figure 8). 4. Results In Scenarios
2 and 3, there is a clear difference in annualised net present value separating the top one (and two in
Scenario 3’s case) site and the next ranked sites. This indicates that if there are limited resources for
managed re-alignment, substantial gains can be made from prioritisation. We can also analyse sites with the greatest annualised net present values per m2 (Figure 9). This
analysis provides us with a heat map of priority areas for re-alignment – independent of the sites’
size. Across all scenarios, the top site prioritised for re-alignment is different when evaluated from
a site (Figure 5) versus m2 (Figure 9) perspective. Similar to the site-based analysis, small areas con-
tinue to be prioritised for re-alignment. It should be noted that areas where partial re-alignment of a
site was being considered, planners would also need to consider the sites’ geomorphology, tidal
hydrodynamics (see Section 3.1), and whether additional ‘hard’ infrastructure would be required. 5. Discussion These qualities
may make re-alignment in these sites more popular with local communities. Three of the four high-
priority sites are located in agricultural areas. If these sites were converted to saltmarsh, some of the
principal ecosystem service benefits: namely recreational and carbon benefits, would be widespread,
with knock-on health and well-being effects. However, the costs of lost agricultural production
would be incurred by a comparatively small number of landowners. This implies that one section
of society would disproportionately incur the costs of new saltmarsh areas relative to the benefits. In this case, an equitable decision-making approach would need to be considered, which balanced
economic trade-offs with a consideration for the bearers of the cost burden, for example property
owners. 442
K. J. DAVIS ET AL. ites for managed re-alignment of saltmarsh across three scenarios var
ages, (2) excluding sites with properties from the analysis, and (3) in
sation is based on an assessment of candidate sites’ costs: opportu
(Scenario 3), and benefits: recreational and carbon sequestration,
ue per m2 is circled in red and annualised net present value reporte Figure 9. Prioritisation of sites for managed re-alignment of saltmarsh across three scenarios varying in their treatment of property
damage: (1) ignoring damages, (2) excluding sites with properties from the analysis, and (3) incorporating a basic assessment of
property damages. Prioritisation is based on an assessment of candidate sites’ costs: opportunity costs to agriculture, property
damages and direct costs (Scenario 3), and benefits: recreational and carbon sequestration, per m2. The site with the highest
annualised net present value per m2 is circled in red and annualised net present value reported. Figure 9. Prioritisation of sites for managed re-alignment of saltmarsh across three scenarios varying in their treatment of property
damage: (1) ignoring damages, (2) excluding sites with properties from the analysis, and (3) incorporating a basic assessment of
property damages. Prioritisation is based on an assessment of candidate sites’ costs: opportunity costs to agriculture, property
damages and direct costs (Scenario 3), and benefits: recreational and carbon sequestration, per m2. The site with the highest
annualised net present value per m2 is circled in red and annualised net present value reported. Figure 9. Prioritisation of sites for managed re-alignment of saltmarsh across three scenarios varying in their treatment of property
damage: (1) ignoring damages, (2) excluding sites with properties from the analysis, and (3) incorporating a basic assessment of
property damages. 5. Discussion Prioritisation is based on an assessment of candidate sites’ costs: opportunity costs to agriculture, property
damages and direct costs (Scenario 3), and benefits: recreational and carbon sequestration, per m2. The site with the highest
annualised net present value per m2 is circled in red and annualised net present value reported. JOURNAL OF ENVIRONMENTAL ECONOMICS AND POLICY 443 This study is confined to the prioritisation of sites by purely economic assessment. However, we
emphasise that re-alignment should also be determined by the geomorphology and tidal dynamics of
the estuary. Re-alignment in the wrong place can lead to erosion of important areas elsewhere in the
system, resulting in no net gain or even loss of upper intertidal habitats such as saltmarsh. Future
research should include a geomorphological model as part of the decision support tool. Planners
must also be aware that the land where re-alignment is planned may currently be providing valuable
freshwater flood storage that will need to be replaced to sustain existing flood defence for commu-
nities around the estuary. Other potentially significant non-monetised benefits (or costs) of re-align-
ment should also be considered. For example, impacts on biodiversity, the productivity of fisheries,
and water quality. Re-alignment may also have important implications for landscape-scale processes
like habitat connectivity, for example, saltmarsh is thought to be a key habitat for migratory birds
(Iwamura et al. 2013; Murray et al. 2014). An important area for future research is to identify how the condition of saltmarsh (e.g. JNCC 2010)
will impact provision of ecosystem services generated by saltmarsh. According to the 2000 Natura
assessment (JNCC 2010), 57% of saltmarsh in the UK is in unfavourable condition, with 43% in favour-
able condition. Natural England, as the UK statutory conservation advisor to Government, has a duty to
report on the condition of saltmarsh features within conservation designations every six years. Con-
dition is divided into favourable or unfavourable based on an assessment of habitat extent; physical
structure (creeks and pans); vegetation structure (zonation and sward structure), vegetation compo-
sition (characteristic species, indicators of a negative trend) and; other negative indicators. The identifi-
cation of quality indicators (notable species or important, distinctive species) is not mandatory within
this process. Further evidence is required as to how the condition of the saltmarsh interacts with the
provision of ecosystem services e.g. carbon sequestration. Note 1. Over long timescales (e.g. >50 years) it is expected that climate change will result in the flooding of some coastal
areas. Arguably, this should be incorporated in a social cost benefit analysis of managed re-alignment, for
example, by reducing the future value of land. However, when undertaking policy action in the present, the
responsible agency has to purchase land at current market prices. Impacts such as the effects of climate change
on coastal land will be reflected in market prices only to the extent that those prices incorporate future changes. 1. Over long timescales (e.g. >50 years) it is expected that climate change will result in the flooding of some coastal
areas. Arguably, this should be incorporated in a social cost benefit analysis of managed re-alignment, for
example, by reducing the future value of land. However, when undertaking policy action in the present, the
responsible agency has to purchase land at current market prices. Impacts such as the effects of climate change
on coastal land will be reflected in market prices only to the extent that those prices incorporate future changes. 5. Discussion In addition, saltmarsh are particularly sensi-
tive to pressures linked to sea level rise, storm events and human use (including agriculture). Assess-
ments of how condition supports the resilience of saltmarsh and the levels of ecosystem services
flows will serve to improve our understanding of how and where to prioritise managed re-alignment. g
g
g
In conclusion, we outline a comprehensive methodology for identifying priority areas for mana-
ged re-alignment of coastal defences based upon consequent costs and benefits. We illustrate this
methodology through an application to the North Devon Biosphere Reserve. This, in turn, allows
us to demonstrate the flexibility of the approach when faced with a multi-functional environment,
such as saltmarsh. Results show that our framework could be used to prioritise managed re-align-
ment projects and predict the impact on ecosystem service provision of different scenarios of change:
including climate change, agricultural policy (e.g. under Brexit) and water quality scenarios. As
research is increasingly identifying the importance of saltmarsh for flood defence and the provision
of other ecosystem services, our methodology provides the necessary basis for future management of
coastal zones. Developing a decision support tool capable of incorporating the flexibility of this
methodology would be particularly timely given ongoing and rapid policy change both in response
to Brexit and in line with the UK Government’s recent commitments to a 25-year plan to improve
the environment (H.M. Government 2018). ORCID Katrina J. Davis
http://orcid.org/0000-0002-6982-9381
Amy Binner
http://orcid.org/0000-0003-3235-0585
Andrew Bell
http://orcid.org/0000-0002-6274-0157
Timothy Poate
http://orcid.org/0000-0002-4285-3066
Siân Rees
http://orcid.org/0000-0001-9606-783X
Greg Smith
http://orcid.org/0000-0001-9278-1593
Kerrie Wilson
http://orcid.org/0000-0002-0092-935X
Ian Bateman
http://orcid.org/0000-0002-2791-6137 Underlying research materials The underlying research materials for this article are available upon request from the corresponding
author. Acknowledgements This research contains public sector information licensed under the Open Government Licence v3.0 and OS data
©Crown copyright and database right 2017. This research formed part of the Valuing Nature Programme (valuing- K. J. DAVIS ET AL. K. J. DAVIS ET AL. 444 nature.net) which is funded by the Natural Environment Research Council, the Economic and Social Research Coun-
cil, the Biotechnology and Biological Sciences Research Council, the Arts and Humanities Research Council and the
Department for Environment, Food and Rural Affairs. nature.net) which is funded by the Natural Environment Research Council, the Economic and Social Research Coun-
cil, the Biotechnology and Biological Sciences Research Council, the Arts and Humanities Research Council and the
Department for Environment, Food and Rural Affairs. Disclosure statement No potential conflict of interest was reported by the authors. Funding This work was supported by the Natural Environment Research Council under Grants NE/P011217/1 and NE/
N013573/1, and the Australian Research Council Centre of Excellence for Environmental Decisions under Grant
CE11001000104. References g
pp
y
Economics for the Environment Consultancy Ltd, eftec. 2017. Natural Capital Pioneers Support – North Devon
Marine Pioneer, Draft Report for DEFRA. p
Environment Agency. 2003. “Regulated Tidal Exchange: An Inter-tidal Habitat Creation Technique”. http://www.rspb. org.uk/Images/RTE_tcm9-261368.pdf. g
g
p
Environment Agency. n.d. Land Claim. London: Environment Agency. g
g
p
Environment Agency. n.d. Land Claim. Lon g
y
g
y
Foster, Natalie M., Malcolm D. Hudson, Simon Bray, and Robert J. Nicholls. 2013. “Intertidal Mudflat and Saltmarsh
Conservation and Sustainable Use in the UK: A Review.” Journal of Environmental Management 126: 96–104. alie M., Malcolm D. Hudson, Simon Bray, and Robert J. Nicholls. 2013. “Intertidal Mudflat and Saltmars
ation and Sustainable Use in the UK: A Review ” Journal of Environmental Management 126: 96–104 f
g
Hijmans, Robert J. 2017. “Raster.” In Geographic Data Analysis and Modeling, edited by R Core Team. https://cran. r-project.org/web/packages/raster/raster.pdf p
j
g
p
g
p
Hillier, Jonathan, Christof Walter, Daniella Malin, Tirma Garcia-Suarez, Llorenç Mila-i-Canals, and Pete Smith. 2011. “A Farm-focused Calculator for Emissions from Crop and Livestock Production.” Environmental Modelling &
Software 26 (9): 1070–1078. doi:10.1016/j.envsoft.2011.03.014 f
j
H.M. Government. 2011. UK Marine Policy Statement. London: Crown Copyright. H.M. Government. 2018. A Green Future: Our 25 Year Plan to Improve the Environment. London: Department for
Environment Food and Rural Affairs. H.M. Land Registry. 2018. UK House Price Index. London: H.M. Land Registry. H.M. Land Registry. 2018. UK House Price Index. London: H.M. Land Registry. H.M. Treasury. 2018. The Green Book: Appraisal and Evaluation in Central Gover H.M. Treasury. 2018. The Green Book: Appraisal and Evaluation in Central Government. London: H.M. Treasury. Hudson, Thomas, Kevin Keating, Steve Maslan, and Angus Pettit. 2015. Cost Estimation for Managed Realignment –
Summary of Evidence. Iwamura, Takuya, Hugh P. Possingham, Iadine Chadès, Clive Minton, Nicholas J. Murray, Danny I. Rogers, Eric A. Treml, and Richard A. Fuller. 2013. “Migratory Connectivity Magnifies the Consequences of Habitat Loss from Sea-
level Rise for Shorebird Populations.” Proceedings of the Royal Society B: Biological Sciences 280 (1761): 20130325. doi:10.1098/rspb.2013.0325. p
Joint Nature Conservation Committee. 2010. Saltmarsh. Peterborough: Joint Nature Conservation Joint Nature Conservation Committee. 2010. Saltmarsh. Peterborough: Joint Nature Conservation Committee. Luisetti, Tiziana, R. Kerry Turner, Ian J. Bateman, Sian Morse-Jones, Christopher Adams, and Leila Fonseca. 2011. “Coastal and Marine Ecosystem Services Valuation for Policy and Management: Managed Realignment Case
d
l
d ”
l
( )
d Luisetti, Tiziana, R. References R package ve Brunsdon, Chris, and Hongyan Chen. 2014. GISTools: Some further GIS capabilities for R. R package version 0.7-4. https://CRAN.R-project.org/package=GISTools. runsdon, Chris, and Hongyan Chen. 2014. GISTools: Some further GIS capabilities for R. R package ve
https://CRAN.R-project.org/package=GISTools. https://CRAN.R-project.org/package=GISTools. p
p
j
g p
g
CBD. 1992. Convention on Biological Diversity. Rio de Janeiro: United Nations. CBD. 2010. “Convention on Biological Diversity. COP 10. Decision X/2.Strategic Plan for Biodiversity 2011-2020. Day, Brett, and Greg Smith. 2017. The ORVal Recreation Demand Model. Exeter: Land Environment, Economics and
Policy Institute (LEEP), University of Exeter. Day, Brett, and Greg Smith. 2018a. The ORVal Recreation Demand Model: Extension Project
Environment, Economics and Policy Institute (LEEP), University of Exeter. y
y
Day, Brett, and Greg Smith. 2018b. Outdoor Recreation Valuation (ORVal) User Guide Version 2.0. Exeter: Land
Environment, Economics and Policy Institute (LEEP), University of Exeter. Day, Brett, and Greg Smith. 2018b. Outdoor Recreation Valuation (ORVal) User Guide
Environment, Economics and Policy Institute (LEEP), University of Exeter. y
y
DEFRA. 2006. Agricultural Land Sales and Prices in England. London: Department for Environment Food and Rural
Affairs. Economics for the Environment Consultancy Ltd, eftec. 2015a. The Economic Case for Investment in Natural Capital in
England. London: Economics for the Environment Consultancy Ltd. Economics for the Environment Consultancy Ltd, eftec. 2015a. The Economic Case for
England. London: Economics for the Environment Consultancy Ltd. omics for the Environment Consultancy Ltd, eftec. 2015a. The Economic Case for Investment in Natural C
ngland. London: Economics for the Environment Consultancy Ltd. y
the Environment Consultancy Ltd, eftec. 2015b. The Economic Case for Investment in Natural Capital Economics for the Environment Consultancy Ltd, eftec. 2015b. The Economic Case for Investm
in England – Land Use Appendix. London: Economics for the Environment Consultancy Lt conomics for the Environment Consultancy Ltd, eftec. 2015b. The Economic Case for Investment in Nat
E
l
d
L
d U
A
d
L
d
E
f
h E
C
l
L d Economics for the Environment Consultancy Ltd, eftec. 2015b. The Economic Case for Investment in Natural Capital
in England – Land Use Appendix. London: Economics for the Environment Consultancy Ltd. Economics for the Environment Consultancy Ltd, eftec. 2015b. The Economic Case for Investment in Natural Capital
in England – Land Use Appendix. London: Economics for the Environment Consultancy Ltd. in England – Land Use Appendix. London: Economics for the Environment Consultancy Ltd. References Arkema, Katie K., Greg Guannel, Gregory Verutes, Spencer A. Wood, Anne Guerry, Mary Ruckelshaus, Peter Kareiva,
Martin Lacayo, and Jessica M. Silver. 2013. “Coastal Habitats Shield People and Property from Sea-level Rise and
Storms.” Nature Climate Change 3 (10): 913–918. doi:10.1038/nclimate1944. http://www.nature.com/nclimate/
journal/v3/n10/abs/nclimate1944.html#supplementary-information. Arkema, Katie K., Gregory M. Verutes, Spencer A. Wood, Chantalle Clarke-Samuels, Samir Rosado, Maritza Canto,
Amy Rosenthal, et al. 2015. “Embedding Ecosystem Services in Coastal Planning Leads to Better Outcomes for
People and Nature.” Proceedings of the National Academy of Sciences 112 (24): 7390–7395. doi:10.1073/pnas. 1406483112. Bank of England. 2018. “Statistical Interactive Database – Official Bank Rate history.” Accessed July 2, 2018. Barbier, Edward B., Sally D. Hacker, Chris Kennedy, Evamaria W. Koch, Adrian C. Stier, and Brian R. Silliman. 2011. “The Value of Estuarine and Coastal Ecosystem Services.” Ecological Monographs 81 (2): 169–193. doi:10.1890/10-
1510.1. Bateman, I. J., Brett Day, Matthew Agarwala, Philomena Bacon, Tomáš Baďura, Amy Binner, Anthony J. De-Gol, et al. 2014. UK National Ecosystem Assessment Follow-on. Work Package Report 3: Economic Value of Ecosystem
Services. UNEP-WCMC, LWEC, UK. Bateman, Ian J., Amii R. Harwood, Georgina M. Mace, Robert T. Watson, David J. Abson, Barnaby Andrews, Amy
Binner, et al. 2013. “Bringing Ecosystem Services into Economic Decision-Making: Land Use in the United
Kingdom.” Science 341 (6141): 45–50. doi:10.1126/science.1234379. Beaumont, N. J., L. Jones, A. Garbutt, J. D. Hansom, and M. Toberman. 2014. “The Value of Carbon Sequestration and
Storage in Coastal Habitats.” Estuarine, Coastal and Shelf Science 137: 32–40. doi:10.1016/j.ecss.2013.11.022. Beaumont, N. J., L. Jones, A. Garbutt, J. D. Hansom, and M. Toberman. 2014. “The Value of Carbon Sequestration and
Storage in Coastal Habitats.” Estuarine, Coastal and Shelf Science 137: 32–40. doi:10.1016/j.ecss.2013.11.022. Bivand, R. S., Tim Keitt, and Barry Rowlingson. 2018. “rgdal: Bindings for the ‘Geospatial’ Data Abstraction Library.”
R P
k
V
i
1 3 4 im Keitt, and Barry Rowlingson. 2018. “rgdal: Bindings for the ‘Geospatial’ Data Abstraction Library.”
Version 1.3-4. Bivand, Roger S., Edzer Pebesma, and Virgilio Gomez-Rubio. 2013. Applied Spatial Data Analysis with R. 2nd ed. New
York: Springer. JOURNAL OF ENVIRONMENTAL ECONOMICS AND POLICY
445 445 Bivand, R. S., and Colin Rundel. 2018. “rgeos: Interface to Geometry Engine – Open Source (‘GEOS’).” R Package
Version 0.3-28. sdon, Chris, and Hongyan Chen. 2014. GISTools: Some further GIS capabilities for R. R package versio
tps://CRAN R project org/package=GISTools runsdon, Chris, and Hongyan Chen. 2014. GISTools: Some further GIS capabilities for R. References y
g
Nottage, A. S., and P. A. Robertson. 2005. The Saltmarsh Creation Handbook: A Project Managers Guide to Creation of
Saltmarsh and Intertidal Mudflat. London: Sandy and CIWEM. Ordnance Survey. 2017a. Code-Point Open. Ordnance Survey. Ordnance Survey. 2017a. Code-Point Open. Ordnance Survey. Ordnance Survey. 2017b. Topography [SS42-43, SS52-53]. Ordnance Survey. OSPAR Convention. 2002. Convention for the Protection of the Marine Environment of the North-East OSPAR Convention. 2002. Convention for the Protection of the Marine Enviro Ostle, N. J., P. E. Levy, C. D. Evans, and P. Smith. 2009. “UK Land Use and Soil Carbon Sequestration.” Land Use Policy
26: S274–SS83. doi:10.1016/j.landusepol.2009.08.006. j
p
Pebesma, E. J., and R. S. Bivand. 2005. “Classes and Methods for Spatial Data in R.” R News 5: 9–1 Penning-Rowsell, Edmund, Sally Priest, Dennis Parker, Joe Morris, Sylvia Tunstall, Christophe Viavattene, John
Chatterton, and Damon Owen. 2013. Flood and Coastal Erosion Risk Management: A Manual for Economic
Appraisal. London: Routledge. pp
g
Potts, Tavis, Daryl Burdon, Emma Jackson, Jonathan Atkins, Justine Saunders, Emily Hastings, and Olivia Langmead. 2014. “Do Marine Protected Areas Deliver Flows of Ecosystem Services to Support Human Welfare?” Marine Policy
44 (Supplement C): 139–148. doi:10.1016/j.marpol.2013.08.011. pp
j
p
R Core Team. 2018. R: A Language and Environment for Statistical Computing. Vienna: R Foundation for Statistical
Computing. Rees, Siân E., Stephen Fletcher, Sarah C. Gall, Laura A. Friedrich, Emma L. Jackson, and Lynda D. Rodwell. 2014. “Securing the Benefits: Linking Ecology with Marine Planning Policy to Examine the Potential of a Network of
Marine Protected Areas to Support Human Wellbeing.” Marine Policy 44 (0): 335–341. doi:10.1016/j.marpol. 2013.09.027. Rees, Sian E., Lynda D. Rodwell, Martin J. Attrill, Melanie C. Austen, and Steven C. Mangi. 2010. “The Value of Marine
Biodiversity to the Leisure and Recreation Industry and Its Application to Marine Spatial Planning.” Marine Policy
34 (5): 868–875. doi:10.1016/j.marpol.2010.01.009. j
p
Roberts, Callum M., James A. Bohnsack, Fiona Gell, Julie P. Hawkins, and Renata Goodridge. 2001. “Effects of Marine
Reserves on Adjacent Fisheries.” Science 294 (5548): 1920–1923. doi:10.1126/science.294.5548.1920. Spencer, K. L., and G. L. Harvey. 2012. “Understanding System Disturbance and Ecosystem Services in Restored
Saltmarshes: Integrating Physical and Biogeochemical Processes.” Estuarine, Coastal and Shelf Science 106: 23–
32. doi:10.1016/j.ecss.2012.04.020. j
Tapsell, S. M., E. C. Penning-Rowsell, S. M. Tunstall, and T. L. Wilson. 2002. “Vulnerability to Flooding: Health and
Social Dimensions.” Philosophical Transactions of the Royal Society of London. References Kerry Turner, Ian J. Bateman, Sian Morse-Jones, Christopher Adams, and Leila Fonseca. 2011. “Coastal and Marine Ecosystem Services Valuation for Policy and Management: Managed Realignment Case
Studies in England.” Ocean & Coastal Management 54 (3): 212–224. doi:10.1016/j.ocecoaman.2010.11.003. Luisetti, T., R. K. Turner, T. Jickells, J. Andrews, M. Elliott, M. Schaafsma, N. Beaumont, et al. 2014. “Coastal Zone
Ecosystem Services: From Science to Values and Decision Making: A Case Study.” Science of The Total
Environment 493 (Supplement C): 682–693. doi:10.1016/j.scitotenv.2014.05.099. MAFF. 1988. Agricultural Land Classification of England and Wales. London: Ministry of Agriculture Fisheries and
Food. Masselink, Gerd, Mick E. Hanley, Anissa C. Halwyn, Will Blake, Ken Kingston, Thomas Newton, and Mik Masselink, Gerd, Mick E. Hanley, Anissa C. Halwyn, Will Blake, Ken Kingston, Thomas Newton, and Mike Williams. 2017. “Evaluation of Salt Marsh Restoration by Means of Self-regulating Tidal Gate–Avon Estuary, South Devon,
UK.” Ecological Engineering 106: 174–190. Masselink, Gerd, Mick E. Hanley, Anissa C. Halwyn, Will Blake, Ken Kingston, Thomas Newton, and Mike Williams. 2017. “Evaluation of Salt Marsh Restoration by Means of Self-regulating Tidal Gate–Avon Estuary, South Devon,
UK.” Ecological Engineering 106: 174–190. Millennium Ecosystem Assessment. 2005. Ecosystems and Human Well-being: Synthesis. Washington, DC: World
Resources Institute. Mossman Hannah L Michael J H Brown Anthony J Davy and Alastair Grant 2012 “Constraints on Salt Marsh 2017. Evaluation of Salt Marsh Restoration by Means of Self-regulating Tidal Gate–Avon Estuary, South Devon,
UK.” Ecological Engineering 106: 174–190. Millennium Ecosystem Assessment. 2005. Ecosystems and Human Well-being: Synthesis. Washington, DC: World
Resources Institute. g
g
g
Millennium Ecosystem Assessment. 2005. Ecosystems and Human Well-being: Synthesis. Washington, DC: World
Resources Institute. Mossman, Hannah L., Michael J. H. Brown, Anthony J. Davy, and Alastair Grant. 2012. “Constraints on Salt Marsh
Development Following Managed Coastal Realignment: Dispersal Limitation or Environmental Tolerance?”
Restoration Ecology 20 (1): 65–75. gy
Mossman, Hannah L., Anthony J. Davy, and Alastair Grant. 2012. “Does Managed Coastal Realignment Create
Saltmarshes with ‘Equivalent Biological Characteristics’ to Natural Reference Sites?” Journal of Applied Ecology
49 (6): 1446–1456. K. J. DAVIS ET AL. 446 Murray, Nicholas J., Robert S. Clemens, Stuart R. Phinn, Hugh P. Possingham, and Richard A. Fuller. 2014. “Tracking
the Rapid Loss of Tidal Wetlands in the Yellow Sea.” Frontiers in Ecology and the Environment 12 (5): 267–272. doi:10.1890/130260. Natural England. 2017. Monitor of Engagement with the Natural Environment: Technical Report to the 2009-2016 sur-
veys. York: Natural England. References Series A: Mathematical, Physical and
Engineering Sciences 360 (1796): 1511–1525. doi:10.1098/rsta.2002.1013. Turner, R. K., D. Burgess, D. Hadley, E. Coombes, and N. Jackson. 2007. “A Cost–Benefit Appraisal of Coastal
Managed Realignment Policy.” Global Environmental Change 17 (3): 397–407. doi:10.1016/j.gloenvcha.2007.05. 006. United Nations. 2014. “Introduction and Proposed Goals and Targets on Sustainable Development for the Post-2015
Development Agenda.” Zero Draft (Rev. 1), Open Working Group 13—Revised Version 19 July. http://
sustainabledevelopment.un.org/content/documents/4044140602workingdocument.pdf.
|
https://openalex.org/W4214815873
|
https://journal.umy.ac.id/index.php/ijief/article/download/11776/7085
|
English
| null |
Modeling the Demand for Islamic Microfinance Services: An Application of PLS-SEM Approach
|
International Journal of Islamic Economics and Finance
| 2,022
|
cc-by-sa
| 8,009
|
p
y
y
y
2 Institute of Islamic Banking and Finance, International Islamic University Malaysia, Malaysia Modeling the Demand for Islamic Microfinance Services:
An Application of PLS-SEM Approach Mohamed Asmy Bin Mohd Thas Thaker1*, Salina Kassim2, Md Fouad Bin Amin3,
Marhanum Che Mohd Salleh4, Nadhrah Othman5, Siti Nadhirah Kassim6
*) Corresponding email: asmy@iium.edu.my Article History
Received: May 20th, 2021
Revised: June 17th, 2021
Accepted: November 29th, 2021 1 Associate Professor, Department of Economics, International Islamic University Malaysia, Malaysia g
3 Department of Economics, King Saud University, Saudi Arabia Abstract The access to capital is very crucial for ensuring the financial sustainability of
microfinance clients. It is also equally important to determine the demand for
microfinance services among the clients. This study aims to identify the factors affecting
the demand for Islamic microfinance (IsMF) services among the women micro-
entrepreneurs in Malaysia. This study has collected a total of 250 samples from the field
survey on women micro-entrepreneurs who are also the clients of Amanah Ikhtiar
Malaysia (AIM). In addition, Partial Least Squares (PLS) method used to identify the
potential factors (4As) i.e., affordability, accessibility, adequacy and awareness affecting
the demand for IsMF. The results show that only “accessibility” has significant and
positive relation with the demand for IsMF. Besides, the measurements items of
accessibility such as distance of IsMF institution, collateral requirement, guarantor
requirement, application procedure and process, repayment method, service efficiency,
advise and consultation, and number of IsMF centers are the key factors affecting the
demand for IsMF services in Malaysia. This paper provides some insights for the policy
makers of Islamic microfinance and recommends that IsMF providers should take
accessibility factor into greater consideration for the economic upliftment of women in
microenterprises in Malaysia. Keywords: Islamic microfinance; Women; Amanah Ikthiar Malaysia; 4As
JEL Classification: C83; D02; G21; G23
Type of paper: Research Paper Keywords: Islamic microfinance; Women; Amanah Ikthiar Malaysia; 4As
JEL Classification: C83; D02; G21; G23
Type of paper: Research Paper DOI: https://doi.org/10.18196/ijief.v5i1.11776
https://journal.umy.ac.id/index.php/ijief/article/view/11776 ttps://doi.org/10.18196/ijief.v5i1.11776
https://journal.umy.ac.id/index.php/ijief/article/view/11776 https://doi.org/10.18196/ijief.v5i1.11776
https://journal.umy.ac.id/index.php/ijief/article/view/11776
Citation: g
y
y
y
6 Institute of Islamic Banking and Finance, International Islamic University Malaysia, Malaysia p
y
y
y
5 Institute of Islamic Banking and Finance, International Islamic University Malaysia, Malaysia
6 Institute of Islamic Banking and Finance International Islamic University Malaysia Malaysia p
,
y
y
,
y
5 Institute of Islamic Banking and Finance, International Islamic University Malaysia, Malaysia Thaker, M. A. M., Kassim, S., Amin, M. F. B., Salleh, M. C. M., Othman, N., & Kassim, S. N. (2022) Modeling
the demand for Islamic microfinance services: An application of PLS-SEM approach. International
Journal
of
Islamic
Economics
and
Finance
(IJIEF),
5(1),
89-106.
DOI:
https://doi.org/10.18196/ijief.v5i1.11776. International Journal of Islamic Economics and Finance (IJIEF)
Vol. 5 No. 1, January 2022, pages 89-106 5 Institute of Islamic Banking and Finance, International Islamic University Malaysia, Malaysia
6 Institute of Islamic Banking and Finance, International Islamic University Malaysia, Malaysia g
,
y
y
,
y
3 Department of Economics, King Saud University, Saudi Arabia Citation: Thaker, M. A. M., Kassim, S., Amin, M. F. B., Salleh, M. C. M., Othman, N., & Kassim, S. N. (2022) Modeling
the demand for Islamic microfinance services: An application of PLS-SEM approach. International
Journal
of
Islamic
Economics
and
Finance
(IJIEF),
5(1),
89-106. DOI:
https://doi.org/10.18196/ijief.v5i1.11776. Thaker, Kassim, Amin, Salleh, Othman, & Kassim│ Modeling the Demand for Islamic Microfinance
Services: An Application of PLS-SEM Approach Thaker, Kassim, Amin, Salleh, Othman, & Kassim│ Modeling the Demand for Islamic Microfinance
Services: An Application of PLS-SEM Approach Thaker, Kassim, Amin, Salleh, Othman, & Kassim│ Modeling the Demand for Islamic Microfinance
Services: An Application of PLS-SEM Approach 1.1. Background Over the last few decades, the most widely discussed topic across the globe is
on the concept of poverty alleviation. There are numerous approaches and
tools supported by the government and non-government organizations in
least developed and developing countries for poverty alleviation and
economic well-being of the underprivileged group who are excluded from the
conventional financial services. With the unique idea of poverty alleviation,
Dr. M. Yunus won the noble prize in 2006 to support the poor through micro-
credit facility. Later on, the concept of micro-credit has expanded to
microfinance covering a wide range of financial services such saving and
insurance. The main goal of establishing microfinance institutions (MFIs) is to
enhance the accessibility of microfinance products and services to the poor
who become the entrepreneurs. The MFIs help the clients to strengthen their
entrepreneurships, awareness and skills. Since poverty alleviation is one of the biggest global concerns and an essential
requirement for sustainable development, several efforts have been
undertaken to address this issue with the help of education, medical care,
economic development via microfinance services. As a factor of production,
capital is considered an indispensable condition for economic growth. Microfinance services play a pivotal role and appear as an effective tool of
improving the economic conditions of the poor and low-income group
(Khandker, 2003; Gertler et al., 2003, and Park & Ren, 2001). In Malaysia, the number of microenterprises has increased significantly in
various sectors including, food, craft, textile, and agriculture, which are mainly
contributed by the microfinance services. Indeed, microenterprises has
become one of the alternatives sources to generate income, but micro-
entrepreneurs require small start-up capital, few workers, and good
management system. More specifically, the number of women involved in
microenterprises have increased remarkably across developing and least
developed countries and Malaysia is not an exception where many women
become economically self-reliant, promising micro-entrepreneurs and out-
performing their male counterpart. In Malaysia, the number of microenterprises has increased significantly in
various sectors including, food, craft, textile, and agriculture, which are mainly
contributed by the microfinance services. Indeed, microenterprises has
become one of the alternatives sources to generate income, but micro-
entrepreneurs require small start-up capital, few workers, and good
management system. 1.1. Background More specifically, the number of women involved in
microenterprises have increased remarkably across developing and least
developed countries and Malaysia is not an exception where many women
become economically self-reliant, promising micro-entrepreneurs and out-
performing their male counterpart. Malaysian government established Amanah Ikhtiar Malaysia (AIM) in the
1980s with the aim to assist the poor by improving their living standards. The
AIM initiated various economic empowerment programs to support
microenterprises. Inspired by the success story of Grameen Bank in
Bangladesh, AIM started with a pioneer project in 1986 with 373 clients
(known as “Sahabat” in Bahasa Malaysia or “good friend” in English). In due International Journal of Islamic Economics and Finance (IJIEF), 5(1), 89-106│90 Thaker, Kassim, Amin, Salleh, Othman, & Kassim│ Modeling the Demand for Islamic Microfinance
Services: An Application of PLS-SEM Approach Thaker, Kassim, Amin, Salleh, Othman, & Kassim│ Modeling the Demand for Islamic Microfinance
Services: An Application of PLS-SEM Approach course of time, Malaysian government has extended direct financial support
which helped AIM to turned into an effective Islamic Microfinance Institution
(IsMFI). The government used to allocate special fund for AIM in every budget,
for instance, it has received a fund equivalent to RM2.7 billion in 2018. The
main reason of allocating special funds to Microfinance Institutions (MFIs) is
because of their outstanding contribution to the national economy. Over the last few decades, AIM has experienced many reforms in terms of
loan diversifications which has changed from subsidies to commercial
financing. As of February 2015, AIM has sanctioned loans a total of RM 12.2
billion among 356,458 members from 135 different branches whereas this
loan was only RM891,488 distributed among 3,220 members from 27
branches in 1990. It is also estimated that the total market share of AIM will
reach to 50% in 2018 from 40 percent in 2013 (Amanah Ikhtiar Malaysia, n.d.). 1.2. Objectives Since the capital availability is a pre-condition for ensuring financial
sustainability of microfinance clients, it is important to identify the factors
affecting the demand for MFIs among the clients. This study aims to identify
the key factors affecting the demand for Islamic microfinance (IsMF) among
the women micro-entrepreneurs in Malaysia by surveying a total of 250
respondents from AIM, the largest IsMFI in Malaysia. The demand factors are
categorized into four areas (4As), namely affordability, accessibility, adequacy
and awareness. This study intended to identify the most significant factors
from 4As. The remaining part of this paper is organized as follow: next section
introduces background theory of microfinance with the finding of previous
studies followed by methodology and data, analysis and the last section
contain conclusions and recommendations. 2.1. Background Theory Microfinance theory is based on the concept of changing the economic life-
cycle of the poor who are excluded from formal financial services. The theory
is tested by targeting the clients who are either absolute or hard-core poor. The gross monthly household income is measured based on the poverty line
income (PLI) which is estimated based on the price of basic necessities. Households below the PLI are considered as “absolute poor” category,
whereas households with income lower than half of the PLI are categorised as International Journal of Islamic Economics and Finance (IJIEF), 5(1), 89-106│91 Thaker, Kassim, Amin, Salleh, Othman, & Kassim│ Modeling the Demand for Islamic Microfinance
Services: An Application of PLS-SEM Approach “hardcore poor” category, where both categories are selected of credit
assistance (Al-Mamun et al., 2011). “hardcore poor” category, where both categories are selected of credit
assistance (Al-Mamun et al., 2011). According to the Microfinance theory, poor clients become the members of a
microfinance institution and obtain loan for income generating activities,
inculcate saving behavior for the repayment of earlier loans and receive the
subsequent loan for the extension of their small businesses to
microenterprises. The theory describes life changing cycle of the poor who
start the journey with small informal loan and end up as successful micro-
entrepreneurs with the financial knowledge, business management and
technical skills. This theory is proven as an effective tool to economically
empower the poor in all most every part of the world. The concept of Islamic Microfinance is developed by blending of microfinance
theory and Islamic principles. Based on this, AIM was established in 1987 to
enhance the economic status of the poor in Malaysia through micro-credit
and later on extended to microfinance scheme. As of June 2017, AIM has
extended its outreach to 23 states in Malaysia with a total of 136 branches
and serving a total of 45,382 clients known as ‘Sahabat’ (Amanah Ikhtiar
Malaysia, n.d.). The core of microfinance theory is based on group lending without any
collateral. The group responsibility acts as the social collateral which is proven
successful in terms of loan repayment history. Likewise, AIM employs the
group-based lending mechanism by offering collateral-free loans based on
qard-hasan concept with a 10% service charge. Other features of
microfinance are the mandatory requirements of attending skills upgrading
training and weekly meeting programs. International Journal of Islamic Economics and Finance (IJIEF), 5(1), 89-106│92 2.1. Background Theory In this aspect, various benevolent financing schemes are
offered: the basic financing scheme is i-Mesra scheme (up to RM 10,000) that
aims to finance economic projects expected to generate income to the clients;
the i-Srikandi scheme (up to RM 20,000) that is eligible for individuals with
sustainable and successful projects; and the i-Wibawa scheme that is
specifically designed for individuals taking i-Mesra or i-Srikandi scheme and
providing soft loans to those who are in need of additional capital for the
expansion of business to grab seasonal opportunities. AIM also offer non-
economic financing schemes such as the i-Bistari scheme (education loan), i-
Sejahtera scheme (housing/multipurpose loan), i-Penyayang scheme
(recovery loan for the defaulter) and the i-Emas scheme (loan for old people
whose age are 75 years and above) (Mason et al., 2015). In addition to the conventional microfinancing mechanism, AIM sets the
objectives in such way that help enhancing the economic condition of the
target groups. In this aspect, various benevolent financing schemes are
offered: the basic financing scheme is i-Mesra scheme (up to RM 10,000) that
aims to finance economic projects expected to generate income to the clients;
the i-Srikandi scheme (up to RM 20,000) that is eligible for individuals with
sustainable and successful projects; and the i-Wibawa scheme that is
specifically designed for individuals taking i-Mesra or i-Srikandi scheme and
providing soft loans to those who are in need of additional capital for the
expansion of business to grab seasonal opportunities. AIM also offer non-
economic financing schemes such as the i-Bistari scheme (education loan), i-
Sejahtera scheme (housing/multipurpose loan), i-Penyayang scheme
(recovery loan for the defaulter) and the i-Emas scheme (loan for old people
whose age are 75 years and above) (Mason et al., 2015). Apart from the financing mechanism, AIM also gives stresses on the
importance of acquiring their clients with appropriate entrepreneurship skill
and financial knowledge to ensure that clients can manage their businesses
efficiently. Some of the programs offered include business development,
human capital development and training program. Additionally, AIM
established the Charity and Welfare Fund for Sahabat (Tabung Kebajikan dan
Kesejahteraan Sahabat) in 2006 to reduce their financial burden and mental
distress during the emergency situations like chronic illnesses and
hospitalisation, funeral ceremony, natural disasters and other calamities. 2.1. Background Theory Fresh applicants are required to take
part a one-week training program so that they can gather information on the
rules and regulations, IsMF schemes, and repayment schedules before
receiving the loan as a Sahabat. Upon passing the certain evaluation criterion,
groups of five Sahabats are formed and the groups are then assigned to
particular center consisting of two to twelve groups per center (Amanah
Ikhtiar Malaysia, n.d.). The responsible officers used to conduct review
sessions during their weekly meeting on the loan performances as well as
participation of Sahabats in other social services. of the Sahabats. The amount
of loan can be varied depending on the microfinance schemes but loan
repayment is scheduled on weekly basis. A key to success of microfinance theory lies on the group-based lending
mechanism to mitigate the risk of loan default. AIM’s rule state that all the
Sahabats are required to be in a group of five members which is intended to
mitigate default risk. This works well as the group members would be
vouching for one another throughout the loan disbursement process although
it is considered as individual loans. In case of loan default within the group International Journal of Islamic Economics and Finance (IJIEF), 5(1), 89-106│92 Thaker, Kassim, Amin, Salleh, Othman, & Kassim│ Modeling the Demand for Islamic Microfinance
Services: An Application of PLS-SEM Approach Thaker, Kassim, Amin, Salleh, Othman, & Kassim│ Modeling the Demand for Islamic Microfinance
Services: An Application of PLS-SEM Approach Thaker, Kassim, Amin, Salleh, Othman, & Kassim│ Modeling the Demand for Islamic Microfinance
Services: An Application of PLS-SEM Approach members, the pooled funds are utilized to assist the defaulting members to
repay their weekly loan instalment. Mason et al. (2015) advocate that the
feeling of this peer pressure and accountability among the Sahabats turn into
a mechanism of collective responsibility as reflected in the highest loan
repayment rate (99.6%). In addition to the conventional microfinancing mechanism, AIM sets the
objectives in such way that help enhancing the economic condition of the
target groups. International Journal of Islamic Economics and Finance (IJIEF), 5(1), 89-106│93 2.2. Previous Studies The main purpose of this section is to review literatures that focus on the
factors affecting the demand for microfinance product and services. Even
though many studies are conducted on this area, limited studies are available
that focuses on Islamic microfinance. Despite the fact, we attempt to review
the existing literatures as the basis of theoretical underpinning of our
structural model which to be empirically tested on the clients of AIM. Over last two decades, the number of poor people receiving microcredit has
increased substantially across the world. Many researchers have illustrated
the key deriving factors of demands for microfinance and innovative
strategies to improve its outreach to the Bottom of Pyramid (BOP). The BOP
based on the model of Four A’s introduced by C.K Prahalad and applied in the International Journal of Islamic Economics and Finance (IJIEF), 5(1), 89-106│93 Thaker, Kassim, Amin, Salleh, Othman, & Kassim│ Modeling the Demand for Islamic Microfinance
Services: An Application of PLS-SEM Approach Thaker, Kassim, Amin, Salleh, Othman, & Kassim│ Modeling the Demand for Islamic Microfinance
Services: An Application of PLS-SEM Approach area of international marketing (Kamande and Jarhult, 2013). These Four A’s
are Accessibility, Awareness, Affordability, and Availability (Prahalad, 2010). Sometimes the term Accessibility is replaced by Acceptability (Anderson and
Billou, 2007). In our study, we have taken these 4As into account to identify
different dimensions of demands factor of Islamic microfinance. We have
considered the factor Adequacy instead of Availability. According to Selos and Mair (2007), the 4As model is receiving rather
lackluster recognition due to inadequate researches to validate its relevance,
hence resulting in the lack of literature covering its application to cater for the
BOP segment. London & Hart (2011) highlight the importance of the 4As
model to ensure the success of people in BOP segment. However, a proper
theoretical framework on implementing the model has yet to be established. The first concept of 4As model is ‘Accessibility’ which is achieved, according
to Prahalad (2012), when consumers are located in remote and suburban
areas with the accessibility of any products and services. In contrast to this,
some areas have fragile infrastructures such as poor road conditions where
transport of goods and services are extremely difficult particularly for trucks,
trailers and lorries. Anderson and Billou (2007) view that most of the rural
markets have the characteristics of poor infrastructures causing a disruption
of normal supply chain and distribution channel. 2.2. Previous Studies The same study also added
that the opportunity of various markets i.e., capital, product and labor
markets are mostly unavailable in the rural markets. To overcome this
situation, it is suggested that the producers and local organizations can work
on partnership basis within the BOP markets. It is also recommended to set
up a close collaboration with local institutions, non-governmental
organizations as well as local entrepreneurs so that all the parties involved in
this chain can become a part of effective networking system in the BOP
segment (Shah, 2012; Soete, 2010; Seelos & Mair, 2007). The second factor of 4As model is ‘Awareness’ that measures the extent of
customers’ level of awareness on particular products or services. Chikweche
and Fletcher (2012) assert that creating awareness in the BOP segment pose
a real challenge for the organizations because their target groups are usually
selected from the people in low-income bracket and majority of them have
neither access to mass media such as radio, television, internet nor to print
media like newspapers. It is important to create ‘Awareness’ among the BOP
consumers and producers. This helps consumers to make the best use of
information and grab the optimal benefits from the products and services. This also supports producers to evaluate the market demands of their
products. Pralahad (2012) emphasizes on the awareness creation program
within BOP segment with the organizational support that designed for specific
target group with diverse needs. International Journal of Islamic Economics and Finance (IJIEF), 5(1), 89-106│94 Thaker, Kassim, Amin, Salleh, Othman, & Kassim│ Modeling the Demand for Islamic Microfinance
Services: An Application of PLS-SEM Approach Thaker, Kassim, Amin, Salleh, Othman, & Kassim│ Modeling the Demand for Islamic Microfinance
Services: An Application of PLS-SEM Approach The third factor of 4As model is ‘Affordability’ which is one of the most
challenging factors for the BOP segment due to low-income status of
consumers. More specifically, the organization must take into consideration
of their products and services with their cash flows which they receive as
incomes on a daily basis. Thus, the pricing strategy is identified as a key
challenging factor in BOP segment (Anderson & Billou (2007). Chikweche &
Fletcher (2012) claim that the researchers attempting to implement a well-
developed market-price mechanism under any BOP segment have a very
limited outcome. 2.2. Previous Studies The last factor of 4As model is ‘Availability’ which is measured by the time
scale when the customers are able to own and utilize the products or services. It is observed that the BOP consumers would only purchase products when
they have enough disposable income, and the product is readily available in
the market. According to Prahalad (2011), an uninterrupted supply chain is
key to gain trust and loyalty of customer at BOP segment. In light of above literature review, we observed that most of the studies focus
on the 4As model in determining the demand for products and services other
than microfinance. In this study, we attempt to fill the gaps in existing
literatures by analyzing the 4As model in determining the demand factors of
Islamic Microfinance services in Malaysia. A few factors have been taken into consideration as potential variables in
building a conceptual framework for the research model. As shown in Figure
1, the dependent variable for this conceptual framework is the demand for
Islamic Microfinance (IsMF) and the independent variables that are identified
as the factors affecting the demand for IsMF are accessibility, awareness,
adequacy and affordability. These four variables described the products and
services offered by AIM under their IsMF schemes. Figure 1. Research Framework
Source: Adopted & Adapted from Prahalad (2010)
Accessibility
Awareness
Adequacy
Affordability
Demand for
Microfinancing Demand for
Microfinancing Affordability Figure 1. Research Framework Source: Adopted & Adapted from Prahalad (2010) Source: Adopted & Adapted from Prahalad (2010) Source: Adopted & Adapted from Prahalad (2010) International Journal of Islamic Economics and Finance (IJIEF), 5(1), 89-106│95 International Journal of Islamic Economics and Finance (IJIEF), 5(1), 89-106│95 Thaker, Kassim, Amin, Salleh, Othman, & Kassim│ Modeling the Demand for Islamic Microfinance
Services: An Application of PLS-SEM Approach Thaker, Kassim, Amin, Salleh, Othman, & Kassim│ Modeling the Demand for Islamic Microfinance
Services: An Application of PLS-SEM Approach 2.3. Hypothesis In line with the objective of this study, which is to identify the factors
determining the demand for IsMF among women micro-entrepreneurs in
Malaysia, the following hypotheses are constructed based on the 4A model
suggested by Prahalad (2009): In line with the objective of this study, which is to identify the factors
determining the demand for IsMF among women micro-entrepreneurs in
Malaysia, the following hypotheses are constructed based on the 4A model
suggested by Prahalad (2009): H1
: Accessibility has positive relationship in affecting the demand for IsMF
H2
: Awareness has positive relationship in affecting the demand for IsMF
H3
: Adequacy has positive relationship in affecting the demand for IsMF
H4 : Affordability has positive relationship in affecting the demand for IsMF H1
: Accessibility has positive relationship in affecting the demand for IsMF
H2
: Awareness has positive relationship in affecting the demand for IsMF
H3
: Adequacy has positive relationship in affecting the demand for IsMF
H4 : Affordability has positive relationship in affecting the demand for IsMF H1
: Accessibility has positive relationship in affecting the demand for IsMF
H2
: Awareness has positive relationship in affecting the demand for IsMF
H3
: Adequacy has positive relationship in affecting the demand for IsMF H4 : Affordability has positive relationship in affecting the demand for IsMF 3.1. Data Collection Procedure and Sample In this study, we have collected data directly from the field survey. We
distributed structured questionnaires to the clients of Amanah Ikhtiar
Malaysia (AIM), Hulu Selangor branch. Purposive sampling has used to gather
the data from the client of AIM. The total of 402 questionnaires were
distributed and only a total of 250 used for data analysis. It happened due to
missing or incompleteness of data during the process of data cleaning and
recoding. International Journal of Islamic Economics and Finance (IJIEF), 5(1), 89-106│96 3.2.1 Research Instruments This paper computed the demographic question using a nominal scale as
suggested by Haque and Raihan (2004) and Amin et al. (2007). This nominal
scale provides a range of values for obtaining the age of respondents. The
choice of the answers or items under each construct was based on a five-point
Likert type scale, ranking as 1 (strongly disagree), 2 (disagree), 3 (neutral), 4
(agree), 5 (strongly agree), which is suggested by Bhatti (2007) and Amin et al. (2007). Using a Likert type scale, the respondents choose a point on the scale
reflecting his or her position towards the statement. Extant literatures have
been used to extract the constructs and the items. All the constructs and items
are adopted and adapted to serve the purpose of this study. All major scale
items are adapted from Riquelme & Rios (2010) where each construct consists
(several items) i.e., adequacy (five items), affordability (six items), awareness
(ten 10 items), accessibility (nine items), and demand for Islamic microfinance
(eight items). 3.2. Model Development The data are analyzed by using SPSS Statistics version 25.0 and SmartPLS
version 3.2.7. This study adopted Partial Least Square (PLS) method because
its’ its ability to measure causal relationships among all the latent constructs
simultaneously and ability to focus on structural model for dealing with
measurement errors (Farooq, 2016; Hair et al., 2017). Since this study is
explanatory in nature, the application of PLS model show the best fit indices
for the current study (Hair et al., 2017). As suggested by Hair et al. (2017),
measurement models are examined separately before evaluating the
structural model. Before conducting measurement models, we much ensure
that there is no common method bias which indicates a certain context where
data for dependent and independent variables are gathered from the same
respondents using the same instruments. For this purpose, the current study
employs Harman (1976) one factor test. In conducting the one-factor test, the
researchers observed the guidelines and approaches suggested by Podsakoff
et al. (2003). All the items of measurement scale are entered into a principal
component analysis with varimax rotation, so that any signs of single factor
can be identified from factor analysis. Based on the finding, it showed that the International Journal of Islamic Economics and Finance (IJIEF), 5(1), 89-106│96 Thaker, Kassim, Amin, Salleh, Othman, & Kassim│ Modeling the Demand for Islamic Microfinance
Services: An Application of PLS-SEM Approach first factor accounted for 40.42% of variance. This figure meets the threshold
level which is less than 50 percent suggested by Podsakoff et al. (2003). 4.1. Descriptive Statistics We have collected the data from AIM clients to determine the factors
affecting the demand for IsMF services. As shown in Table 1, most of the
respondents were female (51.6%) and followed by male (48.4%). Almost many
of them were fall under the age category of 40 and below (85.2%) with the
dominance of married micro-entrepreneurs (59.2%), while most of them
(84%) have an average of more than 3 family members. It is also important to
know the educational qualification of respondents because it plays a key role
in making the economic decision. Thereby, majority of the respondents
(81.6%) have diploma and degree level educational qualification. This
indicates that AIM’s clients are capable of enhancing their financial literacy by
attending various training programs. This factor is also very much related to
their average incomes. Table 1 also demonstrates the respondents’ average monthly income. The
respondents were asked about their monthly average income over the last
one year and a quarter of (24.4%) and one-fifth of them (19.6%) have monthly
average income less than RM 1000 and more than RM 5000, respectively. Apart from these two income levels, less the half of the respondents (43%) International Journal of Islamic Economics and Finance (IJIEF), 5(1), 89-106│97 Thaker, Kassim, Amin, Salleh, Othman, & Kassim│ Modeling the Demand for Islamic Microfinance
Services: An Application of PLS-SEM Approach Thaker, Kassim, Amin, Salleh, Othman, & Kassim│ Modeling the Demand for Islamic Microfinance
Services: An Application of PLS-SEM Approach have achieved monthly average income with a range between RM 2000-RM
5000. This higher income pattern of the respondents strongly suggests the
effectiveness of Islamic microfinance program offered by AIM. Table 1. Descriptive Statistics of the Respondents
Demographic
Factors
Category
Frequency Percent
Gender
Male
121
48.4
Female
129
51.6
Age
20-30
148
59.2
31-40
65
26.0
41-50
31
12.4
more than 50
6
2.4
Marital Status
Single
148
59.2
Married
102
40.8
Education
No Education
1
.4
Secondary (SPM)
29
11.6
Diploma
36
14.4
Degree
168
67.2
Postgraduate (Master/PhD)
16
6.4
Family Size
1-3
40
16.0
More than 3
210
84.0
Monthly Income
Less than RM1000
61
24.4
RM1001-RM2000
32
12.8
RM2001-RM3000
35
14.0
RM3001-RM4000
40
16.0
RM4001-RM5000
33
13.2
More Than RM5000
49
19.6 Table 1. Descriptive Statistics of the Respondents Table 1. Descriptive Statistics of the Respondents
h Table 1. Descriptive Statistics of the Respondents International Journal of Islamic Economics and Finance (IJIEF), 5(1), 89-106│98 4.2. Measurement Model The convergent validity is tested at the initial stage. During the test of
convergent validity, indicator or items loadings, average variance extracted
(AVE) and composite reliability (CR) are taken into the consideration. Based
on the results presented in Table 2, items’ loading exceeded 0.6 for items,
which meet the recommended value suggested by Hair et al., (2009). The
threshold value of AVE is at least 0.50 as recommended by Hair et al., (2009)
and we obtain the values of AVE within a range of 0.547 and 0.706 and CR
value ranged from 0.854 to 0.936 which meet the recommended value of 0.7. Table 2 shows the results of measurement model with the values of individual
item loading, AVE and CR. After conducting the test of convergent validity, the next stage is to test the
discriminant validity. Because of certain limitations of conducting test for
discriminant validity under the Fornell-Larcker (1981) criterion, Henseler et International Journal of Islamic Economics and Finance (IJIEF), 5(1), 89-106│98 Thaker, Kassim, Amin, Salleh, Othman, & Kassim│ Modeling the Demand for Islamic Microfinance
Services: An Application of PLS-SEM Approach Thaker, Kassim, Amin, Salleh, Othman, & Kassim│ Modeling the Demand for Islamic Microfinance
Services: An Application of PLS-SEM Approach al., (2015) have suggested an alternative approach to evaluate discriminant
validity by using heterotrait-monotrait ratio of correlations. Henseler et al. (2015) also demonstrate the superior performance of this method with the
support of Monte Carlo simulation study. We have adopted this approach to
test the discriminant validity as shown in Table 3. If the HTMT value is greater
than HTMT0.85 value of 0.85 (Kline 2011), or HTMT0.90 value of 0.90 (Gold et al.,
2001), then there is a problem of discriminant validity. In our obtained result,
all the values passed the criterion of HTMT0.90 (Gold et al., 2001) and the
HTMT0.85 (Kline, 2011) as shown in Table 3 which indicates that discriminant
validity has been ascertained. Based on these results, it indicates that
measurement model has adequate convergent validity and discriminant
validity. y
Table 2. International Journal of Islamic Economics and Finance (IJIEF), 5(1), 89-106│99 International Journal of Islamic Economics and Finance (IJIEF), 5(1), 89-106│99 International Journal of Islamic Economics and Finance (IJIEF), 5(1), 89-106│99 4.3. Structural Model Ramayah et al. (2016) have suggested using R2 to observe the goodness of the
structural model. According to Hair et al. (2011), coefficient of determination
and the level of significance of the path coefficients (beta values) can be
captured by R2. The R2 for the current research is 0.42, suggesting that 42% of
the variance of demand for Islamic Microfinance can be explained by
accessibility, adequacy, affordability, and awareness. Subsequently, in order to assess the statistical significance of path
coefficients, the current study has calculated the path coefficients of the
structural model and performed bootstrap analysis (re-sampling = 500). The
results presented in table 3 reveal that accessibility (b = 0.37, p < 0.01),
affordability (b = 0.188, p < 0.01) and awareness (b = 0.24, p < 0.01) have a
positive and significant relationship with the demand for Islamic Microfinance. Thus, the hypotheses of H1, H3 and H4 are supported. In addition, the results
of structural model also indicated that adequacy factor is found to be
insignificant. Thus, H2 is not supported. Table 4. Results of Structural Model
Hypothesis R/ship
Std. Beta
Std. error
t-value
Decision
H1
ACC -> DD
0.37
0.094
3.944
Supported
H2
ADEQ -> DD
-0.078
0.113
0.697
Not supported
H3
AFFORD -> DD
0.188
0.097
1.932
Supported
H4
AWARE -> DD
0.24
0.115
2.085
Supported
4 3 I
t
P
f
M
A
l
i 4.2. Measurement Model Results of Measurement Model
Construct
Items
Loadings
AVE
CR
Affordability
CD1
0.888
0.682
0.928
CD2
0.888
CD3
0.823
CD4
0.815
CD5
0.782
CD6
0.749
Awareness
CB1
0.800
0.619
0.936
CB2
0.815
CB3
0.768
CB4
0.769
CB5
0.805
CB6
0.816
CB7
0.763
CB8
0.778
CB9
0.764
Accessibility
CA2
0.622
0.547
0.905
CA3
0.734
CA4
0.832
CA5
0.739
CA6
0.674
CA7
0.751
CA8
0.787
CA9
0.755
Adequacy
CC1
0.766
0.706
0.923
CC2
0.807
CC3
0.86
CC4
0.874
CC5
0.888
Demand
B1
0.638
0.596
0.854
B6
0.834
B7
0.821
B8
0.779
Note: B3, B4, B2, B5, CA1 and CB10 were deleted due to low loadings. Thaker, Kassim, Amin, Salleh, Othman, & Kassim│ Modeling the Demand for Islamic Microfinance
Services: An Application of PLS-SEM Approach Thaker, Kassim, Amin, Salleh, Othman, & Kassim│ Modeling the Demand for Islamic Microfinance
Services: An Application of PLS-SEM Approach Table 3. HTMT Criterion
Accessibility Adequacy Affordability Awareness
Accessibility
Adequacy
0.693
Affordability 0.661
0.804
Awareness
0.762
0.845
0.783
Demand
0.695
0.551
0.591
0.662
4.3. Structural Model Table 3. HTMT Criterion International Journal of Islamic Economics and Finance (IJIEF), 5(1), 89-106│100 International Journal of Islamic Economics and Finance (IJIEF), 5(1), 89-106│101 4.3. Importance-Performance Map Analysis Moreover, the
cost of borrowing becomes higher if we consider the opportunity cost of
access to IsMF. Sometimes, the borrowers need to attend various meeting
and maintain other loan procedures which require them to visit the branches
frequently and in most cases they have to spend time, money and give up
some other works, which are considered as the opportunity cost. This higher
borrowing cost demotivate them to apply for IsMF. Moreover, the repayment
method is important for the borrowers. This is vital because not all the
borrowers have same type of businesses and they have different cash-flows. Thus, the identical or standard loan repayment schedule for all the borrowers
regardless of their business types cannot be justified. Other aspects that affect
the demand for IsMF are the product services including the efficiency of staffs,
rules, regulations and procedure of loan approval. Sometimes, IsMF
institution like AIM become very rigid on their loan approval procedures. The
borrowers who are in urgent need for IsMF must follow the same procedures
as regular borrowers, and this whole cumbersome loan approval procedures
in some cases demotivate borrowers to stick to the IsMF. It is also important
to increase the efficiency of IsMF product and services. This efficiency leads
to retain and attract new members which is cost effective for the institution
and also beneficial for the borrowers. 4.3. Importance-Performance Map Analysis 4.3. Importance-Performance Map Analysis In order the confirm the obtained results, we have conducted Importance-
Performance Map Analysis (IPMA) as suggested by Ringle and Sarstedt (2016). The main advantage of IPMA is that it can identify predecessors which have a
relatively low performance but high importance for the target constructs. IPMA becomes a very useful analytical tool in PLS-SEM. IPMA graphically
extends the standard path coefficient estimates in more practical way (Ringle
& Sarstedt, 2016). nternational Journal of Islamic Economics and Finance (IJIEF), 5(1), 89-106│100 International Journal of Islamic Economics and Finance (IJIEF), 5(1), 89-106│100 Thaker, Kassim, Amin, Salleh, Othman, & Kassim│ Modeling the Demand for Islamic Microfinance
Services: An Application of PLS-SEM Approach Thaker, Kassim, Amin, Salleh, Othman, & Kassim│ Modeling the Demand for Islamic Microfinance
Services: An Application of PLS-SEM Approach Figure 2. Importance-Performance Map Analysis Figure 2. Importance-Performance Map Analysis This paper applied Importance-Performance Map Analysis (IPMA) in order to
evaluate the most influencing factors as represented by four predecessors
(accessibility, adequacy, affordability and awareness) affecting the demand
for Islamic Microfinance (Figure 1). The IPMA’s results is presented in table 4
which reveals that the construct Adequacy has higher value in performance
index but not under importance index in predicting the demand for Islamic
Microfinance. This paper found the higher weights of three other constructs
i.e., accessibility, affordability and awareness whereas affordability factor
remains in the highest performance domain followed by awareness and
affordability. Table 5. Importance-Performance Map Analysis Statistics Table 5. Importance-Performance Map Analysis Statistics
Construct
Importance (Total Effect)
Performance (Index Values)
Accessibility
0.461
79.896
Adequacy
-0.093
79.461
Affordability
0.237
82.377
Awareness
0.316
81.042 In this study, it shows that certain factors are important that can ensure the
higher demand for Islamic Microfinance. The key items under the accessibility
factors that have greater influence on Islamic Microfinance products and
services are: i) the distances of AIM’s branches which is related to higher
borrowing cost, ii) the loan size is relatively small in amount that the
borrowers’ have to incur a higher cost to access the loan, iii) collateral
requirements, guarantor requirement, and repayment method which are
found to be highly important, iv) efficiency of Islamic Microfinance service
provides like AIM provided by the microfinance providers, v) continuous
advise and consultation, and vi) easy and simple loan application procedures
and process. International Journal of Islamic Economics and Finance (IJIEF), 5(1), 89-106│102 4.3. Importance-Performance Map Analysis nternational Journal of Islamic Economics and Finance (IJIEF), 5(1), 89-106│101 Thaker, Kassim, Amin, Salleh, Othman, & Kassim│ Modeling the Demand for Islamic Microfinance
Services: An Application of PLS-SEM Approach Thaker, Kassim, Amin, Salleh, Othman, & Kassim│ Modeling the Demand for Islamic Microfinance
Services: An Application of PLS-SEM Approach The loan size is important for the clients regardless of their status as fresh or
old members. Most of the members are either involved in micro-enterprises
or planning to start new ventures which requires adequate amount of capital. That is why the members of AIM consider this item as one of the top priority
items affecting their demand for Islamic Microfinance (IsMF). Moreover, the
cost of borrowing becomes higher if we consider the opportunity cost of
access to IsMF. Sometimes, the borrowers need to attend various meeting
and maintain other loan procedures which require them to visit the branches
frequently and in most cases they have to spend time, money and give up
some other works, which are considered as the opportunity cost. This higher
borrowing cost demotivate them to apply for IsMF. Moreover, the repayment
method is important for the borrowers. This is vital because not all the
borrowers have same type of businesses and they have different cash-flows. Thus, the identical or standard loan repayment schedule for all the borrowers
regardless of their business types cannot be justified. Other aspects that affect
the demand for IsMF are the product services including the efficiency of staffs,
rules, regulations and procedure of loan approval. Sometimes, IsMF
institution like AIM become very rigid on their loan approval procedures. The
borrowers who are in urgent need for IsMF must follow the same procedures
as regular borrowers, and this whole cumbersome loan approval procedures
in some cases demotivate borrowers to stick to the IsMF. It is also important
to increase the efficiency of IsMF product and services. This efficiency leads
to retain and attract new members which is cost effective for the institution
and also beneficial for the borrowers. The loan size is important for the clients regardless of their status as fresh or
old members. Most of the members are either involved in micro-enterprises
or planning to start new ventures which requires adequate amount of capital. That is why the members of AIM consider this item as one of the top priority
items affecting their demand for Islamic Microfinance (IsMF). 5.2. Recommendation In view of above findings, this paper recommends certain aspects of products
and services of AIM. The IsMF institutions like AIM need to focus on
accessibility factors to ensure that the microfinance product is appealing to
the clients. The sufficient number of IMF services centres should be
established along with the reduction of the cost of IsMF products and services. Similarly, IsMF providers should also take into account of its product’s
features including collateral requirements, guarantor requirement, and
repayment method which are highly valued by the clients in determining the
demand for IsMF. the IsMF providers need to ensure that these requirements
are not set at highest stringent level. We also suggest that IsMF providers
may adopt innovative risk mitigations mechanism by refining the group
lending and weekly repayment methods. This study also suggest that MFIs
should continue to strive in providing better services to ensure customers
retention as well as attraction of new clients for their services. It is expected
that adopting the above recommendations can enhance the participation of
women in microenterprises and uplift them toward higher economic living
standards in Malaysia. 5.1. Conclusion The aim of this study is to identify factors determining the demand for Islamic
microfinance (IsMF) among women micro-entrepreneurs in Malaysia. This
study has conducted a survey with the clients of Amanah Ikhtiar Malaysia in
Selangor. This study adopts the Partial Least Squares (PLS) method in
detecting the potential demand factors of IsMF, namely affordability,
accessibility, adequacy and awareness. The results show that only
“accessibility” factor has significant and positive relationship with the demand
for IsMF. More specifically, a few measurements items under accessibility
such as, distance to microfinance institution, collateral requirements,
guarantor requirement, application procedure and process, repayment
method, efficiency of services by microfinance providers, continuous advice
and consultation, and number of microfinance centers which are significantly
affecting the demand for IsMF in Malaysia. It shows that for the clients of International Journal of Islamic Economics and Finance (IJIEF), 5(1), 89-106│102 Thaker, Kassim, Amin, Salleh, Othman, & Kassim│ Modeling the Demand for Islamic Microfinance
Services: An Application of PLS-SEM Approach Thaker, Kassim, Amin, Salleh, Othman, & Kassim│ Modeling the Demand for Islamic Microfinance
Services: An Application of PLS-SEM Approach Thaker, Kassim, Amin, Salleh, Othman, & Kassim│ Modeling the Demand for Islamic Microfinance
Services: An Application of PLS-SEM Approach microfinance, easier accessible and convenience accessible would encourage
them to use continuously the services that offered by microfinance
institutions. At the same time, IsMF institutions can increase their marketing
know-how by implementing effective accessibility strategies that generate
services availability to the clients. Based on the analysis of Importance-Performance Map Analysis (IPMA), it
shows that IsMF institutions should not focus much on adequacy as it will
possibly reduce the profit of the institution. The three other constructs which
are more important are accessibility, affordability and awareness. Affordability is already high in performance but awareness is slightly lower, so
the microfinance institutions should focus on enhancing affordability matter. In terms of accessibility, it is important for IsMF institution to simplify the
application and approval process to obtain IsMF. Acknowledgement This paper originates from of a research project approved in 2015 funded by
the Ministry of Higher Education (MOHE) Malaysia under the Fundamental
Research Grant Scheme (Project ID: FRGS15-230-0471). The authors would
like to thank MOHE Malaysia for generously funding this research project. nternational Journal of Islamic Economics and Finance (IJIEF), 5(1), 89-106│103 Thaker, Kassim, Amin, Salleh, Othman, & Kassim│ Modeling the Demand for Islamic Microfinance
Services: An Application of PLS-SEM Approach Thaker, Kassim, Amin, Salleh, Othman, & Kassim│ Modeling the Demand for Islamic Microfinance
Services: An Application of PLS-SEM Approach International Journal of Islamic Economics and Finance (IJIEF), 5(1), 89-106│104 References Amanah Ikhtiar Malaysia. (n.d.). Retrieved from http://www.aim.gov.my Amanah Ikhtiar Malaysia. (n.d.). Retrieved from http://www.aim.gov.my Al Mamun, A. (2011). Impact of Amanah Ikhtiar Malaysia’s schemes on
hardcore poor households in Peninsular Malaysia. (Doctoral Thesis). Faculty of Management, Multimedia University, Malaysia. Amin, H., Baba, R. and Muhammad, M. Z. (2007). An analysis of mobile
banking acceptance by Malaysian customers. Sunway Academic
Journal, 4, 1-12. Anderson, J. and Billou, N. (2007). Serving the world's poor: innovation at the
base of the Economic pyramid, Journal of Business Strategy, 28 (2),
14-21. Bhatti, T. (2007). Exploring factors influencing the adoption of mobile
commerce. Journal of Internet Banking & Commerce, 12(3), 1–14. Chikweche, T. and Fletcher R. (2012). Revisiting the marketing mix at the
bottom of Pyramid (BOP): From theoretical considerations to practical
implications, Journal of Consumer Marketing, 29(7),507-520. Fornell, C., and Larcker, D. F. (1981). Evaluating structural equation models
with unobservable variables and measurement error. J. Mark. Res. 18,
39–50. Gertler, P., Levine, D.I., Moreti, E. (2003). Do microfinance programs help
families iinsure consumption against illness? (Working Paper series
C03-129) Center for International Development Economics Research
(CIDER), University of California, Berkeley. Gold, A. H., Malhotra, A., & Segars, A. H. (2001). Knowledge management: An
organizational capabilities perspective. Journal of Management
Information Systems, 18(1), 185–214. Hair, J. F., Black, W. C., Babin, B. J., & Anderson, R. E. (2009). Multivariate data
analysis. Upper Saddle River, NJ: Prentice Hall. Hair, J. F., Ringle, C. M., & Sarstedt, M. (2011). PLS-SEM: Indeed a silver bullet. Journal of Marketing Theory and Practice, 19(2), 139–151. Harman, H.H. (1976), Modern Factor Analysis, Chicago: University of Chicago
Press. Henseler, J., Ringle, C.M. and Sarstedt, M. (2015). A new criterion for assessing
discriminant validity in variance-based structural equation modeling. Journal of the Academy of Marketing Science, 43(1), 115–135. Kamande, S., & Jarhult, W. (2013). Reaching the mass market of the base of
the pyramid-using the five A’s concept. (Master Thesis). Linnaeus
University, Sweden. International Journal of Islamic Economics and Finance (IJIEF), 5(1), 89-106│104 Thaker, Kassim, Amin, Salleh, Othman, & Kassim│ Modeling the Demand for Islamic Microfinance
Services: An Application of PLS-SEM Approach Khandker, S. (2003). Micro finance and poverty: Evidence using panel data
from Bangladesh. (Research Paper series 2945), World Bank Policy. World Bank. Washington. Kline, R. B. (2011). Principles and practice of structural equation modeling. New York: Guilford Press. London, T. and Hart, S. (2011). International Journal of Islamic Economics and Finance (IJIEF), 5(1), 89-106│105 International Journal of Islamic Economics and Finance (IJIEF), 5(1), 89-106│106 References Next-generation business strategies for the
base of the pyramid: New approaches for building mutual value, in a. upper saddle river (Eds.), Financial Times Press. Mason, D. J., Jones, D. A., Roy, C., Sullivan, C. G., & Wood, L. J. (2015). Commonalities of nurse-designed models of health care. Nursing
Outlook, 63(5), 540-553. Park, A. and Ren, C. (2001). Microfinance with Chinese characteristics. World
Development, 29(1), 39-62. Podsakoff, P. M., MacKenzie, S. B., Lee, J. Y. and Podsakoff, N. P. (2003). Common method biases in behavioral research: A critical review of
the literature and recommended remedies. The Journal of Applied
Psychology, 88(5), 879. Prahalad C. K. (2009) The fortune at the bottom of the pyramid: Eradicating
poverty through profits. Pearson Education Publishers, United
States. 358 Prahalad, C. K. (2010). The fortune at the bottom of the pyramid: Eradicating
poverty through profits. Revised and updated 5th anniversary. New
Jersey (Eds.), Pearson Education. Prahalad, C. K. (2012). Bottom of the pyramid as a source of breakthrough
innovations. Product Development & Management Association, 29(1),
6-12. Prahalad, C.K. (2011). The fortune at the bottom of the pyramid: Eradicating
poverty through profits, Revised and Updated 5th Anniversary. New
Jersey (Eds.), Prentice Hall. Ramayah, T., Cheah, J., Chuah, F., Ting, H., & Memon, M. A. (2016). Partial
least squares structural equation modeling (PLS-SEM) using SmartPLS
3.0: An updated and practical guide to statistical analysis. Singapore:
Pearson. Ringle, C. M. and Sarstedt, M. (2016). gain more insight from your pls-sem
results: The importance-performance map analysis. Industrial
Management & Data Systems, 116(9), 1865-1886. Riquelme, H. E. and Rios, R. E. (2010). The moderating effect of gender in the
adoption of mobile banking. The International Journal of Bank
Marketing, 28, 328-341. International Journal of Islamic Economics and Finance (IJIEF), 5(1), 89-106│105 Thaker, Kassim, Amin, Salleh, Othman, & Kassim│ Modeling the Demand for Islamic Microfinance
Services: An Application of PLS-SEM Approach Seelos, C. and Mair, J. (2007). Profitable business model and market creation
in the context of deep poverty: A strategic view, Academy of
Management Perspectives, 21(4), 49-63. Shah, Ali M. (2012). Business strategies in the emerging markets. Journal of
Asia-Pacific Business, 13, 4–15. Shah, Ali M. (2012). Business strategies in the emerging markets. Journal of
Asia-Pacific Business, 13, 4–15. Soete, L. 2010. From science and technology to innovation for
development. African
Technology
Development
Forum
Journal, 7(3/4), 9–14. International Journal of Islamic Economics and Finance (IJIEF), 5(1), 89-106│106
|
https://openalex.org/W2602384434
|
https://europepmc.org/articles/pmc5361724?pdf=render
|
English
| null |
Factors influencing implementation of a patient decision aid in a developing country: an exploratory study
|
Implementation science
| 2,017
|
cc-by
| 10,920
|
* Correspondence: leeyk@um.edu.my
1Department of Primary Care Medicine, Faculty of Medicine, University of
Malaya, Kuala Lumpur, Malaysia
Full list of author information is available at the end of the article Factors influencing implementation of a
patient decision aid in a developing
country: an exploratory study Wen Ting Tong1, Yew Kong Lee1*
, Chirk Jenn Ng1 and Ping Yein Lee2 Wen Ting Tong1, Yew Kong Lee1*
, Chirk Jenn Ng1 and Ping Yein Lee2 © The Author(s). 2017 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0
International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and
reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to
the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver
(http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. Tong et al. Implementation Science (2017) 12:40
DOI 10.1186/s13012-017-0569-9 Tong et al. Implementation Science (2017) 12:40
DOI 10.1186/s13012-017-0569-9 Open Access Abstract Background: Most studies on barriers and facilitators to implementation of patient decision aids (PDAs) are
conducted in the west; hence, the findings may not be transferable to developing countries. This study aims to use
a locally developed insulin PDA as an exemplar to explore the barriers and facilitators to implementing PDAs in
Malaysia, an upper middle-income country in Asia. Methods: Qualitative methodology was adopted. Nine in-depth interviews (IDIs) and three focus group discussions
(FGDs) were conducted with policymakers (n = 6), medical officers (n = 13), diabetes educators (n = 5) and a nurse,
who were involved in insulin initiation management at an academic primary care clinic. The interviews were
conducted with the aid of a semi-structured interview guide based on the Theoretical Domains Framework. The
interviews were audio-recorded, transcribed verbatim and analyzed using a thematic approach. Results: Five themes emerged, and they were lack of shared decision-making (SDM) culture, role boundary, lack of
continuity of care, impact on consultation time and reminder network. Healthcare providers’ (HCPs) paternalistic
attitude, patients’ passivity and patient trust in physicians rendered SDM challenging which affected the
implementation of the PDA. Clear role boundaries between the doctors and nurses made collaborative
implementation of the PDA challenging, as nurses may not view the use of insulin PDA to be part of their job
scope. The lack of continuity of care might cause difficulties for doctors to follow up on insulin PDA use with their
patient. While time was the most commonly cited barrier for PDA implementation, use of the PDA might reduce
consultation time. A reminder network was suggested to address the issue of forgetfulness as well as to trigger
interest in using the PDA. The suggested reminders were peer reminders (i.e. HCPs reminding one another to use
the PDA) and system reminders (e.g. incorporating electronic medical record prompts, displaying posters/notices,
making the insulin PDA available and visible in the consultation rooms). Conclusions: When implementing PDAs, it is crucial to consider the healthcare culture and system, particularly in
developing countries such as Malaysia where concepts of SDM and PDAs are still novel. Keywords: Implementation, Insulin patient decision aid, Developing countries, Insulin initiation, Type 2 diabetes
mellitus, Decision support, Barriers, Facilitators, Factors © The Author(s). Study setting and participants Data collection was carried out at an academic primary
care clinic at the University of Malaya Medical Center,
an urban government teaching hospital. In Malaysia, the
majority of diabetes patients are managed in the public
sector where healthcare services are subsidized by the
government. The primary care clinic is an outpatient
clinic which accepts patients from all over Malaysia, and
therefore, it has a high patient load with patients from
various backgrounds. On average, there are 25 doctors
in the clinic, two diabetes educators (DE) and 26 regis-
tered nurses (RN). Generally, patients in the clinic do
not get to decide which doctor to see; hence, they may
not consult the same doctor during the follow up. As most of the studies on barriers and facilitators to im-
plementation of PDAs are conducted in the west [6–8],
the findings may not be transferable to Asian countries,
most of which are developing countries, and issues such
as socio-cultural barriers (language barrier and physician
paternalism) and lack of resources (infrastructure or tech-
nology development) may be more significant compared
to developed countries. Nevertheless, studies have shown
that patients in Asia want to be involved in SDM [9, 10]
and there are an increasing number of PDAs being devel-
oped in the region [11, 12]. However, no Asian studies
have reported the implementation of these PDAs. g
p
There are three groups of healthcare professionals in-
volved in insulin initiation in the clinic: doctors, DEs
and RNs. In the clinic, only doctors (i.e. family medicine
specialists) and medical officers were allowed to pre-
scribe insulin to patients. There is a diabetes education
centre located in the clinic where three DEs, who are
nurses, provide patient education on diabetes, blood glu-
cose monitoring and insulin initiation and injection
techniques after receiving referrals from doctors. To
qualify as a DE, RNs need to complete an advanced
diploma in diabetes education. In the course, the RNs
are trained on diabetes education, treatment and nursing
of diabetes patients (including on insulin initiation). However, training on SDM and PDA is not part of the
curriculum as the insulin PDA has not been formally in-
troduced or implemented in the healthcare system in
Malaysia. In contrast to DEs, RNs’ tasks are to assist
doctors in the consultation rooms. Of 26 individuals Malaysia is a developing upper middle-income country
in Southeast Asia [13]. Study design There are many factors that influence the implementa-
tion of SDM and PDAs. Studies have highlighted barriers
such as time constraints, healthcare professionals’ attitude,
perceived legitimacy of the PDA, lack of applicability due
to patient characteristics, clinic capacity, processes of care
and the healthcare environment [6–8]. Among the facilita-
tors were provider’s motivation, provision of training and
skills development for providers, identification of a clinical
champion, introduction of a system to identify eligible
patients to use PDAs ahead of clinical consultations, posi-
tive impact on the clinical process and patient outcomes
[7, 8]. However, the relative influence of these factors
varies across different countries. This study adopted a qualitative methodology to explore
the factors influencing implementation of the insulin PDA. In-depth interviews (IDIs) and focus group discussions
(FGDs) were conducted. Background attempt to advance SDM, several Malaysian PDAs have
been developed for patients who are making a decision on
insulin use [12], early breast cancer [16] and early prostate
cancer treatment [17]. These PDAs are available in the
Malay, Chinese, Tamil and English language to facilitate
decision-making as they will be able to read and under-
stand the PDA in their preferred language. Furthermore,
these PDAs explored cultural beliefs of the major eth-
nicities in Malaysia. Nevertheless, formal implementa-
tion of these PDAs has not been conducted. Therefore,
this study aims to use a locally developed insulin PDA
(http://dmit.um.edu.my/?modul=DMIT_PDA) [12, 18]
as an exemplar to explore the barriers and facilitators
to implementing PDAs in a developing country. Shared decision-making (SDM) is part of patient-centred
care whereby patients and clinicians decide on a treat-
ment together. This is particularly relevant when the
decision is preference-sensitive [1]. One way to promote
SDM is to use a patient decision aid (PDA), which pro-
vides information about the decision, available treatment
options, benefits and risks of each option and ways to
clarify patient values [2]. In a Cochrane Review of 115
randomized controlled trials, PDAs have been proven to
be effective in involving patients in SDM and improving
their decision quality [2]. However, the adoption and im-
plementation of PDAs in clinical practice remains poor
[3–5]. One study has found that only about 10% of
eligible primary care patients actually received PDAs
despite clinic-wide PDA adoption [4]. Abstract 2017 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0
International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and
reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to
the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver
(http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. Tong et al. Implementation Science (2017) 12:40 Page 2 of 12 Page 2 of 12 Table 1 Summary of the study interview guide Preamble: We would like to implement the insulin PDA in the clinic. We would like to hear your honest opinion on what are the barriers
and facilitators to implementing the insulin PDA in your healthcare
organization so that it is effective and sustainable to be used. This study used purposive sampling to recruit partici-
pants who were healthcare policymakers (HPMs) and
healthcare providers (HCPs) working in the medical
centre [19]. The inclusion criteria for HPM were those
who were responsible for or involved in making deci-
sions on whether a particular health intervention should
be implemented in the hospital, while for HCPs were
those who were involved in advising patients about insu-
lin initiation. The HPMs recruited included the director-
level hospital manager, Endocrine and Primary Care
Medicine policymakers and hospital matrons. They set
standards of care and implement programmes to im-
prove diabetes care in the hospital. While they perform
managerial tasks, they are also practicing HCPs. HCPs in-
cluded the doctors, DEs and RNs. In order to achieve
maximum variation, we recruited participants from differ-
ent socio-demographic backgrounds (ethnicity, gender)
and included those with and without experience in using
the PDA. The PDA was previously pilot-tested with a
small group of HCPs in the clinic to test its acceptability,
and a few of them had continued using it after the pilot-
testing phase had ended. HPMs were not involved in the
pilot study. Insulin PDA • What do you think about the insulin PDA? (Probe: feelings: afraid,
hopeful) (emotions) Would you use this PDA? (intention, beliefs
about consequences, optimism) • What do you think about the insulin PDA? (Probe: feelings: afraid,
hopeful) (emotions) Would you use this PDA? (intention, beliefs
about consequences, optimism) • Do you think that HCPs’ will want to use the insulin PDA? Why? (intentions) • Do you think that insulin PDA will affect your/HCP role? How? (social professional role and identity) • Do you think that you/HCPs would remember to use the PDA if it is
implemented? Why? Why not? (memory, attention and decision
processess) p
• Do you think that you/HCPs will be confident to use the insulin PDA? Why? (beliefs about capabilities) (beliefs about capabilities) • How doctors and nurses or other HCPs such as dieticians or
pharmacists play a role in implementing the insulin PDA? Table 1 Summary of the study interview guide (social professional role and identity) • Do you think that you/HCPs have the knowledge and skills to use the
insulin PDA? What are the knowledge and skills needed? (knowledge
and skills) • Do you see any benefit or harm in implementing the PDA in the
current healthcare system? (beliefs about consequences) • Who do you think can influence you/HCPs whether to use or not to
use the insulin PDA? How? (social influences) • What can you/HCPs do to use the insulin PDA in their consultation? (behavioural regulation) • If you will implement the insulin PDA, what are the goals you/patients
want to achieve? (goals) Study setting and participants It has a population of 28.3 million,
comprising three main ethnic groups namely Malay
(67.4%), Chinese (24.6%) and Indian (7.3%) [14]. The im-
plementation of SDM in Malaysia is hampered by several
factors including the multi-cultural and language diversity
of the population and the lack of patient involvement in
healthcare [15]. In Malaysia, although the national lan-
guage is the Malay language, not all Chinese or Indian
patients are fluent in this language. Furthermore, each
ethnic group has their own cultural norms and beliefs
when it comes to health. Thus, doctors and patients may
be mismatched linguistically as well as culturally. As an Tong et al. Implementation Science (2017) 12:40 Page 3 of 12 who were approached to participate in the study, one
staff nurse refused due to time constraints. Study instrument The interviews were conducted with the aid of a semi-
structured interview guide (Table 1), which was devel-
oped based on the Theoretical Domains Framework
(TDF) [20] and a literature review on barriers and facil-
itators to implementing PDAs [7]. The TDF is an over-
arching framework of 14 theoretical domains synthesized
from behaviour change constructs found in 33 behaviour
change theories (Table 2). The TDF was selected as the
theoretical basis for this study because implementation
success is largely dependent on the behaviour change of
the users involved on whether to adopt or reject the im-
plementation innovation. The TDF is comprehensive as it
not only looks into the impact of rational and cognitive
process of an individual but also looks into emotional factors
[21] as well as external, organizational factors such as work-
ing environment and resources that may influence them on
whether or not to adopt a new behaviour or innovation such
as the practice of SDM and use of PDA. Furthermore, the
TDF has been used in many clinical behaviour change im-
plementation research projects [22], which is why it was felt
to be appropriate for this study to understand the factors in-
fluencing implementation of insulin PDA. Inner context – the clinic • Does your institution have the resources to implement the insulin
PDA? What are the resources available and what are needed? • How do you think your organization’s working culture (general
beliefs, values, assumptions that people embrace, receptivity of
a new intervention) will affect the implementation of the PDA? (environmental context and resources) Outer context
the healthcare system
• Are you confident/positive/optimistic that the current healthcare
system is capable to successfully implement the insulin PDA despite
any difficulty? Yes/No, why? (beliefs about capabilities; optimism)
• What can be done by the higher-level authority to ensure the
success of the implementation of the PDA? (reinforcements)
• In your opinion, how can we make the implementation of the
insulin PDA sustainable? participate in the study were given information about
the insulin PDA, its objective and content, the concept
of SDM and the various modalities (booklet, tablet, web-
site) available. A video, which demonstrates how the in-
sulin PDA can be used during a consultation, was shown
to the participants to give them an idea on how the insu-
lin PDA can be used in the clinic. The participants were
also encouraged to think about other ways of imple-
menting the insulin PDA in their practice. The interviews were conducted between December
2015 and March 2016 by the researchers (WTT, YKL,
CJN) who asked the participants ‘open’ and ‘probing’
questions to explore the factors influencing implementa-
tion of the insulin PDA in their practice. All the interviews Data collection process HPMs and HCPs who fulfilled the study inclusion
criteria were invited to participate in the study. Prior to
the interviews, eligible participants who consented to Page 4 of 12 Page 4 of 12 Tong et al. Implementation Science (2017) 12:40 Table 2 TDF [20]
Domain
Definition (American Psychological
Associations’ Dictionary of Psychology)
1
Knowledge
An awareness of the existence
of something
2
Skills
An ability or proficiency acquired
through practice
3
Beliefs about capabilities
Acceptance of the truth, reality or
validity about an ability, talent or
facility that a person can put to
constructive use
4
Optimism
The confidence that things will
happen for the best or that
desired goals will be attained
5
Beliefs about consequences Acceptance of the truth, reality,
or validity about outcomes of
a behaviour in a given situation
6
Reinforcement
Increasing the probability of a
response by arranging a dependent
relationship, or contingency, between
the response and a given stimulus
7
Intentions
A conscious decision to perform a
behaviour or a resolve to act in a
certain way
8
Goals
Mental representations of outcomes or
end states that an individual wants to
achieve
9
Memory, attention and
decision processes
The ability to retain information,
focus selectively on aspects of the
environment and choose between
two or more alternatives
10 Emotion
A complex reaction pattern,
involving experiential, behavioural
and physiological elements, by
which the individual attempts
to deal with a personally
significant matter or event
11 Social/professional role
and identity
A coherent set of behaviours and
displayed personal qualities of an
individual in a social or work setting
12 Environmental context
and resources
Any circumstance of a person’s
situation or environment that
discourages or encourages the
development of skills and abilities,
independence, social competence,
and adaptive behaviour
13 Social influences
Those interpersonal processes
that can cause individuals to
change their thoughts, feelings,
or behaviours
14 Behavioural regulation
Anything aimed at managing
or changing objectively observed
or measured actions participants as they are based at this university. WTT is a
PhD student, YKL is a lecturer, while both CJN and PYL
are clinical lecturers who specialize in family medicine. All
researchers are experienced in conducting qualitative re-
search. As WTT did not know any of the participants
prior to the interviews, WTT conducted most of the inter-
views (8/12) as YKL and CJN refrained from interviewing
participants whom they knew. PYL did not conduct any
interview. Ethics approval Ethics approval
This study received ethics approval from the University
of Malaya Medical Centre Medical Ethics Committee
(reference: MECID.NO: 20158-1600). Data collection process The interviews were audio-recorded, and field
notes were written to document the content of and reflec-
tions on the interviews. The data collection ceased when
data saturation was achieved; that is when the barriers or
facilitators that emerged from the data became repetitive
and there were no more new findings. Data analysis
ll h All the interviews were transcribed verbatim and checked
for accuracy before being imported into Nvivo software
for data analysis. The researchers (WTT, YKL, CJN, PYL)
familiarized themselves with the first three transcripts and
coded the transcripts independently using a thematic
approach. The transcripts were read and coded line by
line. A code is a short text which represents the meaning
of the text segment. Codes that have similar meaning were
grouped together to form a category, and later the cat-
egories were compared and merged into bigger themes
[23]. Researchers met to discuss the categories and themes
which emerged from their individual analysis. Any dis-
crepancies in the categories and themes were resolved
through consensus before finalizing the coding frame-
work, which was used to analyze the remaining transcripts
by one of the researcher (WTT). Any new codes and
categories that emerged were added to the list of themes
and categories upon consultation with the research team. The written field notes and interview reflections were tri-
angulated with the results to ensure that the findings were
correctly interpreted and no information were missed out
and to supplement the interview findings. By compar-
ing data from multiple sources, we hope to enhance the
credibility of the findings [24]. Emerging themes Five themes emerged from the interviews, and they were
lack of SDM culture, role boundary, lack of continuity of
care (COC), impact on consultation time and reminder
network. Theme 1: Lack of SDM culture
The participants highlighted that there is a lack
of SDM culture in the current practice as HCPs’
paternalistic attitudes still prevailed whereby doctors
would make treatment decision for patients and did
not like patients to ask too many questions. In addition,
patients tended to play a passive role in decision- Theme 1: Lack of SDM culture
The participants highlighted that there is a lack
of SDM culture in the current practice as HCPs’
paternalistic attitudes still prevailed whereby doctors
would make treatment decision for patients and did
not like patients to ask too many questions. In addition,
patients tended to play a passive role in decision- Because we are busy in the clinic, sometimes we don’t
like people to ask us a lot of questions. Socio-demographic and practice profile of participants Socio-demographic and practice profile of participants
Nine IDIs and three FGDs were conducted with 25 indi-
viduals who participated in the study: the hospital pol-
icymakers (n = 6), medical officers (n = 13), DEs (n = 5)
and a RN. Two of the FGDs were conduced with med-
ical officers (n = 7; n = 6). Another FGD with the nursing
policymakers was conducted with smaller number of were face-to-face and were conducted in the clinic
consultation rooms during rest times in between clin-
ical consultations, or at the office of the participants. The interviews lasted from 50 to 90 min. This study was
conducted in the university hospital setting, and three of
the researchers (WTT, YKL, CJN) were known to the Tong et al. Implementation Science (2017) 12:40 Page 5 of 12 making and trusted the physicians to make the
decision for them. This rendered the lack of need for
SDM and use of the insulin PDA. participants (n = 3) as they were the only three senior
nursing staff at management level who were felt to be
able to provide feedback on the implementation of the
insulin PDA. There were six participants who have had
experiences in using the insulin PDA (Table 3). I think in our Asian context, we still have this idea of
doctor telling you what to do. I think this shared
decision approach is a concept that developed countries
have but I don’t know whether our culture has reached
this stage or not.//Our practitioners don’t give patients
chance to decide on their own. We like to tell the
patient what to do. So they don’t see the need for this
book. The patients still have the mindset of ‘You tell
me what to do. It’s not my decision, it is your decision, I
just follow you’.//I don’t know whether our patient is
up to that yet for the shared decision part. – IDI 1_DE
1_have not used insulin PDA Theme 3: Lack of COC Theme 3: Lack of COC
Some medical officers have continued the insulin
PDA use after the pilot study because they felt
that the PDA helped to reduce consultation time
and address language barrier when they provided
information to patients who spoke a different
language. However, the use of PDA was later
discontinued due to lack of COC. Furthermore,
as there was no proper record that the insulin
PDA had been given to patients, the medical officer
might not be aware that the patient had already been
introduced to the insulin PDA by another doctor. This
sentiment is shared by both medical officers who
have and have not used the PDA. But we don’t have so much opportunity to initiate
(insulin PDA use) because instructions are passed down
from the top,‘ok you do this’. They (doctors) are the
first liner. IDI 1_DE 1_have not used insulin PDA However, assigning RNs to use the PDA with patients
would not be accepted if it fell outside the scope of RNs’
current duties. For example, when asked if RNs had a role
in using the insulin PDA with patients, participants voiced
that RNs would not perceive the use of insulin PDA to be
part of their job scope. RNs confined their duties only to
pre-determined tasks and would not be interested to per-
form additional tasks. They perceived using the insulin
PDA as an added workload. Basically, COC is not there. Because doctors don’t get
to see the same patients. We might give this PDA to a
patient this visit. And next visit, you may not be the
one who sees the patient. – FDG 1_Medical officer
4_have not used insulin PDA The book was in the diabetic education room. So I
did refer patient there so that the nurse can explain
but I’m not sure what the nurse explained to the
patient. FGD 2_Medical officer 13_have used PDA But I think because they [RNs] don’t see it as their
role to advise patients about their disease. It is more
of getting the patient in, sorted out, weight, height. So, I think to get them to start [using insulin PDA] it
might be a bit harder than to get the medical officers
to use it. – IDI 7_Primary care policymaker_have not
used insulin PDA Furthermore, as the setting was a teaching hospital,
trainee doctors leave after their training is completed. Emerging themes FGD
3_Hospital matron 1_have not used insulin PDA Table 3 Characteristics of participants
Interview
Role
Ethnicity
Age
Sex
Experience with
insulin PDA
IDI 1_ Diabetes educator 1
Healthcare provider
Chinese
56
Female
No
IDI 2_ Diabetes educator 2
Healthcare provider
Malay
57
Female
Yes
IDI 3_ Diabetes educator 3
Healthcare provider
Malay
53
Female
No
IDI 4_ Diabetes educator 4
Healthcare provider
Malay
35
Female
No
IDI 5_ Diabetes educator 5
Healthcare provider
Malay
57
Female
No
IDI 6_ Registered nurse
Healthcare provider
Indian
55
Female
No
IDI 7_ Primary care policymaker
Healthcare policymaker
Malay
48
Female
No
IDI 8_ Endocrine policymaker
Healthcare policymaker
Chinese
37
Male
No
IDI 11_ Director-level hospital manager
Healthcare policymaker
Malay
43
Male
No
FGD 1_ Medical officer 1
Healthcare provider
Malay
35
Female
No
FGD 1_ Medical officer 2
Healthcare provider
Chinese
32
Female
No
FGD 1_ Medical officer 3
Healthcare provider
Indian
37
Female
Yes
FGD 1_ Medical officer 4
Healthcare provider
Indian
35
Male
No
FGD 1_ Medical officer 5
Healthcare provider
Malay
32
Male
No
FGD 1_ Medical officer 6
Healthcare provider
Malay
32
Male
No
FGD 1_ Medical officer 7
Healthcare provider
Indian
39
Male
Yes
FGD 2_ Medical officer 8
Healthcare provider
Malay
31
Female
Yes
FGD 2_ Medical officer 9
Healthcare provider
Malay
33
Female
No
FGD 2_ Medical officer 10
Healthcare provider
Chinese
33
Female
Yes
FGD 2_ Medical officer 11
Healthcare provider
Chinese
35
Female
No
FGD 2_ Medical officer 12
Healthcare provider
Malay
36
Female
No
FGD 2_ Medical officer 13
Healthcare provider
Malay
36
Female
Yes
FGD 3_ Hospital matron 1
Healthcare policymaker
Malay
56
Female
No
FGD 3_ Hospital matron 2
Healthcare policymaker
Malay
56
Female
No
FGD 3_ Hospital matron 3
Healthcare policymaker
Chinese
57
Female
No Table 3 Characteristics of participants Page 6 of 12 Page 6 of 12 Tong et al. Implementation Science (2017) 12:40 Tong et al. Implementation Science (2017) 12:40 Theme 2: Role boundary As for DEs, some felt that their role in the PDA
implementation was just ‘taking orders from doctors’ on
when to use the PDA with patients, while some felt that
they could inform patients on when to initiate insulin. Theme 2: Role boundary
There was a clear role boundary between the
doctors and the nurses which made collaborative
implementation of the PDAs challenging. Emerging themes All
participants, including medical officers, felt that the
doctor should be the key person to introduce and
use the insulin PDA with patients because the
decision to initiate insulin treatment lies within the
doctor after reviewing patient’s glycaemic control
and health profile. Furthermore, only doctors have
the authority to prescribe insulin for patients. Doctor will say to the patient they have no time [to
use PDA] ‘You go and see the DE’. The decision is
made by doctor. I just follow order. IDI 2_DE 2_have
used insulin PDA Actually we also have a clinic of our own and patients
come to us we will monitor them. So when we see that
they are losing control then we can tell them that ‘I
think you need insulin already’. So we also have a little
part to play. IDI 1_DE 1_have not used insulin PDA I think the initiation [to use insulin PDA] has to
come from the doctor because we are the ones
who will know whether it is appropriate or not to
talk about insulin initiation. I think only doctors
would understand circumstances such as if a
patient has cataract and will not be able to inject
herself or have no social support. Rather than at
the pharmacy end ‘Oh, your Hba1c is very bad. You should be on insulin, here, take this book’ I
think that is not right. FGD 2_Medical officer
8_have used insulin PDA Theme 3: Lack of COC Therefore, this posed another issue for implementation
as doctors who were trained on how to use the insulin
PDA may leave and new doctors may not be familiar
with the PDA. Nurses, we only want to do what is nursing. We
don’t want to do beyond that. ‘I’m a nurse … why
should I do this, this is nothing concerning me,
this is doctors’ job, not my job’.//‘Oh another
booklet. Another thing to talk to the patient now’. Anything else is added work. – IDI 6_RN_have not
used insulin PDA We have to train them (on PDA use), so we have to
give them the exposure of what it is like, what
patients are like, but you know it takes several
consultations to fully get that. They can deploy the
book, but then they may not be around next month to Page 7 of 12 Tong et al. Implementation Science (2017) 12:40 even follow up. – IDI 8_Endocrine policymaker_have
not used insulin PDA even follow up. – IDI 8_Endocrine policymaker_have
not used insulin PDA of the PDA should be made available in the
computer’s desktop which can serve as a reminder
for the doctor to use the insulin PDA. Theme 4: Impact on consultation time
Time constraints were the most commonly raised
implementation barrier of the PDA among the
participants. Due to high patient load, there were
concerns about taking up extra time to go through
the insulin PDA with patients during consultations. So I suppose what you can do is… if their HbA1c is
above certain level, then have the EMR goes alert,
‘PDA, PDA!’. So either I can give the book or I can
alert them to go to the website. – IDI 7_Primary care
policymaker_have not used insulin PDA Every day when we see patients, we have to use the
computer. So maybe it should be in the desktop in
PDF so that when we see patients, we just open up
the PDF. FD4 1_Medical officer 4_have not used
insulin PDA Time is a problem because there are many patients. Whether we have enough time to go through (the
insulin PDA) with the patient. – FGD 1_Medical
officer 4_have not used insulin PDA In contrast, some participants felt that the insulin PDA
might help to reduce consultation time. Theme 3: Lack of COC However, this
is only if patients used the insulin PDA prior to the
clinical consultation such as while waiting for the
doctor or at home. It was felt that patients who have
read the PDA were better prepared to discuss their
concerns with doctors during clinical consultation and
this might help to save time. Another type of reminder is to put up posters or
notices about the insulin PDA, as well as making the
insulin PDAs available and visible in the consultation
room. This will help HCPs remember to use the insulin
PDA as well as creating awareness about the insulin
PDA among patients. Like putting posters in the clinic so that patients or
their carers can see. Then patient can remind doctors
about the book. – FGD 2_Medical officer 13_have
used insulin PDA This saved time for the doctor. ‘Mr, you read
first, what you don’t understand please come
back to me’. So he would have read the whole
thing. What they didn’t understand they highlight to
you and you address. So your time management
is shortened. – IDI 6_RN_ have not used insulin
PDA But I think if we alert them more they will use it. So
you sort of like, make it available. So I suppose if it is
available in the room, and they are reminded all the
time. I think it is keep being reminded that there is
such a thing. – IDI 7_Primary care policymaker_have
not used insulin PDA Theme 5: Reminder network
The PDA was not integrated into the care pathway,
and hence, the HCPs might forget to use it with
patients. The participants wanted reminders and
suggested different approaches including peer
reminder, incorporating the PDA into the clinic
electronic medical record (EMR), and displaying
posters or PDAs in the clinic to remind both
HCPs and patients to use the PDA. Discussion In
Switzerland, however, hierarchical structures and asym-
metric physician-patient relationship were reported to
be barriers for SDM implementation despite doctors
recognizing its importance [31]. This shows similarity to
the hierarchical social pattern in Asian culture whereby
doctors are placed at a higher societal stratum [33], and
patients may therefore tend to consign their healthcare
decisions to HCPs. Furthermore, doctors may not wish
to offer a choice to patients as it is considered a good
practice to initiate insulin in patients with T2DM who
are unable to achieve glycaemic control despite taking
maximal oral medications. Patients in the public health
facilities may feel that they may not have control over
their health decision as they only pay a nominal fee (i.e. ‘I get what I pay for’). In addition, they do not have
much freedom to choose the HCP they want to see. However, Asian studies have shown that many patients
preferred an autonomous (active and shared) role in
decision-making [9, 10]. Thus, to facilitate the use of
PDAs, the concept of SDM needs to be promoted
among HCPs and patients in developing countries. Zhang et al. [34] highlighted that one way to increase
patient involvement in making treatment decisions is to
increase healthcare professionals’ knowledge about this
concept. HCPs also need to be trained on respecting pa-
tients’ autonomy and how to engage patients in making
decisions about their health care. The Patient Decision
Aids Research Group has created continuous education
such as online tutorials, interactive workshops, perform-
ance feedback and structured protocols in providing de-
cision support [18]. Efforts are also needed to empower
patient in being more involved in their healthcare, and
one way to do that is to conduct public health cam-
paigns [15]. In developed countries such as Australia
and the UK, the ‘AskShareKnow’ [35, 36] and the ‘Ask
three questions’ [37, 38] campaigns are conducted to en-
courage patients to ask their HCPs the three questions
(‘What are my options?’, ‘What are the benefits and
harms?’ and ‘How likely are these going to happen?’) to
increase patient involvement in healthcare. Discussion While it has
been shown to improve patient-doctor communication
in SDM in Australia [35], it is unsure if such campaign
would be effective on countries with strong hierarchical
social pattern like in developing countries such as
M l
i
A
th
t t
i
th t h
b
d Another factor influencing implementation that was
raised was role boundary of HCPs in the clinic setting. Role boundary may act both as a facilitator or barrier for
the implementation of the insulin PDA. Being clear of
one’s job responsibilities helped participants decide if
they were the right person to use the insulin PDA. For
example, all participants felt that doctors should intro-
duce and use the insulin PDA, given their authority to
prescribe insulin and familiarity with the patient’s health
profile. Relying solely on doctors would hinder an inter-
professional team approach to using the PDA. Involve-
ment of other HCPs besides physicians may help to
disperse the work needed in providing decision support. For example, compared to primary care doctors who has
to see high number of patients with various conditions,
DEs would have more time to provide patient counsel-
ling as they only see diabetes patients. Many western
studies have also shown HCPs other than doctors, such
as nurses, social workers, psychologists and allied health
professionals, who play a significant role in ensuring
PDAs are implemented successfully by identifying eli-
gible patients, contacting patients about the PDA and
providing decision coaching [39–41]. Participants of this
current study also suggested that nurses could remind
doctors to use the PDA. To increase DEs’ and nurses’
involvement in insulin PDA implementation, they can be
trained in decision coaching skills, which have been
found to be effective in guiding patients to make an in-
formed decision [42]. SDM and decision coaching training
can be included in the advanced diploma in diabetes edu-
cation and even basic nursing programmes. In addition,
doctors also need to be trained to work with the nurses as
a team to implement PDA in the clinic. A recent study
showed that very few SDM training programmes adopt an
interprofessional approach [43], which could help to
utilize the strengths of each team members to create a
more coordinated and efficient PDA implementation
process. Time constraints are a universal barrier in implement-
ing SDM as well as PDAs [6, 44]. Discussion This study provides insights into factors influencing
implementation of PDAs from a developing country, a
setting which is scarcely reported. The factors revealed
in our study are not too different from those commonly
reported in the western countries such as lack of SDM
culture [25–27], time constraints [6, 25] and reminders. Less commonly reported factors which emerged from
our study were role boundary and COC. This study
highlighted a few important domains from the TDF that
could influence SDM implementation in developing
countries. For example, under the ‘environmental con-
text and resources domain’, we found that there was low
awareness and receptivity to SDM among the HCPs,
which then hindered the implementation of PDA in the
Malaysian primary care setting. Doctors, among doctors [to remind one another]. Sometimes the attendants are also assisting the doctors. They may not know how to use it, but they will know
there is such a tool.//Nurses who are working in the
clinic with the doctors, they can remind the doctor ‘Hey
doctor you can use the book you know’. – IDI 1_DE
1_have not used insulin PDA It was proposed that the EMR could be
programmed to identify patients suitable for
using the PDA and to notify the doctors during
the consultation. In addition, the electronic copy The participants of this study were doubtful if the
concept of SDM is culturally acceptable in Malaysia
due to HCP paternalism and patient’s submissiveness Tong et al. Implementation Science (2017) 12:40 Page 8 of 12 Page 8 of 12 to promote SDM in clinical practice, however, at the
macro level in Malaysia are the following: (1) incorpor-
ation of SDM in clinical practice guidelines, (2) advocating
the use of patient decision aids or other decision support
tools in patient care, (3) inclusion of patient involvement
in decision-making as a quality indicator and (4) payment/
reimbursement for practices which implement SDM or
use decision aids [15]. towards doctors. This resistance to SDM would hinder
the adoption of SDM and subsequently lead to non-use
of the insulin PDA. There is a distinct contrast in SDM
implementation between developed countries (such as
the USA, UK, Germany, Netherlands, Australia, Italy
and Spain) where SDM and the use of PDAs have
already been implemented at policy and legislation levels
[28–31] and developing countries in Asia see slower
progress in adopting SDM and PDAs [15, 32]. Discussion More studies are
needed to look at the effectiveness of having promo-
tional materials such as posters or notices on HCPs
in remembering to use as well as on patients to initiate
discussions with HCPs on PDAs. Ultimately, HCPs and
patients need to be made aware that long-term patient
engagement in self-management for chronic conditions
like diabetes is crucial in improving diabetes control and
outcome. This would then obviate the need for reminders. The use of PDA should be integrated as part of the
training on longitudinality of care whereby HCPs and
patients should be made aware that insulin is an option
as diabetes progresses and that PDAs are available to
h l
h
k
h
d achieved more quickly over time [49]. While the first
consultation using the PDA may take a longer time, in-
sulin decision-making over subsequent consultations
may be shorter, and this reduces delay in decision-
making. The participants of this study also felt that pre-
visit usage of the insulin PDA might help to save time. Brackett et al. [50] have tested a pre-visit model and
found that in addition to time saving, physicians also re-
ported that discussions during a consultation were more
focused and helped to address patient values and prefer-
ences, which may otherwise be overlooked. It also facili-
tated decision-making as patients arrived at the clinic
appointment more prepared to discuss and make a
decision [50]. One strategy used to allay fears over in-
creased time was by asking a mentor or peer expert
to demonstrate how the insulin PDA can be incorpo-
rated into a standard clinical consultation [51, 52]
without taking more time and to emphasize that the
delivery of PDA only becomes easier and possibly faster
with training and practice. Another important aspect of the implementation of
the insulin PDA is the need to follow up patients (ideally
by the same HCP) to ensure that there is continuity in
the delivery of the insulin PDA. The use of PDAs is not
a one-off event as SDM is a continuous interactive
process between HCPs and patients; hence, COC is cru-
cial in ensuring effective delivery of the insulin PDA. Discussion Two studies reported
longer consultation time with PDA use compared to
usual care [45, 46]. However, some studies indicate
otherwise and one strategy that can be used to address
the time issue is to highlight to HCPs that the use of
PDAs does not always require more time compared to
usual care [2, 47, 48] and that informed decision may be Tong et al. Implementation Science (2017) 12:40 Page 9 of 12 Page 9 of 12 of our study highlighted a reminder network to address
the issue of forgetfulness as well as to trigger interest in
using the insulin PDA. The use of EMR and IT system
has been raised as an effective reminder platform in the
implementation of SDM and PDA; for example, they can
be used to identify eligible patients for PDAs [44] before
their clinic visit, to prescribe PDAs as well as to cue for
PDA use [60]. While HCPs have reported they would be
more likely to use the PDAs if they were reminded
through EMR [4], some felt that an electronic, inter-
active decision aid linked to a computerized reminder
system may not necessarily be better compared to trad-
itional paper resources because of technical issues. The
integration of PDA reminders into the EMR will require
technology support, which can be a significant barrier in
developing countries that are still using paper-based sys-
tems [61]. If technology cannot be adopted to facilitate
implementation, peer support would be another useful
form of reminder, which was also raised by participants
in our study. For peer support to be effective, the work-
ing culture needs to be one that holds the belief that the
use of PDA is the preferred practice style. Efforts are
needed to create awareness on the benefits of PDAs so
that HCPs will be willing to use them. Physician cham-
pion plays an important role in creating awareness about
the availability and the importance of PDAs, and encour-
age the staff to use them; this has been reported as one
of the key factors in the successful implementation of
PDAs [62]. Another reminder that was raised was having
posters and notices to promote the insulin PDA. Pro-
motional brochures placed at exam rooms have been
implemented to increase patients’ interest in decision
aids [4, 26]. However, while it prompted discussions
about PDAs, it did not significantly lead to physicians
prescribing PDA to patients [26]. Discussion The lack of COC in the use of PDAs may cause difficul-
ties for patients to raise or discuss issues pertaining to
the PDAs that were brought up in the previous consult-
ation [27]; it also prevents rapport-building between
HCPs
and
patients
that
could
facilitate
informed
decision-making. In Asia, COC is a challenge in health-
care delivery due to high patient load, lack of manpower,
time constraints [53, 54], lack of family physicians and
uncoordinated referral mechanisms [55]. COC is also
difficult particularly in an academic healthcare setting,
where there is a high turnover of staff after the medical
trainees have completed their training [53, 56, 57]. To
address this barrier, systematic documentation of the use
of PDA and its discussions with patients can help to
facilitate communication between different doctors who
follow up the same patients. Furthermore, new HCPs
need to be educated on decision support and PDA use. Such training can be introduced during the orientation
programme for new HCPs, having a resource person
that provide more information about the PDA in the im-
plementation setting as well as having on-going training
and support to familiarize HCPs with the concept of
SDM and the use of PDAs. Ethics approval and consent to participate This study received ethics approval from the University of Malaya Medical
Centre Medical Ethics Committee (reference: MECID.NO: 20158-1600). Consent to participate was obtained from all the participants in a written
consent form. Consent to participate was obtained from all the participants in a written
consent form. Strengths and limitations of study ‘Forgetting to use’ has been reported as a barrier in
the
implementation
of
PDAs
[58,
59]
even
after
provision of training and continuing medical education
credits to encourage use among HCPs [58]. Participants This study highlights implementation issues that are per-
tinent to developing countries where literature on barriers
and facilitators to implementation of PDA is scanty. This Page 10 of 12 Tong et al. Implementation Science (2017) 12:40 study explored views from a diverse group of key stake-
holders from policymaker, physician, nurse and DE, and
this helps to elicit factors influencing implementation
from various professional levels. interview; PDA: Patient decision aid; RN: Registered nurse; SDM: Shared
decision-making; TDF: Theoretical domains framework Acknowledgements
The authors would like to thank the University of Malaya Research Grant
(UMRG) – RP041C-15HTM for funding this study. References 1. Coulter A, Collins A. Making shared decision-making a reality: no decision
about me, without me. London: King's Fund; 2011. 2. Stacey D, Legare F, Col NF, Bennett CL, Barry MJ, Eden KB, et al. Decision
aids for people facing health treatment or screening decisions. Cochrane
Database Syst Rev. 2014; 28(1):Cd001431. 3. Hill L, Mueller MR, Roussos S, Hovell M, Fontanesi J, Hill J, et al. Opportunities for the use of decision aids in primary care. Fam Med. 2009;
41(5):350–5. 4. Lin GA, Halley M, Rendle KAS, Tietbohl C, May SG, Trujillo L, et al. An effort
to spread decision aids in five California primary care practices yielded low
distribution, highlighting hurdles. Health Aff. 2013;32(2):311–20. 5. Holmes-Rovner M, Valade D, Orlowski C, Draus C, Nabozny-Valerio B, Keiser
S. Implementing shared decision-making in routine practice: barriers and
opportunities. Health Expect. 2000;3(3):182–91. 6. Shultz CG, Jimbo M. Decision aid use in primary care: an overview and
theory-based framework. Fam Med. 2015;47(9):679–92. 7. Elwyn G, Scholl I, Tietbohl C, Mann M, Edwards AGK, Clay C, et al. “Many
miles to go…”: a systematic review of the implementation of patient
decision support interventions into routine clinical practice. BMC Med
Inform Decis Mak. 2013;13 Suppl 2:S14. 1. Coulter A, Collins A. Making shared decision-making a reality: no decision
about me, without me. London: King's Fund; 2011. 1. Coulter A, Collins A. Making shared decision-making a reality: no decision
about me, without me. London: King's Fund; 2011. Competing interests
Th
h
d
l
h Competing interests
The authors declare that they have no competing interests. Acknowledgements Acknowledgements
The authors would like to thank the University of Malaya Research Grant
(UMRG) – RP041C-15HTM for funding this study. p
There are a few limitations in this study. First, there
were participants who had not been exposed to or had
no experience in using the insulin PDA; they may not be
able to grasp the concept of the insulin PDA, which in-
volves the process of shared decision-making between
HCP and patients. Instead, they may have thought that
the insulin PDA is just another educational material. There is a possibility that some issues pertaining to the
implementation processes for PDA may have been omit-
ted. The researchers tried to reduce this limitation by
explaining to the participants the purpose of the insulin
PDA, concept of SDM, its content, as well as showing a
video of a mock consultation using the PDA before con-
ducting the interviews. Second, the data collection was
only conducted in an academic primary care clinic and
did not include other healthcare settings such as public
community health clinics or private practices. Hence,
the findings of this study may not be transferable to
other settings. Third, it is noteworthy that there was a
preponderance of female participants in this study, as
more female than male candidates are interested to pur-
sue family medicine as a specialty in Malaysia. However,
the researchers felt that the participants’ sex may not
have significant impact on the study findings given that
the topic of this study is one that is not gender-sensitive. Fourth, only HPMs’ and HCPs’ views were gathered in
this study. Patient’s perspectives should also be taken
into account, which are currently being explored in the
next phase of this study. Lastly, there is a possibility that
participants may have provided positive responses or so-
cially desirable answers, as they did not want to criticize
their own practice; researchers tried to offset this bias by
reassuring the participants that confidentiality would be
kept and that their participation in this study would not
affect their work or career. Publisher’s Note Springer Nature remains neutral with regard to jurisdictional claims in
published maps and institutional affiliations. Author details
1 1Department of Primary Care Medicine, Faculty of Medicine, University of
Malaya, Kuala Lumpur, Malaysia. 2Department of Family Medicine, Faculty of
Medicine and Health Sciences, University Putra Malaysia, Serdang, Malaysia. Received: 5 November 2016 Accepted: 13 March 2017 Received: 5 November 2016 Accepted: 13 March 2017 COC: Continuity of care; DE: Diabetes educator; FGD: Focus group discussion;
HCP: Healthcare provider; HPM: Healthcare policymaker; IDI: In-depth Consent for publication
f Participants were informed that any identifiable information obtained would
be removed so that they cannot be identified when reporting the data. No
individual data were reported in this study but reported as pooled findings. Written informed consent was obtained from the participants. Authors’ contributions All authors (WTT, YKL, CJN, PYL) of this study conceived and designed the
study, analyzed the data and contributed to the discussion and wrote and
edited the manuscript. WTT, YKL and NCJ conducted the interviews. WTT wrote the first draft of the
manuscript. All authors read and approved the final manuscript. Conclusions 2. Stacey D, Legare F, Col NF, Bennett CL, Barry MJ, Eden KB, et al. Decision
aids for people facing health treatment or screening decisions. Cochrane
Database Syst Rev. 2014; 28(1):Cd001431. When implementing PDAs, it is crucial to consider the
healthcare culture and system, particularly in developing
countries such as Malaysia. This study highlights that to
facilitate the implementation and effective use of PDA,
there is a need to change physician’s paternalistic attitude
as well as to promote patient empowerment so that the
concept of SDM can be embraced. The use of an interpro-
fessional approach and reminders should also be consid-
ered when designing strategies for PDAs implementation. y
3. Hill L, Mueller MR, Roussos S, Hovell M, Fontanesi J, Hill J, et a
O
t
iti
f
th
f d
i i
id i
i
F 3. Hill L, Mueller MR, Roussos S, Hovell M, Fontanesi J, Hill J, et al. Opportunities for the use of decision aids in primary care. Fam Med. 2009;
41(5):350–5. 4. Lin GA, Halley M, Rendle KAS, Tietbohl C, May SG, Trujillo L, et al. An effort
to spread decision aids in five California primary care practices yielded low
distribution, highlighting hurdles. Health Aff. 2013;32(2):311–20. 5. Holmes-Rovner M, Valade D, Orlowski C, Draus C, Nabozny-Valerio B, Keiser
S. Implementing shared decision-making in routine practice: barriers and
opportunities. Health Expect. 2000;3(3):182–91. 6. Shultz CG, Jimbo M. Decision aid use in primary care: an overview and
theory-based framework. Fam Med. 2015;47(9):679–92. 7. Elwyn G, Scholl I, Tietbohl C, Mann M, Edwards AGK, Clay C, et al. “Many
miles to go…”: a systematic review of the implementation of patient
decision support interventions into routine clinical practice. BMC Med
Inform Decis Mak. 2013;13 Suppl 2:S14. Funding g
This research study was funded by the University of Malaya Research Grant
(UMRG) – RP041C-15HTM. g
This research study was funded by the University of Malaya Research Grant
(UMRG) – RP041C-15HTM. 1.
Coulter A, Collins A. Making shared decision-making a reality: no decision
about me, without me. London: King's Fund; 2011.
2.
Stacey D, Legare F, Col NF, Bennett CL, Barry MJ, Eden KB, et al. Decision
aids for people facing health treatment or screening decisions. Cochrane
Database Syst Rev. 2014; 28(1):Cd001431.
3.
Hill L, Mueller MR, Roussos S, Hovell M, Fontanesi J, Hill J, et al.
Opportunities for the use of decision aids in primary care. Fam Med. 2009;
41(5):350–5.
4.
Lin GA, Halley M, Rendle KAS, Tietbohl C, May SG, Trujillo L, et al. An effort
to spread decision aids in five California primary care practices yielded low
distribution, highlighting hurdles. Health Aff. 2013;32(2):311–20.
5.
Holmes-Rovner M, Valade D, Orlowski C, Draus C, Nabozny-Valerio B, Keiser
S. Implementing shared decision-making in routine practice: barriers and
opportunities. Health Expect. 2000;3(3):182–91.
6.
Shultz CG, Jimbo M. Decision aid use in primary care: an overview and
theory-based framework. Fam Med. 2015;47(9):679–92.
7.
Elwyn G, Scholl I, Tietbohl C, Mann M, Edwards AGK, Clay C, et al. “Many
miles to go…”: a systematic review of the implementation of patient
decision support interventions into routine clinical practice. BMC Med
Inform Decis Mak. 2013;13 Suppl 2:S14. 4.
Lin GA, Halley M, Rendle KAS, Tietbohl C, May SG, Trujillo L, et al. An effort
to spread decision aids in five California primary care practices yielded low
distribution, highlighting hurdles. Health Aff. 2013;32(2):311–20.
5.
Holmes-Rovner M, Valade D, Orlowski C, Draus C, Nabozny-Valerio B, Keiser
S. Implementing shared decision-making in routine practice: barriers and
opportunities. Health Expect. 2000;3(3):182–91.
6.
Shultz CG, Jimbo M. Decision aid use in primary care: an overview and
theory-based framework. Fam Med. 2015;47(9):679–92.
7.
Elwyn G, Scholl I, Tietbohl C, Mann M, Edwards AGK, Clay C, et al. “Many
miles to go…”: a systematic review of the implementation of patient
decision support interventions into routine clinical practice. BMC Med
Inform Decis Mak. 2013;13 Suppl 2:S14. Abbreviations
COC C Ng CJ, Lee PY, Lee YK, Chew BH, Engkasan JP, Irmi ZI, et al. An overview of
patient involvement in healthcare decision-making: a situational analysis of
the Malaysian context. BMC Health Serv Res. 2013;13(1):1–7. 40. Stacey D, Chambers SK, Jacobsen MJ, Dunn J. Overcoming barriers to
cancer-helpline professionals providing decision support for callers: an
implementation study. Oncol Nurs Forum. 2008;35(6):961–9. 16. Ng CJ. Decision Aid Summary. Making decisions about your breast cancer
treatment: a decision aid for woman with early breast cancer Canada, Ottawa. 2015. https://decisionaid.ohri.ca/Azsumm.php?ID=1559. Accessed 3 February 2017. 41. Stacey D, Vandemheen KL, Hennessey R, Gooyers T, Gaudet E, Mallick R, et
al. Implementation of a cystic fibrosis lung transplant referral patient
decision aid in routine clinical practice: an observational study. Implement
Sci. 2015;10:17. 17. Lee PY, Ng CJ, Lee YK, Cheong AT, Khatijah A, Ong TA, et al. Making the
choice: deciding what to do about early stage prostate cancer. Selangor:
Universiti Putra Malaysia; 2014. 42. Stacey D, Murray MA, Legare F, Sandy D, Menard P, O’Connor A. Decision
coaching to support shared decision making: a framework, evidence, and
implications for nursing practice, education, and policy. Worldviews Evid
Based Nurs. 2008;5(1):25–35. 18. The Patient Decision Aids Research Group. Provide training for health
professionals. 2015. https://decisionaid.ohri.ca/AZsumm.php?ID=1558. Accessed 14 June 2016. 19. Patton MQ. Qualitative evaluation and research methods. 2nd ed. Newbury
Park: Sage; 1990. 43. Diouf NT, Menear M, Robitaille H, Painchaud Guerard G, Legare F. Training
health professionals in shared decision making: Update of an international
environmental scan. Patient Educ Couns. 2016;99(11):1753–58. 20. Cane J, O’Connor D, Michie S. Validation of the theoretical domains
framework for use in behaviour change and implementation research. Implement Sci. 2012;7(1):1–17. 44. Légaré F, Witteman HO. Shared decision making: examining key elements
and barriers to adoption into routine clinical practice. Health Aff. 2013;32(2):276–84. 21. Dyson J, Lawton R, Jackson C, Cheater F. Does the use of a theoretical
approach tell us more about hand hygiene behaviour? The barriers and
levers to hand hygiene. Journal of Infection Prevention. 2011;10(1):17-24. 45. Bekker HL, Hewison J, Thornton JG. Applying decision analysis to facilitate
informed decision making about prenatal diagnosis for Down syndrome: a
randomised controlled trial. Prenat Diagn. 2004;24(4):265–75. 22. Francis JJ, O’Connor D, Curran J. Theories of behaviour change synthesised
into a set of theoretical groupings: introducing a thematic series on the
theoretical domains framework. Implement Sci. 2012;7:35. 46. Abbreviations
COC C Page 11 of 12 Page 11 of 12 Page 11 of 12 Tong et al. Implementation Science (2017) 12:40 8. Gravel K, Legare F, Graham ID. Barriers and facilitators to implementing
shared decision-making in clinical practice: a systematic review of health
professionals’ perceptions. Implement Sci. 2006;1:16. 33. Claramita M, Nugraheni MD, van Dalen J, van der Vleuten C. Doctor-patient
communication in Southeast Asia: a different culture? Adv Health Sci Educ
Theory Pract. 2013;18(1):15–31. 9. Ambigapathy R, Chia YC, Ng CJ. Patient involvement in decision-making: a
cross-sectional study in a Malaysian primary care clinic. BMJ Open. 2016;6(1)
e010063 34. Zhang MM, Li J, Zhang XL, Liu XM, Wang L, He L, et al. Doctors’ perceptions
of difficulties in patient Involvement in making treatment decisions:
questionnaire study in China. Chin J Evid-based Med. 2006;6(11):783–5. 10. Sekimoto M, Asai A, Ohnishi M, Nishigaki E, Fukui T, Shimbo T, et al. Patients’ preferences for involvement in treatment decision making in
Japan. BMC Fam Pract. 2004;5(1):1. 35. Shepherd HL, Barratt A, Trevena LJ, McGeechan K, Carey K, Epstein RM, et al. Three questions that patients can ask to improve the quality of information
physicians give about treatment options: a cross-over trial. Patient Educ
Couns. 2011;84(3):379–85. 11. Wong IO, Lam WW, Wong CN, Cowling BJ, Leung GM, Fielding R. Towards
informed decisions on breast cancer screening: development and pilot
testing of a decision aid for Chinese women. Patient Educ Couns. 2015;
98(8):961–9. 36. Shepherd HL, Barratt A, Jones A, Bateson D, Carey K, Trevena LJ, et al. Can
consumers learn to ask three questions to improve shared decision making? A feasibility study of the ASK (AskShareKnow) Patient-Clinician
Communication Model((R)) intervention in a primary health-care setting. Health Expect. 2016;19(5):1160–8. 12. Lee YK, Ng CJ, Lee PY, Khoo EM, Chen WS, Low WY, et al. Decision aid
summary. Making choices: should I start insulin? Canada, Ottawa. 2012. https://decisionaid.ohri.ca/AZsumm.php?ID=1558. Accessed 16 July 2016. 37. Advancing Quality Alliance. Shared decision making. Asking 3 questions. 2014. https://www.aquanw.nhs.uk/resources/shared-decision-making-sdm/
20650. Accessed 18 Feb 2017. 13. The World Bank. Malaysia. 2016. http://data.worldbank.org/country/malaysia. Accessed 5 Sept 2016. 38. The Health Foundation. Person-centred care resource centre. 2014. http://
personcentredcare.health.org.uk/resources/ask-3-questions-materials. Accessed 18 Feb 2017. 14. Department of Statistics Malaysia. Population and housing census of
Malaysia: population distribution and basic demographic characteristics. Putrajaya: 2010. 39. Silvia KA, Ozanne EM, Sepucha KR. Implementing breast cancer decision aids in
community sites: barriers and resources. Health Expect. 2008;11(1):46–53. 15. Abbreviations
COC C Thomson RG, Eccles MP, Steen IN, Greenaway J, Stobbart L, Murtagh MJ, et
al. A patient decision aid to support shared decision-making on anti-
thrombotic treatment of patients with atrial fibrillation: randomised
controlled trial. Qual Saf Health Care. 2007;16(3):216–23. 23. Glaser BG. Theoretical sensitivity: advances in the methodology of
grounded theory. (Vol 2). Mill Valley: Sociology Press; 1978. 24. Guion LA. Triangulation: establishing the validity of qualitative studies. 2002. https://sites.duke.edu/niou/files/2014/07/W13-Guion-2002-Triangulation-
Establishing-the-Validity-of-Qualitative-Research.pdf. Accessed 3 Feb 2017. 47. Legare F, Ratte S, Stacey D, Kryworuchko J, Gravel K, Graham ID, et al. Interventions for improving the adoption of shared decision making by
healthcare professionals. Cochrane Database Syst Rev. 2010;12(5):Cd006732. 25. Legare F, Ratte S, Gravel K, Graham ID. Barriers and facilitators to
implementing shared decision-making in clinical practice: update of a
systematic review of health professionals’ perceptions. Patient Educ Couns. 2008;73(3):526–35. 48. Legare F, Turcotte S, Stacey D, Ratte S, Kryworuchko J, Graham ID. Patients’
perceptions of sharing in decisions: a systematic review of interventions to
enhance shared decision making in routine clinical practice. The Patient. 2012;5(1):1–19. 26. Uy V, May SG, Tietbohl C, Frosch DL. Barriers and facilitators to routine
distribution of patient decision support interventions: a preliminary study in
community-based primary care settings. Health Expect. 2014;17(3):353–64. 49. Green MJ, Peterson SK, Baker MW, Harper GR, Friedman LC, Rubinstein WS,
et al. Effect of a computer-based decision aid on knowledge, perceptions,
and intentions about genetic testing for breast cancer susceptibility: a
randomized controlled trial. JAMA. 2004;292(4):442–52. 27. Stapleton H, Kirkham M, Thomas G. Qualitative study of evidence based
leaflets in maternity care. BMJ. 2002;324(7338):639. 28. Senate and House of Representatives. Patient Protection and Affordable
Care Act. Washington: 2010. 50. Brackett C, Kearing S, Cochran N, Tosteson AN, Blair BW. Strategies for
distributing cancer screening decision aids in primary care. Patient Educ
Couns. 2010;78(2):166–8. 29. Washington State Legislature. Washington State Legislature. RCW 41.05. 033 Shared Decision Making Demonstration Project - Preference-
sensitive Care. 2007. 51. French SD, Green SE, O’Connor DA, McKenzie JE, Francis JJ, Michie S, et al. Developing theory-informed behaviour change interventions to implement
evidence into practice: a systematic approach using the Theoretical
Domains Framework. Implement Sci. 2012;7(1):1–8. 30. Department of Health. Equity and excellence: liberating the NHS. London: 2010. 52. O’Brien MA, Charles C, Lovrics P, Wright FC, Whelan T, Simunovic M, et al. 52.
O’Brien MA, Charles C, Lovrics P, Wright FC, Whelan T, Simunovic M, et al.
Enablers and barriers to using patient decision aids in early stage breast cancer
consultations: a qualitative study of surgeons’ views. Implement Sci. 2014;9:174. Abbreviations
COC C Enablers and barriers to using patient decision aids in early stage breast cancer
consultations: a qualitative study of surgeons’ views. Implement Sci. 2014;9:174. 31. Harter M, van der Weijden T, Elwyn G. Policy and practice developments in
the implementation of shared decision making: an international perspective. Z Evid Fortbild Qual Gesundhwes. 2011;105(4):229–33. 32. Huang R, Gionfriddo MR, Zhang L, Leppin AL, Ting HH, Montori VM. Shared
decision-making in the People’s Republic of China: current status and future
directions. Patient Prefer Adherence. 2015;9:1129–41. 53. Lee YK, Lee PY, Ng CJ. A qualitative study on healthcare professionals’
perceived barriers to insulin initiation in a multi-ethnic population. BMC
Fam Pract. 2012;13:28. Page 12 of 12 Tong et al. Implementation Science (2017) 12:40 54. Khoo HS, Lim YW, Vrijhoef HJ. Primary healthcare system and practice
characteristics in Singapore. Asia Pac Fam Med. 2014;13(1):8. 55. Cheng SH, Hou YF, Chen CC. Does continuity of care matter in a health care
system that lacks referral arrangements? Health Policy Plan. 2011;26(2):157–62 56. Fisher M, Sloane P, Edwards L, Gamble G. Continuity of care and
hypertension control in a university-based practice. Ethn Dis. 2007;17(4):693–8. 57. Baker R, Streatfield J. What type of general practice do patients prefer? Exploration of practice characteristics influencing patient satisfaction. Br J
Gen Pract. 1995;45(401):654–9. 58. Sepucha KR, Simmons LH, Barry MJ, Edgman-Levitan S, Licurse AM,
Chaguturu SK. Ten years, forty decision aids, and thousands of patient uses:
shared decision making at Massachusetts General Hospital. Health Aff. 2016;
35(4):630–6. 59. Feibelmann S, Yang TS, Uzogara EE, Sepucha K. What does it take to have
sustained use of decision aids? A programme evaluation for the Breast
Cancer Initiative. Health Expect. 2011;14 Suppl 1:85–95. 60. O’Connor AM, Wennberg JE, Legare F, Llewellyn-Thomas HA, Moulton BW,
Sepucha KR, et al. Toward the ‘tipping point’: decision aids and informed
patient choice. Health Aff (Project Hope). 2007;26(3):716–25. 61. WHO. Management of patient information. Trends and challenges in Member
States. Global Observatory for eHealth series - Volume 6. Geneva: 2012. 62. Silvia KA, Sepucha KR. Decision aids in routine practice: lessons from the
breast cancer initiative. Health Expect. 2006;9(3):255–64. Tong et al. Implementation Science (2017) 12:40 Abbreviations
COC C • We accept pre-submission inquiries
• Our selector tool helps you to find the most relevant journal
• We provide round the clock customer support
• Convenient online submission
• Thorough peer review
• Inclusion in PubMed and all major indexing services
• Maximum visibility for your research
Submit your manuscript at
www.biomedcentral.com/submit
Submit your next manuscript to BioMed Central
and we will help you at every step: • We accept pre-submission inquiries
• Our selector tool helps you to find the most relevant journal
• We provide round the clock customer support
• Convenient online submission
• Thorough peer review
• Inclusion in PubMed and all major indexing services
• Maximum visibility for your research
Submit your manuscript at
www.biomedcentral.com/submit
Submit your next manuscript to BioMed Central
and we will help you at every step: • We accept pre-submission inquiries
• Our selector tool helps you to find the most relevant journal
• We provide round the clock customer support
• Convenient online submission
• Thorough peer review
• Inclusion in PubMed and all major indexing services
• Maximum visibility for your research
Submit your manuscript at
www.biomedcentral.com/submit
Submit your next manuscript to BioMed Central
and we will help you at every step: Submit your next manuscript to BioMed Central
and we will help you at every step:
|
https://openalex.org/W2330123214
|
http://www.odermatol.com/wp-content/uploads/file/2012%204/24_Similar%20names-AlAboud%20A.pdf
|
English
| null |
imilar names and terms in dermatology; an appraisal
|
Nasza Dermatologia Online
| 2,012
|
cc-by
| 1,791
|
Dermatology Eponyms Dermatology Eponyms DOI: 10.7241/ourd.20124.86 Corresponding author: Dr. Khalid Al Aboud The first is the pigmentation of the nail
fold in association with melanonychia as a sign of melanoma. Hutchinson’s sign is a clinical sign which may refer to two
different things [6,7]. The first is the pigmentation of the nail
fold in association with melanonychia as a sign of melanoma. The second thing, is skin lesion on the tip of the nose as a
sign of ophthalmic herpes zoster. This occurs because the
nasociliary branch of the trigeminal nerve innervates both
the cornea and the tip of the nose. This sign is named after
Sir Jonathan Hutchinson (1828 –1913), who was an English
surgeon, ophthalmologist, dermatologist, venereologist and
pathologist [7]. Errors involving look-alike names are common when the
names are handwritten and errors with sound-alike names are
common when the names are spoken. The problem involves
both brand names and generic drug names. However, brand
(proprietary) names are the most common to be confused. The second thing, is skin lesion on the tip of the nose as a
sign of ophthalmic herpes zoster. This occurs because the
nasociliary branch of the trigeminal nerve innervates both
the cornea and the tip of the nose. This sign is named after
Sir Jonathan Hutchinson (1828 –1913), who was an English
surgeon, ophthalmologist, dermatologist, venereologist and
pathologist [7]. Examples of the numerous drug names that have been
confused because they look and/or sound similar include
Celebrex (celecoxib), Cerebyx (fosphenytoin), and Celexa
(citalopram) [3]. In another example, the antihistamine Zyrtec
syrup (cetirizine) has been confused with the histamine H2-
receptor antagonist Zantac syrup (ranitidine) for pediatric
patients. The most common type of names which may cause confusion
with other names is the eponyms. An eponym is a name that
comes from a person’s name [8,9]. Possibly for non-dermatologist, one may think that „Sweet’’
in „Sweet’s syndrome’’, is „a taste of sugar’’. But, this
syndrome was named for Dr Robert Douglas Sweet, who
first described it 1964 [10]. Factors such as poor handwriting and clinical similarity
may exacerbate the problem. Several Measures to decrease
medication errors due to confusing drug nomenclature are
suggested, in order to maximize patient safety [1-4]. 366 © Our Dermatol Online 4.2012 Corresponding author: Dr. Khalid Al Aboud amoa65@hotmail.com Our Dermatol Online. 2012; 3(4): 366-367 Our Dermatol Online. 2012; 3(4): 366-367 Date of submission: 26.06.2012 / acceptance: 21.07.2012 Our Dermatol Online. 2012; 3(4): 366-367 Ahmad Al Aboud, Khalid Al Aboud: Similar names and terms in dermatology; an appraisal. Our Dermatol Online. 2012; 3( device. It is recommended that drug names be confirmed by
spelling the name, providing both the brand name and the
generic name, or providing the indication for use. It is also
recommended that the person receiving the order repeat it to
the person transmitting the order. Storing similarly named
drugs separately and using auxiliary labels to differentiate
the products in medication storage areas, was also suggested
[1-4]. In medicine, one can find easily an abbreviation
which stand for few different things as well as many similar
words.i The similarities in the words in medical field include the
names of the drugs and the names of the diseases. The names might be similar in „written communications’’
which is known as ”look alike’’ or in „verbal communications’’
which is known as „sound alike’’. Overall, this problem can be alleviated through actions
by regulatory agencies, pharmaceutical manufacturers,
healthcare professionals, and patients [1-4]. In a busy health care work environment, drug products are
often mistaken for other products because of similar names. Hundreds of articles have been published about „Look alike
and sound alike’’ drugs. These papers listed the drugs with a
similar names in each specialty and discussed the possible
confusion which may result among them. The different
strategies to tackle this confusion have been elaborated [1-5]. The similarities in the names, specially, of drugs in medical
field, are a cause of confusion to the health care providers
and hence a great source of risk to the patients. In dermatology, in particular, confusing dermatologic drug
names do, also, exist [5]. Moreover, the problem of „look- or sound-alike’’ names is
not limited to the drugs but also involve the names of the
diseases and other terms in dermatology literature.i As a matter of fact, one can find a single term, for two
different things. Medication errors contribute substantially to patient injury
and death, with 25% of these errors attributed to drug names
that look or sound alike [5]. Hutchinson’s sign is a clinical sign which may refer to two
different things [6,7]. SIMILAR NAMES AND TERMS IN DERMATOLOGY; AN
APPRAISAL Ahmad Al Aboud1, Khalid Al Aboud2 1Dermatology Department, King Abdullah Medical City, Makkah, Saudi Arabia
2Pathology Department, Wake Forest University, Winston-Salem, NC, USA Source of Support:
Nil
Competing Interests:
None declared Our Dermatol Online. 2012; 3(4): 366-367 Date of submission: 26.06.2012 / acceptance: 21.07.2012
Corresponding author: Dr. Khalid Al Aboud amoa65@hotmail.com
Competing Interests:
None declared
Cite this article:
Ahmad Al Aboud, Khalid Al Aboud: Similar names and terms in dermatology; an appraisal. Our Dermatol Online. 2012; 3(4): 366-367 Corresponding author: Dr. Khalid Al Aboud Our Dermatol Online. 2012; 3(4): 366-367 Corresponding author: Dr. Khalid Al Aboud The term, pseudo-Kaposi sarcoma, is generally used Scientist
Examples of diseases linked his name
Remarks
Abraham Buschke (1868-1943),
German dermatologist
Buschke-Löwenstein tumour
Verrucous carcinoma of genital skin
Buschke-Ollendorff syndrome
Dermatofibrosis lenticularis disseminate
Henri Gougerot (1881-1955),
French dermatologist
Gougerot-Blum disease
Lichenoid type of pigmented purpura
Gougerot-Carteaud papillomatosis
Confluent and reticulate papillomatosis
François Henri Hallopeau (1842-
1919), French dermatologist
Acrodermatitis continua of Hallopeau
Pustular eruption of the fingers and toes
Hallopeau-Siemens syndrome
Recessive dystrophic epidermolysis bullosa
Josef Jadassohn (1863-1936),
German dermatologist
Jadassohn-Lewandowsky syndrome
Pachonychia congenita
Nevus sebaceous of Jadassohn
Yellowish to orange or tan hairless
plaquelike lesions, usually present at birth
Table I. Examples of scientists whose names are eponymously linked to more than one condition in dermatology
literature 10. Sweet RD: An acute febrile neutrophilic dermatosis. Br J
Dermatol. 1964;76:349-56. 10. Sweet RD: An acute febrile neutrophilic dermatosis. Br J
Dermatol. 1964;76:349-56. Corresponding author: Dr. Khalid Al Aboud Similarly, „Mali’’ in the term acroangiodermatitis of Mali
[11,12], does not refer to Republic of Mali but for Dr Mali,
who described it 1965, in 18 patients having mauve colored
macules and papules predominantly over the extensor surface For instance, in medication orders that are communicated
orally, whether in person or by telephone or other auditory www.odermatol.com synonymously with acroangiodermatitis of Mali, but is a
broader term and includes both acroangiodermatitis of Mali
and Stewart-Bluefarb syndrome [11]. of feet with underlying chronic venous insufficiency [11]. Similar name might be thought for and confused with another
person, for example verrucous carcinoma of Ackerman is
named after Lauren Vedder Ackerman (1905-1993) and not,
A. Bernard Ackerman (1936-2008). We have also published that, there are 2 „Bart’s’’ in the
eponyms of dermatology. Dr Bruce J Bart, who is behind
„Bart syndrome’’, and Dr Robert Bart, who was one of the
men behind „Bart-Pumphrey synrome’’ [15]. One may see also identical names for 2 different eponyms. For examples „Sjögren’’ in „Sjögren’s syndrome’’ (Sicca
syndrome), is named after Henrik Samuel Conrad Sjögren
(1899-1986), Swedish ophthalmologist. Whereas, „Sjögren’’,
in „Sjögren-Larsson syndrome’’, is named after, Karl
Gustaf Torsten Sjögren (1896-1974), Swedish physician,
psychiatrist and inheritance researcher [13]. „Look-alike or sound-alike’’ eponyms are not rare. This is
because there is extensive list of eponyms bearing the name
of the same scientist [16,17]. In Table I, we listed examples
of scientists whose names are eponymously linked to more
than one condition in dermatology literature. Similarly, „Stewart’’ in „Stewart-Treves syndrome” [14],
(a malignancy that arises within chronic lymphedema), is
different from the one in’’ Stewart-Bluefarb syndrome’’. The
latter is a type of acroangiodermatitis which was described
independently by Stewart as well as by Bluefarb and Adams
on the legs of patients with arterio-venous malformations
[11]. The term, pseudo-Kaposi sarcoma, is generally used It goes without saying that consolidation of the nomenclature
is needed in medicine. The concept of „re-naming’’ the
similar names of drugs or diseases, to prevent possible
confusion, has been debated over the years and there is a
still controversy over this topic. Neverthless, healthcare
providers need to be, at least, vigilant about the similarities
in the names, in particular those which may potentially cause
a patient harm. [11]. Copyright by Ahmad Al Aboud, et al This is an open access article distributed under the terms of the Creative Commons Attribution License, which
permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. REFERENCES 11. Jindal R, De D, Dogra S, Saikia UN, Kanwar AJ:
Acroangiodermatitis of Mali in a patient with congenital myopathy. Dermatol Online J. 2010;16:4. 1. Santell JP, Cousins DD: Medication errors related to product
names. Jt Comm J Qual Patient Saf. 2005;31:649-654.i 2. Cohen MR: Medication errors. The suffix problem: will the
F.D.A. solve it? Nursing. 1990;20:17. 12. Mali JW, Kuiper JP, Hamers AA: Acroangiodermatitis of the
foot. Arch Dermatol. 1965;92:515-8. 3. Hoffman JM, Proulx SM: Medication errors caused by confusion
of drug names. Drug Saf. 2003;26:445-52. 13. Al Aboud K, Al Aboud D: Karl Gustaf Torsten Sjögren and the
Sjögren-Larsson syndrome. Dermatol Reports. 2011;3:74-e34. 4. Al Aboud A, Al Aboud K: From where did the names of
dermatology drugs and brands come from? J Pak Asso of Dermatol. 2008;18:165-6. 14. Aguiar Bujanda D, Camacho Galán R, Bastida Iñarrea J, Aguiar 14. Aguiar Bujanda D, Camacho Galán R, Bastida Iñarrea J, Aguiar
Morales J, Conde Martel A, et al: Angiosarcoma of the abdominal
wall after dermolipectomy in a morbidly obese man. A rare form
of presentation of Stewart-Treves syndrome. Eur J Dermatol. 2006;16:290-2. 5. Gremillion L, Hogan DJ: Dermatologic look- or sound-alike
medications. J Drugs Dermatol. 2004;3:61-4. of presentation of Stewart-Treves syndrome. Eur J Dermatol. 2006;16:290-2. 6. Al Aboud K, Al Hawsawi K, Ramesh V, Al Aboud D, Al Githami
A: Cutaneous signs. Skinmed. 2003;2:104-7. 15. Al Aboud A, Al Aboud K: Separating ‚’Bart’s’’ apart in
dermatology eponyms. Our Dermatol Online. 2012;3:64-5. 7. van Ruth S, Toonstra J: Eponyms of Sir Jonathan Hutchinson. Int
J Dermatol. 2008;47:754-8. 16. Al Aboud A, Al Aboud K: Josef Jadassohn (1863-1936), Felix
Lewandowsky (1879-1921), and their syndrome. Clin Cosmet
Investig Dermatol. 2011;4:179-82. 8. Al Aboud K, Al Hawsawi K, Ramesh V, Al Aboud D, Al
Githami A: An appraisal of terms used in dermatology. Skinmed. 2003;2:151-3. 17. Al Aboud K: Rudolf Happle and the dermatology eponyms
linked to his name. Our Dermatol Online. 2012;3:143-44. 9. Al Aboud K, Al Hawsawi K, Ramesh V, Al Aboud D, Al Githami
A: Eponyms in dermatology. Skinmed. 2004;3:11-2. 9. Al Aboud K, Al Hawsawi K, Ramesh V, Al Aboud D, Al Githami
A: Eponyms in dermatology. Skinmed. 2004;3:11-2. © Our Dermatol Online 4.2012 367
|
https://openalex.org/W2767706897
|
https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0192709&type=printable
|
English
| null |
Osteopontin plays a pivotal role in increasing severity of respiratory syncytial virus infection
|
PloS one
| 2,018
|
public-domain
| 13,133
|
RESEARCH ARTICLE Viviana Sampayo-Escobar1,2, Ryan Green3, Michael B. Cheung1,2, Raminder Bedi1,2,
Subhra Mohapatra1,3*, Shyam S. Mohapatra1,2* 1 James A Haley Veterans Affairs Hospital, Tampa, Florida, United States of America, 2 Department of
Internal Medicine, Department of Molecular Medicine, University of South Florida Morsani College of
Medicine, Tampa, Florida, United States of America, 3 Department of Molecular Medicine, University of
South Florida Morsani College of Medicine, Tampa, Florida, United States of America * smohapa2@health.usf.edu (SM); smohapat@health.usf.edu (SSM) * smohapa2@health.usf.edu (SM); smohapat@health.usf.edu (SSM) a1111111111
a1111111111
a1111111111
a1111111111
a1111111111 a1111111111
a1111111111
a1111111111
a1111111111
a1111111111 OPEN ACCESS Citation: Sampayo-Escobar V, Green R, Cheung
MB, Bedi R, Mohapatra S, Mohapatra SS (2018)
Osteopontin plays a pivotal role in increasing
severity of respiratory syncytial virus infection. PLoS ONE 13(4): e0192709. https://doi.org/
10.1371/journal.pone.0192709
Editor: Stephania A. Cormier, Louisiana State
University System, UNITED STATES
Received: September 26, 2017
Accepted: January 29, 2018
Published: April 20, 2018
Copyright: This is an open access article, free of all
copyright, and may be freely reproduced,
distributed, transmitted, modified, built upon, or
otherwise used by anyone for any lawful purpose. The work is made available under the Creative
Commons CC0 public domain dedication. Citation: Sampayo-Escobar V, Green R, Cheung
MB, Bedi R, Mohapatra S, Mohapatra SS (2018)
Osteopontin plays a pivotal role in increasing
severity of respiratory syncytial virus infection. PLoS ONE 13(4): e0192709. https://doi.org/
10.1371/journal.pone.0192709 Editor: Stephania A. Cormier, Louisiana State
University System, UNITED STATES Editor: Stephania A. Cormier, Louisiana State
University System, UNITED STATES
Received: September 26, 2017
Accepted: January 29, 2018
Published: April 20, 2018 Received: September 26, 2017
Accepted: January 29, 2018
Published: April 20, 2018 Copyright: This is an open access article, free of all
copyright, and may be freely reproduced,
distributed, transmitted, modified, built upon, or
otherwise used by anyone for any lawful purpose. The work is made available under the Creative
Commons CC0 public domain dedication. Abstract The molecular mechanisms underlying susceptibility to severe respiratory syncytial virus
(RSV) infection remain poorly understood. Herein, we report on the role of osteopontin
(OPN) in regulation of RSV infection in human epithelial cells and how interleukin-1 beta (IL-
1β), a cytokine secreted soon after RSV infection, when persistently expressed can induce
OPN expression leading to increased viral infection. We first compared OPN expression in
two human epithelial cell lines: HEK-293 and HEp-2. In contrast to HEp-2, HEK-293
expresses low levels of pro-caspase-1 resulting in decreased IL-1β expression in response
to RSV infection. We found a correlation between low IL-1β levels and a delay in induction of
OPN expression in RSV-infected HEK-293 cells compared to HEp-2. This phenomenon
could partially explain the high susceptibility of HEp-2 cells to RSV infection versus the mod-
erate susceptibility of HEK-293 cells. Also, HEK-293 cells expressing low levels of pro-cas-
pase-1 exhibit decreased IL-1β expression and delayed OPN expression in response to
RSV infection. HEK-293 cells incubated with human rIL-1β showed a dose-dependent
increase in OPN expression upon RSV infection. Also, incubation with rOPN increased RSV
viral load. Moreover, HEp-2 cells or mice infected with a mucogenic RSV strain RSV-L19F
showed elevated levels of OPN in contrast to mice infected with the laboratory RSV strain
rA2. This correlated with elevated levels of OPN following infection with RSV-L19F com-
pared to rA2. Together, these results demonstrate that increased OPN expression is regu-
lated in part by IL-1β, and the interplay between IL-1β and OPN signaling may play a pivotal
role in the spread of RSV infection. Data Availability Statement: All relevant data are
within the paper. Funding: This research was supported by a VA
Merit Review Awards #BX003685 and BX003413,
and Research Career Scientist Awards to Dr. Shyam Mohapatra (IK6 BX003778) and Dr. Subhra
Mohapatra (IK6BX004212). Viviana Sampayo was
supported by Fulbright Scholarship (Becas Caldas
2011-COLCIENCIAS) and the Helen Hoxeng Fund. Though this report is based upon work supported
in part by the Department of Veterans Affairs, Osteopontin plays a pivotal role in increasing
severity of respiratory syncytial virus infection Viviana Sampayo-Escobar1,2, Ryan Green3, Michael B. Cheung1,2, Raminder Bedi1,2,
Subhra Mohapatra1,3*, Shyam S. Mohapatra1,2* * smohapa2@health.usf.edu (SM); smohapat@health.usf.edu (SSM) Osteopontin and respiratory syncytial virus infection individuals throughout life because infection does not lead to a persistent immune memory
response [1–5]. Healthy adults infected with RSV typically experience mild cold-like symp-
toms. However, severe RSV infection commonly causes bronchiolitis in infants resulting in
120,000 hospitalizations annually in the US. Severe RSV infection constitutes a high risk for
the development of childhood asthma [6–8]. Elderly persons also develop severe RSV-induced
pneumonia that leads to increased morbidity and mortality in this age group causing >11,000
deaths annually in the US alone [9, 10]. Despite progress made towards understanding the
biology of RSV infection, the molecular mechanism which determines the severity of RSV
infection is not well understood [11–13]. Veterans Health Administration, Office of Research
and Development, the contents of this report do
not represent the views of the Department of
Veterans Affairs or the United States Government. The funders had no role in study design, data
collection, and analysis, decision to publish, or
preparation of the manuscript. Competing interests: The authors have declared
that no competing interests exist. RSV infection induces a persistent inflammatory response which sometimes escalates
beyond control [14–17]. This exaggerated inflammation complicates the disease outcome and
leads to respiratory complications such as asthma exacerbation or recurrent wheezing, making
it difficult to identify a treatment option [18–25]. Immune cells and tissues express pattern-
recognition receptors (PRRs) capable of recognizing pathogen-associated molecular patterns
(PAMPS), activating the innate immune response to release pro-inflammatory cytokines that
facilitate pathogen clearance but also mediate disease pathology [26, 27]. RSV infection
induces the expression of several pro inflammatory cytokines including IL-1β, IL6 and chemo-
kines such as IL-8 and TNF-α that contribute to inflammation and the pathology of the infec-
tion. However, whether this inflammation contributes to increased viral load and spread of
infection is unclear. In an effort to dissect the molecular basis of severity of RSV infection, previously we con-
ducted a microarray analysis and identified several genes whose expressions are influenced by
both aging and RSV infection. Our previous studies in a murine model compared the progres-
sion of RSV infection in aged vs. young mice. We showed that aged mice express higher levels
of IL-1β and OPN prior to infection compared to their younger counterparts, and this pro-
inflammatory state that comes with aging impairs the antiviral response in those mice when
they are exposed to RSV infection [28]. Introduction Respiratory syncytial virus (RSV) is one of the most common causes of lower respiratory tract
infections with a global disease burden estimated at ~34 million new cases and 160,000 deaths
every year. RSV is one of the first pathogens encountered by the infant immune system and
most infants have at least one RSV infection by two years of age. However, RSV may re-infect PLOS ONE | https://doi.org/10.1371/journal.pone.0192709
April 20, 2018 1 / 24 PLOS ONE | https://doi.org/10.1371/journal.pone.0192709
April 20, 2018 Virus purification, infection and plaque assay Three different sources of RSV were used: rgRSV-A2 which expresses green fluorescent pro-
tein, the mucogenic rA2-L19F (RSV-L19F) recombinant variant of the A2 strain with its fusion
protein replaced with that of the line 19 RSV, and a version of the line 19 that expresses a red
fluorescent protein (RSV-KL19F). The virus was propagated by infecting 60% confluent HEp-
2 cells with a multiplicity of infection (MOI) of 0.1 plaque forming units (pfu) per cell for two
hours at 37˚C with gentle rocking every 15 minutes, after which the medium was replaced by
fresh DMEM containing 5% FBS. Cells and media were collected when 70–80% of the cells
showed cytopathological effects. RSV was pelleted through a layer of 30% glycerol (0.22 μm-fil-
tered) in 0.1 M MgSO4 and 50 mM HEPES, pH 7.5. The viral particles were pelleted by
centrifuging at 11,600 rpm in an SW28 rotor for 3 h at 4˚C. Supernatants were carefully aspi-
rated without disturbing the viral pellets and the viral pellets were re-suspended in pre-cooled,
0.22 μm-filtered 50 mM HEPES, pH 7.5, 0.1 M MgSO4, 150 mM NaCl. This buffer was used as
mock infection media in all experiments and the re-suspended pellet was aliquotted and stored
at −80˚C until use. UV-inactivation of RSV was performed by irradiating aliquots of virus with
1200 mJ of UV for 20 mins using a Stratalinker. For all experiments, a monolayer of HEp-2 or HEK-293 cells at 80% confluence was
infected with 0.1, 0.5, 1 or 10 MOI (as indicated in the figure legends). Cells were incubated
with the viral inoculum in Opti-MEM (Life Technologies) containing 2% FBS for 2 hours at
37˚C. After this, the infectious medium was replaced by fresh DMEM with 5% FBS. At 24, 48
or 72 hours post infection (hpi) the cell supernatants and pellets were collected for viral plaque
assay, RNA or protein analysis. WT or OPN KO mice were intranasally infected with 1 or 3 x 106 plaque forming units
(pfu)/mouse of RSV-L19F or rgRSV-A2 and euthanized 1, 3 or 5 days post-infection (dpi). Lungs were collected for RNA or protein extraction. To determine the viral titers, HEp-2 cells were seeded in 24 well plates to 80% confluence
and infected in duplicates with serial dilutions of cell supernatants for a period of 2 hours at
37˚C. Cell culture Human epithelial type 2, HEp-2 (CCL 23; American Type Culture Collection, Rockville, MD),
and human embryonic kidney 293, HEK-293 (ATCC CRL-1573), cells were maintained in
Dulbecco´s modified Eagle´s medium (DMEM, HyClone) supplemented with 5% fetal bovine
serum (FBS, HyClone) and 1% penicillin-streptomycin (GIBCO). Cells were incubated at
37˚C in a humidified incubator with 5% CO2/95%. Mice Female osteopontin-deficient knockout mice (OPN KO) (strain B6.Cg-Spp1tm1Blh/J) and
wild type (WT) C57BL/6 were purchased from Jackson Laboratory and intranasally infected
with RSV when they were 6–8 weeks old. All animal work was approved by and performed in
accordance with the policies of the University of South Florida Institutional Animal Care and
Use Committee. Mice were acclimated for 7 days prior to the start of experiments. Mice were
provided with standard rodent chow and water ad libitum. OPN is a secreted multifunctional protein also known as secreted phosphoprotein 1 (SPP-
1) and early T-lymphocyte activation-1 (Eta-1) factor [29]. Of note, OPN expression is regu-
lated by mediators of acute inflammation such as IL-1β [30]. Although it was first identified in
osteoclasts and is highly expressed in bone, OPN is secreted by a variety of cells and tissues
including macrophages, smooth muscle cells, epithelial, and endothelial cells [29, 31–34]. OPN
can have both anti- and pro-inflammatory activities; hence it has been associated with many
physiological functions and pathological conditions [35–39]. Integrin αvβ3 and CD44 are
receptors for OPN and their interaction modulates the immune response by facilitating neu-
trophil and macrophage migration to sites of injury. Also, OPN promotes dendritic cell (DC)
maturation and migration to the lymph nodes where DCs can present antigens to naïve T
cells, thus serving as a bridge between the innate and the cell-mediated immune responses [33,
40–42]. Since OPN is up-regulated in other inflammatory lung diseases such as asthma and RSV
has been implicated in asthma exacerbation, we reasoned that OPN might be involved in regu-
lating susceptibility to RSV infection. To test this hypothesis, we investigated the role of OPN
in RSV infection and determined that IL-1β expression correlated with the up-regulation of
OPN during RSV infection. We also found increased OPN protein expression in human epi-
thelial cells and mice infected with RSV-L19F, a strain that produces severe infection associ-
ated with increased viral loads, compared to rgRSV-A2 which induces mild infection and
moderated viral loads. This suggests that OPN expression is correlated with increased spread
of the virus between cells and increased cell permissiveness to RSV infection. PLOS ONE | https://doi.org/10.1371/journal.pone.0192709
April 20, 2018 2 / 24 Osteopontin and respiratory syncytial virus infection PLOS ONE | https://doi.org/10.1371/journal.pone.0192709
April 20, 2018 Western immunoassay Cells were plated in 6-well culture plates the day before treatment/infection and harvested in
lysis buffer containing 1% NP-40, 150 mM NaCl, 50 mM Tris-HCl pH 8.0 and a protease
inhibitor cocktail (Thermo Fisher Scientific). After removal of cellular debris by centrifuga-
tion, total protein concentration was measured at 660nm using protein assay reagent (Thermo
Fisher Scientific) and 25 μg of total protein were separated in a precast 12% mini-PROTEAN
TGX gel (Bio-Rad) and transferred to a nitrocellulose membrane (Bio-Rad). The membrane
was incubated with a rabbit polyclonal antibody to human OPN (Abcam, ab181440) and a
mouse monoclonal antibody to β-actin (Sigma-Aldrich); proteins were detected by incubating
with a secondary anti-mouse IgG-HRP and/or anti-rabbit IgG-HRP, followed by the ECL
reagent kit (Pierce). Images were captured using a ChemiDoc XRS+ imaging system (Bio-
Rad). Quantitative RT-PCR Total RNA was isolated from cells using TRIzol (Life Technologies). Samples were treated
with recombinant DNase I (Life Technologies) to remove any contaminating DNA. 1 μg of
RNA was reverse transcribed using Maxima First Strand cDNA Synthesis Kit for RT-qPCR
(Thermo Fisher Scientific) as described in manufacturer’s instructions. Quantitative real-time
PCR (qPCR) was performed on the BioRad CFX384™Real-time PCR Detection system using
DyNamo Color Flash SYBR master mix (Thermo Fisher Scientific). The sequences of all prim-
ers used in this study are as follows (forward and reverse): RSV-N, 5’- CAT CTA GCA AAT
ACA CCA TCC A-30 and 50-TTC TGC ACA TCA TAA TTA GGA GTA TCA A-30;
human IL-1β (PrimeTime1 -qPCR primers-IDT), 5’- GAA CAA GTC ATC CTC ATT
GCC-3’ and 5’-CAG CCA ATC TTC ATT GCT CAA G-3’; human OPN, 5’-TGG CCG
AGG TGA TAG TGT G-3’ and 5’- CGG GGA TGG CCT TGT ATG-3’; human IFN-β,
5’-CAA CTT GCT TGG ATT CCT ACA AAG-3’ and 5’- TGC CAC AGG AGC TTC
TGA CA-3’. All samples were run in four replicates and the data were analyzed using nor-
malized gene expression (ΔΔCt). Expression of all genes was normalized to control hypoxan-
thine-guanine phosphoribosyltransferase (HPRT): mouse HPRT, 50-GCT GAC CTG CTG
GAT TAC ATT AA-30 and 50-TGA TCA TTA CAG TAG CTC TTC AGT CTG A-30;
human HPRT, 5’- AGG AAA GCA AAG TCT GCA TTG TT-3’ and 5’- GGC TTT
GTA TTT TGC TTT TCC A-3’. Osteopontin and respiratory syncytial virus infection protein (AbD Serotec). Plaques were visualized using an anti-mouse IgG horseradish peroxi-
dase antibody (HRP)(Sigma) and developed with 4 CN peroxidase substrate (KPL); the dark
purple spots were counted and each spot represented one plaque-forming unit (PFU). Virus purification, infection and plaque assay Infectious media were removed and cells were overlaid with 1 ml of 0.8% methylcellu-
lose in DMEM supplemented with 5% FBS. 5 dpi, the cell monolayers were fixed overnight
with 1 ml of 80% cold methanol. The next day, cells were rinsed with phosphate-buffered
saline (PBS, Hyclone) and incubated with primary monoclonal antibody against RSV fusion PLOS ONE | https://doi.org/10.1371/journal.pone.0192709
April 20, 2018 3 / 24 Immunofluorescence microscopy HEp-2 cells were plated in 8-well chamber slides the day before infection. Cells were mock
infected or infected with 1 MOI of RSV strain RSV-L19F. Cells were fixed with cold 4% para-
formaldehyde 24 or 48 hpi and stained with a goat polyclonal antibody against RSV (Millipore,
ab1128) and a rabbit polyclonal antibody to OPN (ABCAM), followed by indirect immunoflu-
orescence using secondary anti-goat IgG Alexa Fluor-555- and anti-rabbit IgG Alexa Fluor-
488-conjugated antibodies. Slides were mounted with 40, 6-diamidino-2-phenylindole (DAPI)
containing anti-fade mounting media (Southern Biotech). A minimum of 10 images at 200X
magnification were collected per slide with a DP72 digital camera on a BX51 Olympus fluores-
cence microscope on the three different fluorescence channels. 4 / 24 PLOS ONE | https://doi.org/10.1371/journal.pone.0192709
April 20, 2018 Osteopontin and respiratory syncytial virus infection Enzyme-linked immunosorbent assay (ELISA) for OPN and IL-1β in lung
homogenates Snap frozen lungs were homogenized in cold lysis buffer containing 10 mM Tris-HCl pH 8.0,
150 mM NaCl, 1% NP-40, 10% Glycerol, 5 mM EDTA and a protease inhibitor cocktail. Tissue
debris was pelleted by centrifugation at 4˚C for 10 min at 300×g and protein concentration in
the supernatants was measured at 660 nm with protein assay reagent (Thermo Fisher Scien-
tific). Mouse osteopontin ELISA kit (RayBiotech) and mouse IL-1β ELISA kit (BioLegend)
were used per manufacturer’s instructions. Recombinant IL-1β and OPN treatment HEK-293 cells were infected with 1 MOI of RSV-L19F as described previously. Afterwards, the
infectious media was replaced by fresh DMEM 5% FBS containing different concentrations
(0–1 and 10 ng/ml) of human rIL-1β (PeproTech). Similarly, HEK-293 were treated four
hours before infection with different concentrations (0–1–10–50–100 and 200 ng/ml) of
human rOPN (PeproTech) diluted in fresh DMEM 5% FBS. Cells were infected with
RSV-L19F at 0.1 MOI, and two hours after infection the media was replaced by fresh DMEM
5% FBS containing rOPN. Protein and supernatants were collected for viral titering and west-
ern immunoassay. CD44 receptor-neutralization and RSV infection HEp-2 cells were seeded on 24-well plate the day before infection. On the infection day, cells
were pre-treated at room temperature for 20 minutes with 10 μg broad spectrum rat-anti
human CD44 antibody (clone A020) or normal rat IgG (control) (Millipore). After the pre-
treatment, cells were infected with RSV-KL19F for two hours at 37˚C and infectious media
was replaced with fresh growth media. After 24 hours, the percentage of RSV positive cells was
determined by flow cytometry (BD FACS Canto II). Data was analyzed using BD FACS diva
software. Caspase I inhibitor (Ac-YVAD-CHO) treatment HEp-2 cells were treated with 10 μM of caspase I inhibitor (Sigma-Aldrich) or DMSO (vehicle
control) the two hours preceding the infection. Afterwards, cells were infected with 1 MOI of
RSV-L19F, and two hours later the infectious media was replaced by fresh media containing
10 μM of caspase I inhibitor or DMSO. Protein and RNA were isolated 24 hpi. Flow cytometry assay for CD44 and RSV infected cells HEp-2 or HEK-293 cells were seeded on 6-well plates at an appropriate cell density to reach 70
to 80% confluence. On the day of the experiment, each set of cell cultures was infected with
RSV-KL19F for 2 hours. 24 hpi, cells were washed with PBS, detached with accutase (Life
Technologies) and stained with DAPI to determine cell viability, FITC mouse anti-human
CD44 antibody (BD Bioscience) or isotype control antibody. The percentage of cells express-
ing GFP (CD44 +) or RFP (RSV +) in each cell culture was determined by flow cytometry (BD
FACS Canto II). Data was analyzed using BD FACS diva software. RSV infection upregulates IL-1β and OPN mRNA expression in epithelial
cells Our previous study in a murine model of infection showed that higher basal levels of IL-1β
and OPN in aged mice are associated with impaired antiviral response that leads to increased
susceptibility to RSV infection. In vitro, to evaluate the correlation of IL-1β and OPN expres-
sion with susceptibility to RSV infection we examined RSV infection in commonly used and
highly susceptible HEp-2 cells and HEK-293 cells. HEK-293 cells were selected because they
express low levels of endogenous pro-caspase1, which is essential for IL-1β expression; there-
fore, they constitute a good model to compare viral infection and OPN expression in dimin-
ished IL-1β expression [43]. We found a significant increase in expression (reported as fold
expression compared to mock-infected cells) of RSV-N and IL-1β transcripts 24, 48 and 72 hpi
in RSV-L19F-infected HEp-2 cells compared to RSV-L19F-infected HEK-293 cells (Fig 1A
and 1B). We compared OPN expression levels obtained by qPCR performed on RNA extracted
from HEp2 and HEK-293 cells infected with 1 MOI of RSV-L19F. In a similar pattern to that
of IL-1β, OPN expression was significantly increased 48 hpi in RSV-L19F-infected HEp-2
cells. In contrast, HEK-293 cells showed decreased RSV infection, lack of IL-1β expression,
and delayed OPN mRNA expression that was up-regulated 72 hpi (Fig 1C). These results sug-
gest that increased RSV infection up-regulates both OPN and IL-1β expression. Also, lack of
IL-1β expression in HEK-293 cells correlates with resistance to RSV infection and delays OPN
expression. Statistical analysis All experiments were performed in triplicate and repeated at least twice. Statistical significance
for each experiment was determined using Student’s t test and analysis of variance (ANOVA)
with post-hoc Tukey’s multiple comparison test to find the differences among the groups, 5 / 24 PLOS ONE | https://doi.org/10.1371/journal.pone.0192709
April 20, 2018 Osteopontin and respiratory syncytial virus infection p<0.05. Calculations were performed and graphs produced using Prism 6.0 software (Graph-
pad Software, San Diego, CA, USA). Graphs of results show the mean and error bars depicting
the standard error of the mean, +/- SEM. RSV infection-induced IL-1β regulates OPN expression While the regulation of OPN expression is not fully understood, it is known that the expres-
sion of OPN is regulated by different stimuli, depending on the cells and tissues where it is
expressed [40, 41, 44]. To examine the role of IL-1β in the induction of OPN expression and to
confirm that the production of OPN is not intrinsically impaired in HEK-293 cells, cells were Fig 1. IL-1β and OPN mRNA expression in RSV infected cells. HEp-2 and HEK-293 cells were mock infected or infected with 1 MOI of RSV-L19F. RNA was isolated
at 24, 48 and 72 hpi. (A-C) Expression levels of RSV-N, IL-1β and OPN were determined by qPCR. Results are presented as fold-change in expression of RSV-N, IL-1β
or OPN mRNA normalized to the control (HPRT). qPCR data are represented as means ±SEM. Experiments were performed in triplicate. p < 0.01, p < 0.001
p < 0.0001. Fig 1. IL-1β and OPN mRNA expression in RSV infected cells. HEp-2 and HEK-293 cells were mock infected or infected with 1 MOI of RSV-L19F. RNA was isolated
at 24, 48 and 72 hpi. (A-C) Expression levels of RSV-N, IL-1β and OPN were determined by qPCR. Results are presented as fold-change in expression of RSV-N, IL-1β
or OPN mRNA normalized to the control (HPRT). qPCR data are represented as means ±SEM. Experiments were performed in triplicate. p < 0.01, p < 0.001
p < 0.0001. https://doi.org/10.1371/journal.pone.0192709.g001 PLOS ONE | https://doi.org/10.1371/journal.pone.0192709
April 20, 2018 6 / 24 Osteopontin and respiratory syncytial virus infection infected with 1 MOI of RSV-L19F, then the infectious medium was replaced with growth
medium containing 1 or 10 ng/ml of human rIL-1β. Results showed that there was no OPN
expression with RSV infection without rIL-1β treatment; however, incubation of HEK-293
cells with human rIL-1β led to increased OPN expression 24 hours after treatment. In addi-
tion, the RSV-L19F-infected HEK-293 cells treated with rIL-1β showed higher levels of OPN
expression compared to uninfected cells treated only with rIL-1β (Fig 2A). While rIL-1β
increased the expression of OPN after mock or RSV-L19F infection, it also contributed to an
increase in viral yield in RSV-infected cells (Fig 2B). RSV infection-induced IL-1β regulates OPN expression Since HEK-293 and HEp-2 cells are likely
to have other genetic differences which may influence OPN expression or susceptibility to
RSV infection, we treated HEp-2 cells with a caspase-1 inhibitor (Ac-YVAD-CHO) in order to
mimic the reduced IL-1β expression seen in HEK-293 and establish that IL-1β is responsible
for the observed differences in RSV infection and OPN expression between the two cell lines. Cells were treated with the inhibitor and subsequently infected with RSV-L19F (1 MOI). Our
results showed that cells treated with caspase-I inhibitor showed decreased RSV-N and IL-1β
mRNA levels (Fig 2C and 2D). Also, OPN protein expression was significantly reduced in
those cells treated with the inhibitor as compared to control group (Fig 2E). These results dem-
onstrate the regulatory effect of IL-1β and OPN expression in the progression of RSV
infection. RSV replication is not required for increased OPN expression To assess baseline levels of OPN and subsequent changes in expression upon RSV infection,
HEp-2 cells were infected with RSV-L19F at 1 MOI (1 PFU/cell) and the levels of OPN were
confirmed by immunostaining of mock- or RSV-L19F-infected HEp2 cells; results showed ele-
vated OPN expression in the virus-infected cells compared to mock-infected cells. There were
comparatively fewer OPN-positive cells in the mock-infected than RSV-L19F-infected cells 48
hpi (Fig 3A). To examine the role of RSV replication during OPN induction, HEp-2 cells were infected
with increasing doses (0.1, 1 and 10 MOI) of UV-inactivated RSV-L19F, native RSV-L19F or
mock treatment. To evaluate the productivity of the infection, supernatants were used for RSV
titration by plaque assay. As expected, the number of PFU increased in a dose-dependent man-
ner from 0.1 to 10 MOI in RSV-L19F infected cells. There was no productive infection in the
UV-attenuated virus (Fig 3B). The cells were lysed at 48 hpi for Western blot analyses. OPN
expression was proportional to the MOI dose of the RSV—higher in 10 MOI-infected cells
compared to 0.1 or 1 MOI-infected cells (Fig 3C). Furthermore, OPN expression was higher in
RSV-L19F-infected cells than in UV-inactivated infected cells; however, at 10 MOI of UV-
inactivated RSV there was up-regulation in the expression of OPN suggesting that some RSV
proteins or nucleic acids in the inactivated form of RSV continued to contribute to OPN
induction and expression. Osteopontin and respiratory syncytial virus infection Fig 2. RSV induced IL-1β regulates OPN expression during RSV infection. (A-B) HEK-293 cells were mock-infected or infected with 1 MOI of RSV-L19F. 2 hours
after the infection cells were treated with increasing concentrations of human rIL-1β (0, 1 or 10 ng/ml). (A) Protein was harvested 24 hpi for western blots. 25μg of
protein lysate was loaded in each lane. OPN is seen at 55 kDa and β-actin (loading control) at 42 kDa. (B) Plaque viral titers were obtained from the supernatants
collected 24 hpi. (C-E) HEp-2 cells were pre-treated two hours prior to RSV-L19F infection with 10 μM of Ac-YVAD-CHO (caspase-I) inhibitor. Cells were infected
with 1 MOI of RSV-L19F and infectious media was replaced with fresh media containing 10 μM of Ac-YVAD-CHO. RNA and protein were collected 24 hpi. (C and D)
Expression levels of IL-1β and RSV-N were determined by qPCR. Results are presented as fold-change in expression of IL-1β or RSV-N mRNA normalized to the
control (HPRT). (E) 25μg of protein lysate was loaded in each lane. OPN is seen at 55 kDa and β-actin (loading control) at 42 kDa. qPCR data are represented as means
±SEM. Experiments were performed in triplicate. p < 0.0001. https://doi.org/10.1371/journal.pone.0192709.g002 Fig 2. RSV induced IL-1β regulates OPN expression during RSV infection. (A-B) HEK-293 cells were mock-infected or infected with 1 MOI of RSV-L19F. 2 hours
after the infection cells were treated with increasing concentrations of human rIL-1β (0, 1 or 10 ng/ml). (A) Protein was harvested 24 hpi for western blots. 25μg of
protein lysate was loaded in each lane. OPN is seen at 55 kDa and β-actin (loading control) at 42 kDa. (B) Plaque viral titers were obtained from the supernatants
collected 24 hpi. (C-E) HEp-2 cells were pre-treated two hours prior to RSV-L19F infection with 10 μM of Ac-YVAD-CHO (caspase-I) inhibitor. Cells were infected
with 1 MOI of RSV-L19F and infectious media was replaced with fresh media containing 10 μM of Ac-YVAD-CHO. RNA and protein were collected 24 hpi. (C and D)
Expression levels of IL-1β and RSV-N were determined by qPCR. Results are presented as fold-change in expression of IL-1β or RSV-N mRNA normalized to the
control (HPRT). (E) 25μg of protein lysate was loaded in each lane. OPN is seen at 55 kDa and β-actin (loading control) at 42 kDa. qPCR data are represented as means
±SEM. Experiments were performed in triplicate. p < 0.0001. https://doi.org/10.1371/journal.pone.0192709.g002 Fig 2. RSV induced IL-1β regulates OPN expression during RSV infection. (A-B) HEK-293 cells were mock-infected or infected with 1 MOI of RSV-L19F. 2 hours
after the infection cells were treated with increasing concentrations of human rIL-1β (0, 1 or 10 ng/ml). (A) Protein was harvested 24 hpi for western blots. 25μg of
protein lysate was loaded in each lane. OPN is seen at 55 kDa and β-actin (loading control) at 42 kDa. (B) Plaque viral titers were obtained from the supernatants
collected 24 hpi. (C-E) HEp-2 cells were pre-treated two hours prior to RSV-L19F infection with 10 μM of Ac-YVAD-CHO (caspase-I) inhibitor. Cells were infected
with 1 MOI of RSV-L19F and infectious media was replaced with fresh media containing 10 μM of Ac-YVAD-CHO. RNA and protein were collected 24 hpi. (C and D)
Expression levels of IL-1β and RSV-N were determined by qPCR. Results are presented as fold-change in expression of IL-1β or RSV-N mRNA normalized to the
control (HPRT). (E) 25μg of protein lysate was loaded in each lane. OPN is seen at 55 kDa and β-actin (loading control) at 42 kDa. qPCR data are represented as means
±SEM. Experiments were performed in triplicate. p < 0.0001. Fig 2. RSV induced IL-1β regulates OPN expression during RSV infection. (A-B) HEK-293 cells were mock-infected or infected with 1 MOI of RSV-L19F. 2 hours
after the infection cells were treated with increasing concentrations of human rIL-1β (0, 1 or 10 ng/ml). (A) Protein was harvested 24 hpi for western blots. 25μg of
protein lysate was loaded in each lane. OPN is seen at 55 kDa and β-actin (loading control) at 42 kDa. (B) Plaque viral titers were obtained from the supernatants
collected 24 hpi. (C-E) HEp-2 cells were pre-treated two hours prior to RSV-L19F infection with 10 μM of Ac-YVAD-CHO (caspase-I) inhibitor. Cells were infected
with 1 MOI of RSV-L19F and infectious media was replaced with fresh media containing 10 μM of Ac-YVAD-CHO. RNA and protein were collected 24 hpi. (C and D)
Expression levels of IL-1β and RSV-N were determined by qPCR. Results are presented as fold-change in expression of IL-1β or RSV-N mRNA normalized to the
control (HPRT). (E) 25μg of protein lysate was loaded in each lane. OPN is seen at 55 kDa and β-actin (loading control) at 42 kDa. rOPN increases RSV titers in a dose-dependent manner To better understand the effect of increased OPN expression on viral yield during RSV infec-
tion and to validate that OPN expression is sufficient for the increase in viral titer seen in
HEK-293 cells, we used varying concentrations of human rOPN (0, -1, 10, -50, 100 and 200
ng/ml) to pretreat HEK-293 cells four hours before infection with 0.1 MOI of RSV-L19F. After
infection, the medium was replaced with fresh growth medium containing rOPN at the same
concentrations. 24 hours after infection, there was a significant dose-dependent increase in
viral titers in cells treated with rOPN, further confirming that OPN promotes RSV infection
(Fig 4A). Additionally, to determine the effects of exogenous rOPN in modulating RSV PLOS ONE | https://doi.org/10.1371/journal.pone.0192709
April 20, 2018 7 / 24 Osteopontin and respiratory syncytial virus infection Fig 3. RSV infection induces OPN expression in a dose dependent manner. HEp-2 cells were mock-infected or infected with RSV-L19F (1 MOI). (A) Images of Hep-
2 cells stained with polyclonal antibody against RSV and OPN at 48 hpi. Representative images of RSV positive (red) cells, OPN positive (green) cells, and DAPI (blue)
nuclear staining at 200X magnification. (B) RSV titer by plaque assay of supernatants for increasing doses (0.1, 1 and 10 MOI) of UV-inactivated and native RSV-L19F
at 48 hpi. (C) OPN protein (55 kDa) expression in HEp-2 cells at 48 hpi after mock, RSV and UV-inactivated RSV treatment in the indicated doses analyzed by western
blots. β-actin (loading control) at 42 kDa was probed as the loading control. https://doi.org/10.1371/journal.pone.0192709.g003 Fig 3. RSV infection induces OPN expression in a dose dependent manner. HEp-2 cells were mock-infected or infected with RSV-L19F (1 MOI). (A) Images of Hep-
2 cells stained with polyclonal antibody against RSV and OPN at 48 hpi. Representative images of RSV positive (red) cells, OPN positive (green) cells, and DAPI (blue)
nuclear staining at 200X magnification. (B) RSV titer by plaque assay of supernatants for increasing doses (0.1, 1 and 10 MOI) of UV-inactivated and native RSV-L19F
at 48 hpi. (C) OPN protein (55 kDa) expression in HEp-2 cells at 48 hpi after mock, RSV and UV-inactivated RSV treatment in the indicated doses analyzed by western
blots. β-actin (loading control) at 42 kDa was probed as the loading control. and cells were rinsed before infection; in the second group, rOPN was added during the two
hours of infection, then media was aspirated from the cells and fresh media was added; in the
third group, after the two hours of infection, the media was aspirated and replaced with fresh
media containing rOPN. Our results show a significant increase in viral titers of cells treated
with human rOPN during or after the infection (Fig 4B). As an additional test of rOPN effect
during the infection, HEp-2 and HEK-293 cells were infected with 0.1 MOI of the clinical
strain Line 19 that expresses a red fluorescent protein-RFP (RSV-KL19F) in the presence of
rOPN. We evaluated the number of RSV infected cells using flow cytometry. We found that
treatment with rOPN significantly increased the percentage of infected HEp-2 and HEK-293
cells by 23% and 20% respectively (Fig 4C). PLOS ONE | https://doi.org/10.1371/journal.pone.0192709
April 20, 2018 qPCR data are represented as means
±SEM. Experiments were performed in triplicate. p < 0.0001. Fig 2. RSV induced IL-1β regulates OPN expression during RSV infection. (A-B) HEK-293 cells were mock-infected infection, an intermediate OPN concentration (100 ng/ml) known to cause an effect on RSV
infection was selected to treat the cells at three different time points: to one group of cells,
rOPN was added to the media four hours before the infection, later the media was aspirated infection, an intermediate OPN concentration (100 ng/ml) known to cause an effect on RSV
infection was selected to treat the cells at three different time points: to one group of cells,
rOPN was added to the media four hours before the infection, later the media was aspirated PLOS ONE | https://doi.org/10.1371/journal.pone.0192709
April 20, 2018 8 / 24 These findings suggest that OPN could facilitate
the entry of the virus into the cells and increase cell permissiveness to RSV infection. PLOS ONE | https://doi.org/10.1371/journal.pone.0192709
April 20, 2018 9 / 24 Osteopontin and respiratory syncytial virus infection CD44 modulates RSV infection
CD44 i k
t b
t
f
OPN T
l
t th
i
f CD44 i
k
RSV
Fig 4. Human rOPN increases RSV titers in a dose-dependent manner. (A) HEK-293 cells were treated with increasing concentrations of human recombinant OPN
(rOPN) (0 to 200 ng/ml) four hours before infection. Cells were infected with 0.1 MOI of RSV-L19F and infectious media was replaced with fresh media containing the
appropriate concentration of rOPN. Supernatants were collected 24 hpi and viral titers were determined by plaque assay. (B) HEK-293 cells were treated with 100 ng/ml
at different time points: before, during or immediately after the infection. Supernatants were collected 24 hpi and viral titers were determined by plaque assay. Result of a
representative experiment is shown. p < 0.05, p < 0.01, p < 0.0001. (C) Hep-2 or HEK-293 cells were infected with 0.1 MOI of RSV-KL19F or RSV-KL19F in
the presence of 100 ng/ml of rOPN. After 24 hours, the infected HEp-2 or HEK-293 cells were gated for RFP-expression (RSV + cells). https://doi.org/10.1371/journal.pone.0192709.g004 Fig 4. Human rOPN increases RSV titers in a dose-dependent manner. (A) HEK-293 cells were treated with increasing concentrations of human recombinant OPN
(rOPN) (0 to 200 ng/ml) four hours before infection. Cells were infected with 0.1 MOI of RSV-L19F and infectious media was replaced with fresh media containing the
appropriate concentration of rOPN. Supernatants were collected 24 hpi and viral titers were determined by plaque assay. (B) HEK-293 cells were treated with 100 ng/ml
at different time points: before, during or immediately after the infection. Supernatants were collected 24 hpi and viral titers were determined by plaque assay. Result of a
representative experiment is shown. p < 0.05, p < 0.01, p < 0.0001. (C) Hep-2 or HEK-293 cells were infected with 0.1 MOI of RSV-KL19F or RSV-KL19F in
the presence of 100 ng/ml of rOPN. After 24 hours, the infected HEp-2 or HEK-293 cells were gated for RFP-expression (RSV + cells). https://doi.org/10.1371/journal.pone.0192709.g004 Fig 4. Human rOPN increases RSV titers in a dose-dependent manner. (A) HEK-293 cells were treated with increasing concentrations of human recombinant OPN
(rOPN) (0 to 200 ng/ml) four hours before infection. Cells were infected with 0.1 MOI of RSV-L19F and infectious media was replaced with fresh media containing the
appropriate concentration of rOPN. Supernatants were collected 24 hpi and viral titers were determined by plaque assay. (B) HEK-293 cells were treated with 100 ng/ml
at different time points: before, during or immediately after the infection. Supernatants were collected 24 hpi and viral titers were determined by plaque assay. Result of a
representative experiment is shown. p < 0.05, p < 0.01, p < 0.0001. (C) Hep-2 or HEK-293 cells were infected with 0.1 MOI of RSV-KL19F or RSV-KL19F in
the presence of 100 ng/ml of rOPN. After 24 hours, the infected HEp-2 or HEK-293 cells were gated for RFP-expression (RSV + cells). Fig 4. Human rOPN increases RSV titers in a dose-dependent manner. (A) HEK-293 cells were treated with increasing concentrations of human recombinant OPN
(rOPN) (0 to 200 ng/ml) four hours before infection. Cells were infected with 0.1 MOI of RSV-L19F and infectious media was replaced with fresh media containing the
appropriate concentration of rOPN. Supernatants were collected 24 hpi and viral titers were determined by plaque assay. (B) HEK-293 cells were treated with 100 ng/ml
at different time points: before, during or immediately after the infection. Supernatants were collected 24 hpi and viral titers were determined by plaque assay. Result of a
representative experiment is shown. p < 0.05, p < 0.01, p < 0.0001. (C) Hep-2 or HEK-293 cells were infected with 0.1 MOI of RSV-KL19F or RSV-KL19F in
the presence of 100 ng/ml of rOPN. After 24 hours, the infected HEp-2 or HEK-293 cells were gated for RFP-expression (RSV + cells). https://doi.org/10.1371/journal.pone.0192709.g004 https://doi.org/10.1371/journal.pone.0192709.g004 CD44 modulates RSV infection CD44 is known to be a receptor for OPN. To evaluate the expression of CD44 in mock or RSV
infected cells, HEp-2 and HEK-293 cells were infected with 0.5 MOI of RSV-KL19F. 24 hours
after infection, cells were stained with a FITC-CD44 antibody and gated for CD44 (green) and PLOS ONE | https://doi.org/10.1371/journal.pone.0192709
April 20, 2018 10 / 24 Osteopontin and respiratory syncytial virus infection Fig 5. CD44 expression mediates RSV infection. HEp-2 or HEK-293 cells were infected with 0.5 MOI of RSV-KL19F
(red). After 24 hours, the cells were stained with FITC mouse anti-human CD44 antibody (green) and gated for RSV
expression (red). (Top panel) Flow cytometry analysis of HEp-2 cells infected with RSV-KL19F. (Bottom panel) Flow
c tometr anal sis of HEK 293 cells infected
ith RSV KL19F Res lt of a representati e e periment is sho n E periments Fig 5. CD44 expression mediates RSV infection. HEp-2 or HEK-293 cells were infected with 0.5 MOI of RSV-KL19F
(red). After 24 hours, the cells were stained with FITC mouse anti-human CD44 antibody (green) and gated for RSV
expression (red). (Top panel) Flow cytometry analysis of HEp-2 cells infected with RSV-KL19F. (Bottom panel) Flow
cytometry analysis of HEK-293 cells infected with RSV-KL19F. Result of a representative experiment is shown. Experiments
were performed in triplicate. Fig 5. CD44 expression mediates RSV infection. HEp-2 or HEK-293 cells were infected with 0.5 MOI of RSV-KL19F
(red). After 24 hours, the cells were stained with FITC mouse anti-human CD44 antibody (green) and gated for RSV
expression (red). (Top panel) Flow cytometry analysis of HEp-2 cells infected with RSV-KL19F. (Bottom panel) Flow
cytometry analysis of HEK-293 cells infected with RSV-KL19F. Result of a representative experiment is shown. Experiments
were performed in triplicate. https://doi.org/10.1371/journal.pone.0192709.g005 https://doi.org/10.1371/journal.pone.0192709.g005 RSV (red) expression. We found higher cell surface expression of CD44 in the HEp-2 cell line
(96.7%) than in HEK-293 (73.7%). We also found a significant difference in the number of
RSV positive cells confirming that HEp-2 is more permissive to RSV infection (Fig 5). These
results suggest that the earlier OPN expression in HEp-2 cells and the concomitant CD44
expression could be key mediators for OPN signaling during RSV infection that potentiates
the infection of HEp-2 cells. To test whether CD44 expression is required for RSV infection, the CD44 receptor was neu-
tralized with a broad-spectrum rat-anti human CD44 antibody. PLOS ONE | https://doi.org/10.1371/journal.pone.0192709
April 20, 2018 CD44 modulates RSV infection Briefly, HEp-2 cells were pre-
incubated during 20 minutes at room temperature and then infected with RSV-KL19F (0.5
MOI) for two hours, after which the infectious media was replaced with fresh growth media. 24 hpi we assessed the number of RSV positive cells (RFP +) by flow cytometry. We found ~
52.4% of the cells were RSV positive in the cells pre-treated with CD44 antibody while there
was 70.5% RSV positive cells in the control group. Our results showed a decrease in RSV posi-
tive cells following treatment with anti-CD44 antibody prior to infection compared to normal
rat IgG control (Fig 6). Together, these data suggest that CD44 may be involved in facilitating
the RSV infection process. 11 / 24 PLOS ONE | https://doi.org/10.1371/journal.pone.0192709
April 20, 2018 Osteopontin and respiratory syncytial virus infection Fig 6. Neutralization of CD44 receptor reduces the number of RSV positive cells. Hep-2 cells were pre-treated with 10 μg of broad spectrum rat-anti human
CD44 antibody (clone A020) or normal rat IgG (control). After the pre-treatment, cells were infected with RSV-KL19F (0.5 MOI) and infectious media was replaced
with fresh growth media. After 24 hours, the percentage of RSV positive cells was determined by flow cytometry. Result of a representative experiment is shown. Experiments were performed in triplicate. Fig 6. Neutralization of CD44 receptor reduces the number of RSV positive cells. Hep-2 cells were pre-treated with 10 μg of broad spectrum rat-anti human
CD44 antibody (clone A020) or normal rat IgG (control). After the pre-treatment, cells were infected with RSV-KL19F (0.5 MOI) and infectious media was replaced
with fresh growth media. After 24 hours, the percentage of RSV positive cells was determined by flow cytometry. Result of a representative experiment is shown. Experiments were performed in triplicate. PLOS ONE | https://doi.org/10.1371/journal.pone.0192709
April 20, 2018 OPN expression is a marker of high RSV loads To investigate the role of OPN in determining the severity of RSV infection, HEp-2 cells were
infected with rgRSV-A2 or RSV-L19F. The latter is known to induce severe RSV infection and
higher viral loads in a mouse model [45]. In vitro, infection with rgRSV-A2 and RSV-L19F
resulted in similar plaque viral titers and RSV-N gene expression at 24 hpi (Fig 7A and 7B). However, at 48 hpi RSV-L19F-infected cells had a significantly increased number of viral pla-
ques and a similar increase in RSV-N mRNA expression when compared to cells infected with
rgRSV-A2 (Fig 7A and 7B). Following the same pattern, we found no significant difference in
the gene expression of IL-1β at 24 hpi with the two RSV strains, but we noted a significant up-
regulation of IL-1β mRNA expression 48 hpi with RSV-L19F compared to rgRSV-A2 (Fig 7C). Remarkably, IFN-β mRNA levels were significantly elevated 24 hpi in rgRSV-A2-infected cells
compared to those infected with RSV-L19F. This may in part account for the difference in
viral titers and RSV-N transcripts observed in cells infected with the different viral strains (Fig
7D). Western blot analysis revealed an increase in OPN protein expression at 24 hpi that
remained high at 48 hpi in RSV-L19F-infected cells. Cells infected with rgRSV-A2 showed less
OPN protein expression at 24 hpi and the expression started to return to baseline levels by 48
hpi (Fig 7E). 12 / 24 PLOS ONE | https://doi.org/10.1371/journal.pone.0192709
April 20, 2018 Osteopontin and respiratory syncytial virus infection RSV-N, IL-1β and IFN-β were determined by qPCR. Results are presented as fold-change in expression of RSV-N, IL-1β or IFN-β mRNA normalized to the control
(HPRT). (E) Western blot analysis of OPN expression. 25μg of protein lysate was loaded in each lane. OPN is seen at 55 kDa and β-actin (loading control) at 42 kDa. Experiments were performed in triplicate. p < 0.05, p < 0.01, p < 0.0001. https://doi.org/10.1371/journal.pone.0192709.g007 https://doi.org/10.1371/journal.pone.0192709.g007 RSV replication is diminished in mice lacking OPN (OPN KO) To determine the time points where IL-1β and OPN expression are induced and their effect
during RSV infection, we infected OPN KO and WT mice intranasally with the mucogenic
virus, RSV-L19F. Mice were euthanized 1, 3 and 5 dpi. As we reported before, RSV infection
resolves much faster in OPN KO mice than WT. This was evidenced by a significant decrease
in RSV-N transcripts at 5 dpi in the lungs of OPN KO mice as measured by qRT-PCR. There
were no significant differences in RSV-N amplification 1 or 3 dpi, but the infection did not
progress to 5 dpi in OPN KO mice as it did in WT mice (Fig 8A). Secretion of IL-1β was also
measured upon infection since it was suspected to play a role in controlling OPN expression
during RSV infection. We found a significant increase in IL-1β expression 1 dpi in both OPN
KO and WT mice infected with RSV-L19F; yet there was no significant difference between the
two strains of mice at 1 or 3 dpi. Nonetheless, at 5 dpi RSV infected WT mice had increased
levels of IL-1β while in the OPN KO mice IL-1β levels returned to baseline (Fig 8B). The
expression of OPN in RSV-L19F-infected WT mice was also determined and compared to
mock-infected WT. OPN protein levels were measured by ELISA of lung homogenates. We
observed a significant increase in OPN protein levels at 3 and 5 dpi in WT mice infected with
L19F (Fig 8C). As expected, the levels of OPN were below the detection limit in RSV-L19F or
mock-infected OPN KO mice (Fig 8C). Furthermore, we infected WT mice in increased doses of RSV-L19F (1 or 3 x 106) and
found a significant increase in OPN protein levels that correlated with the increased viral con-
centration used to infect those mice (Fig 9A). We also evaluated the effect of mild or severe
RSV infection in vivo and how it influenced OPN expression. WT mice were infected with
mock, RSV-L19F or rgRSV-A2. Similar to the results found in vitro, WT mice infected with
RSV-L19F exhibited higher OPN protein levels compared to those infected with rgRSV-A2
(Fig 9B). These results suggest that increases in OPN expression levels are tightly associated
with RSV viral loads. Osteopontin and respiratory syncytial virus infection Fig 7. OPN is a marker of high RSV loads in HEp-2 cells. HEp-2 cells were mock-infected or infected with 1 MOI of RSV-L19F or rgRSV-A2. RNA, supernatants and
protein were isolated 24 and 48 hpi. (A) Plaque titers were obtained from supernatants of HEp-2 cells infected with RSV-L19F or rgRSV-A2. (B—D) Expression of Fig 7. OPN is a marker of high RSV loads in HEp-2 cells. HEp-2 cells were mock-infected or infected with 1 MOI of RSV-L19F or rgRSV-A2. RNA, supernatants and
protein were isolated 24 and 48 hpi. (A) Plaque titers were obtained from supernatants of HEp-2 cells infected with RSV-L19F or rgRSV-A2. (B—D) Expression of Fig 7. OPN is a marker of high RSV loads in HEp-2 cells. HEp-2 cells were mock-infected or infected with 1 MOI of RSV-L19F or rgRSV-A2. RNA, supernatants and
protein were isolated 24 and 48 hpi. (A) Plaque titers were obtained from supernatants of HEp-2 cells infected with RSV-L19F or rgRSV-A2. (B—D) Expression of PLOS ONE | https://doi.org/10.1371/journal.pone.0192709
April 20, 2018 13 / 24 PLOS ONE | https://doi.org/10.1371/journal.pone.0192709
April 20, 2018 PLOS ONE | https://doi.org/10.1371/journal.pone.0192709
April 20, 2018 Osteopontin and respiratory syncytial virus infection Osteopontin and respiratory syncytial virus infection Fig 8. RSV replication is diminished in mice lacking OPN (OPN KO). C57BL/6 and OPN KO mice were mock-
infected or infected with 3 x 106 RSV-L19F. Lungs were collected 1, 3 and 5 dpi for protein and RNA extraction. (A)
RSV-N mRNA expression levels were determined by qPCR and results represented as fold-change in expression of
RSV-N mRNA normalized to the control (HPRT). (B and C) Levels of OPN and IL-1β in lung homogenates were
determined by ELISA. BD: Below detection limits. Lung homogenates were obtained from individual mice and not
pooled (n>4 per group). p < 0.01, p < 0.0001. Fig 8. RSV replication is diminished in mice lacking OPN (OPN KO). C57BL/6 and OPN KO mice were mock-
infected or infected with 3 x 106 RSV-L19F. Lungs were collected 1, 3 and 5 dpi for protein and RNA extraction. (A)
RSV-N mRNA expression levels were determined by qPCR and results represented as fold-change in expression of
RSV-N mRNA normalized to the control (HPRT). (B and C) Levels of OPN and IL-1β in lung homogenates were
determined by ELISA. BD: Below detection limits. Lung homogenates were obtained from individual mice and not
pooled (n>4 per group). p < 0.01, p < 0.0001. The induction of OPN is controlled by a variety of cytokines, growth factors and hormones
[40, 46, 47]. A previous study showed that IL-1β dramatically increased OPN expression dur-
ing pulmonary fibrosis through the activation of ERK1/2 but not by JNK pathway [30, 48]. Likewise IL-1β is one of the factors released at sites of injury that contributes to enhanced
OPN expression [49]. RSV infection induces a substantial increase of IL-1β, a pro-inflamma-
tory cytokine known to induce the expression of a plethora of downstream pro-inflammatory
cytokines including OPN, thus resulting in magnification of the inflammatory process [43,
50–52]. We have explored the association between IL-1β and OPN up-regulation during RSV
infection and our data shows that OPN and IL-1β expression leads to increased viral infection. We also show a delay in OPN mRNA expression levels in infected HEK-293 cells compared to
HEp-2 cells, suggesting that the impaired production of IL-1β in HEK-293 cells partially con-
tributes to the reduced expression of OPN in the infected HEK-293. Discussion and conclusions To our knowledge our lab was the first to determine the importance of OPN during RSV infec-
tion, and the results from our in vivo and in vitro experiments in the present study show how
OPN expression is linked with increased susceptibility to RSV infection. The salient findings
of the present studies are as follows: i) RSV infection leads to increased IL-1β and OPN expres-
sion, ii) IL-1β is involved in the regulation of OPN levels during RSV infection, iii) OPN on its
own can enhance RSV infection and contribute to viral spread, and iii) OPN is a predictive
marker of viral loads both in vitro and in vivo. A major finding of our study is that IL-1β is involved in up-regulating OPN expression lev-
els during RSV infection in HEp-2 cells, but the same OPN up-regulation is not observed in
HEK-293 cells which has disrupted expression of IL-1β. Our results suggest that OPN plays an
important role in RSV infection and propagation in vivo and in vitro, and IL-1β amplifies the
inflammatory response by inducing OPN expression, thus resulting in increased viral loads. Our results show that although RSV infection can induce significant OPN expression in the
absence of IL-1β, in the presence of IL-1β it can enhance OPN expression and accelerate the
infection process. PLOS ONE | https://doi.org/10.1371/journal.pone.0192709
April 20, 2018 14 / 24 Osteopontin and respiratory syncytial virus infection 371/journal.pone.0192709
April 20, 2018
15 / 24 PLOS ONE | https://doi.org/10.1371/journal.pone.0192709
April 20, 2018 15 / 24 Osteopontin and respiratory syncytial virus infection leads to a decrease in IL-1β expression that also results in decreased OPN expression and
decreased viral infection. In addition, we have found that OPN on its own can enhance RSV infection. OPN can have
anti- and pro-inflammatory activity; hence it has been associated with physiological and path-
ological conditions [47, 53]. To establish the mechanism for OPN up-regulation and also to
verify that OPN was expressed in human epithelial cells infected with RSV, we infected HEp-2
cells with RSV-L19F and verified through immunostaining, Western blotting and qPCR that
RSV triggers OPN expression. The result that infected cells were found to express more OPN
indicates that RSV infection per se is a major trigger of OPN induction. Also, we found up-reg-
ulation of OPN after infection with UV irradiated-RSV-L19F, while the UV inactivated virus
led to lower expression of OPN protein levels compared to replicating RSV-L19F. We tested if
UV—RSV would similarly affect IL-1β response and we did not find such a response, suggest-
ing that RSV replication was needed for the IL-1β response (S1 Fig). This data also suggests
that OPN is partially regulated by IL-1β during RSV infection. These results indicate that load-
ing more viral proteins and/or nucleic acids potentiates OPN induction even in the absence of
viral replication and suggest that viral replication is required for the overexpression of OPN. Nonetheless, in the absence of RSV replication a small increase in OPN was observed, which
may be attributed to the ssRNA induced innate immune response. We have consistently observed an increase in OPN expression in cells and mice infected
with RSV. In order to evaluate the feedback effect of high OPN levels on RSV infection we
treated HEK-293 with human rOPN during RSV infection. Our results showed that HEK-293
cells treated with human rOPN displayed a dose-dependent increase in viral titers, suggesting
that OPN has a regulatory effect on RSV infection. Moreover, the results of studies on timing
of OPN action show the prominent effect of OPN during the infection process itself. Cells
treated with rOPN during and immediately after the infection yielded higher viral titers, while
cells pre-treated with OPN before the infection did not show a significant difference in viral
titers when compared to RSV infected cells without rOPN treatment. Osteopontin and respiratory syncytial virus infection The increased early OPN
expression in HEK-293 cells treated with rIL-1β proves that the production of OPN is not
intrinsically impaired in HEK-293 cells but instead is dependent on IL-1β signaling. The corre-
lation between increased OPN protein levels and increased RSV viral titers in HEK-293 cells
treated with rIL-1β further confirms the role of these two pro-inflammatory cytokines in the
regulation of RSV infection. Similarly, to rule out other differences between HEK-293 and
HEp-2 cells, we inhibited caspase-I expression in HEp-2 cells and showed that this inhibition Fig 9. OPN expression is a marker of high RSV loads in vivo. (A) C57BL/6 mice were mock-infected or infected with 1 or 3 x 106 RSV-L19F. (B) C57BL/6 mice were
mock-infected or infected with 3 x 106 RSV-L19F or rgRSV-A2. (A-B) Lungs were collected 3 dpi for protein isolation and levels of OPN in lung homogenates were
determined by ELISA. Lung homogenates were obtained from individual mice and not pooled (n>4 per group). p < 0.05, p < 0.01, p < 0.0001. https://doi.org/10.1371/journal.pone.0192709.g009 Fig 9. OPN expression is a marker of high RSV loads in vivo. (A) C57BL/6 mice were mock-infected or infected with 1 or 3 x 106 RSV-L19F. (B) C57BL/6 mice were
mock-infected or infected with 3 x 106 RSV-L19F or rgRSV-A2. (A-B) Lungs were collected 3 dpi for protein isolation and levels of OPN in lung homogenates were
determined by ELISA. Lung homogenates were obtained from individual mice and not pooled (n>4 per group). p < 0.05, p < 0.01, p < 0.0001. https://doi.org/10.1371/journal.pone.0192709.g009 PLOS ONE | https://doi.org/10.1371/journal.pone.0192709
April 20, 2018 16 / 24 This suggests that OPN
mediates increased entry and/or assembly of the virus leading to a significant increase in pla-
que viral titers. Further, cells treated with rOPN became infected with RSV at a significantly higher rate
than untreated cells. Also, HEp-2 highly expressing the OPN receptor CD44 showed a higher
percent of infected cells compared to HEK-293 cells whose expression of CD44 is lower. Although the basis of OPN regulation of RSV entry and/or assembly remains unclear, one pos-
sibility is that OPN modulates the fusion process itself, thus aiding virus entry. This idea is sup-
ported by the observation that the OPN receptor (CD44) co-localizes with RSV F protein and
results in viral filament formation and syncytia formation which benefit the infectious process
[54]. Additionally, the decrease we observed in RSV-positive cells after CD44 receptor neutral-
ization evidenced that any manipulation of components of the lipid rafts which disrupts CD44
signaling could negatively affect the infection process; thus our results suggest that the interac-
tion of proteins at the lipid rafts, like OPN and its receptor (CD44), could favor the infection
process. Also, CD44 is expressed in a variety of immune cells, thus it is likely that the interac-
tion of OPN-CD44 during RSV infection may play a role in modulating both innate and the
adaptive immune response, which in turn plays a role in RSV clearance. Further, cells treated with rOPN became infected with RSV at a significantly higher rate
than untreated cells. Also, HEp-2 highly expressing the OPN receptor CD44 showed a higher
percent of infected cells compared to HEK-293 cells whose expression of CD44 is lower. Moreover, we found that OPN is a predictive marker of severe RSV infection. A compara-
tive analysis of virus infection, IL-1β, OPN and IFN-β expression by two RSV strains (lab iso-
late rA2 versus a mucogenic strain RSV-L19F) showed that OPN expression was significantly
higher in RSV-L19F compared to rA2 infected cells. Also, our in vivo studies in a mouse model
of RSV infection showed that IL-1β expression preceded OPN expression in WT mice after
RSV infection. Importantly, we found a significant difference in infection at 5 dpi, where WT 17 / 24 PLOS ONE | https://doi.org/10.1371/journal.pone.0192709
April 20, 2018 Osteopontin and respiratory syncytial virus infection Fig 10. Model for the role of OPN during RSV infection. (Left panel) OPN-independent model. During RSV infection, the virus is recognized by the host cells
through PRR (TLR-3, RIG-I, TLR-7); recognition of the virus leads to activation of innate immune response which leads to release of anti-viral and pro-inflammatory
cytokines like IFN-β and IL-1β. Expression of IL-1β leads to up-regulation of OPN whereas expression of IFN-β down-regulates OPN expression. (Right panel) OPN-
dependent model. Fusion of RSV is accelerated in the presence of OPN and its receptor (CD44), thus leading to increased number of infected cells which results in
increased viral loads. Fig 10. Model for the role of OPN during RSV infection. (Left panel) OPN-independent model. During RSV infection, the virus is recognized by the host cells
through PRR (TLR-3, RIG-I, TLR-7); recognition of the virus leads to activation of innate immune response which leads to release of anti-viral and pro-inflammatory
cytokines like IFN-β and IL-1β. Expression of IL-1β leads to up-regulation of OPN whereas expression of IFN-β down-regulates OPN expression. (Right panel) OPN-
dependent model. Fusion of RSV is accelerated in the presence of OPN and its receptor (CD44), thus leading to increased number of infected cells which results in
increased viral loads https://doi.org/10.1371/journal.pone.0192709.g010 https://doi.org/10.1371/journal.pone.0192709.g010 infected mice exhibited increases in RSV-N gene amplification compared to OPN KO mice. This data is consistent with a previous study done by our lab where we found decreased viral
titers from lung homogenates and fewer RSV-positive lung cells in the OPN KO mice infected
with RSV compared to WT mice [28]. Further, these results are consistent with reports of
increased levels of OPN positively correlated with severity of lung inflammation [55–59]. OPN
up-regulation in serum and tissue samples from chronic rhinosinusitis and allergic patients
also correlated with severity of disease [55, 60, 61]. In agreement with these studies, a recent
paper found a positive correlation between increased levels of OPN in human serum and dis-
ease severity in influenza patients [62]. Our in vitro finding suggests that IFN-β reduces the
viral infection resulting in decreased IL-1 β and OPN expression and is consistent with previ-
ous reports where RSV-A2 infection resulted in significantly higher expression of IFN-α than
RSV-L19F in human epithelial cells and BALB/c mice [45, 63]. Additional studies have
reported decreased OPN levels in serum samples from multiple sclerosis patients treated with
IFN-β, supporting this IFN-β dependent mechanism of OPN regulation [64–66]. PLOS ONE | https://doi.org/10.1371/journal.pone.0192709
April 20, 2018 Supporting information S1 Fig. IL-1β mRNA expression in UV-inactivated or native RSV-L19F HEp-2 infected
cells. HEp-2 cells were infected with 1 MOI of UV-irradiated or native RSV-L19F. RNA was
isolated at 24, 48 and 72 hpi. Expression levels of IL-1β were determined by qPCR. Results are
presented as fold-change in expression of IL-1β mRNA normalized to the control (HPRT). (DOCX) Osteopontin and respiratory syncytial virus infection Proper control of the inflammatory response is required not only for effective viral clear-
ance but also for prevention of subsequent complications caused by imbalanced immune
response and exaggerated inflammation during RSV infection [70]. It has been suggested that
the severity of the disease caused by RSV is not only controlled by replication of the virus but
also by the host inflammatory response. Therefore, these two factors together could help us
predict the severity of the disease and perhaps establish new treatments aiming to control
infection and inflammation [71–73]. An accurate profiling of inflammatory mediators is a
promising strategy to explore RSV physiopathology that could contribute to a better manage-
ment of RSV disease. Together, the results of these studies have pointed to the role of OPN
during the first cycle of RSV infection (OPN-independent cycle), where the viral nucleic acid
is recognized by PRR, thus leading to IL-1β expression and subsequently to OPN up-regula-
tion. Therefore, a second replication cycle of the virus would be OPN-dependent; the interac-
tion of OPN and its receptor (CD44) would result in an increased viral fusion to subsequent
host cells that could result in increased number of infected cells and therefore viral production
(Fig 10). In conclusion, our studies suggest that IL-1β positively regulates OPN expression in the
context of RSV infection. We also recognize that there could be other contributing factors like
viral proteins or other cytokines found up-regulated after RSV infection that will control OPN
expression. Also, increased levels of OPN protein are sufficient to increase viral loads, thus
influencing the onset and severity of infection. Thus, we show that OPN could be used as a
marker of severe infection or higher RSV loads. The knowledge acquired from this research
could be used in the future to develop new drug targets for treatment and/or prophylaxis of
RSV infection since it may lead to development of pharmacological strategies that allow for
regulation of OPN expression during infection. Acknowledgments We would like to thank Dr. Martin L Moore (Emory University, Atlanta, Georgia, USA) and
Dr. Mark Peeples (Nationwide Children’s Hospital, Columbus, Ohio, USA) for providing the
RSV-L19F and rgRSV-A2. We also thank Dr. Gary Hellerman and Dr. Homero San Juan for a
critical reading of the manuscript and suggestions. Appreciation is given to Dr. Sandhya Boya-
palle and Dr. Terianne Wong for their advice and feedback. The authors would like to
acknowledge Ms. Christen Bouchard for assistance in preparation of the manuscript. Also, an
inverse relationship between IFN-β and OPN expression reported in recent data indicates that
the fusion protein of the virus could directly modulate type I IFN expression and that the
increase in viral loads after RSV-L19F infection lead to higher expression levels of viral non-
structural proteins (NS1 and NS2) that are known to disrupt type I IFN response and therefore
may act to increase OPN [45, 67–69]. Together, these pathophysiological differences between
non-severe and severe RSV strains suggest that OPN could be used as a marker of severe RSV
infection. 18 / 24 PLOS ONE | https://doi.org/10.1371/journal.pone.0192709
April 20, 2018 References 1. Piedimonte G, Perez MK. Alternative mechanisms for respiratory syncytial virus (RSV) infection and
persistence: could RSV be transmitted through the placenta and persist into developing fetal lungs? Current Opinion in Pharmacology. 2014; 16(0):82–8. http://dx.doi.org/10.1016/j.coph.2014.03.008. 2. Hall CB, Walsh EE, Long CE, Schnabel KC. Immunity to and Frequency of Reinfection with Respiratory
Syncytial Virus. Journal of Infectious Diseases. 1991; 163(4):693–8. https://doi.org/10.1093/infdis/163. 4.693 PMID: 2010624 3. Scott PD, Ochola R, Ngama M, Okiro EA, James Nokes D, Medley GF, et al. Molecular Analysis of
Respiratory Syncytial Virus Reinfections in Infants from Coastal Kenya. Journal of Infectious Diseases. 2006; 193(1):59–67. https://doi.org/10.1086/498246 PMID: 16323133 4. Borchers AT, Chang C, Gershwin ME, Gershwin LJ. Respiratory Syncytial Virus—A Comprehensive
Review. Clinical Reviews in Allergy & Immunology. 2013; 45(3):331–79. https://doi.org/10.1007/
s12016-013-8368-9 PMID: 23575961 5. Collins PL, Graham BS. Viral and Host Factors in Human Respiratory Syncytial Virus Pathogenesis. Journal of Virology. 2008; 82(5):2040–55. https://doi.org/10.1128/JVI.01625-07 PMID: 17928346 6. Riccetto AGL, Ribeiro JD, Silva MTNd, Almeida RSd, Arns CW, Baracat ECE. Respiratory syncytial
virus (RSV) in infants hospitalized for acute lower respiratory tract disease: incidence and associated
risks. Brazilian Journal of Infectious Diseases. 2006; 10:357–61. PMID: 17293926 7. Wu P, Hartert TV. Evidence for a causal relationship between respiratory syncytial virus infection and
asthma. Expert review of anti-infective therapy. 2011; 9(9):731–45. https://doi.org/10.1586/eri.11.92
PMC3215509. PMID: 21905783 8. Han J, Takeda K, Gelfand EW. The Role of RSV Infection in Asthma Initiation and Progression: Find-
ings in a Mouse Model. Pulmonary Medicine. 2011;2011. https://doi.org/10.1155/2011/748038 PMID:
21766019 9. Falsey AR, Walsh EE. Respiratory syncytial virus infection in elderly adults. Drugs & aging. 2005; 22
(7):577–87. Epub 2005/07/26. PMID: 16038573. 10. Han LL, Alexander JP, Anderson LJ. Respiratory Syncytial Virus Pneumonia among the Elderly: An
Assessment of Disease Burden. The Journal of Infectious Diseases. 1999; 179(1):25–30. https://doi. org/10.1086/314567 PMID: 9841818 11. Falsey AR, Hennessey PA, Formica MA, Cox C, Walsh EE. Respiratory Syncytial Virus Infection in
Elderly and High-Risk Adults. New England Journal of Medicine. 2005; 352(17):1749–59. https://doi. org/10.1056/NEJMoa043951 PMID: 15858184. 12. Lee JY, Chang J. Universal vaccine against respiratory syncytial virus A and B subtypes. PLoS One. 2017; 12(4):e0175384. Epub 2017/04/07. https://doi.org/10.1371/journal.pone.0175384 PMID:
28384263. 13. Cheung MB, Sampayo-Escobar V, Green R, Moore ML, Mohapatra S, Mohapatra SS. Respiratory Syn-
cytial Virus-Infected Mesenchymal Stem Cells Regulate Immunity via Interferon Beta and Indoleamine-
2,3-Dioxygenase. PLOS ONE. 2016; 11(10):e0163709. https://doi.org/10.1371/journal.pone.0163709
PMID: 27695127 14. Openshaw PJM. Author Contributions Conceptualization: Viviana Sampayo-Escobar, Subhra Mohapatra, Shyam S. Mohapatra. Funding acquisition: Subhra Mohapatra, Shyam S. Mohapatra. Investigation: Viviana Sampayo-Escobar, Ryan Green, Michael B. Cheung, Raminder Bedi. Methodology: Viviana Sampayo-Escobar, Subhra Mohapatra, Shyam S. Mohapatra. P
j
t d
i i t
ti
S bh
M h
t
Sh
S M h
t Project administration: Subhra Mohapatra, Shyam S. Mohapatra. 19 / 24 PLOS ONE | https://doi.org/10.1371/journal.pone.0192709
April 20, 2018 Osteopontin and respiratory syncytial virus infection Validation: Viviana Sampayo-Escobar, Ryan Green, Michael B. Cheung. Validation: Viviana Sampayo-Escobar, Ryan Green, Michael B. Cheung. Validation: Viviana Sampayo-Escobar, Ryan Green, Michael B. Cheung. Writing – original draft: Viviana Sampayo-Escobar. Writing – original draft: Viviana Sampayo-Escobar. Writing – review & editing: Viviana Sampayo-Escobar, Ryan Green, Subhra Mohapatra,
Shyam S. Mohapatra. References Antiviral Immune Responses and Lung Inflammation after Respiratory Syncytial Virus
Infection. Proceedings of the American Thoracic Society. 2005; 2(2):121–5. https://doi.org/10.1513/
pats.200504-032AW PMID: 16113479 15. Openshaw PJM, Tregoning JS. Immune Responses and Disease Enhancement during Respiratory
Syncytial Virus Infection. Clinical Microbiology Reviews. 2005; 18(3):541–55. https://doi.org/10.1128/
CMR.18.3.541-555.2005 PMC1195968. PMID: 16020689 16. Rosenberg HF, Domachowske JB. Inflammatory Responses to Respiratory Syncytial Virus (RSV)
Infection and the Development of Immunomodulatory Pharmacotherapeutics. Current Medicinal Chem-
istry. 2012; 19(10):1424–31. http://dx.doi.org/10.2174/092986712799828346. PMID: 22360479 PLOS ONE | https://doi.org/10.1371/journal.pone.0192709
April 20, 2018 20 / 24 Osteopontin and respiratory syncytial virus infection 17. Tregoning JS, Schwarze J. Respiratory Viral Infections in Infants: Causes, Clinical Symptoms, Virology,
and Immunology. Clinical Microbiology Reviews. 2010; 23(1):74–98. https://doi.org/10.1128/CMR. 00032-09 PMID: 20065326 18. Matsuse H, Behera AK, Kumar M, Rabb H, Lockey RF, Mohapatra SS. Recurrent Respiratory Syncytial
Virus Infections in Allergen-Sensitized Mice Lead to Persistent Airway Inflammation and Hyperrespon-
siveness. The Journal of Immunology. 2000; 164(12):6583–92. https://doi.org/10.4049/jimmunol.164. 12.6583 PMID: 10843718 19. Wang J, Wu J, Kong L, Nurahmat M, Chen M, Luo Q, et al. BuShenYiQi Formula strengthens Th1
response and suppresses Th2-Th17 responses in RSV-induced asthma exacerbated mice. Journal of
Ethnopharmacology. 2014; 154(1):131–47. http://dx.doi.org/10.1016/j.jep.2014.03.041. PMID:
24704667 20. Murray CS, Simpson A, Custovic A. Allergens, Viruses, and Asthma Exacerbations. Proceedings of the
American Thoracic Society. 2004; 1(2):99–104. https://doi.org/10.1513/pats.2306027 PMID: 16113420 21. Szabo SM, Levy AR, Gooch KL, Bradt P, Wijaya H, Mitchell I. Elevated risk of asthma after hospitaliza-
tion for respiratory syncytial virus infection in infancy. Paediatric Respiratory Reviews. 2013; 13, Supple-
ment 2(0):S9–S15. http://dx.doi.org/10.1016/S1526-0542(12)70161-6. 22. Bardin PG, Johnston SL, Pattemore PK. Viruses as precipitants of asthma symptoms II. Physiology
and mechanisms. Clinical & Experimental Allergy. 1992; 22(9):809–22. https://doi.org/10.1111/j.1365-
2222.1992.tb02825.x 23. Willson DF, Landrigan CP, Horn SD, Smout RJ. Complications in infants hospitalized for bronchiolitis or
respiratory syncytial virus pneumonia. The Journal of Pediatrics. 2003; 143(5, Supplement):142–9. http://dx.doi.org/10.1067/S0022-3476(03)00514-6. 24. Bertrand P, Lay MK, Piedimonte G, Brockmann PE, Palavecino CE, Herna´ndez J, et al. Elevated IL-3
and IL-12p40 levels in the lower airway of infants with RSV-induced bronchiolitis correlate with recurrent
wheezing. Cytokine. 2015; 76(2):417–23. http://dx.doi.org/10.1016/j.cyto.2015.07.017 PMID:
26299549 25. Mohapatra SS, Boyapalle S. Epidemiologic, Experimental, and Clinical Links between Respiratory Syn-
cytial Virus Infection and Asthma. Clinical Microbiology Reviews. 2008; 21(3):495–504. https://doi.org/
10.1128/CMR.00054-07 PMC2493089. PMID: 18625684 26. Takeuchi O, Akira S. Innate immunity to virus infection. Immunological Reviews. 2009; 227(1):75–86. https://doi.org/10.1111/j.1600-065X.2008.00737.x PMID: 19120477 27. Seth RB, Sun L, Ea C-K, Chen ZJ. PLOS ONE | https://doi.org/10.1371/journal.pone.0192709
April 20, 2018 References Effects of osteopontin-
enriched formula on lymphocyte subsets in the first six months of life: A randomized controlled trial. Pediatric research. 2017. Epub 2017/03/30. https://doi.org/10.1038/pr.2017.77 PMID: 28355198. 39. Senbanjo LT, Chellaiah MA. CD44: A Multifunctional Cell Surface Adhesion Receptor Is a Regulator of
Progression and Metastasis of Cancer Cells. Frontiers in Cell and Developmental Biology. 2017; 5(18). https://doi.org/10.3389/fcell.2017.00018 PMID: 28326306 40. Wang KX, Denhardt DT. Osteopontin: Role in immune regulation and stress responses. Cytokine &
Growth Factor Reviews. 2008; 19(5–6):333–45. http://dx.doi.org/10.1016/j.cytogfr.2008.08.001. 41. Sodek J, Ganss B, McKee MD. Osteopontin. Critical Reviews in Oral Biology & Medicine. 2000; 11
(3):279–303. 42. Ashkar S, Weber GF, Panoutsakopoulou V, Sanchirico ME, Jansson M, Zawaideh S, et al. Eta-1
(Osteopontin): An Early Component of Type-1 (Cell-Mediated) Immunity. Science. 2000; 287
(5454):860–4. PMID: 10657301 43. Segovia J, Sabbah A, Mgbemena V, Tsai S-Y, Chang T-H, Berton MT, et al. TLR2/MyD88/NF-?B Path-
way, Reactive Oxygen Species, Potassium Efflux Activates NLRP3/ASC Inflammasome during Respi-
ratory Syncytial Virus Infection. PLoS ONE. 2012; 7(1):e29695. https://doi.org/10.1371/journal.pone. 0029695 PMID: 22295065 44. Denhardt DT, Guo X. Osteopontin: a protein with diverse functions. The FASEB Journal. 1993; 7
(15):1475–82. PMID: 8262332 45. Moore ML, Chi MH, Luongo C, Lukacs NW, Polosukhin VV, Huckabee MM, et al. A Chimeric A2 Strain
of Respiratory Syncytial Virus (RSV) with the Fusion Protein of RSV Strain Line 19 Exhibits Enhanced
Viral Load, Mucus, and Airway Dysfunction. Journal of Virology. 2009; 83(9):4185–94. https://doi.org/
10.1128/JVI.01853-08 PMID: 19211758 46. Weber GF. The metastasis gene osteopontin: a candidate target for cancer therapy. Biochimica et Bio-
physica Acta (BBA)—Reviews on Cancer. 2001; 1552(2):61–85. http://dx.doi.org/10.1016/S0304-419X
(01)00037-3. 47. Lund SA, Giachelli CM, Scatena M. The role of osteopontin in inflammatory processes. Journal of Cell
Communication and Signaling. 2009; 3(3–4):311–22. https://doi.org/10.1007/s12079-009-0068-0
PMC2778587. PMID: 19798593 48. Denhardt DT, Noda M. Osteopontin expression and function: Role in bone remodeling. Journal of Cellu-
lar Biochemistry. 1998; 72(S30–31):92–102. https://doi.org/10.1002/(SICI)1097-4644(1998)72:30/31
+<92::AID-JCB13>3.0.CO;2-A 49. Serlin DM, Kuang PP, Subramanian M, O’Regan A, Li X, Berman JS, et al. Interleukin-1beta induces
osteopontin expression in pulmonary fibroblasts. J Cell Biochem. 2006; 97(3):519–29. Epub 2005/10/
08. https://doi.org/10.1002/jcb.20661 PMID: 16211580. 50. Triantafilou K, Kar S, Vakakis E, Kotecha S, Triantafilou M. Human respiratory syncytial virus viroporin
SH: a viral recognition pathway used by the host to signal inflammasome activation. Thorax. 2013; 68
(1):66–75. https://doi.org/10.1136/thoraxjnl-2012-202182 PMID: 23229815 51. Guerrero-Plata A, Casola A, Garofalo RP. References Identification and Characterization of MAVS, a Mitochondrial Antivi-
ral Signaling Protein that Activates NF-κB and IRF3. Cell. 2005; 122(5):669–82. http://dx.doi.org/10. 1016/j.cell.2005.08.012. PMID: 16125763 28. Wong TM, Boyapalle S, Sampayo V, Nguyen HD, Bedi R, Kamath SG, et al. Respiratory Syncytial
Virus (RSV) Infection in Elderly Mice Results in Altered Antiviral Gene Expression and Enhanced
Pathology. PLoS ONE. 2014; 9(2):e88764. https://doi.org/10.1371/journal.pone.0088764 PMID:
24558422 29. Kahles F, Findeisen HM, Bruemmer D. Osteopontin: A novel regulator at the cross roads of inflamma-
tion, obesity and diabetes. Molecular Metabolism. 2014; 3(4):384–93. http://dx.doi.org/10.1016/j. molmet.2014.03.004. PMID: 24944898 30. Serlin DM, Kuang PP, Subramanian M, O’Regan A, Li X, Berman JS, et al. Interleukin-1β induces
osteopontin expression in pulmonary fibroblasts. Journal of Cellular Biochemistry. 2006; 97(3):519–29. https://doi.org/10.1002/jcb.20661 PMID: 16211580 31. Konno S, Kurokawa M, Uede T, Nishimura M, Huang SK. Role of osteopontin, a multifunctional protein,
in allergy and asthma. Clinical & Experimental Allergy. 2011; 41(10):1360–6. https://doi.org/10.1111/j. 1365-2222.2011.03775.x PMID: 21623969 32. Pagel C, Wasgewatte Wijesinghe D, Taghavi Esfandouni N, Mackie E. Osteopontin, inflammation and
myogenesis: influencing regeneration, fibrosis and size of skeletal muscle. J Cell Commun Signal. 2014; 8(2):95–103. https://doi.org/10.1007/s12079-013-0217-3 PMID: 24318932 33. Denhardt DT, Noda M, x, Regan AW, Pavlin D, Berman JS. Osteopontin as a means to cope with envi-
ronmental insults: regulation of inflammation, tissue remodeling, and cell survival. The Journal of Clini-
cal Investigation. 107(9):1055–61. https://doi.org/10.1172/JCI12980 PMID: 11342566 34. Rittling SR, Denhardt DT. Osteopontin Function in Pathology: Lessons from Osteopontin-Deficient
Mice. Nephron Experimental Nephrology. 1999; 7(2):103–13. 35. van der Windt GJ, Hoogerwerf JJ, de Vos AF, Florquin S, van der Poll T. Osteopontin promotes host
defense during Klebsiella pneumoniae-induced pneumonia. The European respiratory journal. 2010; 36
(6):1337–45. Epub 2010/04/10. https://doi.org/10.1183/09031936.00002710 PMID: 20378602. 21 / 24 PLOS ONE | https://doi.org/10.1371/journal.pone.0192709
April 20, 2018 Osteopontin and respiratory syncytial virus infection 36. Abel B, Freigang S, Bachmann MF, Boschert U, Kopf M. Osteopontin Is Not Required for the Develop-
ment of Th1 Responses and Viral Immunity. The Journal of Immunology. 2005; 175(9):6006–13. https://doi.org/10.4049/jimmunol.175.9.6006 PMID: 16237095 37. Kang CG, Im E, Lee HJ, Lee EO. Plumbagin reduces osteopontin-induced invasion through inhibiting
the Rho-associated kinase signaling pathway in A549 cells and suppresses osteopontin-induced lung
metastasis in BalB/c mice. Bioorganic & medicinal chemistry letters. 2017. Epub 2017/04/01. https://
doi.org/10.1016/j.bmcl.2017.03.047 PMID: 28359791. 38. West CE, Kvistgaard AS, Peerson JM, Donovan SM, Peng YM, Lonnerdal B. References Human Metapneumovirus Induces a Profile of Lung Cyto-
kines Distinct from That of Respiratory Syncytial Virus. Journal of Virology. 2005; 79(23):14992–7. https://doi.org/10.1128/JVI.79.23.14992-14997.2005 PMID: 16282501 52. Blanco JCG, Richardson JY, Darnell MER, Rowzee A, Pletneva L, Porter DD, et al. Cytokine and che-
mokine gene expression after primary and secondary respiratory syncytial virus infection in cotton rats. Journal of Infectious Diseases. 2002; 185(12):1780–5. https://doi.org/10.1086/340823 PMID:
12085325 53. Xanthou G, Alissafi T, Semitekolou M, Simoes DCM, Economidou E, Gaga M, et al. Osteopontin has a
crucial role in allergic airway disease through regulation of dendritic cell subsets. Nat Med. 2007; 13
(5):570–8. https://doi.org/10.1038/nm1580 PMID: 17435770 54. McCurdy LH, Graham BS. Role of Plasma Membrane Lipid Microdomains in Respiratory Syncytial
Virus Filament Formation. Journal of Virology. 2003; 77(3):1747–56. https://doi.org/10.1128/JVI.77.3. 1747-1756.2003 PMC140864. PMID: 12525608 22 / 24 PLOS ONE | https://doi.org/10.1371/journal.pone.0192709
April 20, 2018 Osteopontin and respiratory syncytial virus infection 55. Samitas K, Zervas E, Vittorakis S, Semitekolou M, Alissafi T, Bossios A, et al. Osteopontin expression
and relation to disease severity in human asthma. European Respiratory Journal. 2011; 37(2):331–41. https://doi.org/10.1183/09031936.00017810 PMID: 20562127 56. Akelma AZ, Cizmeci MN, Kanburoglu MK, Bozkaya D, Catal F, Mete E, et al. Elevated level of serum
osteopontin in school-age children with asthma. Allergologia et Immunopathologia. (0). http://dx.doi. org/10.1016/j.aller.2013.01.009. 57. Liu W, Xia W, Fan Y, Wang H, Zuo K, Lai Y, et al. Elevated serum osteopontin level is associated with
blood eosinophilia and asthma comorbidity in patients with allergic rhinitis. Journal of Allergy and Clini-
cal Immunology. 2012; 130(6):1416–8.e6. http://dx.doi.org/10.1016/j.jaci.2012.06.010. PMID:
22846382 58. Akelma AZ, Cizmeci MN, Kanburoglu MK, Bozkaya D, Catal F, Mete E, et al. Elevated level of serum
osteopontin in school-age children with asthma. Allergologia et Immunopathologia. 2014; 42(04):275–
81. 59. Oh K, Seo MW, Kim YW, Lee DS. Osteopontin Potentiates Pulmonary Inflammation and Fibrosis by
Modulating IL-17/IFN-gamma-secreting T-cell Ratios in Bleomycin-treated Mice. Immune network. 2015; 15(3):142–9. Epub 2015/07/04. https://doi.org/10.4110/in.2015.15.3.142 PMID: 26140046;
PubMed Central PMCID: PMCPMC4486777. 60. Lu X, Zhang XH, Wang H, Long XB, You XJ, Gao QX, et al. Expression of osteopontin in chronic rhinosi-
nusitis with and without nasal polyps. Allergy. 2009; 64(1):104–11. https://doi.org/10.1111/j.1398-9995. 2008.01829.x PMID: 19076536 61. Liu W, Zeng Q, Luo R. Correlation between Serum Osteopontin and miR-181a Levels in Allergic Rhinitis
Children. Mediators of Inflammation. 2016; 2016:6. https://doi.org/10.1155/2016/9471215 PMID:
27199509 62. Zhu Y, Wei Y, Chen J, Cui G, Ding Y, Kohanawa M, et al. 73.
Schwarze J, O’Donnell DR, Rohwedder A, Openshaw PJM. Latency and Persistence of Respiratory
Syncytial Virus Despite T Cell Immunity. American Journal of Respiratory and Critical Care Medicine.
2004; 169(7):801–5. https://doi.org/10.1164/rccm.200308-1203OC PMID: 14742302 References Osteopontin Exacerbates Pulmonary Damage
in Influenza-Induced Lung Injury. Japanese Journal of Infectious Diseases. 2015; 68(6):467–73. https://
doi.org/10.7883/yoken.JJID.2014.467 PMID: 25866117 63. Schlender J, Hornung V, Finke S, Gu¨nthner-Biller M, Marozin S, Brzo´zka K, et al. Inhibition of Toll-Like
Receptor 7- and 9-Mediated Alpha/Beta Interferon Production in Human Plasmacytoid Dendritic Cells
by Respiratory Syncytial Virus and Measles Virus. Journal of Virology. 2005; 79(9):5507–15. https://doi. org/10.1128/JVI.79.9.5507-5515.2005 PMID: 15827165 64. Chen M, Chen G, Nie H, Zhang X, Niu X, Zang YC, et al. Regulatory effects of IFN-beta on production
of osteopontin and IL-17 by CD4+ T Cells in MS. European journal of immunology. 2009; 39(9):2525–
36. Epub 2009/08/12. https://doi.org/10.1002/eji.200838879 PMID: 19670379. 65. Comabella M, Pericot I, Goertsches R, Nos C, Castillo M, Blas Navarro J, et al. Plasma osteopontin lev-
els in multiple sclerosis. Journal of Neuroimmunology. 158(1):231–9. https://doi.org/10.1016/j. jneuroim.2004.09.004 PMID: 15589058 66. Coclet-Ninin J, Dayer JM, Burger D. Interferon-beta not only inhibits interleukin-1beta and tumor necro-
sis factor-alpha but stimulates interleukin-1 receptor antagonist production in human peripheral blood
mononuclear cells. European cytokine network. 1997; 8(4):345–9. Epub 1998/02/12. PMID: 9459613. 67. Lo MS, Brazas RM, Holtzman MJ. Respiratory Syncytial Virus Nonstructural Proteins NS1 and NS2
Mediate Inhibition of Stat2 Expression and Alpha/Beta Interferon Responsiveness. Journal of Virology. 2005; 79(14):9315–9. https://doi.org/10.1128/JVI.79.14.9315-9319.2005 PMC1168759. PMID:
15994826 68. Boyapalle S, Wong T, Garay J, Teng M, San Juan-Vergara H, Mohapatra S, et al. Respiratory Syncytial
Virus NS1 Protein Colocalizes with Mitochondrial Antiviral Signaling Protein MAVS following Infection. PLoS ONE. 2012; 7(2):e29386. https://doi.org/10.1371/journal.pone.0029386 PMID: 22383950 69. Ling Z, Tran KC, Teng MN. Human Respiratory Syncytial Virus Nonstructural Protein NS2 Antagonizes
the Activation of Beta Interferon Transcription by Interacting with RIG-I. Journal of Virology. 2009; 83
(8):3734–42. https://doi.org/10.1128/JVI.02434-08 PMID: 19193793 70. Mejı´as A, Cha´vez-Bueno S, Rı´os AM, Saavedra-Lozano J, Fonseca Aten M, Hatfield J, et al. Anti-
Respiratory Syncytial Virus (RSV) Neutralizing Antibody Decreases Lung Inflammation, Airway
Obstruction, and Airway Hyperresponsiveness in a Murine RSV Model. Antimicrobial Agents and Che-
motherapy. 2004; 48(5):1811–22. https://doi.org/10.1128/AAC.48.5.1811-1822.2004 PMC400529. PMID: 15105140 71. Varga SM, Braciale TJ. RSV-Induced Immunopathology: Dynamic Interplay between the Virus and
Host Immune Response. Virology. 2002; 295(2):203–7. http://dx.doi.org/10.1006/viro.2002.1382. PMID: 12033778 72. DeVincenzo JP. A New Direction in Understanding the Pathogenesis of Respiratory Syncytial Virus
Bronchiolitis: How Real Infants Suffer. Journal of Infectious Diseases. 2007; 195(8):1084–6. https://doi. PLOS ONE | https://doi.org/10.1371/journal.pone.0192709
April 20, 2018 Osteopontin and respiratory syncytial virus infection References org/10.1086/512622 PMID: 17357042 23 / 24 PLOS ONE | https://doi.org/10.1371/journal.pone.0192709
April 20, 2018 Osteopontin and respiratory syncytial virus infection Osteopontin and respiratory syncytial virus infection 24 / 24
|
https://openalex.org/W2755327986
|
https://www.epj-conferences.org/articles/epjconf/pdf/2017/15/epjconf-nd2016_11024.pdf
|
English
| null |
Measurement of the neutron capture resonances for platinum using the Ge spectrometer and pulsed neutron beam at the J-PARC/MLF/ANNRI
|
EPJ web of conferences
| 2,017
|
cc-by
| 2,282
|
Measurement of the neutron capture resonances for platinum
using the Ge spectrometer and pulsed neutron beam at the
J-PARC/MLF/ANNRI Koichi Kino1,a, Hiroyuki Hasemi2, Atsushi Kimura3, and Yoshiaki Kiyanagi4 1 National Institute of Advanced Industrial Science and Technology, Research Institute for Measurement and Analyt
Instrumentation, 1-1-1 Umezono Tsukuba Ibaraki, Japan 1 National Institute of Advanced Industrial Science and Technology, Research Institute for Measurement and Analytical
Instrumentation, 1-1-1 Umezono Tsukuba Ibaraki, Japan
2 Hokkaido University, Faculty of Engineering, Kita13 Nishi8 Kita-ku Sapporo, Japan 2 Hokkaido University, Faculty of Engineering, Kita13 Nishi8 Kita-ku Sapporo, Japan 3 Japan Atomic Energy Agency, 2-4 Shirakata Shirane Tokai Naka Ibaraki, Japan 4 Nagoya University, Graduate School of Engineering, Furo-cho Chikusa-ku Nagoya, Japa Abstract. The neutron capture cross-section for platinum was measured at J-PARC/MLF/ANNRI. The
intense pulsed neutron beam was impinging on a natural platinum foil sample and the emitted prompt
γ -rays were detected by a Ge spectrometer. The peak energies of the low energy resonances for natural
platinum are consistent with those of the JEFF-3.1.2, RUSFOND2010 and next-JENDL data libraries except
for the 20-eV resonance. The resonance cross-sections of the next-JENDL library do not contradict the present
measurements within the uncertainty of the absolute value of the present work. We analysed the prompt γ -ray
spectrum and found a clear 7921.93 keV peak that originates from the transition from the 196Pt compound
state to its ground state. The neutron capture cross-section for 195Pt was obtained by choosing events of
this peak. The peak energies of most of the low energy resonances are almost consistent with those of the
RUSFOND2010 and next-JENDL libraries. However, there was a disagreement for the 20-eV resonance. DOI: 10.1051/epjconf/201714611024 DOI: 10.1051/epjconf/201714611024 EPJ Web of Conferences 146, 11024 (2017)
ND2016 EPJ Web of Conferences 146, 11024 (2017)
ND2016 1. Introduction other hand, JENDL aims at a complete library by adding
elements whose importance is not high for nuclear energy
applications. Very recently, K. Shibata published an article
of the evaluation on platinum for the next version of the
JENDL general-purpose file [8]. Platinum is one of the most important elements in our
society and is widely used as a catalyst. For example, it is
used to purify car exhaust gases and generate electricity in
fuel cells. However, in car exhaust applications platinum’s
activity as a catalyst deteriorates due to coupling to sulphur
compounds. In the case of the fuel cell, deterioration
occurs due to coupling to carbon monoxide. In order to
investigate and improve these applications, non-destructive
imaging methods may be useful. One such method is neu-
tron resonance absorption spectroscopy (N-RAS) [1,2]. This method is based on the irradiation of a sample by a
pulsed neutron beam. By using a position sensitive neutron
detector, atomic density and temperature can be obtained
as images. The purpose of this work is to measure the low energy
resonances for platinum experimentally. As a first step,
we performed a capture cross-section measurement using
the Accurate Neutron-Nucleus Reaction Measurement
Instrument (ANNRI) [9] in the Material and Life-
science Experimental Facility (MLF) at the Japan Proton
Accelerator Research Complex (J-PARC). © The Authors, published by EDP Sciences. This is an Open Access article distributed under the terms of the Creative Commons Attribution License 4.0
(http://creativecommons.org/licenses/by/4.0/). a e-mail: koichi.kino@aist.or.jp 2. Experiment and data analysis The dips near the resonance
peaks, which are due to the dead time of the Ge spectrometer, are
corrected. Figure 1. TOF spectrum without and with the dead time
correction and live time spectrum. The dips near the resonance
peaks, which are due to the dead time of the Ge spectrometer, are
corrected. Figure 2. Neutron capture cross-section spectrum for natural
platinum in a wide energy region. The cross section was
normalized to the value (10.3 barn) reported by Mughabghab [4]
at 25.3 meV. neutron source was 305 kW during the experiment. The
measurement time of the platinum sample was 31 hours. Figure 3. Neutron capture cross-section spectrum for natural
platinum in a narrow energy region. The spectra of JEFF-3.1.2
and RUSFOND2010 almost overlap in this energy region. p
p
The data analysis was conducted mainly by the
following three steps. The first is the dead time correction. In order to obtain the live time spectrum as a function
of TOF, we put pulse signals randomly with time at
a rate of 1.4 kHz into the analogue signal lines of the
Ge spectrometer. The data originating from these signals
were distinguished by their pulse height [11]. The raw
spectrum was divided by the live time spectrum. Figure 1
shows the TOF spectrum before and after the correction
and the live time spectrum. This correction is important
especially around the resonance peaks due to the high
counting rate due to the large cross section of the capture
reaction. The second step is a background subtraction. The background spectrum was obtained by the open beam
data. Finally, the last step is the division by the neutron
flux spectrum, which is a function of TOF. The flux
spectrum was obtained using a boron sample. The size
of the sample is 10 mm in diameter with a weight of
96.12 mg. The isotopic ratio of 10B is 90.4%. The neutron
flux spectrum was calculated from the experimental data
using the 478 keVγ -ray following the 10B(n,α)7Li reaction
and the cross section of this reaction. The dependency
of neutron beam on TOF was taken into account by the
division with the neutron flux spectrum. Figure 3. Neutron capture cross-section spectrum for natural
platinum in a narrow energy region. The spectra of JEFF-3.1.2
and RUSFOND2010 almost overlap in this energy region. resonance energy is clearly seen in Fig. 3. 2. Experiment and data analysis g
The N-RAS needs resonance parameters of the
nuclei included in the experimental sample. However,
experimental data of resonance spectra for platinum is poor
in the low energy resonance region. There are two data sets
in the EXFOR library [3] of total cross sections for natural
platinum. Both data sets show resonances at almost the
same neutron energies. However, there are discrepancies
in the absolute values of the resonances. For the capture
cross section, no spectral data is available below 200 eV. For the nuclear data library, no library provides resonance
parameters, although Mughabghab compiles the resonance
parameters by referring the values in old papers [4]. JEFF-3.1.2 [5], JEFF-3.2 [6] and RUSFOND2010 [7]
provide resonance spectra as a function of energy. On the We used the J-PARC/MLF/ANNRI [9]. An intense pulsed
neutron beam was impinging on a natural platinum foil
sample at a distance of 21.5 m from the neutron source. The size of the sample is 50 mm square with a thickness
of 2.5 µm and a purity of 99.9%. The neutron beam
is collimated by a rotary collimator [10] and has a
diameter of 22 mm at the sample position. Prompt γ -rays
following neutron capture at the sample were observed
by Ge spectrometers set above and below the sample. The spectrometers consisted of 14 Ge crystals in total. The neutron energy of each event was determined by the
time of flight (TOF) method between the neutron source
and sample. In order to reduce γ -rays from the neutron
source, a lead filter with a thickness of 37.5 mm was set
on the neutron beam line. The proton beam power of the a e-mail: koichi.kino@aist.or.jp EPJ Web of Conferences 146, 11024 (2017)
ND2016 DOI: 10.1051/epjconf/201714611024 Figure 1. TOF spectrum without and with the dead time
correction and live time spectrum. The dips near the resonance
peaks, which are due to the dead time of the Ge spectrometer, are
corrected. Figure 2. Neutron capture cross-section spectrum for natural
platinum in a wide energy region. The cross section was
normalized to the value (10.3 barn) reported by Mughabghab [4] Figure 2. Neutron capture cross-section spectrum for natural
platinum in a wide energy region. The cross section was
normalized to the value (10.3 barn) reported by Mughabghab [4]
at 25.3 meV. Figure 1. TOF spectrum without and with the dead time
correction and live time spectrum. 2. Experiment and data analysis The spectrum
above 200 eV is almost in agreement with the experimental
data by R.C. Bloch. The cross sections at the low energy
resonance peaks given by JEFF-3.1.2 and RUSFOND2010
were smaller than our experimental data in Fig. 3 even
though the experimental data has a 10% uncertainty. On
the other hand, the cross sections of the resonances by the
next-JENDL did not contradict those of the present data. 3. Discussions The ANNRI has an advantage that the γ -ray energy is
precisely determined by the Ge spectrometer. Therefore,
we made use of it for selecting platinum isotopes in
the capture reaction. There are six stable isotopes of
platinum. The neutron separation energies are different for
each isotope. Therefore, one can distinguish isotopes by
selecting primary γ -ray on the basis of the decay from
the compound state after neutron capture reaction to the
ground state. Figure 4 shows the γ -ray energy spectrum
in the energy region from 5500 to 8000 keV. There are
many photoelectron peaks and the arrows in the figure
indicate single-neutron separation energies for platinum
isotopes. The peak corresponding to 196Pt is seen very
clearly at 7921.93 keV. Some peaks for other isotopes are
also seen although the signal to noise ratio is not high. Therefore, we applied the isotope separation only on 196Pt. This means that we select neutron capture reaction for
195Pt. The natural abundance of 195Pt is 33.78%. Figures 2 and 3 show the capture cross-section spectra
for natural platinum in wide and narrow energy regions. The cross section was normalized to the value (10.3 barn)
reported by Mughabghab [4] at 25.3 meV. The deviation
from the 1/v law seen in Fig. 2 might be due to some kind
of constant background and it is about 1 barn. This gives
an uncertainty of about 10% for the absolute value of the
cross section. Figure 2 shows that the energies of major low energy
resonances are almost in agreement with those of JEFF-
3.1.2 and RUSFOND2010. The blue line is the spectrum
converted at 300 K from the next-JENDL evaluation
resonance parameters [8]. The resonance parameters of
this evaluation are taken from the compilation work of
Mughabghab. The experimental data showed agreement in
resonance energies with the next-JENDL evaluation except
for the resonance at 20 eV. The disagreement of the 20-eV 2 DOI: 10.1051/epjconf/201714611024 EPJ Web of Conferences 146, 11024 (2017)
ND2016 EPJ Web of Conferences 146, 11024 (2017) Figure 4. Energy spectrum of prompt γ -rays in the energy region
from 5500 to 8000 keV. The arrows indicate single neutron
separation energies for platinum isotopes. given by the next-JENDL library. The resonances, whose
energies are 46 and 95 eV for example, disappeared after
choosing 195Pt. This is consistent with RUSFOND2010
and next-JENDL. 3. Discussions Disagreement of resonance energy for
the 20-eV resonance is obtained between the present work
and next-JENDL as shown in Fig. 6. In general, the decay
schemes are different depending on the neutron capture
states. This could be the reason for the disagreements of
the cross sections between the present work and nuclear
data libraries at the thermal neutron energy as seen in Fig. 5
and the 20-eV resonance as seen in Fig. 6. Figure 4. Energy spectrum of prompt γ -rays in the energy region
from 5500 to 8000 keV. The arrows indicate single neutron
separation energies for platinum isotopes. 4. Summary The neutron capture cross-section for platinum was
measured at J-PARC/MLF/ANNRI. For natural platinum,
most of the measured resonances were found at almost the
same energies as the various nuclear data libraries except
for the 20-eV resonance. The cross sections of the low
energy resonances of the present work did not contradict
those given by the next-JENDL library. We obtained the
capture cross-section spectrum for 195Pt by choosing the
prompt γ -rays for this isotope. Most of the resonance
energies of the present work were consistent with those of
RUSFOND2010 and next-JENDL libraries. However, the
energy of the 20-eV resonance was different between the
present work and the nuclear data libraries. Figure 5. Neutron capture cross-section spectrum for 195Pt in a
wide energy region. This work was performed using the experimental instruments at
the MLF at J-PARC and supported by the J-PARC staff. The
authors would like to thank Dr. K. Shibata and Dr. N. Iwamoto
for providing the nuclear data for the next version of JENDL. Figure 5. Neutron capture cross-section spectrum for 195Pt in a
wide energy region. References Figure 6. Neutron capture cross-section spectrum for 195Pt in a
narrow energy region. [1] H. Sato, T. Kamiyama, Y. Kiyanagi, Nucl. Instr. and
Meth. A 605, 36 (2009) [2] H. Hasemi, M. Harada, T. Kai, et al., Nucl. Instr. and
Meth. A 773, 137 (2015) [3] N. Otsuka, E. Dupont, V. Semkova, et al., Nucl. Data
Sheets 120, 272 (2014) [4] S.F. Mughabghab, Atlas of neutron resonances
(Elsevier, Amsterdam, 2006) [5] JEFF-3.1.2, http://www.oecd-nea.org/dbforms/
data/ eva/evatapes/jeff 31/JEFF312/ [6] JEFF-3.2, http://www.oecd-nea.org/dbforms/
data/eva/evatapes/jeff 32/ [7] RUSFOND2010,
http://www.ippe.ru/podr/
abbn/english/libr/rosfond.php Figure 6. Neutron capture cross-section spectrum for 195Pt in a
narrow energy region. g
p p
[8] K. Shibata, J. Nucl. Sci. Technol 54, 147, (2016) [9] M. Igashira, Y. Kiyanagi, M. Oshima, Nucl. Instr. and
Meth. A 600, 332 (2009) Figures 5 and 6 show the capture cross-section
spectra for 195Pt in wide and narrow energy regions. The
normalization was performed by setting the cross section
of the present work at 12-eV resonance to the value [10] K. Kino, M. Furusaka, F. Hiraga, Nucl. Instr. and
Meth. A 626–627, 58 (2011) [11] T. Kin, K. Furutaka, S. Goko, et al., J. Korean Phys. Soc. 59, 1769 (2011) 3 3
|
https://openalex.org/W4250333459
|
http://vital.lib.tsu.ru/vital/access/services/Download/vtls:000644516/SOURCE1
|
Russian
| null |
Izmenenija gruppovogo sostava bitumoidov s glubinoj po razrezu sverhglubokoj skvazhiny sredneviljujskaja-27
|
Perspektivnye materialy s ierarkhicheskoy strukturoy dlya novykh tekhnologiy i nadezhnykh konstruktsiy» i «Khimiya nefti i gaza» v ramkakh Mezhdunarodnogo simpoziuma «Ierarkhicheskie materialy: razrabotka i prilozheniya dlya novykh tekhnologiy i nadezhnykh konstruktsiy
| 2,018
|
cc-by
| 511
|
ТЕЗИСЫ ДОКЛАДОВ Секция А. Химия нефти и газа DOI: 10.17223/9785946217408/452
ИЗМЕНЕНИЯ ГРУППОВОГО СОСТАВА БИТУМОИДОВ С ГЛУБИНОЙ ПО
РАЗРЕЗУ СВЕРХГЛУБОКОЙ СКВАЖИНЫ СРЕДНЕВИЛЮЙСКАЯ-27
Д
К В Долженко К.В. Институт нефтегазовой геологии и геофизики
им. А.А. Трофимука СО РАН, Новосибирск, Россия
DolzhenkoKV@ipgg.sbras.ru Комплексом геохимических методов исследовано рассеянное органическое вещество
(РОВ) верхнепалеозойских отложений центральной части Вилюйской синеклизы (на примере
сверхглубокой скважины Средневилюйская-27). В ранее опубликованных автором работах
показано распределение органического углерода, его пиролитические характеристики,
уровень зрелости [1-2]. По этим параметрам в разрезе выделены толщи, способные к
генерации углеводородов, установлена нижняя граница предполагаемой нефтегазоносности. В настоящей работе был проанализирован групповой состав битумоидов, осуществлено
разделение на аллохтонные и автохтонные образцы, обнаружены следы первичной миграции,
установлены различия группового состава зон апо- и мезокатагенеза, проведен
термодинамический рубеж. Последовательное наблюдение изменения группового состава с глубиной позволило
обнаружить две принципиально различные группы. Первая выражена на глубинах 3370-4853
м и относится к толщам, которые являются потенциально нефтегазогенерирующими (в них
обнаружены аллохтонные битумоиды, а в пределах кюндейской свиты по изменению
содержания углеводородной части предположена первичная миграция), и имеет усредненно
равномерный состав по трем компонентам с небольшим увеличением смолистой компоненты
к нижней границе. Вторая относится к глубинам 4853-6558 м, на которых толщи по ранее
установленным данным являются истощенными, и имеет явное смещение в сторону
компонент углеводородов и смол, с явным сокращением содержания асфальтеновой
компоненты по мере увеличения глубины, вплоть до полного исключения их из состава на
глубине 5482 м. Такое поведение можно объяснить наличием границы, при достижении
которой крупные структуры (асфальтены) разлагаются. Ранее [3] термодинамический рубеж
предполагался на глубине 5300 м. Что интересно, с этой границей связано предполагаемое
высвобождение некоторых соединений, «запертых» в структуре асфальтенов [4]. Исследование выполнено при финансовой поддержке РФФИ в рамках научного проекта
№ 18-35-00337. Литература 1. Фомин А.Н., Долженко К.В., Меленевский В.Н. Прогноз зон генерации жидких и
газообразных углеводородов в центральной части Вилюйской синеклизы (на примере
сверхглубокой скважины Средневилюйская-27) // Интерэкспо ГЕО-Сибирь-2016. XII
Междунар. науч. конгр.: Междунар. науч. конф.: Сборник материалов в 4 т.. – 2016. – Т. 1. –
С. 29-34 2. Долженко
К.В. Геохимическая
характеристика
органического
вещества
верхнепалеозойских отложений Вилюйской синеклизы (на примере сверхглубокой скважины
Средневилюйская-27) // Проблемы геологии и освоения недр: Труды XX Международного
симпозиума им. акад. М.А. Усова студентов и молодых ученых, посвящ. 120-летию со дня
основания Томского политехнического университета. – 2016. – Т. I. – С. 313-315
3. Конторович А.Э., Полякова И.Д., Колганова М.М., Соболева Е.И. Превращения
органического вещества в мезо- и апокатагенезе // Советская геология. - 1988. - №7. - С.26-36. 4. Каширцев В.А., Фомин А.Н., Шевченко Н.П., Долженко К.В. Новые моноароматические
стероиды в органическом веществе зоны апокатагенеза // Доклады РАН. – 2016. – Т. 469. – №
4. – С. 465-469 2. Долженко
К.В. Геохимическая
характеристика
органического
вещества
верхнепалеозойских отложений Вилюйской синеклизы (на примере сверхглубокой скважины
Средневилюйская-27) // Проблемы геологии и освоения недр: Труды XX Международного
симпозиума им. акад. М.А. Усова студентов и молодых ученых, посвящ. 120-летию со дня
основания Томского политехнического университета. – 2016. – Т. I. – С. 313-315 4. Каширцев В.А., Фомин А.Н., Шевченко Н.П., Долженко К.В. Новые моноароматические
стероиды в органическом веществе зоны апокатагенеза // Доклады РАН. – 2016. – Т. 469. – №
4. – С. 465-469 703
|
https://openalex.org/W4382358503
|
https://neurolrespract.biomedcentral.com/counter/pdf/10.1186/s42466-023-00254-8
|
English
| null |
Normal values for ultrasound parameters of the ulnar nerve require homogeneous, healthy cohorts
|
Neurological research and practice
| 2,023
|
cc-by
| 1,066
|
Letter to the editor studies of the ulnar nerve. The exclusion of subclinical
neuropathy is essential before normative data can be col
lected for ultrasound.h With interest we read the article by Pandal-Fernandez
et al. on a study of 76 ulnar nerves from 38 asymptom
atic subjects by means of ultrasound [1]. It was found
that the diameter of the ulnar nerve as well as the distal
and proximal area were larger at the proximal part of the
ulnar groove as compared to the distal portion, and even
more so in older individuals [1]. In most of the elderly
probands, a mild, non-significant reduction of the nerve
conduction velocity of < 5 m/s was found at the elbow [1]. The study is excellent, but has limitations that are cause
of concerns and should be discussed.h The method section also does not mention what is
meant by “asymptomatic” [1]. Do the authors mean no
symptoms related to the ulnar nerve or no symptoms
related to comorbidities. Were probands with complica
tions in the peripheral nervous system after SARS-CoV-2
infection or vaccination ruled out? No mention is made
of current medications, which may also be neurotoxic
and therefore could affect the data. f
A second limitation of the study is that females pre
dominated with a female-to-male ratio of 2.8:1 [1]. Nor
mative data should be extracted from cohorts with an
equal number of females and males. If there are differ
ences between the two groups, different normal values
must be generated for both sexes. The main limitation of the study is that prior to includ
ing subjects in the study, asymptomatic neuropathy was
not ruled out. Several neuropathies of the ulnar nerve
can be asymptomatic. Subclinical affection of the ulnar
nerve can occur with polyradiculitis affecting the 7th and
8th cervical nerve root, plexitis, sulcus ulnaris syndrome,
and primary or secondary mono- or polyneuropathy. Therefore, it is crucial that all 38 enrolled subjects had
undergone nerve conductions studies prior to enrolment
in the study. © The Author(s) 2023. Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use,
sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and
the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this
article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included
in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will
need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. (2023) 5:27 (2023) 5:27 Neurological Research
and Practice Finsterer Neurological Research and Practice (2023) 5:27
https://doi.org/10.1186/s42466-023-00254-8 Finsterer Neurological Research and Practice
https://doi.org/10.1186/s42466-023-00254-8 Open Access Open Access Normal values for ultrasound parameters
of the ulnar nerve require homogeneous,
healthy cohorts Josef Finsterer1* Keywords Ultrasound, Ulnar nerve, Nerve conduction, Normal values Letter to the editor Probands included in the study should not
only have a negative history for neuropathies, but should
also have normal proximal and distal nerve conduction Other weaknesses of the study are the small sample size
(reference limits are usually derived from a large sample
representative of the population of interest), the lack of
acceptable sample size estimation considering the vari
ability of the parameters in different populations (age,
sex, race, height, body weight, associated health condi
tions etc.), and lack of evidence that the enrolled subjects
were really healthy individuals. It should be also considered that sleeping habits of
the included subjects could affect the evaluation. Those
sleeping with a flexed position of the arms may have a
propensity to ulnar nerve distension at the ulnar canal as *Correspondence:
Josef Finsterer
fifigs1@yahoo.de
1Postfach 20, Vienna, Europe 1180, Austria *Correspondence:
Josef Finsterer
fifigs1@yahoo.de
1Postfach 20, Vienna, Europe 1180, Austria Competing interests
h
h
d
l
h The author declares that the research was conducted in the absence of any
commercial or financial relationships that could be construed as a potential
conflict of interest. f
Overall, the interesting study has limitations that
call the results and their interpretation into question. Addressing these issues would strengthen the conclu
sions and could improve the status of the study. Norma
tive data on ultrasound parameters of the ulnar nerve
should only be obtained from subjects who actually have
normal ulnar nerves. Generation of such cohorts requires
not only a medical history devoid of comorbidities asso
ciated with neuropathy, but also the exclusion of neurop
athy by nerve conduction studies and the exclusion of risk
factors associated with neuropathy and atherosclerosis. Data Availability
d
h Additionally, ulnar nerve function and morphology
may depend on the vascularisation and perfusion of the
ulnar nerve, why it is crucial to know how many of the
included patients had classical cardiovascular risk fac
tors, such as arterial hypertension, hyperlipidemia, or
smoking, Atherosclerosis of the nerve arterioles may
affect function and morphology of a peripheral nerve. data that support the findings of the study are available from the
corresponding author. Finsterer Neurological Research and Practice (2023) 5:27 Page 2 of 2 Page 2 of 2 Finsterer Neurological Research and Practice (2023) 5:27 Compliance with Ethics Guidelines This article is based on previously conducted studies and does not contain
any new studies with human participants or animals performed by any of the
authors. Received: 2 April 2023 / Accepted: 29 May 2023 Received: 2 April 2023 / Accepted: 29 May 2023 Funding compared to those sleeping in a position with stretched
upper limbs. g
no funding was received. References References
1. Pardal-Fernández, J. M., Diaz-Maroto, I., Segura, T., & de Cabo, C. Ulnar
nerve thickness at the elbow on longitudinal ultrasound view in con
trol subjects. Neurol Res Pract 2023 Jan 26;5(1):4. https://doi.org/10.1186/
s42466-023-00230-2. Acknowledgements
f
h
( ) Statement of Ethics: (a) The study was approved by the institutional review
board (responsible: Finsterer J.) at the 4th November 2022. (b) Written
informed consent was obtained from the patient for publication of the details
of their medical case and any accompanying images. Author contribution Springer Nature remains neutral with regard to jurisdictional claims in
published maps and institutional affiliations. JF: design, literature search, discussion, first draft, critical comments, final
approval.
|
https://openalex.org/W2335778097
|
https://zenodo.org/records/1429076/files/article.pdf
|
English
| null |
THE MOLECULAR REARRANGEMENT OF TRIARYLMETHYL-HYDROXYLAMINES.
|
Journal of the American Chemical Society
| 1,916
|
public-domain
| 6,721
|
2069 2069 REARRANGBMBNT OF TRI~RYLLlETHYltIYDROXYLAMINES. Dissertation work of James K. Senior, University of Chicago, completed in 1914. q
g
(
)
8th Intern. Congr. Appl. Chem., 25, 443 (1912); Ber., 46, 2 1 4 7 (1913); THIS
JOURNAL, 36, 272 ( 1 9 1 4 ) . THE MOLECULAR REARRANGEMENT OF TRIARYLMETHYL-
HYDROXYLAMINES. BY BERT ALLEN STAGNER. Received August I . 1916. That the hydroxylamine derivatives of triphenylmethane undergo
a rearrangement entirely analogous to the Lossen rearrangement of
hydroxamic acids and the Beckniann rearrangement of oximes and under
exactly similar conditions, was shown by the work of Stieglitz, Reddick
and Leech.2 The rearrangement is effected by the action of phosphorus
pentachloride on the hydroxylamine derivative or by the action of phos-
phorus pentoxide on the hydrochloride of the base.3 The product of
the rearrangement is a phenylimidobenzophenone. According to the
theory of Stieglitz4 the action is formulated as follows:
H g
(C6H5)&.NHoH -sH
(CsH5)3C.N ----f (C&,)zC : NCsH5
( I ) (C6H5)&.NHoH -sH
(CsH5)3C.N ----f (C&,)zC : NCsH5
( I ) When a substituting group replaces hydrogen in one or more of the
phenyl groups, as in (XC6H4) (CsH5)2C.NHOH, the rearrangement leads
to the formation of two substituted phenylimidobenzophenones, part
of the substance yielding the phenylimide of the substituted benzophenone,
for instance (XC6H4)(C)&)C : XC&Ib, part forming a substituted phenyl-
imido derivative of benzophenone itself, namely, (C6Hj)ZC : NCeHX. A study of the proportions in which the groups migrate in a series of
such derivatives promises to shed light on a number of interesting ques-
tions. In the first place, exactly the same rearrangements have been
observed by Stieglitz and Vosburgh5 in the study of triarylmethylhalogen-
amines, and, recently, by Stieglitz and Senior6 in the case of the triaryl-
methyl azides. In all three series the assumption of the formation of
intermediate univalent nitrogen derivatives as the actually rearranging
substances gives lis, according to Stieglitz, the best explanation of ’the
rearrangements. Then, corresponding compounds in the three series,
such as (XCsH4) (CsH&C.h”OH, (XCsH4) (CGH&C.NH(Hal), (XCsH4)-
(CsH&C.N (Ns) could well yield the identical rearranging compound
(XC6H4) (CGH&C.?J. The conditions for the rearrangement in each
of these series vary as to the temperature and other environment factors, The material presented here forms part of a dissertation in fulfilment of the re-
quirements for the Ph.D. degree (1914). 8th Intern. Congr. Appl. Chem., 25, 443 (1912); Ber., 46, 2 1 4 7 (1913); THIS
JOURNAL, 36, 272 ( 1 9 1 4 ) . 8th Intern. Congr. Appl. Chem., 25, 443 (1912); Ber., 46, 2 1 4 7 (1913); THIS
JOURNAL, 36, 272 ( 1 9 1 4 ) . THE MOLECULAR REARRANGEMENT OF TRIARYLMETHYL-
HYDROXYLAMINES. See the references to the literature, THIS JOURNAL, 36, 2 7 2 ( 1 9 1 4 ) . 2070 BERT ALLEN STAGNEER. but the rearrangement of the univalent nitrogen derivative, being intra-
molecular, might very well be largely independent of environment. The determinations of the proportions in which the various radicals
CsH6, XCsH4, migrate in the rearrangement of corresponding compounds
in each of the three series would give us, therefore, the necessary data
for quantitative comparisons of the reactions in the three series. q
p
In the second place, such quantitative determinations would show what
differences, if any, are shown in the migration of aryl groups XC6H4
with various negative or positive substitution groups in them (X = H,
C1, Br, NO2, CH3, etc.), thus giving a definite answer to the question
whether certain groups are more easily lost by carbon and drawn to nitro-
gen than others. In previous studies of this problem, conclusions have
been based, either on the behavior of the groups in question in related
but different substances (e. g., C6H5CONHBr and N02C6H4CONHBr1
or on the behavior of ketoximes, in which stereoisomerism is supposed to
play the major role in determining the migration of a given radical. For
the triphenylmethane derivatives this complication is eliminated and we
have, furthermore, all the groups in question in exactly the same re-
arranging molecule, e. g., (CeH6) (XCsH4) (YC6H4)C.N and, therefore,
under strictly comparable conditions. The problem is thus reduced to
its simplest terms2 Stieglitz and Leech having examined only p-chlorophenyldiphenyl-
methylhydroxylamine in regard to the proportion in which the phenyl
and the chlorophenyl groups migrate to the nitrogen, I took up, at the
suggestion and under the direction of Professor Stieglitz, the further
investigation of this problem at this point. For this purpose the rearrange-
ment of p-bromophenyl-diphenylmethylhydroxylamine, of di-p-chloro-
phenyl-phenylmethylhydroxylamine and finally of
p-chlorophenyl-p-
bromophenyl-phenylmethylhydroxylamine
was studied by me. The interesting result was obtained that whereas bromophenyl-di-
phenylmethylhydroxylamine, (BrC6H4)(C6H5)&NHOH, exactly as the
corresponding chloro derivative studied by Leech, rearranges so that,
roughly, in two-thirds of the rearranging molecules a phenyl group and
in the remaining third the bromophenyl group migrates, the ratio is
reversed when one subjects dichlorophenyl-phenylmethylhydroxylamine,
(C1C&I&(C6H&"OH,
to the rearrangement. In this case for two-
thirds of the rearranging molecules it is the chlorophenyl group that
migrates and in the remaining third the phenyl group. THE MOLECULAR REARRANGEMENT OF TRIARYLMETHYL-
HYDROXYLAMINES. Furthermore,
*
ff
d
R
h
6 a A further question which is being studied io that of the effect of the positions of
the substituting groups (ortho, meta and para) on the migration. It is expected to
produce experimental evidence concerning the nature of the charges on the carbon atoms
holding the aryl groups to the methyl carbon atoms and thus to secure evidence on cer-
tain of Fry's assumptions concerning the charges in the benzene derivatives.-J. S. a A further question which is being studied io that of the effect of the positions of
the substituting groups (ortho, meta and para) on the migration. It is expected to
produce experimental evidence concerning the nature of the charges on the carbon atoms
holding the aryl groups to the methyl carbon atoms and thus to secure evidence on cer-
tain of Fry's assumptions concerning the charges in the benzene derivatives.-J. S. REARRANGEMENT OF TRIARYLMETHYLHYDROXYL4MIN~S. 207 I in the case of chlorophenyl-bromophenyl-phenylmethylhydroxylamine
(CIC6€14) (BrC6H4) (C6HS)CNHOH, roughly one-third of the rearranging
molecules show a migration of the chlorophenyl group, the bromophenyl
group and’ the phenyl group, respectively. This result certainly would
indicate that there is no marked effect of the halogens on the tendency of
the aryl group to migrate to the nitrogen.’ See Lobry de Bruyn, Rec. trau. chim., IO, 100 (1891). Lobry de Bruyn, loc. cit. THIS
JOURNAL, 36, 3152 (191s). Experimental Part. This base was extracted
with dry ether and the extract treated with an excess of dry, hydrogen
chloride. The salt, (BrC6H4) (C6H5)~CNH~0HCI,
separated at once as
a white solid. The salt becomes slightly soluble in ether after a large
excess of the acid is introduced. It was collected on a filter, washed several
times with ether, and once quickly with cold dilute (about 3 molar) hydro-
chloric acid to remove hydroxylamine hydrochloride. y
y
y
From 3 g. of bromophenyl-diphenylmethylchloride, 1.8 g. of the puri-
fied salt was obtained. This was analyzed by titration of the hydro-
chloric acid with silver nitrate solution by the Volhard method. Subst. 0.1711, 0.1730; cc. 0.1 NAgNOa, 4.34, 4.37. Calc. for (BrC6H4) (CeH&CNH?OHCl: HCl, 9.33, Found: 9.25, 9.19. Subst. 0.1711, 0.1730; cc. 0.1 NAgNOa, 4.34, 4.37. Calc. for (BrC6H4) (CeH&CNH?OHCl: HCl, 9.33, Found: The salt reduces Fehling's solution when boiled, but not in the cold,
melts at 144-5' with decomposition, is soluble in alcohol, but not in lig-
roin and but slightly soluble in ether. Rearrangement of p-Bromophenyl-diphenylmethylhydroxy1dne.-
The free base, (BrC6HI) (C6H5)2CNHOH, was obtained from the hydro-
chloride just described by treatment of the latter with 20% sodium hy-
droxide solution and extraction of the base with ether. The ether solu-
tion was dried with potassium carbonate and the solvent evaporated in
a current of dry air. The base thus obtained was a pale yellow viscous
liquid or gum. Some of it (1.35 g.) was dissolved in 30 cc. of anhydrous
ether and powdered phosphorus pentachloride (2.5 g.) was added to it. When the mixture was allowed to stand at room temperature for a few
hours a trace of a yellow deposit collected on the phosphorus chloride. The mixture was then heated on an electric bath for two hours and a
greater amount of the yellow deposit collected. The molecular rearrange-
ment was expected to yield the two phenylimidobenzophenones, p-bromo-
phenylimidobenzophenone,
(C6H5)zC : NHCsH4Br
and phenylimido-
bromobenzophenone, (BrC6Hr) (C&)C : NH.C6H5. To insure that these
bases should be present in the form of their salts, some ether (2 cc.) satu-
rated with hydrogen chloride was added to the reaction product. The
supernatant liquid was then decanted through a filter from the main resi-
due and the residue was washed with ether containing some hydrogen
chloride. Experimental Part. p - Bromophenyldiphenylmethylhydroxylamine,
(BrCsH4) (CaHs)z-
CNH0H.-This
was prepared according to Gomberg2 from benzophenone-
dichloride and bromobenzene by the Friedel and Craft reaction. The
chloride was treated with hydroxylamine by a modification of the methods
of Mothwurf3 and of Stieglitz and LeechS4 Many futile preliminary
attempts by these methods showed that it is necessary to have the hydroxyl-
amine solution very concentrated, for otherwise the principal reaction
takes place between the triarylmethylchloride and the alcohol, forming
the ether (C6HS)z(BrC6H4)COCH3. Even with this precaution some of
the ether was always formed. A saturated solution of 3.2 g. of hydroxylamine hydrochloride in warm
methyl alcohol was added to a solution of sodium methylate (I g. of sodium
dissolved in the least quantity of methyl alcohol). It is desirable not to
have any excess of the sodium methylate present and this was carefully
determined by evaporation of a drop of the solution on a crucible lid and
gentle ignition of any residue. If any alkaline substance remained,
more hydroxylamine hydrochloride was added to the methylate solution
until the test gave a negative result. The sodium chloride formed in the
reaction was removed by filtration and the filtrate evaporated at 2 0 mm. pressure and 40’ to a volume of IO cc. This treatment gave a very con-
centrated hydroxylamine solution and but little of the hydroxylamine
e~caped.~ The approximate strength of the solution was determined by
titration of 0.5 cc. of it with 0. I X hydrochloric acid, methyl orange being
used as the indicator.6 Three grams of p-bromophenyl-diphenylmethyl chloride, dissolved
in 30 cc. of anhydrous benzene, were added to the IO cc. of the alcohol
solution of hydroxylamine. After the mixture had stood a few hours
the small quantity of hydroxylamine hydrochloride which had separated
was removed by filtration and the filtrate evaporated at 20 mm. pressure The discussion of minor differences in the migration of these radicals and the com-
parison of the results obtained with corresponding hydroxylamines, chloroamines and
azides will be presented in another paper by Professor Stieglitz. * Bey., 37, 1633 (1904). y
Ibid., 37, 3152 (1904). THIS
JOURNAL, 36, 3152 (191s). See Lobry de Bruyn, Rec. trau. chim., IO, 100 (1891). Lobry de Bruyn, loc. cit. BERT ALLEN STAGNER. 2072 and 50'. A yellow, gummy residue, consisting chiefly of the bromo-
phenyl-diphenylmethylhydroxylamine,
was left. 1 The presence of this salt was indicated by the hydrogen chloride content of the
roduct when it was not purified in this way. Experimental Part. Since partial hydrolysis of some of the imidoketones by traces
of moisture would form anilines and since aniline hydrochlorides are some-
what soluble in ether containing an excess of hydrogen chloride, it was
always possible that some of the aniline, if any were present here, might
be dissolved by this treatment. For the recovery of any such substance,
the ether filtrate was evaporated almost to dryness, a small amount of REARRANGElvfENT OF TRIARYLMETHYLHYDROXI’I.,ZAMINES. 1073 water added to the residue, and this warmed to decompose the phosphorus
oxychloride. This aqueous solution and the trace of solid on the filter
were then added to the main residue. This was then warmed with alcohol
(IO cc.) and dilute hydrochloric acid (5 cc.) for an hour on a steam bath
to completely hydrolyze the imidoketones. (BrCBHI)(C6H5)C = N.CoH5 + H20 -I- HC1 --f
jC6H5)2C = NCeH4Br + HzO + HCI -+
(BrCaH4) (CsHdCO + C~HdW3CI ( 2 )
(C6&)&0 + BrC6H4NH3.C1. (3) (BrCBHI)(C6H5)C = N.CoH5 + H20 -I- HC1 --f
jC6H5)2C = NCeH4Br + HzO + HCI -+
(BrCaH4) (CsHdCO + C~HdW3CI ( 2 )
(C6&)&0 + BrC6H4NH3.C1. (3) (C6&)&0 + BrC6H4NH3.C1. (3) The alcohol was removed by evaporation of the solution almost to dry-
ness, followed by a second evaporation after some acidulated water had
been added to the residue. Now, water (I j cc.) was added to the product
and the solution twice extracted with 15 cc. of ether to remove the ketones. These ketones were identified as described further on. The aqueous
solution contained the aniline and bromoaniline hydrochlorides. It was
made alkaline, saturated with sodium chloride and the free anilines ex-
tracted with two portions of 25 cc. each of ether. The extract was filtered
into a weighed beaker and 2 to 3 cc. of ether saturated with hydrogen
chloride were added to this filtrate to convert the anilines into hydrochlo-
rides. Because of the partial solubility of these salts in such an acid-
ether solution, the ether and the water held in solution by it were evap-
orated in a current of dry air and the salts remaining were dried iiz vacuo. The dried salts were washed once with 10-15 cc. of absolute ether, dried
again, and weighed. The p-bromophenyl-diphenylmethylhydroxylamine
(1.35 g.) used in the rearrangement yielded 0.2075 g. of aniline hydro-
chloride and bromoaniline hydrochloride. Two other quantitative rearrangements of the base were made by this
method. ’ THIS JOURNAL, 35, 1162 (1913).
2 LOC. L i t . ’ THIS JOURNAL, 35, 1162 (1913).
LOC L i t a
bau
s pu e b o
oa
e,
e t
g at 63 6 ,
* The reaction seems to take place slowly even when the mixture is heated only
slightly, as shown by the fact that the yellow tint of the mixture grew deeper in color
when it was pressed hard against the sides of the test tube with a glass rod.
a Be?., 39, 3279 (1906).
Ibid., 36, 3087 (1903). Experimental Part. In the first a yield of 0.2145 g. of aniline salts was obtained
from 1.08 g. of the base and in the second the yield of the salts was 0.2865
g. when I . I 7 g. of the base was used. Theoretically I g. of the base could
yield either 0.36 g. of aniline hydrochloride or 0.58 g. bromoaniline hydro-
chloride. These mixtures of aniline and bromoaniline hydrochlorides were analyzed to as-
certain the molar ratios of the aniline and bromoaniline. The bromination method of
Curme’ was used. Subst. 0.0589, 0.0569, 0.0659; cc. 0.1 N KBr03, 21.65, 21.31, 24.63. Found:
aniline hydrochloride, 74.73, 76.81, 76.58; bromoaniline hydrochloride, 25.27, 23.19,
2.3.42. Identification of Aniline and Bromoani1ine.-The
method of separating
aniline and chloroaniline used by Stieglitz and Leech2 proved satisfactory
for separating and identifying the aniline and bromoaniline of this re-
’ BERT ALLEX STAGNER. 2074 arrangement. The hydrochlorides were converted into the oxalates
and the greater solubility of the aniline oxalate in hot water permitted
its separation from the bromoaniline oxalate. The former, in water
solution and made alkaline, gave the violet color with bleaching powder
solution; and the lat'ter, freed from the acid, gave crystals from ether
solution, which melted at 62'. These when mised with pure p-bromo-
aniline,' melted at 62-63'. Identification of Benzophenone and Bromobenzophenone.-The
ether
containing the ketones in solution was evaporated. The residue was
quickly washed with a small amount of ligroin and then about seven-
eighths of the residue was dissolved in warm ligroin (b. p. 70-80'). The small quantity of residue remaining melted at 81 ' (pure p-bromo-
benzophenone melts at 82.5 '). The ligroin solution was evaporated to
dryness and two-thirds of the residue dissolved. This treatment was
repeated until about one-eighth of the original residue was in solution. A few crystals obtained from this solution melted at 46-47' and when
they were mixed with pure benzophenone they melted at 47-48' (pure
benzophenone melts at 48.5 '). Identification of Benzophenone and Bromobenzophenone.-The
ether
containing the ketones in solution was evaporated. The residue was
quickly washed with a small amount of ligroin and then about seven-
eighths of the residue was dissolved in warm ligroin (b. p. 70-80'). The small quantity of residue remaining melted at 81 ' (pure p-bromo-
benzophenone melts at 82.5 '). The ligroin solution was evaporated to
dryness and two-thirds of the residue dissolved. Experimental Part. This treatment was
repeated until about one-eighth of the original residue was in solution. A few crystals obtained from this solution melted at 46-47' and when
they were mixed with pure benzophenone they melted at 47-48' (pure
benzophenone melts at 48.5 '). Rearrangement of p-Bromophenyl-diphenylmethylhydroxylamine Hy-
drochloride by Means of Phosphorus Pentoxide.-Bromophenyl-diphenyl-
methylhydroxylamine hydrochloride (0.8 g.) and phosphorus pentoxide
(0.9 g.) were placed together in a test tube and gradually warmed in a
metal bath. At 107' a rapid reaction took place and the mixture ex-
panded to about three times its original volume into a brown gummy
mass. The mass was kept at this temperature for 20 minutes and then
cooled.2 The subsequent treatment was similar to that described above
for the product of the rearrangement of the free base. Approximately
0.1 g. of the hydrochlorides of aniline and bromoaniline was obtained. The aniline gave the characteristic test with bleaching powder solution. No further attempts at effecting rearrangements by means of phosphorus
oxide were made as the pentachloride seemed io give more satisfactory
yields. y
Di - p - chlorophenyl - phenylmethylhydroxylamine, (C1CBH4)2(C6Ha
CNH0H.-This
was made by Gomberg's method3 from dichlorobenzo-
phenone by the Grignard reaction. The reagent was used according
to the proportions given by H ~ u b e n , ~ i . e., 2.36 g. of specialmagnesium,
17.5 g. of bromobenzene, and 120 cc. of ether. After a few hours, .when
the reaction between the magnesium and the bromobenzene was com- REARRANGEMENT OF TRIAKYLMETHYLHYDROXYLAMINES. 2075 plete, g g. of the solid di-pchlorobenzophenone were added. This ketone
is only moderately soluble in ether but it dissolved at once in the Grig-
nard reagent. It was
warmed for three hours on a water bath and the magnesium compound
was then decomposed with water. The excess of bromobenzene used
in making the Grignard reagent and the benzene formed from it later
were removed by steam distillation and the light colored insoluble gum
remaining in the water was washed free from magnesium hydroxide with
dilute hydrochloric acid. The gum was dissolved in ligroin an'd dried
with fused calcium chloride. The solution was filtered and the solvent
evaporated spontaneously in a desiccator over paraffin shavings. In
three hours crystals of the carbinol began to form and 8.6 g. of the carbinol
had separated out overnight. The carbinol melted at 85' without re-
crystallization. Subst. 0.2287 0.2869; cc. 0.1 N AgNOI, 5.85, 7.29.
Calc. for (C1CsH&(CeHs)CNH80HC1: HCI, 9.58. Found: 9.32, 9.26. Experimental Part. Gomberg did not succeed in obtaining this carbinol
crystallized until he had taken it through a long troublesome method of
purification. The preparation was twice repeated and the crystalliza-
tion similarly obtained. The carbinol was converted into the chloride,
(C1CsH4)2(CsHz)CCl, in the usual manner by dry hydrogen chloride
passed into a carbon disulfide solution of the carbinol. The chloride
thus formed was a gum at first and assayed 94% of the calculated amount
of chlorine when it was hydrolyzed in alcohol solution with excess of alkali. This gum was used for the preparation of the hydroxylamine, but about
5 g. of it were left in a desiccator over solid potassium hydroxide and in
a month's time crystals had formed on the sides of the beaker. These
were pushed down into the gum and in several days the whole had become
solid. The solution must be kept free from moisture. This impure solid melted at 43-jO'. Calc. for (ClCeH&(CsH6)CCl: C1, 10.21. Found: 9.50. Subst. 0.4333 g.; cc. 0.1 N KOH 11.58. The
solidification is slow and time did not permit further eEorts at the puri-
fication of the product. The chloride, as a gum, was allowed to act on
a strong solution of hydroxylamine, in the way described above for bromo-
phenyl-diphenylmethylchloride. The free base remaining after the al-
cohol and benzene were removed, was extracted with ether and hydrogen
chloride added to the ether extract. The hydrochloride, (CIC&&(C&,)-
CNHZOHCI, separated at once as a white solid. The salt was removed
by filtration and washed well with ether and once quickly washed with
cold dilute hydrochloric acid. It is slightly soluble in ether, soluble in
alcohol, but insoluble in ligroin and benzene. It reduces boiling Feh-
ling's solution, and melts at 1zg-30~ into a pale yellow liquid which soon
reddens when left at that temperature. Gomberg was not successful in getting this gum to solidify. 076
BERT ALLEN BERT ALLEN STAGNER. 2076 Rearrangement of Di-p-chlorophenyl-phenylmethylhydroxy1amine.-
The free base was obtained from the hydrochloride described above by
treatment of the salt with 20% alkali solution and extraction with ether. The ether solution was dried over potassium carbonate and the ether
evaporated. The base was left as a pale yellow, syrupy liquid or gum
which is soluble in ether, alcohol, ligroin, and benzene. The substance
(1.47 g.) was dissolved in ether (30-40
cc.) and phosphorus pentachloride
(2.5 g.)\was added to the solution. LOC.
cit., p. 296. Experimental Part. -
Di-p-bromophenyl-phenylme thylchloride
was prepared by Gomberg's methoda2 The corresponding carbinol,
(BrC6H4)z(C6H5)COH,
which was first obtained, melted at I 13.5' when
recrystallized from ligroin.' It melted at the same temperature when
twice recrystallized. Gomberg gives the melting point as 110'. The
chloride, (BrC6H4)2(C6H5)CC1, was dissolved in benzene and added to a
solution of hydroxylamine in alcohol. The molecular proportions of
substances, and the method of procedure used in the previous prepara-
tions were repeated here. The alcohol and benzene were removed by
distillation under diminished pressure and without the temperature rising
above 60'. A gummy residue remained and consisted principally of
the free base dibromophenyl-phenylmethylhydroxylamine. This base
was extracted with ether and hydrogen chloride introduced into the solu-
tion. A small quantity of white precipitate separated out at first but it
redissolved as the solution became more strongly acid. The acid and
ether were now evaporated and a mobile liquid was left. .Low boiling
ligroin (b. p. 40-60')
was added to it and the mixture stirred. The
liquid, which was but little soluble in the ligroin, began to solidify im-
mediately. The di-p-bromophenyl-phenylmethylhydroxylamine hydro-
chloride thus formed is as soluble in methyl and ethyl alcohol and ether
as is the dibromophenyl-phenylmethylchloride itself, but it is not soluble
in ligroin, while the latter is. The salt was washed well with ligroin
(b. p. 70-80')
and once with cold dilute hydrochloric acid. It reduces
boiling Fehling's solution and softens at about 75 '. Di - p - bromophenyl - phenylmethylhydroxylamine Subst. 0.2850, 0.3113; cc. 0.1 NAgN03, 5.73, 6.3 Subst. 0.2850, 0.3113; cc. 0.1 NAgN03, 5.73, 6.31. Calc. for (BTC~H~)~(C~H~)CNH~OHCI:
HCI, 7.73. Found: 7,34, 7.40. Rearrangement of Di-p-bromophenyl-phenylmethylhydroxy1amine.-
The free base, (BrCsH~)z(CsHs)CNHOH, was prepared from the hydro-
chloride in the usual way. It was obtained as a yellow viscous liquid. Some of the base (I .6 g.) was dissolved in 30 cc. of ether and 3 g. of phos-
phorus pentachloride added to the solution. The mixture was warmed
at the boiling point of the ether for two hours. The imido-benzophenones
appeared in that time as indicated by the yellow color of the mixture. The mixture was then subjected to hydrolysis and to the isolation of
the ketones and the aniline hydrochlorides. The yield of the mixed aniline
and bromoaniline hydrochlorides from the base (I .6 g.) was 0.4785 g. A second rearrangement of 1.11 g. base gave 0.3104 g. Experimental Part. The subsequent treatment was similar
to that of the bromophenyl-diphenylmethylhydroxylamine as given
above A yield of 0.4229 g. of mixed aniline hydrochlorides was obtained from
1-47 g. of the base. A second rearrangement of 1.21 g. of the base gave
0.354 g. of the anililie salts. A complete rearrangement would yield at most 0.37 g. of aniline hydro-
chloride, or 0.47 g. of chloroaniline hydrochloride per gram of substance. A quantitative analysis of the aniline salts obtained Erom each of the rearrange-
ments was made by the bromination method for their molar ratios. Subst. 0.0794, 0.0767; cc. 0.1 NKBrOa, 25.13, 23.93. Found: aniline hydrochloride, 38.41, 36.30; chloroaniline hydrochloride, 61.5
63.70. Identification of the Anilines.-A
qualitative separation of the two
anilines was made by the method of Stieglitz and Leech.'
When separated,
the aniline gave the violet color test with bleaching powder and the chloro-
aniline gave crystals which melted at 68-69',
and when they were mixed
with pure chloroaniline they melted at 68-69'
(pure chloroaniline melts
at 69 '). Identification of Chlorobenzophenone and 3Dichlorobenzophenone.-
The ether was evaporated from the p-chlorobenzophenone and di-p-
chlorobenzophenone solution, leaving a large bulk of flaky crystals. Pre-
liminary tests with a mixture of known mono- and di-chlorobenzophenones
showed that the latter is the less soluble in ligroin and that the two could
be separated by virtue of this difference. The ketones obtained from the
rearrangement were dissolved in a small quantity of warm ligroin. When
a few crystals had separated from the solution, as it cooled, they were
collected in a filter. They melted at 139' and when they were mixed
with pure p-dichlorobenzophenone they melted at 141-142 ' (pure p -
dichlorobenzophenone melts at 143 '). The filtrate still containing the
greater portion of the ketones, was evaporated to dryness and three-
quarters of the residue again dissolved in ligroin. This process was re-
peated until the last extraction contained about one-eighth of the original
ketone residue. About one-half of this was crystallized from the solution
and the melting point of these crystals determined. They melted at 79- LOC. cit., p. 296. REARRANGEMENT OF TRLARYI,METHYI,HYDROXnAMINES. 2077 REARRANGEMENT OF TRLARYI,METHYI,HYDROXnAMINES. 2077 80°, and when they were mixed with pure p-chlorobenzophenone' t
melted at 78-80'. 80°, and when they were mixed with pure p-chlorobenzophenone' they
melted at 78-80'. Hydrochloride,
(
( C6H5) C .NH20H. C1. * Kahlbaum's p-chlorobenzophenone melted at 77-78 '.
Bey., 39, 3280 (1906). Experimental Part. of mixed aniline
salts. Theoretically one gram of base could give 0.30 g. aniline hydro-
*
' 2078 BERT ALLEN STAGNRR. chloride or 0.48 g. of bromoaniline hydrochloride. Each quantity of the
mixed aniline hydrochloride was analyzed for the molar ratios of the
anilines by the bromination method. chloride or 0.48 g. of bromoaniline hydrochloride. Each quantity of the
mixed aniline hydrochloride was analyzed for the molar ratios of the
anilines by the bromination method. chloride or 0.48 g. of bromoaniline hydrochloride. Each quantity of the
mixed aniline hydrochloride was analyzed for the molar ratios of the
anilines by the bromination method. Subst. 0.0513, 0.0439; cc. 0.1 N KBr03, 12.80, 11.04. Subst. 0.0513, 0.0439; cc. 0.1 N KBr03, 12.80, 11.04. Found: aniline hydrochloride, 30.25, 3 I .os ; bromoaniline hydrochloide, 69.76, 68. ,
;
,
,
ound: aniline hydrochloride, 30.25, 3 I .os ; bromoaniline hydrochloide, 69.76, 68.95. Identification of Aniline and Bromoani1ine.-The
aniline and bromo -
aniline were separated exactly as were the bases from the rearranged
p-bromophenyl-diphenylmethylhydroxylamine. The aniline oxalate, after
separation from the bromoaniline salt, was made alkaline and tested with
bleaching powder solution. The violet color confirmed the identity of
the aniline. The less soluble bromoaniline oxalate was freed from the oxalic
acid and crystallized from ether. The crystals melted at 62-63',
and,
when they were mixed with pure bromoaniline, they melted at 63-64'
(pure bromoaniline melts at 64'). Identification of Aniline and Bromoani1ine.-The
aniline and bromo -
aniline were separated exactly as were the bases from the rearranged
p-bromophenyl-diphenylmethylhydroxylamine. The aniline oxalate, after
separation from the bromoaniline salt, was made alkaline and tested with
bleaching powder solution. The violet color confirmed the identity of
the aniline. The less soluble bromoaniline oxalate was freed from the oxalic
acid and crystallized from ether. The crystals melted at 62-63',
and,
when they were mixed with pure bromoaniline, they melted at 63-64'
(pure bromoaniline melts at 64'). Identification of Bromobenzophenone and Dibromobenzophenone,-
The ether solution of the ketones was evaporated to dryness in a current
of air. Of
the p-bromobenzophenone and p-dibromobenzophenone,
the latter is the less soluble in ligroin (b. p. 70-80')
and by fractional
crystallization from that solvent some of it was isolated. It melted a t
167' and when it was mixed with synthetic dibromobenzophenone it
melted at 167-168 ' (pure dibromobenzophenone melts at 172-173 '). Mackenzie, J. Ckem. Soc., 69, 987 (1896) 1 Gomberg, Bey., jg, 3278 (1906). 3 Overton, Bey., 26, 28 (1893); Peterson, Am. Chem. J., 46, 33a (1911). 1 Gomberg, Bey., jg, 3278 (1906).
3 Overton, Bey., 26, 28 (1893); Peterson, Am. Chem. J., 46, 33a (1911).
Mackenzie, J. Ckem. Soc., 69, 987 (1896). 3 Overton, Bey., 26, 28 (1893); Peterson, Am. Chem. J., 46, 33 Experimental Part. The ligroin solution containing the more soluble portion of the ketones
was evaporated to dryness and the process for separating monochloro-
benzophenone from dichlorobenzophenone was followed. The crystals
thus isolated melted at 78-80'
(pure p-bromobenzophenone melts at
82.5'). Identification of Bromobenzophenone and Dibromobenzophenone,-
The ether solution of the ketones was evaporated to dryness in a current
of air. Of
the p-bromobenzophenone and p-dibromobenzophenone,
the latter is the less soluble in ligroin (b. p. 70-80')
and by fractional
crystallization from that solvent some of it was isolated. It melted a t
167' and when it was mixed with synthetic dibromobenzophenone it
melted at 167-168 ' (pure dibromobenzophenone melts at 172-173 '). The ligroin solution containing the more soluble portion of the ketones
was evaporated to dryness and the process for separating monochloro-
benzophenone from dichlorobenzophenone was followed. The crystals
thus isolated melted at 78-80'
(pure p-bromobenzophenone melts at
82.5'). p-Chlorophenyl-p-bromophenyl-phenylcarbinol,
(CICaHa) (BrCsHa) -
(C6Hs) C0H.-This
carbinol and the corresponding chloride required
for the next experiment are not described in the literature and prob-
ably have not been made. For the preparation of the carbinol, p-
chlorobenzophenone was first obtained from benzoylchloride and chloro-
benzene with the aid of the Friedel and Crafts reaction.'
The chloro-
benzophenone was converted into the dichloride by treatment with
phosphorus pentachloride by the method used by Kekule and Franche-
mont in converting benzophenone into benzophenone dichloride.2 The
dichloride was fractionally di~tilled.~ Then, one molar proportion of the
p-chlorobenzophenonedichloride and two to three of bromobenzene
were placed on a steam bath in a round bottom flask with a reflux
condenser attached, and to this solution 1.4 molar proportions of
aluminum chloride were gradually added in portions of 5 to IO g. After REARRANGGMENT OF TRIARYLME?"YLHYDROXYL4MINES. 2079 all of the aluminum chloride had been added the mixture was heated two
hours longer. It was then cooled and poured on ice and water to de-
compose the aluminum compound. The excess of bromobenzene was
removed by steam distillation and the residue, a dark gum insoluble in
water, was well washed with dilute hydrochloric acid to remove the
aluminum hydroxide. The gummy residue was extracted with carbon
disulfide, the carbon disulfide solution filtered, the filtrate dried over fused
calcium chloride, and the solvent evaporated. The dark colored gum
remaining was dissolved in warm ligroin (b. p. 7-80')
and the solution
left in a cold place overnight. Experimental Part. It is soluble in alcohol, ether, and chloroform. It reduces boiling Fehling's solution and softens at 4j0, but has no true
melting point. hydrochloric acid as it forms a soft, sticky mass as soon as brought into
contact with the water. It is soluble in alcohol, ether, and chloroform. It reduces boiling Fehling's solution and softens at 4j0, but has no true
melting point. Calc. for (Cl~HIINOCIBr)HCl: C1, 8.58%. Pound: 8.27. Subst. 0.4155; cc. 0.1 N AgNOa, 9.41. A yield of j g. of this salt was obtained from the chloride (7 g.) used. Rearrangement of p-Chlorophenyl-p-bromophenyl-phenylmethylhy-
droxy1amine.-The
free base of the salt just described was obtained as
a yellow syrupy substance, which under low pressure began to expand as
a kind of foam and to spread throughout the beaker as a viscous gum. This behavior is characteristic of all these bases. Some of the base (2.37 g.) was dissolved in 3-40
cc. of ether and phos-
phorus pentachloride (4 g.) added to the solution. In twelve hours a
slight change in color to yellow indicated a slow formation of the imido
ketones at room temperature. The mixture was then heated for two hours
at the temperature of boiling ether to complete the rearrangement. The
mixture was next subjected to hydrolysis of the imido ketones,' and the
isolation of the benzophenones and the anilines carried out in the manner
described for the previous rearrangements. The yield of the mixed aniline, chloroaniline and bromoaniline hydro-
chlorides from the 2.37 g. of base was 0.626 g. In a second rearrange-
ment of I g. of base 0.1
j 9 j g. of the aniline salts was obtained. A com-
plete rearrangement would give 0.33 g. of aniline hydrochloride, or 0.42
g. of chloroaniline hydrochloride or 0.54 g. of bromoaniline hydrochloride
per gram of substance. A trace of the aniline mixture was made alkaline and treated with bleach-
ing powder solution. -4 violet color was produced, proving the presence
of the unsubstituted aniline. Another part of the aniline mixture was
freed from hydrogen chloride and precipitated from ether solution with
oxalic acid. The precipitate showed the presence of halogen when heated
in a bunsen flame with copper oxide and also when fused with sodium and
tested with silver nitrate solution. Three imido ketones were present, (C1C6H4) (BrC&)C
= N(CeHd, (ClCaHd-
(C6Hs)C = NCeHIBr, and (BrC6H4)(CeHs)C = NCsH421. 2 The reliability of this method of analysis was determined with a known mixture
of the three hydrochlorides.
For the Volhard method a larger quantity of the mixed
salts was used than for the bromination method, as the data show. The method is
reliable only to within 5%. Experimental Part. The carbinol separated out in light colored
crystals. Recrystallization was twice repeated and the carbinol then
melted at 91-93 '. 0.2161 g. of the carbinol gave 0..+850 g. COZ and 0.0760 g. HzO. Calc. for ClgH140ClBr: C, 61.03%; H, 3.77%. Found: C, 61.22%; H, 3.93'%, 0.2161 g. of the carbinol gave 0..+850 g. COZ and 0.0760 g. HzO. Calc. for ClgH140ClBr: C, 61.03%; H, 3.77%. Found: C, 61.22%; H, 3.93'%, p - Chlorophenyl - p - bromophenyl - phenylmethylchloride, (C1C6H4)-
(BrC&) (C6H5)CCI.---'l'he
carbinol was converted into the chloride,
(C1C6H4) (BrC6H4) (C&)CC1, by a stream of hydrogen chloride passed
into a carbon disulfide solution of the carbinol. After the acid was added,
the disulfide solution mas dried over fused calcium chloride and filtered
and the excess of acid and the carbon disulfide evaporated in vacuo. The chloride was left as a very viscous liquid. When it was hydrolyzed
with excess of 0.1 N KOH and the excess of alkali was titrated with
0. I N HC1, it showed 93% of the calculated amount ol' chlorine. Attempts
to crystallize the chloride were, at first, unsuccessful and for this reason
the liquid chloride was used in making the hydroxylamine preparation. Later, however, the chloride crystallized from low boiling ligroin. The
solid was twice recrystallized from higher boiling ligroin by inoculation
of the solution with the crystals first obtained. It now melted at 69-72 O . Calc. for (CloH18ClBr)Cl: 9.0570 C1 (hydro-
lyzable). Found: 8.67y0. Subst. 0.2229; cc. 0.1 N KOH, 5.44. pChlorophenyl-~-bromophenyl-phenylmethylhydroxylamine Hydro-
chloride, (C1CsH4) (BrC&) (CGH~)CNH~.~HC~.--T~~
chlorophenyl-bromo-
phenyl-phenylmethylchloride (7 g.) was dissolved in benzene (zoo g.)
and condensed with a saturated alcoholic solution of hydroxylamine. The solvents were removed by evaporation. The gummy residue re-
maining was extracted with ether and the ether solution made strongly
acid with hydrogen chloride. The hydrogen chloride salt of the hydroxyl-
amine derivation does not precipitate out from the ether solution. After
the ether and exces acid were evaporated the triarylmethylhydroxyl-
amine hydrochloride remained as a syrupy liquid; it was treated with low
boiling ligroin and the mixture stirred with a glass rod. The salt began
to solidify immediately. It is insoluble in ligroin and was purified
by being washed well with that solvent. It cannot be washed with dilute, 2080 BERT ALLEN STAGNER. hydrochloric acid as it forms a soft, sticky mass as soon as brought into
contact with the water. * The work reported on in this paper formed the basis of a dissertation submitted
to the University of Chicago in part fulfillment of the requirements for the Ph.D.
degree. Before bliss Vosburgh could come up for her final examinations, she was the
victim of a fatal automobile accident, Dec. 4, 1914, near Mt. Holyoke, Mass. The
present posthumous report, except for editing, is in the form in which it was written by
Miss Vosburgh.-J.
STIEGLITZ. * Hofmann, loc. cit.; Hoogewefl and van Dorp, Rec. trau. chim., 6, 373 (1887);
8, 173 (1889), etc.; Lengfeld and Stieglitz, Am. Chem. J., 15, 215, 504 (1893); Elizabeth
Jeffreys, Ber., 30, 898 (1897); Am. Chem. J., 22, 14 (1899). Experimental Part. The mixed aniline hydrochlorides obtained from each of the rearrange-
ments were analyzed volumetrically for the determination of the molar
ratios of the three salts: the hydrochlorides of aniline, chloroaniline and
bromoaniline. The bromination and the Volhard methods were used
jointly to give sufficient data for the calculations.2 2 The reliability of this method of analysis was determined with a known mixture
of the three hydrochlorides. For the Volhard method a larger quantity of the mixed
salts was used than for the bromination method, as the data show. The method is
reliable only to within 5%. 2 The reliability of this method of analysis was determined with a known mixture
of the three hydrochlorides. For the Volhard method a larger quantity of the mixed
salts was used than for the bromination method, as the data show. The method is
reliable only to within 5%. IiBARRANGEMENT OF TRIPHENYLMETHYLHALOGENAMINES. 208 I 0.0754 g. of the mixed hydrochlorides required 2 1.68 cc. of 0.1 N KBr03; and 0.2 138
g. required 12.85 cc. 0.1 N AgNOa. Found: aniline hydrochloride, 38.0; chloroaniline
hydrochloride, 28.8; and bromoaniline hydrochloride, 33.2. 0.0318 g. of the mixed hydrochlorides required 9.24 cc. of 0.1 N KBrOs, and 0.1276
g. of the same mixture required 7.85 cc. of 0.1 N AgN03. Found: aniline hydrochloride,
36.2 ; chloroaniline hydrochloride, 38.9; and bromoaniline hydrochloride, 24.9. I wish to express my indebtedness to Professor Stieglitz, not only for
the constant interest that he has shown in this investigation and the many
helpful suggestions, but also for the encouragement and his kindness
toward me personally. CHICAGO, ILL. ’See Stieglitz, Reddick and Leech, 8th Intern. Congr. ApP1. Chem., a5, 444 (1912). See a preliminary report (abstract) by Stieglitz and Vosburgh, 8th Intern. Congr.
AppZ. Chem., 25, 445 (1912); Ber., 46, 2151 (1913).
* Beckmann, Ber., 19, 988 (1886), etc. g
A. W. Hofmann, Ber., 14,
2 7 2 5 (1882); 15, 408 (1883), etc.
* The analogy was pointed out by Hoogewerff and van Dorp, loc. cit.; and by
tieglitz, Am. Chem. J., 18, 751 (1896). [CONTRIBUTION
FROM THE KENT CHEMICAL LABORATORY
OF THE UNIVERSITY
OF
CHICAGO.
] CONTRIBUTION
FROM THE KENT CHEMICAL LABORATORY
OF THE UNIVERSITY
OF
CHICAGO. ] METHYLHALOGENAMINES.‘
THE MOLECULAR REARRANGEMENT OF TRIPHENYL- BY ISABELLA
VOSBURGH.*
Received August 1. 1916. BY ISABELLA
VOSBURGH.*
Received August 1. 1916. The characteristic Hofmann rearrangement3 of acid halogen amides,
RCONH(Hal), to derivatives of amines RNHz forms the basis of the
well-known general method of preparation of amines.* The rearrange-
ments is analogous in many important respects to the “Beckmann” re-
arrangement of oximes.6 When it was found in this laboratory by Stieg-
litz and Reddick’ that triphenylmethylhydroxylamine undergoes a re-
arrangement quite as smoothly as any oxime, Professor Stieglitz proposed
to me that I undertake under his direction a parallel investigation on the
possibility of effecting rearrangements of the triphenylmethylhalogen-
amines, Ar3CNH(Hal). The investigation of these particularly simple
halogen amine derivatives promised to shed light on a number of ques-
tions connected with the rearrangements: of those taken up in this in- See a preliminary report (abstract) by Stieglitz and Vosburgh, 8th Intern. Congr. AppZ. Chem., 25, 445 (1912); Ber., 46, 2151 (1913). *
|
https://openalex.org/W4362450338
|
https://bms.ifmsabrazil.org/index.php/bms/article/download/335/154
|
Portuguese
| null |
Impacto da pandemia de COVID-19 nos procedimentos dermatológicos no Brasil
|
Brazilian Medical Students
| 2,023
|
cc-by
| 3,873
|
RESUMO DISCUSSÃO: A pandemia da COVID-
19 reduziu o número de profissionais especializados atuantes nos ambulatórios, com o remanejamento da mão de obra e
reestruturação do serviço para o atendimento aos infectados pela COVID-19, refletindo na redução de consultas e procedi-
mentos, resultando no atraso do acompanhamento e resolução de doenças dermatológicas. CONCLUSÃO: Conclui-se,
portanto, que o a realização de procedimentos dermatológicos foi fortemente influenciada pela pandemia da COVID-19, com
efeito direto no funcionamento de serviços da especialidade. PALAVRAS-CHAVE: Dermatologia; SARS-CoV-2; Pandemias. ABSTRACT INTRODUCTION: Appointments in dermatology were hindered by the COVID-19 pandemic, resulting in delayed diagnoses
and interrupted treatments. Patients at risk of skin cancer, for example, have been affected and metastasis risks increased. In this context, this study aimed to analyze the impact of the COVID-19 pandemic dermatological surgical procedures in Brazil. METHODOLOGY: The study is retroactive, descriptive, and revised. Data were extracted from DATASUS Health Information
System (TABLET) records. “Small surgeries and open skin, subcutaneous tissue, and hospital mucosal surgeries of the SUS RESUMO No período
de 2016 a 2019 houve um aumento de 16,44% nos procedimentos realizados, totalizando 130.099 em 2019. Entretanto, no
ano de 2020 houve queda de 38,59% em relação a 2019, com 79.887 procedimentos. Ademais, em todos os anos predomi-
nou o caráter eletivo, totalizando 402.344 (72,5%). O aumento de procedimentos desse caráter foi de 25,2% no período de
2016 a 2019, mas em comparação a 2019, houve uma redução de 44,9% em 2020. DISCUSSÃO: A pandemia da COVID-
19 reduziu o número de profissionais especializados atuantes nos ambulatórios, com o remanejamento da mão de obra e
reestruturação do serviço para o atendimento aos infectados pela COVID-19, refletindo na redução de consultas e procedi-
mentos, resultando no atraso do acompanhamento e resolução de doenças dermatológicas. CONCLUSÃO: Conclui-se,
portanto, que o a realização de procedimentos dermatológicos foi fortemente influenciada pela pandemia da COVID-19, com
efeito direto no funcionamento de serviços da especialidade. INTRODUÇÃO: Atendimentos dermatológicos foram prejudicados pela pandemia da COVID-19, com diagnósticos atrasados
e tratamentos interrompidos. Pacientes com câncer de pele, por exemplo, foram especialmente afetados, já que a progressão
de lesões e o risco de metástase aumentam. Nesse contexto, o objetivo do estudo foi analisar o impacto da pandemia da
COVID-19 na realização de procedimentos cirúrgicos em dermatologia no Brasil. METODOLOGIA: O estudo é retrospectivo,
descritivo e quantitativo. Os dados foram obtidos a partir de registros do Sistema de Informações de Saúde (TABNET) do
DATASUS. Foram analisadas “Pequenas cirurgias e cirurgias de pele, tecido subcutâneo e mucosa” entre os Procedimentos
Hospitalares do SUS do período de janeiro de 2016 a dezembro de 2020, sendo consideradas as variáveis Região e Caráter
de Atendimento. RESULTADOS: Foram realizadas 554.591 pequenas cirurgias e cirurgias de pele, tecido subcutâneo e
mucosa entre 2016 e 2020 no Brasil. O Sudeste apresentou o maior número de registros (47,15%; n=261.477). No período
de 2016 a 2019 houve um aumento de 16,44% nos procedimentos realizados, totalizando 130.099 em 2019. Entretanto, no
ano de 2020 houve queda de 38,59% em relação a 2019, com 79.887 procedimentos. Ademais, em todos os anos predomi-
nou o caráter eletivo, totalizando 402.344 (72,5%). O aumento de procedimentos desse caráter foi de 25,2% no período de
2016 a 2019, mas em comparação a 2019, houve uma redução de 44,9% em 2020. DOI: 10.53843/bms.v8i11.335 ESTUDO TRANSVERSAL RESUMO INTRODUÇÃO: Atendimentos dermatológicos foram prejudicados pela
e tratamentos interrompidos. Pacientes com câncer de pele, por exemp
de lesões e o risco de metástase aumentam. Nesse contexto, o objet
COVID-19 na realização de procedimentos cirúrgicos em dermatologia
descritivo e quantitativo. Os dados foram obtidos a partir de registros
DATASUS. Foram analisadas “Pequenas cirurgias e cirurgias de pele,
Hospitalares do SUS do período de janeiro de 2016 a dezembro de 20
de Atendimento. RESULTADOS: Foram realizadas 554.591 pequen
mucosa entre 2016 e 2020 no Brasil. O Sudeste apresentou o maior n
de 2016 a 2019 houve um aumento de 16,44% nos procedimentos rea
ano de 2020 houve queda de 38,59% em relação a 2019, com 79.887
nou o caráter eletivo, totalizando 402.344 (72,5%). O aumento de pro
2016 a 2019, mas em comparação a 2019, houve uma redução de 44
19 reduziu o número de profissionais especializados atuantes nos am
reestruturação do serviço para o atendimento aos infectados pela CO
mentos, resultando no atraso do acompanhamento e resolução de
portanto, que o a realização de procedimentos dermatológicos foi forte
efeito direto no funcionamento de serviços da especialidade. PALAVRAS-CHAVE: Dermatologia; SARS-CoV-2; Pandemias. ABSTRACT
INTRODUCTION: Appointments in dermatology were hindered by the
and interrupted treatments. Patients at risk of skin cancer, for example
In this context, this study aimed to analyze the impact of the COVID-19
METHODOLOGY: The study is retroactive, descriptive, and revised. D
System (TABLET) records. “Small surgeries and open skin, subcutane INTRODUÇÃO: Atendimentos dermatológicos foram prejudicados pela pandemia da COVID-19, com diagnósticos atrasados
e tratamentos interrompidos. Pacientes com câncer de pele, por exemplo, foram especialmente afetados, já que a progressão
de lesões e o risco de metástase aumentam. Nesse contexto, o objetivo do estudo foi analisar o impacto da pandemia da
COVID-19 na realização de procedimentos cirúrgicos em dermatologia no Brasil. METODOLOGIA: O estudo é retrospectivo,
descritivo e quantitativo. Os dados foram obtidos a partir de registros do Sistema de Informações de Saúde (TABNET) do
DATASUS. Foram analisadas “Pequenas cirurgias e cirurgias de pele, tecido subcutâneo e mucosa” entre os Procedimentos
Hospitalares do SUS do período de janeiro de 2016 a dezembro de 2020, sendo consideradas as variáveis Região e Caráter
de Atendimento. RESULTADOS: Foram realizadas 554.591 pequenas cirurgias e cirurgias de pele, tecido subcutâneo e
mucosa entre 2016 e 2020 no Brasil. O Sudeste apresentou o maior número de registros (47,15%; n=261.477). IMPACTO DA PANDEMIA DA COVID-19 NOS PROCEDIMENTOS
DERMATOLÓGICOS NO BRASIL Maria Eduarda Silveira Bührnheim
1*; Eric Pasqualotto
2; Amanda Carolina Fonseca da Silva
2; Beatriz Car-
valho de Oliveira
2; Vítor Maurício Merlin Maschietto
2; Luiz Fernando Leite da Silva Neto
2; Geraldo Mendes
de Araújo Junior
2; Carla Andrea Avelar pires
3 1. Universidade do Estado do Pará (UEPA), Acadêmica de Medicina. 2. Universidade Federal de Santa Catarina (UFSC), Acadêmico(a) de
Medicina. 3. Universidade Federal do Pará (UFPA), Doutora em medicina pelo Núcleo de Medicina Tropical. The Southeast had the highest regional records (47.15%; n=261,477). From 2016 to 2019, there was a 16.44% in-
crease in the procedures performed, totaling 130,099 in 2019. However, in 2020 there was a decrease of 38.59% compared
to 2019, with 79,887 procedures. Further, elective procedures were prevalent in all years, 402,344 (72.5%) in total. The
numbers increased 25.2% from 2016 to 2019, but in 2020, compared to 2019, there was a 44.9% reduction. DISCUSSION:
During the COVID-19 pandemic, the number of active healthcare professionals in clinics decreased due to workforce reloca-
tion and services' restructuring, infected in the reduction of consultations and procedures, resulting in the delay of the follow-
up and resolution of dermatological diseases. CONCLUSION: It was found that dermatological procedures were deeply in-
fluenced by the COVID-19 pandemic, with a direct affection of dermatology services in Brazil. KEYWORDS: Dermatology; SARS-CoV-2; Pandemics. INTRODUÇÃO procura durante a pandemia e por novos pacientes que neces-
sitarão iniciar tratamentos precoces6. Assim, espera-se encon-
trar redução no número de procedimentos cirúrgicos dermato-
lógicos no período da pandemia da COVID-19. Nesse con-
texto, o presente estudo tem como objetivo geral analisar o im-
pacto da pandemia da COVID-19 na realização de procedi-
mentos cirúrgicos em dermatologia no Brasil, ademais, os ob-
jetivos específicos são identificar o caráter de atendimento e
distribuição regional dos procedimentos cirúrgicos em derma-
tologia no período analisado. A pandemia de COVID-19, declarada em março de 2020 pela
Organização Mundial da Saúde (OMS), impactou de maneira
direta a saúde mundial, apresentando milhões de infectados e
óbitos. Inúmeras medidas de restrição e isolamento, incluindo
o distanciamento social foram implantadas, a fim de que a do-
ença fosse controlada1,2.Nesse contexto, foram necessárias
adaptações dos sistemas de saúde, incluindo a reorganização
dos cuidados médicos, adiamento e cancelamento de consul-
tas e procedimentos cirúrgicos eletivos1. Além da redução sig-
nificativa do volume de consultas, também houve dificuldade
na realização de programas de triagem em massa, procedi-
mentos diagnósticos e tratamentos2. METODOLOGIA Desenho de estudo e coleta de dados O presente trabalho é retrospectivo, descritivo e com aborda-
gem quantitativa. Os dados utilizados nesta pesquisa foram
obtidos a partir de registros disponíveis no Sistema de Infor-
mações de Saúde, mais especificamente na seção de Proce-
dimentos Hospitalares do SUS e obtidos por meio eletrônico,
através do site do Departamento de Informática do Sistema
Único de Saúde do Brasil (DATASUS)7. Foram utilizados da-
dos referentes aos Procedimentos Hospitalares do SUS, sub-
grupo de procedimento 0401 (Pequenas cirurgias e cirurgias
de pele, tecido subcutâneo e mucosa), do período de janeiro
de 2016 a dezembro de 2020. A prática dermatológica foi significativamente afetada por essa
situação, principalmente pela redução de suas consultas am-
bulatoriais, o que gerou impactos negativos aos pacientes que
não puderam dar prosseguimentos aos seus tratamentos ou
que tiveram diagnósticos tardios de suas condições1. O retardo
no diagnóstico dermatológico, sobretudo do câncer de pele, é
preocupante, já que resulta na progressão de lesões, identifi-
cação em estágios avançados e potencialização do risco de
metástase, consequentemente, aumentando a morbidade e re-
duzindo a sobrevida2,3,4,5. De acordo com a Sociedade Brasi-
leira de Dermatologia, a pandemia afastou pacientes com cân-
cer de pele dos ambulatórios, dificultando o diagnóstico e tra-
tamentos precoces. Houve queda de 50% a 60% de procura
por atendimento dermatológico, em quase todas as faixas etá-
rias6. A aquisição de bibliografia, por sua vez, foi feita com buscas
em diversas bases, como Biblioteca Virtual de Saúde, PubMed
e Google Scholar. DOI: 10.53843/bms.v8i11.335
from January 2016 to December 2020 were analyzed, focusing on the variables Region and Character of Care. RESULTS:
554,591 small surgeries and skin, subcutaneous tissue, and mucosal surgeries were performed between 2016 and 2020 in
Brazil. The Southeast had the highest regional records (47.15%; n=261,477). From 2016 to 2019, there was a 16.44% in-
crease in the procedures performed, totaling 130,099 in 2019. However, in 2020 there was a decrease of 38.59% compared
to 2019, with 79,887 procedures. Further, elective procedures were prevalent in all years, 402,344 (72.5%) in total. The
numbers increased 25.2% from 2016 to 2019, but in 2020, compared to 2019, there was a 44.9% reduction. DISCUSSION:
During the COVID-19 pandemic, the number of active healthcare professionals in clinics decreased due to workforce reloca-
tion and services' restructuring, infected in the reduction of consultations and procedures, resulting in the delay of the follow-
up and resolution of dermatological diseases. CONCLUSION: It was found that dermatological procedures were deeply in-
fluenced by the COVID-19 pandemic, with a direct affection of dermatology services in Brazil. DOI: 10.53843/bms.v8i11.335 from January 2016 to December 2020 were analyzed, focusing on the variables Region and Character of Care. RESULTS:
554,591 small surgeries and skin, subcutaneous tissue, and mucosal surgeries were performed between 2016 and 2020 in
Brazil. The Southeast had the highest regional records (47.15%; n=261,477). From 2016 to 2019, there was a 16.44% in-
crease in the procedures performed, totaling 130,099 in 2019. However, in 2020 there was a decrease of 38.59% compared
to 2019, with 79,887 procedures. Further, elective procedures were prevalent in all years, 402,344 (72.5%) in total. The
numbers increased 25.2% from 2016 to 2019, but in 2020, compared to 2019, there was a 44.9% reduction. DISCUSSION:
During the COVID-19 pandemic, the number of active healthcare professionals in clinics decreased due to workforce reloca-
tion and services' restructuring, infected in the reduction of consultations and procedures, resulting in the delay of the follow-
up and resolution of dermatological diseases. CONCLUSION: It was found that dermatological procedures were deeply in-
fluenced by the COVID-19 pandemic, with a direct affection of dermatology services in Brazil. from January 2016 to December 2020 were analyzed, focusing on the variables Region and Character of Care. RESULTS:
554,591 small surgeries and skin, subcutaneous tissue, and mucosal surgeries were performed between 2016 and 2020 in
Brazil. Análise de dados Diante da duração dessas medidas no cenário nacional de sa-
úde pública, é fundamental considerar o impacto que essa pa-
ralisação causou no diagnóstico e no tratamento de pacientes
com doenças, como o câncer de pele e melanomas, a fim de
se traçar estratégias emergenciais de cuidado e assistência a
esta demanda reprimida4. Ainda, é preciso ressaltar que há
forte tendência de sobrecarga nos serviços dermatológicos de
atendimento da rede pública, pelos pacientes que retardaram Nesse sentido, foram consideradas as variáveis Região e Ca-
ráter de Atendimento para análise. Para realização da análise
de dados, foram utilizadas as ferramentas de tabulação do
TABNET e TABWIN, ferramentas de tabulação disponíveis no
próprio site do DATASUS, além do Software SPSS 25 (Statis-
tical Package for the Social Sciences 25) para análise estatís-
tica, no qual foram feitas tabelas de frequências. Para a DOI: 10.53843/bms.v8i11.335 elaboração dos gráficos, tabelas e textos pertinentes foram uti-
lizados os softwares Microsoft Office Excel 2016 e Word 2016. RESULTADOS Foram realizados 554.591 procedimentos relacionados a pe-
quenas cirurgias e cirurgias de pele, tecido subcutâneo e mu-
cosa entre 2016 e 2020 no Brasil, com média anual igual a
110.918,2 e desvio padrão de 18.861,27. A região Sudeste
apresentou o maior número de casos (47,15%; n=261.477),
seguida da região Nordeste (28,58%; n=158.483), região Sul
(15,72%; n=87.182), região Norte (4,31%; n=23.901) e região
Centro-Oeste (4,25%; n=23.548), descrito no Gráfico 1. CONCLUSÃO Os procedimentos com caráter de atendimento eletivo aumen-
taram 25,2% no período de 2016 a 2019. Entretanto, no ano
de 2020, em comparação a 2019, houve redução de 44,9%
nos procedimentos com caráter de atendimento eletivo, 19%
em urgência, 9,3% em outros tipos de acidente de trânsito e
27,2% em outras lesões e envenenamento por agentes quími-
cos e físicos. Tornou-se perceptível o impacto significativo da pandemia da
COVID-19 em todas as regiões brasileiras na prática dermato-
lógica no ano de 2020, visto que, em várias localidades geo-
gráficas, houve a convocação de profissionais dessa especia-
lidade para ajudar nos serviços de combate ao SARS-CoV-2. No contexto ambulatorial, é possível que tal fato tenha associ-
ação com a diminuição da quantidade de dermatologistas dis-
poníveis, resultando em um menor número de consultas mar-
cadas, bem como na redução da realização de procedimentos
que envolvem o manejo, o diagnóstico e o tratamento de do-
enças. De forma consequente ao atraso do acompanhamento
desses casos clínicos, há chance de piora da evolução da sin-
tomatologia dos pacientes, especialmente aqueles que neces-
sitam de visita contínua e periódica, bem como os indivíduos
que possuem alto risco para uma determinada enfermidade. Aspectos éticos Essa pesquisa não necessitou de aprovação do Comitê de
Ética em Pesquisa (CEP), estando de acordo com a Resolução
nº 510 do Conselho Nacional de Saúde (CNS), de 7 de abril de
2016, artigo 1, inciso III que isenta pesquisa que utilize infor-
mações de domínio público em Ciências Humanas e Sociais
de registro no Comitê de Ética em Pesquisa da Comissão Na-
cional de Ética em Pesquisa – sistema CEP/CONEP. GRÁFICO 1. Procedimentos dermatológicos por região entre 2016 e 2020. Fonte: Autoria dos pesquisadores. GRÁFICO 1. Procedimentos dermatológicos por região entre 2016 e 2020. Fonte: Autoria dos pesquisadores. No período de 2016 a 2019 houve um aumento de 16,44% no
número de procedimentos dermatológicos realizados no Brasil,
de modo que, enquanto em 2016 foram realizados 111.731
procedimentos, em 2019 foram 130.099. Os anos consecuti-
vos apresentaram aumento de 0,71% entre 2016 e 2017,
6,95% entre 2017 e 2018 e 8,1% entre 2018 e 2019, como
abordado no Gráfico 1. No período de 2016 a 2019 houve um aumento de 16,44% no
número de procedimentos dermatológicos realizados no Brasil,
de modo que, enquanto em 2016 foram realizados 111.731
procedimentos, em 2019 foram 130.099. Os anos consecuti-
vos apresentaram aumento de 0,71% entre 2016 e 2017,
6,95% entre 2017 e 2018 e 8,1% entre 2018 e 2019, como
abordado no Gráfico 1. janeiro e maio, o número de procedimentos aumentou 127,8%
entre maio e novembro de 2020, como demonstrado no gráfico
2. 2. GRÁFICO 2. Procedimentos dermatológicos
realizados no ano de 2020 no Brasil
Fonte: Autoria dos pesquisadores. GRÁFICO 2. Procedimentos dermatológicos
realizados no ano de 2020 no Brasil Entretanto, no ano de 2020 houve queda de 38,59% nos pro-
cedimentos realizados em relação a 2019 e 27,28% em rela-
ção à média do período de 2016 a 2019. Foram realizados
79.887 procedimentos dermatológicos em 2020. No período
analisado, o desvio padrão mensal de procedimentos em 2020
foi maior (2403,7), comparado a 2016 (856,8), 2017 (894,3),
2018 (722,2) e 2019 (906,5). Os meses com mais procedi-
mento realizados em 2020 foram janeiro (n=10.114), fevereiro
(n=10.071) e março (n=8.787), enquanto, abril, maio e junho
tiveram os menores registros, com 3.717, 3.579 e 3.888, res-
pectivamente. Após a queda de 64,61% entre os meses de Fonte: Autoria dos pesquisadores. Fonte: Autoria dos pesquisadores. Aspectos éticos DOI: 10.53843/bms.v8i11.335 pele, sendo necessário adiar procedimentos em lesões malig-
nas de menor risco para priorizar quadros de alto risco, en-
quanto casos de risco intermediário foram avaliados individu-
almente - mas em sua maioria também adiados8,9. É válido res-
saltar também, que, em diversas localidades, profissionais da
dermatologia foram recrutados para atendimento de casos de
COVID-19. Com isso, menor tempo para atendimento cirúrgico
e ambulatorial puderam ser dedicados para a especialidade9. Em relação ao caráter de atendimento, em todos os anos pre-
dominou o caráter eletivo, representando 70,4% (n=78.644)
dos procedimentos em 2016, 72,4% (n=81.490) em 2017,
74,4% (n=89.497) em 2018, 75,7% (n=98.446) em 2019 e
67,9% (n=54.267) em 2020, totalizando 402.344 procedimen-
tos (72,5%). Já o caráter de urgência foi o segundo maior
(26,8%; n=148.876). Ele foi seguido de outras lesões e enve-
nenamento por agentes químicos e físicos (0,4%; n=2.011),
outros tipos de acidente de trânsito (0,2%; n=1.359) e 1 proce-
dimento com caráter de atendimento de acidentes no local de
trabalho ou a serviço da empresa, que juntos totalizaram 0,7%
de todos os procedimentos, como descrito no gráfico 3. Em relação à distribuição regional de procedimentos dermato-
lógicos nota-se uma redução global no ano de 2020 na procura
devido à eclosão da pandemia de COVID-1910,11. No entanto,
a tendência de redução acompanha a distribuição nacional
existente, na qual a região sudeste concentra o maior número
de profissionais da dermatologia ao mesmo tempo em que as
regiões norte e nordeste apresentam as menores concentra-
ções de especialistas e serviços. É importante pontuar, desta
forma, que a pandemia agravou o problema de assistência mé-
dica dermatológica reduzida nessas regiões, uma vez que
nesse período também houve agravamento de doenças devido
ao estresse e ansiedade, tendo assim um desequilíbrio entre
número de profissionais especializados, demanda e casos de
doença de pele12,13. Gráfico 3. Procedimentos dermatológicos por
caráter de atendimento no Brasil de 2016 a 2020
Fonte: Autoria dos pesquisadores. Ademais, o presente estudo possui limitações. Os dados apre-
sentados avaliam um período limitado de tempo na pandemia,
considerando a indisponibilidade de dados integrais de perío-
dos posteriores ao analisado. O desenho de estudo também
impossibilita a geração de generalizações, sendo necessários
estudos com metodologias mais rigorosas para tal. Fonte: Autoria dos pesquisadores. CONFLITOS DE INTERESSE Os pesquisadores afirmam que não há conflitos de interesse
nesta pesquisa. 9. Gisondi P, Piaserico S, Conti A et al. Dermatologists and
SARS‐CoV‐2: the impact of the pandemic on daily prac-
tice. Journal of the European Academy of Dermatology
and Venereology. 2020;34(6):1196–1201. FINANCIAMENTO 10. Conselho Federal de Medicina. Pandemia derruba quase
30 milhões de procedimentos médicos em ambulatórios
do SUS [Internet]. 2021 [acesso em 2021 dez 1]. Disponí-
vel em: https://portal.cfm.org.br/noticias/pandemia-der-
ruba-quase-30-milhoes-de-procedimentos-medicos-em-
ambulatorios-do-sus/ O financiamento deste trabalho foi realizado por meios pró-
prios dos autores O financiamento deste trabalho foi realizado por meios pró-
prios dos autores DISCUSSÃO No presente estudo, foi identificada notável redução no nú-
mero de procedimentos dermatológicos eletivos no contexto
pandêmico (Gráfico 2). Resultados similares foram encontra-
dos em estudo de Felipe e colaboradores, no qual foi identifi-
cada uma redução na disponibilidade de procedimentos eleti-
vos e consultas em um serviço de referência em dermatologia1. Tal fato teve impacto negativo direto no seguimento do cui-
dado, com possível agravamento de condições como conse-
quência da ausência de acompanhamento. O presente estudo possibilita a identificação da variação nos
procedimentos dermatológicos realizados, podendo servir
como base para a realização de novos estudos em serviços de
dermatologia brasileiros, possibilitando adaptações para me-
lhor eficiência no atendimento e preparo para futuras situações
de crise em serviços de saúde. Estudos internacionais apontam quadros semelhantes em ou-
tros países, com redução de atendimentos dermatológicos e,
em especial, pequenos procedimentos eletivos. As principais
dificuldades foram encontradas no manejo de neoplasias de DOI: 10.53843/bms.v8i11.335 [acesso
em
2021
dez
1]. Disponível
em:
https://www.sbd.org.br/noticias/pandemia-dificulta-diag-
nostico-precoce-de-cancer-de-pele-diz-sbd/ [acesso
em
2021
dez
1]. Disponível
em:
https://www.sbd.org.br/noticias/pandemia-dificulta-diag-
nostico-precoce-de-cancer-de-pele-diz-sbd/ Por fim, mais estudos são necessários para a avaliação da pro-
gressão da realização de procedimentos dermatológicos em
períodos posteriores aos avaliados pelo presente estudo, bem
como estudos com metodologias mais robustas, para a reali-
zação de correlações e generalizações sobre a temática. 7. DATASUS. tabnet.datasus.gov.br/tabnet/tabnet.htm. Dis-
ponível em: <http://www.datasus.gov.br>. 8. Bhargava S, Negbenebor N, Sadoughifar R et al. Global
impact on dermatology practice due to the COVID-19 pan-
demic. Clinics in Dermatology. 2021;39(3):479-487. 8. Bhargava S, Negbenebor N, Sadoughifar R et al. Global
impact on dermatology practice due to the COVID-19 pan-
demic. Clinics in Dermatology. 2021;39(3):479-487. REFERÊNCIAS 1. Felipe CO, Medeiros ACTR, Queiroz MVR et al. Impactos
do COVID-19 no ambulatório e residência médica em der-
matologia. Revista Científica da Faculdade de Medicina
de Campos. 2021;16(1):42–45. 11. Maia BR, Dias PC. Ansiedade, depressão e estresse em
estudantes universitários: o impacto da COVID-19. Estu-
dos de Psicologia (Campinas). 2020;37:e200067. 2. Sarmenghi IP, Tedesco CF, Almeida BV et al. IMPACTO
DA PANDEMIA DA COVID-19 EM UM PROGRAMA DE
TRIAGEM DE C NCER DE PELE NO ESPÍRITO SANTO. Brazilian Journal of Surgery and Clinical Research. 2021;36(1):12–16. 12. Melo MSB, Rocha NFL, Magalhães, SS et al. Influência de
fatores emocionais nas doenças crônicas de pele: O es-
tresse como gatilho para o desenvolvimento, reincidência
ou agravamento da psoríase. ID on line REVISTA DE PSI-
COLOGIA. 2019;13(46):584–608. 3. Canedo MIF, Martín, MT, Ruíz FR. Impact of the SARS-
CoV-2 pandemic on the early diagnosis of melanoma. Med
Clin (Barc). 2021;156(7):356–359. 13. Universidade de São Paulo. DEMOGRAFIA MÉDICA NO
BRASIL [Internet]. 2020 [acesso em 2021 dez 1]. Disponí-
vel em: https://www.fm.usp.br/fmusp/conteudo/Demogra-
fiaMedica2020_9DEZ.pdf 4. Tejera-Vaquerizo A, Cañueto J, Toll A et al. Estimación del
efecto en el tamaño y la supervivencia de los tumores cu-
táneos debido al confinamiento por COVID-19: modelo ba-
sado en un crecimiento exponencial. Actas Dermo-Sifili-
ográficas. 2020;111(8):629–638. 4. Tejera-Vaquerizo A, Cañueto J, Toll A et al. Estimación del
efecto en el tamaño y la supervivencia de los tumores cu-
táneos debido al confinamiento por COVID-19: modelo ba-
sado en un crecimiento exponencial. Actas Dermo-Sifili-
ográficas. 2020;111(8):629–638. 5. Tejera-Vaquerizo A, Nagore E. Estimated effect of COVID‐
19 lockdown on melanoma thickness and prognosis: a rate
of growth model. Journal of the European Academy of Der-
matology and Venereology. 2020;34(8):e351-e353. 6. Sociedade Brasileira de Dermatologia. Pandemia dificulta
diagnóstico precoce de câncer de pele [Internet]. 2021 6. Sociedade Brasileira de Dermatologia. Pandemia dificulta
diagnóstico precoce de câncer de pele [Internet]. 2021
|
https://openalex.org/W2156966112
|
https://repository.ubn.ru.nl/bitstream/handle/2066/152096/1/152096.pdf
|
English
| null |
Cytokine inhibition in chronic fatigue syndrome patients: study protocol for a randomized controlled trial
|
Trials
| 2,015
|
cc-by
| 6,298
|
Cytokine inhibition in chronic fatigue syndrome patients: study protocol for a randomized
controlled trial Cytokine inhibition in chronic fatigue syndrome patients: study protocol for a randomized
controlled trial
Roerink, M.E.; Knoop, H.; Bredie, S.J.H.; Heijnen, M.; Joosten, L.A.B.; Netea, M.G.; Dinarello, C.A.;
Meer, J.W.M. van der
2015, Article / Letter to editor (Trials, 16, (2015), article 439)
Doi link to publisher: https://doi.org/10.1186/s13063-015-0971-z Cytokine inhibition in chronic fatigue syndrome patients: study protocol for a randomized
controlled trial
Roerink, M.E.; Knoop, H.; Bredie, S.J.H.; Heijnen, M.; Joosten, L.A.B.; Netea, M.G.; Dinarello, C.A.;
Meer, J.W.M. van der
2015, Article / Letter to editor (Trials, 16, (2015), article 439)
Doi link to publisher: https://doi.org/10.1186/s13063-015-0971-z Version of the following full text: Publisher’s version
Downloaded from: http://hdl.handle.net/2066/152096
Download date: 2024-10-24 * Correspondence: Megan.Roerink@radboudumc.nl
1Department of Internal Medicine, Radboud University Medical Center, Post
Box 91016500 HB Nijmegen, The Netherlands
Full list of author information is available at the end of the article Cytokine inhibition in chronic fatigue
syndrome patients: study protocol for a
randomized controlled trial Megan E. Roerink1*, Hans Knoop 2, Sebastian J. H. Bredie1, Michael Heijnen1, Leo A. B. Joosten1, Mihai G. Netea1,
Charles A. Dinarello1 and Jos W. M. van der Meer1 * Correspondence: Megan.Roerink@radboudumc.nl
1Department of Internal Medicine, Radboud University Medical Center, Post
Box 91016500 HB Nijmegen, The Netherlands
Full list of author information is available at the end of the article
© 2015 Roerink et al. Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0
International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and
reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to
the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver
(http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. © 2015 Roerink et al. Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0
International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and
reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to
the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver
(http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. Abstract Background: Chronic fatigue syndrome (CFS) is a medically unexplained syndrome for which no somatic or
pharmacological treatment has been proven effective. Dysfunction of the cytokine network has been suspected to
play a role in the pathophysiology of CFS. The disturbances of the cytokine network detected in CFS patients are
highly variable, in part due to the lack of adequate controls in many studies. Furthermore, all studies have been
performed on peripheral venous blood of patients. As cytokines mainly act in tissues, for example, the brain, the
information that can be derived from peripheral blood cells is limited. The information regarding the possible role of
cytokines in the pathophysiology could come from intervention studies in which the activities of relevant cytokines are
reduced, for example, reducing interleukin-1, interleukin-6 or tumor necrosis factor. In this study, the clinical usefulness of
anakinra, an IL-1 antagonist, will be assessed in patients with CFS. Methods/Design: A randomized placebo-controlled, double-blind trial will be conducted. Fifty adult female patients
meeting the Centers for Disease Control (CDC) criteria for CFS and without psychiatric co-morbidity will be included. After
inclusion, patients will be randomized between treatment with anakinra (recombinant human interleukin-1 receptor
antagonist) or placebo. Each group will be treated for 4 weeks. Outcome measures will be assessed at baseline, after
4 weeks of intervention, and 6 months after baseline assessment. The primary outcome measure will be fatigue
severity at 4 weeks, measured with the validated Checklist of Individual Strength (CIS). Secondary outcome measures
are functional impairment, physical and social functioning, psychological distress, pain severity, presence of
accompanying symptoms, and cytokine and cortisol concentrations. Discussion: This is the first randomized placebo-controlled trial that will evaluate the effect of interference
with IL-1 on the experience of fatigue in patients with CFS. The results of this study may expand treatment
options for patients with CFS, for whom graded exercise therapy and cognitive behavioral therapy are the
only evidence-based interventions that exist at this moment. Trial registration: Clinicaltrials.gov: NCT02108210. Clinicaltrials.gov registration date: 8 April 2014. EudraCT:
2013-005466-19 Keywords: Chronic fatigue syndrome, Treatment, Protocol, Anakinra, Placebo, Interleukin-1, Cytokine © 2015 Roerink et al. Note: Note:
To cite this publication please use the final published version (if applicable). To cite this publication please use the final published version (if applicable). Roerink et al. Trials (2015) 16:439
DOI 10.1186/s13063-015-0971-z TRIALS Background This loss of gray matter might
be caused by enhanced cytokine activity. p
y
p
[
]
Several studies have been performed to investigate
whether there is an excess of cytokines in CFS, but
so far, findings are inconsistent [11, 12]. A recent sys-
tematic review on circulating cytokines in CFS re-
ported that the majority of studies performed during
the past years did not find significantly increased con-
centrations
of
proinflammatory
cytokines
[13]. A
major problem is that many studies did not use ad-
equate controls and used different methods to handle
blood samples. Cytokine responses are under genetic
control, but they are extremely vulnerable to other in-
fluences,
such
as
hormonal status,
food,
exercise,
stress, behavior, drugs and vaccines [14]. Therefore, it
is not easy to compose a good control group. An
additional problem is that almost all studies have
been performed on peripheral venous blood. As cyto-
kines mainly act in tissues, with the brain being the
most important target organ in CFS, information that
can be derived from studying circulating cytokine
concentrations
(which
are
generally
in
the
pg/ml
range) is limited. The only information regarding a
role of cytokines that is pathophysiologically relevant
could come from intervention studies in which crucial
cytokines in tissue are inhibited. A potentially relevant
cytokine, which can be blocked in humans without
severe side effects, is interleukin-1 (IL-1) [15]. Drugs that interfere with the proinflammatory cyto-
kine IL-1 are commonly used nowadays for a variety
of inflammatory disorders [26]. The recombinant IL-1
receptor antagonist (anakinra) reduces the activity of
both IL-1α and IL-1ß by binding to the IL-1 receptor. This intervention is highly targeted and hence would
allow investigators to draw conclusions regarding the
pathophysiology of CFS, and the effect of reducing
cytokine concentrations in CFS patients. Moreover,
compared to blocking TNF-α or IL-6, blocking IL-1
with anakinra has a long safety recorded with respect
to side effects, and is not associated with increased
susceptibility
to
opportunistic
infections
such
as
Mycobacterium tuberculosis. The primary aim of this study is to assess the effect
of anakinra on fatigue severity in patients with CFS. Fatigue is the most central and characterizing symp-
tom of CFS, and in contrast to the accompanying
symptoms, it is reported by all patients. It is also
strongly related to the functional impairments re-
ported by patients. Background 1. The complaints of patients with CFS are often
described as that of a persistent flu. During infections
like influenza, symptoms are generally ascribed to the
action of cytokines (like IL-1, IL-6, tumor necrosis
factor alpha (TNF) and interferons) [9]. Chronic fatigue syndrome (CFS) is a medically unex-
plained syndrome characterized by severe disabling
fatigue for a period of at least 6 months, which leads
to considerable impairment in daily functioning [1]. Various accompanying symptoms may be present,
such as headache, joint and muscle pain, sore throat,
impaired memory and concentration and exercise
intolerance. In the Netherlands, the prevalence of
CFS is at least 27,000 persons [2]. So far, the cause
for CFS is yet unclear [3]. Cognitive behavioral ther-
apy (CBT) and graded exercise therapy (GET) are
the only interventions that have shown positive re-
sults
in
randomized
controlled
clinical
trials
for
treating fatigue-associated CFS symptoms and dis-
ability [4–8]. 2. Many disease states are accompanied by anorexia,
loss of interest, somnolence and fatigue, a
symptom complex coined as sickness behavior. The cytokines IL-1beta, TNF and IL-6 are thought
to be responsible for it. Administration of either
IL-1, IL-6, TNF or each of the interferons to
humans and animals is accompanied by flu-like
symptoms [16–18]. 3. Previously, it was reported that IL-8 and IL-10
were significantly elevated in the cerebrospinal
fluid in patients with CFS, compatible with induc-
tion of IL-1 [19]. 3. Previously, it was reported that IL-8 and IL-10
were significantly elevated in the cerebrospinal
fluid in patients with CFS, compatible with induc-
tion of IL-1 [19]. Cytokines
are
hormone-like
proteins
that
convey
messages between cells. Originally, they were thought to
act only within the host defense system, but soon it be-
came clear that they mediate an array of diverse effects
in normal physiology and disease. Since proinflammatory
cytokines play a key role in inflammation (for example,
by causing fever, inducing muscle pain, fatigue, sleep
and other flu like symptoms), they have been hypothe-
sized to be responsible for the symptoms in CFS [9, 10]. 4. Beta amyloid precursor protein has also been
found to be elevated in the cerebrospinal fluid of
CFS patients [20]. Production of this protein is
under control of IL-1 and TNF [21–23]. 5. Our group has previously established that patients
with CFS have a significant loss of gray matter in
the brain [24, 25]. Abstract Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0
International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and
reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to
the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver
(http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. Roerink et al. Trials (2015) 16:439 Page 2 of 8 Study population
Fif
b Fifty subsequent patients will be included and equally
randomized between treatment arms. Inclusion criteria
for participation comprise the CDC diagnosis of CFS
[20, 31], fatigue duration ≤10 years or recent progres-
sion of fatigue severity, female sex, age between 18 and
59 years old, a score ≥40 on the subscale fatigue severity
of the Checklist of Individual Strength (CIS), and a
score ≥700 on the Sickness Impact Profile (SIP). The ex-
clusion criteria include females who are pregnant or
nursing, intend to get pregnant during the study, use or
have used psychotropic medication in the past month,
received a live vaccine during the last 4 weeks, had sub-
stance abuse in the past 3 months, have had symptoms
more than 10 years, are taking any medication except
oral contraceptives and/or paracetamol, have evident
somatic comorbidity, have current engagement in CFS
research, do not have the ability to understand the na-
ture and the extent of the trial and the procedure re-
quired, have psychiatric comorbidity (major depression,
psychosis, eating disorders, anxiety disorders, bipolar
disease and post-traumatic stress disorder) assessed with
‘The
Mini-International
Neuropsychiatric
Interview’
(M.I.N.I.) [32], or are currently engaged in a legal pro-
cedure with respect to disability claims. Study medication will be provided by the Swedish Or-
phan Biovitrium (Sobi) and stored at the Department of
Pharmacology of the RadboudUMC. Preparation and la-
belling of anakinra and placebo will be done according
to the current guidelines. This will be performed by the
Clinical Trials Unit department of Clinical Pharmacol-
ogy of the RadboudUMC. The anakinra and placebo sy-
ringes will be identical in appearance; the placebo
syringes will contain a mixture of sodium citrate, sodium
chloride and polysorbate. Medication is used once daily,
during a period of 4 weeks. The anakinra and placebo
will be provided by the main investigator. On the first
study day, patients will be instructed how to self-inject
the study medication, as described by others [27]. Ad-
ministration takes place in the subcutaneous tissue, most
often the abdomen or the thighs. During the study, pa-
tients will be advised to set their alarm clock daily at the
same time to remind them to use the medication cor-
rectly. Drug adherence will be evaluated after 1 week
and after completion of treatment. Patients will return
all used and unused syringes after 4 weeks. Background As a secondary study aim, we will
assess the effect of anakinra on the level of functional
impairment, physical and social functioning, pain se-
verity, presence of accompanying symptoms and psy-
chological distress. In this paper, we describe the
protocol to evaluate the effects of anakinra. Other
studies with anakinra or anti-IL-1ß revealed a de-
crease in fatigue [27–30]. Although it is plausible that cytokines play a role in
the pathophysiology of CFS, there is only indirect
evidence for this theory: Roerink et al. Trials (2015) 16:439 Page 3 of 8 Methods/Design
Study design number 2014/025). The study is registered at the Euro-
pean Union Drug Regulating Authorities (EudraCT:
2013–005466–19) and will be conducted according to
the Declaration of Helsinki, Good Clinical Practice
(GCP) and Good Manufacturing Practice (GMP) guide-
lines. The inclusion of patients started in July 2014. Written informed consent will be obtained from all pa-
tients before participation in the trial. A randomized placebo-controlled trial (RCT) will be
performed to determine whether interference with IL-1
is able to reduce fatigue and disabilities in CFS patients. Within each study arm, treatment will be double blind. The study will be performed in the Radboud University
Medical Center, in the Department of Internal Medicine
and in the Expert Center for Chronic Fatigue (ECCF),
located in Nijmegen, the Netherlands. All female CFS
patients visiting the outpatient clinic of the department
of Internal Medicine or visiting the ECCF will be consid-
ered for participation. Furthermore, patients connected
to the “ME/CVS-stichting,” a Dutch foundation for CFS
patients, will be asked to participate in the study. To in-
crease homogeneity in our study population, we decided
to only include female patients, as CFS is a disease that
mostly affects women. After inclusion, each patient will
receive an individual study code. Patients will be asked
to bring a healthy, age-matched, neighborhood control
to their first study visit. If patients decide not to partici-
pate in this study, an attempt will be made to elucidate
the reason for this, but patients are not obligated to
explain their refusal. Study medication, randomization and follow-up
Eligibility for participation of patients is determined at
the pre-study visit. After giving informed consent, pa-
tients will be screened for inclusion and exclusion cri-
teria by means of the examinations listed in Fig. 1. Laboratory investigations performed earlier will be eval-
uated for all patients and will be repeated if not per-
formed recently, or when essential measurements, as
recommended by others [31], are missing. Patients who
qualify to be included will be randomized 1:1 to receive
either anakinra (100 mg/day) or placebo. Randomization
will be performed by the study pharmacist (Department
of Clinical Pharmacology, Radboud University Medical
Center), will be known only by the pharmacist and will
be exposed only in case of emergency. If the code is
broken, it will render the participant not eligible. When
the study is completed, the randomization list will be
made available by the study pharmacist. Study population
Fif
b During the intervention period, use of co-medication
is only allowed when used for ≤14 consecutive days and
on the condition that there are no known interactions
with anakinra. Oral contraceptives and/or paracetamol
can be used without limitation. During the follow-up
period, there are no limitations regarding the use of Ethical approval The study is approved by the Medical Ethical Review
Committee of the Radboud UMC Nijmegen (registration Roerink et al. Trials (2015) 16:439 Page 4 of 8 Fig. 1 Study-specific procedures Roerink et al. Trials (2015) 16:439 Page 5 of 8 medication. All co-medication will be registered and re-
ported afterwards. 4. Pain severity. Pain severity will be assessed with a
visual analog scale (VAS). This score can vary between
0 (no pain) and 10 (worst pain ever experienced). Since the anakinra arm is difficult to blind because of
local reactions at the injection site, the research phys-
ician and the principal investigator will not be informed
of the side effects. After the injection instruction by the
physician assistant (PA), the patient will be instructed to
report adverse effects to the PA and not to the research
physician. The PA will report all side effects to an inde-
pendent
physician. The
independent
physician
will
examine patients if needed and is mandated to stop
treatment. To evaluate blinding of the treatment, pa-
tients will be asked which medication they thought they
were using during the trial, after they have completed
the study. 5. Presence of accompanying symptoms. The presence
of accompanying symptoms will be evaluated using
the CDC criteria. The number of symptoms can
vary between 0 and 8. 6. Cytokine concentration in blood. The cytokine
concentrations in blood (plasma and blood in Pax-
gene tubes) will be determined. Our study can pro-
vide additional information regarding cytokine levels
because we have the opportunity to compare cyto-
kine concentrations with healthy neighborhood con-
trols. Also we will compare pre-treatment
concentrations with post-treatment concentrations. 7. Cortisol concentration in hair and saliva. Cortisol
concentrations in hair and saliva will be assessed
because of the possible role of the hypothalamus-
pituitary-adrenal axis in CFS. For the baseline assess-
ment, comparison will be made with cortisol con-
centrations in matched neighborhood controls. All
patients will collect saliva for 2 consecutive days at
four different time points (directly after awakening,
30 min after awakening, 11 a.m., 8 p.m.), using the
passive drool method. Saliva will be stored at -80 °C
until further analysis. Study visits are carried out at week 0, week 4 and, if
needed, after 6 months. After 1 week, patients will be
contacted by telephone to evaluate the occurrence of
any problems regarding the use of medication and drug
utilization will be recorded. Secondary outcome measures
Secondary outcome measures: 1. Level of functional impairment. The level of functional
impairment will be measured with the Sickness Impact
Profile (SIP8) total score. The SIP8 is a validated
instrument to evaluate sickness-related dysfunction. The total score gives an indication of the experienced
disabilities in all domains of functioning [35]. At 6 months, all questionnaires evaluating primary
and secondary outcomes will be repeated to evaluate if
the expected effects of the medication are maintained
during the follow-up period of 5 months. Other study parameters collected at baseline will in-
clude the following: demographic data, medical history,
psychiatric history, serology results collected before in-
clusion in the study, use of medication, smoking and the
use of alcohol and drugs. 2. Physical and social functioning. Physical and social
functioning will be assessed with the subscale
physical functioning and subscale social functioning
of the Short Form (SF)-36 [36]. 3. Level of psychological distress. The level of
psychological distress will be assessed with the total
score on the Symptom Checklist-90 (SCL-90). A
high total score reflects psychological distress [37]. Ethical approval If there are serious side ef-
fects, an additional study visit can be performed by the
independent physician at any time. Between study visits,
subjects will be asked to fill out web-based question-
naires up to 6 months after their first study visit (Fig. 1). Outcome measures
h 8. Microbiome determination in stools. This will give
more insight into the microbial flora of the host,
which is a new field of interest in a wide range of
diseases. The availability of well-defined patients
with CFS and matched controls is a great opportun-
ity in an unexplored area of CFS research to assess
whether the microbiome of CFS patients is peculiar. Patients will collect feces at home, and all samples
will be stored at –80 °C until further analysis. 8. Microbiome determination in stools. This will give
more insight into the microbial flora of the host,
which is a new field of interest in a wide range of
diseases. The availability of well-defined patients
with CFS and matched controls is a great opportun-
ity in an unexplored area of CFS research to assess
whether the microbiome of CFS patients is peculiar. Patients will collect feces at home, and all samples
will be stored at –80 °C until further analysis. The primary outcome measure is fatigue severity mea-
sured with the subscale fatigue severity of the Checklist
of Individual Strength (CIS) at 4 weeks, the primary end-
point of the study. Scores on the CIS subscale range
from 8 to 56 (8 items, 7-point Likert Scale). This ques-
tionnaire has been validated extensively in patients with
chronic fatigue syndrome [33, 34]. Patients will fill out
this web-based questionnaire weekly during the course
of the trial and monthly during the follow-up period
(Fig. 1). All secondary outcome measures will be assessed at
baseline and directly following the intervention (Fig. 1). Only the VAS pain scale will be filled in weekly (together
with the CIS) during the trial. Discussion The primary analysis will be the comparison between
the two different treatment groups (anakinra or placebo)
at 4 weeks. Data will be analyzed on an ITT basis. Miss-
ing values will be replaced using multiple imputation
with fully conditional specification with at least five im-
putations. The imputation method that will be used is
predictive mean matching for missing data in primary
and secondary outcome measures. Aside from condition,
we will use the following variables assessed at baseline
to generate the imputations: duration of symptoms, age,
BMI and baseline values of the outcome measures. This
study
will
be
the
first
randomized
placebo-
controlled trial to evaluate the effect of blocking IL-1 on
symptoms in patients with CFS. Earlier studies investi-
gated cytokine production to be of relevance in CFS pa-
tients, but conflicting results have been published [11,
13]. A possible explanation is that good controls have
not been used in these studies, and cytokines were mea-
sured in peripheral blood instead of in tissues. Blinding the study for anakinra is a difficult proced-
ure because of the occurrence of local skin reactions
in a significant amount of patients. To maintain the
double-blind design of this trial, side effects will be
evaluated by an independent PA. In earlier “double
blind” trials, medication was injected in the presence
of the main investigator [27]. The effect of anakinra
will be measured up to 6 months after the start of
treatment. In this manner, we can evaluate the long-
term effect of blocking IL-1 for a short period. It will
provide more insight into the best treatment for CFS
patients when blocking IL-1 appears to be effective. The results will be analyzed with SPSS for Windows. To determine if there is a significant difference between
the intervention arm and placebo condition, ANCOVA
will be used with the outcome measure on the second
assessment as the dependent measure, the baseline score
as the covariate, and condition as the fixed factor [39]. We will test if significant differences exist between both
groups in mean age and BMI at baseline, both known to
influence circulating cytokine levels. If so, these variables
will be entered as covariates in the ANCOVA. Adverse events
d Adverse events (AE) are defined as any undesirable ex-
perience
occurring to
a
subject during the
study,
whether or not considered related to the investigational
product. All adverse events reported spontaneously by
the subject or observed by the investigator or his staff
will be recorded. Anakinra is known as a very safe drug. Side effects are mainly related to irritation at the injec-
tion site, these reactions usually wane with prolonged
treatment. We have reported from our own experience
with long-term use of anakinra in patients with Schnitz-
ler syndrome that the risk for infection is not enhanced,
even in this elderly group [38]. Nevertheless, the package
insert warns against infectious complications in patients
with underlying illness. Rarely, neutropenia develops
during treatment, which is a reason to discontinue
therapy. Withdrawal of individual participants Subjects can leave the study at any time for any reason if
they wish to do so without any consequences. The inves-
tigator or independent physician can decide to withdraw Roerink et al. Trials (2015) 16:439 Page 6 of 8 a subject from the study for urgent medical reasons. In
general, noncompleters are not to be replaced. Subjects
withdrawn from the study for a medical reason or ad-
verse event will receive adequate follow-up. All analysis
will
be
done
according
to
the
Intention-to-Treat
principle (ITT). In case of discontinuation, efforts will
be made to continue all study measurements. With-
drawn patients, or patients who are still severely fatigued
following the intervention, will be offered regular care,
which is CBT at the ECCF. missing data. For the secondary outcome measures, the
same analysis will be repeated, but the secondary out-
come measures at the second assessment will serve as
the dependent variable and the scores at baseline as the
covariate. Power calculation
h
l The sample size is based on the fatigue subscale score of
the CIS at 4 weeks. In the present study, the power cal-
culation is based on results from comparable studies
with CFS patients where fatigue severity was determined
with the CIS-fatigue scale [40]. If interleukin-1 plays a
central role in CFS symptomatology, we expect a consid-
erable reduction of fatigue following treatment. Assum-
ing a large controlled effect size of 0.85, an alpha of 0.05
and a power of 0.80, 23 patients are needed in each arm
of the study. The number of patients can be further re-
duced by using ANCOVA, with the outcome measure
on the second assessment as the dependent measure,
the baseline score as the covariate, and condition as the
fixed factor. In this kind of trials, ANCOVA yields
greater power compared to other statistical methods
[39]. Based on the correlation between the pre- and post
CIS fatigue scale, the sample size of 23 can be multiplied
by 0.883 (1 to 0.3422). Including an assumed dropout
rate of 20 percent, we will have to include 25 patients in
each group to demonstrate a significant difference be-
tween the medication group and placebo. Authors’ contributions JM initiated and participated in the design of the study as an expert on
infectious diseases and chronic fatigue syndrome, obtained funding for the
study, and will coordinate and supervise the study and data collection. MR
participated in the design of the study and is responsible for data collection
and analysis, and for drafting the manuscript. HK participated in the design
of the study as an expert on chronic fatigue, and will help to coordinate and
supervise the study. SB is involved as independent physician and will supervise
the physician assistant. MH instructs patients on use of medication and will
evaluate and report side-effects. MN participated in the design of the study as
an expert on infectious diseases. LJ participated in the design of the study as an
expert on proinflammatory cytokines. CD participated in the design of the study
as an expert of infectious diseases and interleukin-1, and will help to coordinate
and supervise the study. All authors revised the draft manuscript and approved
the final manuscript. 14. de Jager W, Bourcier K, Rijkers GT, Prakken BJ, Seyfert-Margolis V. Prerequisites
for cytokine measurements in clinical trials with multiplex immunoassays. BMC
Immunol. 2009;10:52. 15. Dinarello CA, van der Meer JW. Treating inflammation by blocking
interleukin-1 in humans. Semin Immunol. 2013;25:469–84. 16. Anforth HR, Bluthe RM, Bristow A, Hopkins S, Lenczowski MJ, Luheshi G, et al. Biological activity and brain actions of recombinant rat interleukin-1alpha and
interleukin-1beta. Eur Cytokine Netw. 1998;9:279–88. 17. Bluthe RM, Laye S, Michaud B, Combe C, Dantzer R, Parnet P. Role of interleukin-
1beta and tumour necrosis factor-alpha in lipopolysaccharide-induced sickness
behaviour: a study with interleukin-1 type I receptor-deficient mice. Eur J
Neurosci. 2000;12:4447–56. 18. Pusztai L, Mendoza TR, Reuben JM, Martinez MM, Willey JS, Lara J, et al. Changes in plasma levels of inflammatory cytokines in response to
paclitaxel chemotherapy. Cytokine. 2004;25:94–102. Abbreviations 8. Price JR, Mitchell E, Tidy E, Hunot V. Cognitive behaviour therapy for chronic
fatigue syndrome in adults. Cochrane Database Syst Rev. 2008;3:CD001027. doi:10.1002/14651858.CD001027.pub2. 8. Price JR, Mitchell E, Tidy E, Hunot V. Cognitive behaviour therapy for chronic
fatigue syndrome in adults. Cochrane Database Syst Rev. 2008;3:CD001027. doi:10.1002/14651858.CD001027.pub2. AE: adverse event; BDI: Beck Depression Inventory; CBT: cognitive behavioral
therapy; CFS: chronic fatigue syndrome; CIS: Checklist Individual Strength;
ECCF: Expert Center Chronic Fatigue at Radboud University Medical Center;
EudraCT: European Drug Regulatory Affairs Clinical Trials; GCP: good clinical
practice; GET: gradual exercise therapy; HAM-D: Hamilton Rating Scale for
Depression; HPA-axis: hypothalamic-pituitary-adrenal-axis; IL-1: interleukin-1;
IL-1Ra: interleukin-1 receptor antagonist; IL-8: interleukin-8; MINI: The Mini-
International Neuropsychiatric Interview; PA: Physician Assistant; SCL-90: Symptom
Checklist 90; s.c.: subcutaneously; SD: standard deviation; SF-36: Short Form 36;
SFQ: Shortened Fatigue Questionnaire; SIP: Sickness Impact Profile; TNFα: tumor
necrosis factor α; VAS: Visual Analog Scale. 9. Dantzer R. Cytokine-induced sickness behaviour: a neuroimmune
response to activation of innate immunity. Eur J Pharmacol. 2004;500:399–411. 9. Dantzer R. Cytokine-induced sickness behaviour: a neuroimmune
response to activation of innate immunity. Eur J Pharmacol. 2004;500:399–411. 10. Lorusso L, Mikhaylova SV, Capelli E, Ferrari D, Ngonga GK, Ricevuti G. Immunological aspects of chronic fatigue syndrome. Autoimmun Rev. 2009;8:287–91. 10. Lorusso L, Mikhaylova SV, Capelli E, Ferrari D, Ngonga GK, Ricevuti G. Immunological aspects of chronic fatigue syndrome. Autoimmun Rev. 2009;8:287–91. 11. Lyall M, Peakman M, Wessely S. A systematic review and critical evaluation
of the immunology of chronic fatigue syndrome. J Psychosom Res. 2003;55:79–90. 11. Lyall M, Peakman M, Wessely S. A systematic review and critical evaluation
of the immunology of chronic fatigue syndrome. J Psychosom Res. 2003;55:79–90. 12. Neu D, Mairesse O, Montana X, Gilson M, Corazza F, Lefevre N, et al. Dimensions of pure chronic fatigue: psychophysical, cognitive and
biological correlates in the chronic fatigue syndrome. Eur J Appl Physiol. 2014;114:1841–51. Acknowledgements 19. Natelson BH, Weaver SA, Tseng CL, Ottenweller JE. Spinal fluid abnormalities
in patients with chronic fatigue syndrome. Clin Diagn Lab Immunol. 2005;12:52–5. We thank the Swedish Orphan Biovitrium for providing the study medication
(anakinra and placebo). The authors wish to thank Judith de Natris and
Lianne Vermeeren for their help in structuring the questionnaires.We thank
Mirjam Tromp for instructing patients in absence of Michael Heijnen. We also
thank Maren Blonk, the pharmacist working at the Clinical Pharmacy of the
Radboud University Nijmegen Medical Center. This study was funded by an
independent organization. We thank the Swedish Orphan Biovitrium for providing the study medication
(anakinra and placebo). The authors wish to thank Judith de Natris and
Lianne Vermeeren for their help in structuring the questionnaires We thank 20. Baraniuk JN, Casado B, Maibach H, Clauw DJ, Pannell LK, Hess SS. A Chronic
Fatigue Syndrome - related proteome in human cerebrospinal fluid. BMC
Neurol. 2005;5:22. Radboud University Nijmegen Medical Center. This study was funded by an
independent organization. 21. Schmidt J, Barthel K, Wrede A, Salajegheh M, Bahr M, Dalakas MC. Interrelation
of inflammation and APP in sIBM: IL-1 beta induces accumulation of beta-
amyloid in skeletal muscle. Brain. 2008;131(Pt 5):1228–40. Competing interests
Th
h
d
l
h The authors declare that they have no competing interests. The study sponsors
have no role in the study design, data collection, data analysis, data interpretation,
or writing the report. The authors declare that they have no competing interests. The study sponsors
have no role in the study design, data collection, data analysis, data interpretation,
or writing the report. 13. Blundell S, Ray KK, Buckland M, White PD. Chronic fatigue syndrome and
circulating cytokines: A systematic review. Brain Behav Immun. 2015. doi:10.1016/j.bbi.2015.07.004. Author details
1 22. Goldgaber D, Harris HW, Hla T, Maciag T, Donnelly RJ, Jacobsen JS, et al. Interleukin 1 regulates synthesis of amyloid beta-protein precursor mRNA in
human endothelial cells. Proc Natl Acad Sci U S A. 1989;86:7606–10. 1Department of Internal Medicine, Radboud University Medical Center, Post
Box 91016500 HB Nijmegen, The Netherlands. 2Expert Centre Chronic
Fatigue, Radboud University Medical Center, Nijmegen, The Netherlands. 23. Buxbaum JD, Liu KN, Luo Y, Slack JL, Stocking KL, Peschon JJ, et al. Evidence
that tumor necrosis factor alpha converting enzyme is involved in regulated
alpha-secretase cleavage of the Alzheimer amyloid protein precursor. J Biol
Chem. 1998;273:27765–7. Received: 28 October 2014 Accepted: 22 September 2015 Received: 28 October 2014 Accepted: 22 September 201 24. de Lange FP, Kalkman JS, Bleijenberg G, Hagoort P, van der Meer JW, Toni I. Gray matter volume reduction in the chronic fatigue syndrome. NeuroImage. 2005;26:777–81. Discussion When a
statistically significant difference is found in the primary
analysis, a sensitivity analysis will be performed on the
basis of different assumptions about the values of In conclusion, this study will provide more insight into
the pathophysiology and treatment of patients with CFS. If
an
effective
treatment
can
be
found,
this
will Page 7 of 8 Page 7 of 8 Roerink et al. Trials (2015) 16:439 Roerink et al. Trials (2015) 16:439 drastically improve the quality of life in patients with
this disabling disease. drastically improve the quality of life in patients with
this disabling disease. 5. Reid S, Chalder T, Cleare A, Hotopf M, Wessely S. Chronic fatigue syndrome. BMJ. 2000;320:292–6. 6. Whiting P, Bagnall AM, Sowden AJ, Cornell JE, Mulrow CD, Ramirez G. Interventions for the treatment and management of chronic fatigue
syndrome: a systematic review. JAMA. 2001;286:1360–8. 6. Whiting P, Bagnall AM, Sowden AJ, Cornell JE, Mulrow CD, Ramirez G. Interventions for the treatment and management of chronic fatigue
syndrome: a systematic review. JAMA. 2001;286:1360–8. Trial status 7. Larun L, Brurberg KG, Odgaard-Jensen J, Price JR. Exercise therapy for
chronic fatigue syndrome. Cochrane Database Syst Rev. 2015;2:CD003200. doi:10.1002/14651858.CD003200.pub3. 7. Larun L, Brurberg KG, Odgaard-Jensen J, Price JR. Exercise therapy for
chronic fatigue syndrome. Cochrane Database Syst Rev. 2015;2:CD003200. doi:10.1002/14651858.CD003200.pub3. Roerink et al. Trials (2015) 16:439 28. Omdal R, Gunnarsson R. The effect of interleukin-1 blockade on fatigue in
rheumatoid arthritis–a pilot study. Rheumatol Int. 2005;25:481–4. 29. Alten R, Gomez-Reino J, Durez P, Beaulieu A, Sebba A, Krammer G, et al. Efficacy and safety of the human anti-IL-1beta monoclonal antibody
canakinumab in rheumatoid arthritis: results of a 12-week, Phase II, dose-
finding study. BMC Musculoskelet Disord. 2011;12:153. y
30. Cavelti-Weder C, Furrer R, Keller C, Babians-Brunner A, Solinger AM, Gast H,
et al. Inhibition of IL-1beta improves fatigue in type 2 diabetes. Diabetes
Care. 2011;34:e158. 31. Reeves WC, Lloyd A, Vernon SD, Klimas N, Jason LA, Bleijenberg G, et al. Identification of ambiguities in the 1994 chronic fatigue syndrome research
case definition and recommendations for resolution. BMC Health Serv Res. 2003;3:25. 32. Sheehan DV, Lecrubier Y, Sheehan KH, Amorim P, Janavs J, Weiller E, et al. The Mini-International Neuropsychiatric Interview (M.I.N.I.): the development
and validation of a structured diagnostic psychiatric interview for DSM-IV
and ICD-10. J Clin Psychiatry. 1998;59:22–33. quiz 4–57. 33. Vercoulen JH, Alberst M, Bleijenberg G. De checklist individual strength (CIS). Gedragstherapie. 1999;32:131–6. 34. Vercoulen JH, Swanink CM, Fennis JF, Galama JM, van der Meer JW,
Bleijenberg G. Dimensional assessment of chronic fatigue syndrome. J
Psychiatr Res. 1994;38:383–92. y
35. Jacobs HM, Luttik A, Touw-Otten FW, de Melker RA. The sickness impact
profile; results of an evaluation study of the Dutch version. Ned Tijdschr
Geneeskd. 1990;134:1950–4. 36. Ware Jr JE, Sherbourne CD. The MOS 36-item short-form health survey (SF-36). I. Conceptual framework and item selection. Med Care. 1992;30:473–83. 37. Derogatis LR, Savitz KL. Handbook of psychological assessment in primary
care settings. Mahwah: Lawrence Erlbaum Associates; 2000. p. 297–334. 38. de Koning HD, Bodar EJ, Simon A, van der Hilst JC, Netea MG, van der Meer JW. Beneficial response to anakinra and thalidomide in Schnitzler’s syndrome. Ann
Rheum Dis. 2006;65:542–4. 39. Van Breukelen GJ. ANCOVA versus change from baseline: more power in
randomized studies, more bias in nonrandomized studies [corrected]. J Clin
Epidemiol. 2006;59:920–5. 40. Knoop H, van der Meer JW, Bleijenberg G. Guided self-instructions for
people with chronic fatigue syndrome: randomised controlled trial. Br J
Psychiatry J Ment Sci:. 2008;193:340–1. References 1. Fukuda K, Straus SE, Hickie I, Sharpe MC, Dobbins JG, Komaroff A. The chronic
fatigue syndrome: a comprehensive approach to its definition and study. International chronic fatigue syndrome study group. Ann Intern Med. 1994;121:953–9. 25. de Lange FP, Koers A, Kalkman JS, Bleijenberg G, Hagoort P, van der Meer
JW, et al. Increase in prefrontal cortical volume following cognitive
behavioural therapy in patients with chronic fatigue syndrome. Brain. 2008;131(Pt 8):2172–80. 2. Bleijenberg G, Vercoulen JH, Bazelmans E, Prins J. Chronisch
vermoeidheidssyndroom, Psychologie en geneeskunde-behaviour medicine. Houten: Bohn Stafleu van Loghum; 2000. 26. Dinarello CA, Simon A, van der Meer JW. Treating inflammation by blocking
interleukin-1 in a broad spectrum of diseases. Nat Rev Drug Discov. 2012;11:633–52. 3. Prins JB, van der Meer JW, Bleijenberg G. Chronic fatigue syndrome. Lancet. 2006;367:346–55. 27. Norheim KB, Harboe E, Goransson LG, Omdal R. Interleukin-1 inhibition and
fatigue in primary Sjogren’s syndrome–a double blind, randomised clinical
trial. PLoS One. 2012;7:e30123. 4. Price JR, Couper J. Cognitive behaviour therapy for adults with chronic fatigue
syndrome. Cochrane Database Syst Rev. 2000;2:CD001027. doi:10.1002/
14651858.CD001027. Page 8 of 8 Page 8 of 8 Roerink et al. Trials (2015) 16:439 Roerink et al. Trials (2015) 16:439 Submit your next manuscript to BioMed Central
and take full advantage of:
• Convenient online submission
• Thorough peer review
• No space constraints or color figure charges
• Immediate publication on acceptance
• Inclusion in PubMed, CAS, Scopus and Google Scholar
• Research which is freely available for redistribution
Submit your manuscript at
www.biomedcentral.com/submit Submit your next manuscript to BioMed Central
and take full advantage of:
• Convenient online submission
• Thorough peer review
• No space constraints or color figure charges
• Immediate publication on acceptance
• Inclusion in PubMed, CAS, Scopus and Google Scholar
• Research which is freely available for redistribution
Submit your manuscript at
www.biomedcentral.com/submit Submit your next manuscript to BioMed Central
and take full advantage of: • Convenient online submission
|
https://openalex.org/W2617609091
|
https://europepmc.org/articles/pmc5490513?pdf=render
|
English
| null |
Older Australians Can Achieve High Adherence to the Mediterranean Diet during a 6 Month Randomised Intervention; Results from the Medley Study
|
Nutrients
| 2,017
|
cc-by
| 15,624
|
Older Australians Can Achieve High Adherence to the
Mediterranean Diet during a 6 Month Randomised
Intervention; Results from the Medley Study Courtney Davis 1,*, Jonathan Hodgson 2,3, Janet Bryan 4, Manohar Garg 5, Richard Woodman 6
and Karen Murphy 1 1
Alliance for Research in Exercise, Nutrition and Activity, School of Health Sciences, University of
South Australia, GPO Box 2471, Adelaide, SA 5001, Australia; karen.murphy@mymail.unisa.edu.au 1
Alliance for Research in Exercise, Nutrition and Activity, School of Health Sciences, University of
South Australia, GPO Box 2471, Adelaide, SA 5001, Australia; karen.murphy@mymail.unisa.edu.au 2
School of Medical and Health Sciences, Edith Cowan University, 27
Joondalup, WA 6027, Australia; jonathan.hodgson@ecu.edu.au School of Medical and Health Sciences, Edith Cowan University, 2
Joondalup, WA 6027, Australia; jonathan.hodgson@ecu.edu.au 3
School of Medicine and Pharmacology, University of Western Australia, 35 Stirling Highway,
Perth, WA 6000, Australia 4
School of Psychology, Social Work and Social Policy, University of South Australian, GPO Box 2471
Adelaide, SA 5001, Australia; janet.bryan@unisa.edu.au 4
School of Psychology, Social Work and Social Policy, University of South Australian, GPO Box 2471,
Ad l id
SA 5001 A
li
j
b
@
i
d j
y
5
Nutraceuticals Research Program, School of Biomedical Sciences and Pha
Callaghan, NSW 2308, Australia; manohar.garg@newcastle.edu.au j
y
5
Nutraceuticals Research Program, School of Biomedical Sciences and Pharmacy, University of Newcas
Callaghan NSW 2308 Australia; manohar garg@newcastle edu au 5
Nutraceuticals Research Program, School of Biomedical Sciences and Pharmacy, University of Newcastle Nutraceuticals Research Program, School of Biomedical Sciences and P
Callaghan, NSW 2308, Australia; manohar.garg@newcastle.edu.au g
Callaghan, NSW 2308, Australia; manohar.garg@newcastle.edu.au g
g
g
6
Flinders Centre for Epidemiology and Biostatistics, Flinders University, GPO Box 2100, g
g
g
6
Flinders Centre for Epidemiology and Biostatistics, Flinders University,
Adelaide, SA 5001, Australia; richard.woodman@flinders.edu.au Adelaide, SA 5001, Australia; richard.woodman@flinders.edu.au *
Correspondence: courtney.davis@mymail.unisa.edu.au; Tel.: +61-08-8302-1869 Received: 13 April 2017; Accepted: 19 May 2017; Published: 24 May 2017 Abstract:
Adherence to a Mediterranean diet (MedDiet) is thought to be achievable in
non-Mediterranean regions, but this has yet to be investigated. We aimed to determine if an older
Australian population could adhere to a MedDiet for six months. We conducted a randomised,
parallel dietary intervention trial with two dietary arms: the Mediterranean diet (MedDiet) group and
the habitual diet (HabDiet) control group. A 15-point Mediterranean diet adherence score and food
and nutrient intakes were estimated from three-day weighed food records collected at baseline, two
and four months. Erythrocyte fatty acids, serum carotenoids and urinary metabolites were assessed
at baseline, three and six months. Older Australians Can Achieve High Adherence to the
Mediterranean Diet during a 6 Month Randomised
Intervention; Results from the Medley Study We enrolled 166 participants; 152 commenced and 137 completed
the study (70 in the MedDiet group, 67 in the HabDiet group). Adherence scores were significantly
higher in the MedDiet group at two months (between group difference 2.2, 95% CI 1.3, 2.9) and
four months (between group difference 2.6, 95% CI 1.9, 3.3). Consumption of vegetables, fruits, fish,
legumes, nuts and olive oil significantly increased in the MedDiet group compared to the control, and
discretionary food intake decreased (p < 0.01). Measures of compliance including serum β-carotene,
lycopene and erythrocyte monounsaturated fatty acids were significantly higher in the MedDiet
group at three and six months (p < 0.05). Our results indicate that a population of older Australians
can adopt a Mediterranean diet over a six month period. Keywords: Mediterranean diet; adherence; Australia; nutrients; food intake; elderly nutrients nutrients www.mdpi.com/journal/nutrients 1. Introduction In the mid-20th century, evidence emerged that populations living in the Mediterranean region
had lower incidence of cardiovascular disease (CVD) than those living in northern Europe and
North America [1]. It was suggested that the distinguishing feature between these regions was diet,
particularly the fat composition [2]. The Greek population was consuming relatively little processed
foods, red meat and saturated fat, but consumed a larger amount of plant foods including olive oil Nutrients 2017, 9, 534; doi:10.3390/nu9060534 www.mdpi.com/journal/nutrients 2 of 20 Nutrients 2017, 9, 534 as the main culinary fat, providing monounsaturated fatty acids (MUFA), micronutrients, fibre and
antioxidants [3]. This dietary pattern was termed the Mediterranean diet (MedDiet) [4]. The MedDiet has received much attention from researchers with the majority of studies reporting
positive health outcomes when close adherence is achieved [5,6]. Large observational studies
including the European Prospective Investigation into Cancer and Nutrition (EPIC), Finland, Italy, the
Netherlands Elderly (FINE), and Healthy Ageing: a Longitudinal study in Europe (HALE) studies,
the Survey in Europe on Nutrition and the Elderly (SENECA) study, and the Nurses’ Health Study
have been meta-analysed by Sofiet al., most recently in 2014 [6–11]. With a database of over four
million subjects, their results showed overall mortality risk was reduced by up to 32% when comparing
lowest with highest MedDiet adherence level [6]. For every two-point increase in adherence score
(maximum 9), the relative risk for CVD mortality/incidence was 0.90 (95% CI 0.87–0.92). The landmark
Prevención con Dieta Mediterránea (PREDIMED) study is the largest Mediterranean diet randomised
intervention trial completed to date, involving ~7500 Spanish adults with a median follow-up close
to five years [12]. The primary outcome, risk of CVD (stroke, myocardial infarction or angina), was
reduced by 30% after following the MedDiet, and risk of incident diabetes was reduced by 52%
compared with a low fat control diet [13]. This evidence led the US Department of Health and Human Services and US Department of
Agriculture to recognise and include the MedDiet as one of two alternative healthy dietary patterns
in the 2015–2020 US Dietary Guidelines [14]. The US population, along with other Western nations
including Australia and the UK has sub-optimal intakes of fruits and vegetables but higher intakes
of discretionary foods than Mediterranean populations. These countries also suffer from a high
prevalence of obesity, diabetes and CVD. 1. Introduction In Australia, discretionary foods contribute over 35% of
energy intake and only 4% of the population consumes the recommended servings of vegetables [15]. Cardiovascular disease is the leading cause of death, responsible for 30% of mortality cases in 2012 [16]. Furthermore, with populations ageing in Western nations, rates of chronic disease are likely to increase,
placing economic burden on health care systems [17]. Age is a leading risk factor of CVD and dementia,
and so intervening with strategies to reduce the burden of these diseases is critical at the present time. Epidemiological evidence shows that non-Mediterranean populations with a priori measured
high adherence to a MedDiet have lower risk of CVD [11,18]. Indeed, in the meta-analysis by
Sofiet al., of 23 studies added to the 2014 analysis, 11 were from non-Mediterranean populations, nine
were from Mediterranean populations and three were multicentre studies with both Mediterranean
and non-Mediterranean countries. The MedDiet may offer a dietary strategy to reduce morbidity
and mortality from chronic disease in non-Mediterranean countries. It has been suggested that the
adaptability and variety of the diet makes it transposable to non-Mediterranean countries [18–20]. The limitation of the meta-analysis is the inclusion of observational studies only. There are few longer
term intervention trials to assess how successfully non-Mediterranean populations can change their
diets. Consequently, it remains unknown whether it is plausible for regions beyond the Mediterranean
Sea to adopt the MedDiet. Barriers may include cultural beliefs, palatability, food access, cost, time
for food preparation/shopping, and environment (for example proximity to fast food restaurants and
access to discretionary foods) [21]. Whether the Australian population can adopt the MedDiet ad
libitum over the longer term is unknown. We conducted a randomised controlled intervention trial in
an older Australian population to determine how well this population could adopt the MedDiet in
6 months. The primary outcome for this study is adherence to the MedDiet measured via a 15-point
score adapted from Trichopoulou et al. [22]. Secondary outcomes include self-reported food, nutrient,
carotenoid and flavonoid intake from weighed food records and biomarkers of adherence. In addition,
qualitative data are presented highlighting participant experiences with consuming the MedDiet. 2. Materials and Methods The Mediterranean diet for cardiovascular and cognitive health in the elderly study (MedLey)
protocol has been published [23,24], and will be summarised. The study was a 6-month randomised 3 of 20 Nutrients 2017, 9, 534 controlled clinical dietary intervention trial. The primary aim was to assess the effect of the MedDiet on
cognitive function after 6 months compared to the habitual Australian diet. Secondary aims included
cardiovascular risk factors and the ability of Australians to adhere to the MedDiet. The results of the
latter are presented here. Participants were recruited from metropolitan Adelaide between July 2013
and May 2014. Local television and newspapers (Messenger/Advertiser) were the primary methods
of advertisement for the study. Interested volunteers left their details with the clinic, and were then
called to confirm interest and sent a screening questionnaire via post or email. If eligible based
on this questionnaire, volunteers attended a screening visit where blood samples, blood pressure,
height, weight, waist circumference and cognitive function via DemTect were assessed to determine
eligibility. Exclusion criteria included the following: persons considered by the investigator to be
unwilling, unlikely or unable to comprehend or comply with the study protocol, age < 65 years,
previous/current traumatic head/brain injury, neurological or psychiatric conditions, previous stroke,
unstable use of anti–depressant medication (<6 months), use of medication to treat anxiety, current or
recent (in the last 6 months) malignancy, major liver, kidney, respiratory or gastrointestinal disease,
current cardiovascular disease or angina, uncontrolled hypertension (>170/100), current smoker,
vegetarian (does not eat red meat, poultry or fish), actively undertaking weight loss program, use of
appetite suppressants or Orlistat (Xenical), age and education adjusted scores of <13 on the DemTect,
or body mass >135 kg (limit on dual energy X-ray absorptiometry (DEXA) scanner). Participants were
stratified by age, gender and BMI and randomised into either the MedDiet group or the habitual diet
(HabDiet) group by the process of minimisation. A chief investigator not involved in any participant
contact performed the randomisation. Participants were listed by studyID, age, gender and BMI in
an excel spreadsheet which was sent to the chief investigator. They then placed each ID into one of
the two groups at random, so that age, BMI and gender averages remained similar between groups. 2. Materials and Methods We randomised 166 participants (n = 85 MedDiet group, n = 81 HabDiet group), and 14 withdrew
before commencement leaving 152 (n = 80 MedDiet group, n = 72 control group) who commenced the
study. Ten withdrew from the MedDiet group and 5 from the HabDiet group, thus 137 completed their
6 months visit (11% attrition from commencement). The study was conducted in 2 cohorts, the first
(n = 69) conducted between August 2013 and April 2014, the second (n = 83) between May 2014 and
February 2015. Those in the MedDiet group were prescribed a MedDiet for 6 months (energy balanced
for individual requirements), while those in the HabDiet group followed their regular diets for
6 months in a parallel design. We aimed to assess dietary adherence through self-reported 3-day
weighed food records (WFRs), daily checklists and also objective measures: fasting serum carotenoid
levels, erythrocyte fatty acids and 24-h urinary metabolites. Dietary intake was assessed at baseline,
2 and 4 months. Urinary metabolites, erythrocyte fatty acids and serum carotenoids were assessed
at baseline, 3 and 6 months. All clinic visits occurred at the Sansom Institute for Health Research,
University of South Australia. Checklists were completed daily by those randomised to the MedDiet
group only. Further to this, in an exit survey participants were asked to report on their experiences in
relation to following the MedDiet. The study was conducted according to the guidelines laid down in
the Declaration of Helsinki and all procedures involving human subjects/patients were approved by
the University of South Australia Ethics Committee (#31163). Written informed consent was obtained
from all subjects/patients with an investigator present to answer and clarify any queries. Participants
received $100 pro rata as an honorarium. The trial was registered with the Australia New Zealand 2.2. Intervention Strategy Participants were educated at baseline by a study dietitian. They received written resources
detailing the basic principles of the MedDiet, a list of Mediterranean fruits and vegetables, a list of
serving sizes for key foods, recommendations for number of servings to consume daily and weekly,
suggestions for recipe modification and eating out, a recipe book with appropriate Mediterranean
recipes and checklists to record their daily intake of servings. They were encouraged to eat a variety
of foods, have cooked and raw vegetables, use olive oil in baking, cooking and as a dressing/sauce
and consume 50% of their cereals from whole-grain sources. This education session lasted between
45 min to 1 h. Participants were provided with foods to aid adherence, including extra virgin olive oil
(750 mL per fortnight), plain and flavoured low fat Greek yoghurt (1 kg per week), unsalted peanuts,
almonds and walnuts (~350 g per week), canned legumes and canned tuna. Combined, this was
30–35% of estimated energy requirements. These foods were chosen because they were reasonably
shelf-stable, somewhat expensive but important components of the diet, and were offered every
2 weeks. After the initial baseline session, participants attended a 30 min session with the dietitian
biweekly to discuss the diet, return checklists, have body mass assessed and collect food. At these
sessions, advice tailored to each individual was given to help participants adhere closely to the diet. We aimed to maintain body mass to avoid the possible confounding effects of weight loss on outcomes,
such as lipids and blood pressure. If weight loss or gain was occurring, personalised advice was given
to counteract this, by either increasing key foods such as olive oil, whole-grain cereals, fruits and
vegetables, or decreasing certain foods such as discretionary foods. In addition, participants could
call or email the dietitian at any time during the week with questions or concerns. Other than these
supports, participants were required to adapt to the MedDiet in their own capacity. 2.1. The Mediterranean Diet The diet was based on a literature review to determine approximate food and nutrient content
of the MedDiet [26] and was tested in a pilot study in a population group similar to that of the
MedLey study [27]. The review included descriptive studies, observational and intervention diets,
including data from the EPIC and PREDIMED studies [12,28]. A recommendation for daily and
weekly servings of key foods and the resulting nutrient content was determined. Based on their 4 of 20 Nutrients 2017, 9, 534 energy requirements and in line with a traditional MedDiet, volunteers were asked to consume the
following: 1–3 tablespoons of extra virgin olive oil, 5–6 servings of vegetables, 2–3 servings of fruit,
4–6 servings of grain foods, up to 1 white potato, up to 200 mL of red wine and up to 1 cup of skim milk
per day, and 4–6 servings of nuts, 6 servings of Greek yoghurt, 3–4 servings of cheese, 1–3 servings of
poultry/pork, 3 servings of fish, 3 servings of legumes, 1–2 servings of small goods, up to 1 serve of red
meat, up to 6 eggs, and up to 3 servings of discretionary foods per week. To adjust for differences in
estimated energy requirements, recommended servings of key foods was reduced to create 3 additional
lower energy diets, which nonetheless retained a nutrient profile in line with MedDiet principles. The nutrient content of the four energy levels is published elsewhere (Davis et al. [23]). 2.3. Three-Day Weighed Food Records Weighed food records were undertaken by participants in the week preceding commencement
of the intervention to assess baseline dietary intake. They were then repeated between weeks 9–11
(2 months) and weeks 19–21 (4 months) during the intervention phase. WFRs were administered
at the biweekly appointments rather than 3 and 6 month clinic visits to reduce participant burden. Participants were asked to record all food and beverage consumption on consecutive week days
and one weekend day, i.e., either Thursday, Friday and Saturday, or Sunday, Monday and Tuesday. All participants received detailed verbal and written instructions from trained staff, digital kitchen
scales and a paper diary in which to write their food intake. Upon return these were checked for
completeness with the participant. Recorded foods were analysed using FoodWorks Professional
Version 7.0.3016 (Xyris Software Spring Hill, QLD, Australia), by a study dietitian and exported
to Microsoft Access™(Microsoft Corporation, Redmond, WA, USA) for analysis. Total quantity
of flavonoids and carotenoids was calculated for all available foods from the following databases:
United States Department of Agriculture (USDA) Database for the Flavonoid Content of Selected Foods
(Release 3.1 and 2.1), USDA-NCC Carotenoid Database for U.S. Foods, and the USDA Database for the
Isoflavone Content of Selected Foods (Release 2.0). Where necessary, data were supplemented with
information from the online phenol explorer. To assess adherence to the MedDiet, we used a 15-point 5 of 20 Nutrients 2017, 9, 534 scoring system modified from the 9-point MedDiet score (MDS) created by Trichopoulou et al. [22]. Total food intake as grams/MJ was divided into 15 predefined food groups. Using the baseline
group specific means as cut-offs, each participant scored either 1 point or 0 points for each of the
15 food groups: 1 point was awarded for intakes above the mean for vegetables, fruits, nuts, legumes,
fish, breads, cereals, olive oil, and 1 point for intakes below the mean for sugars, eggs, dairy, potato,
meat and miscellaneous foods. For red wine, intakes between 0–200 mL/day received 1 point, while
above 200 mL received 0 points. Maximum score (15) reflects highest adherence. 2.4. Weekly Checklists To monitor adherence throughout the duration of the trial, all participants randomised to the
MedDiet group were asked to complete a semi-quantitative checklist. On a daily basis, participants
were asked to record when foods were consumed, as half or whole servings using a checklist. Discretionary foods, small goods, red meat, eggs, red wine, skim milk and white potatoes were
optional foods and had no minimum requirement. Total weekly servings for each food group were
summed, and a percentage adherence for each food group was calculated by comparing actual
consumption with recommended consumption. For foods where there was a minimum requirement,
the equation was as follows: a ÷ r × 100 where a is the number of actual servings consumed and r is
the number of recommended servings. For foods with a maximum requirement, the inverse equation
was used: r ÷ a × 100. If the per cent adherence was greater than 100%, it was rounded down to
100%. Total weekly adherence was calculated by averaging the adherence for each food group, and
overall adherence calculated by averaging the weekly adherence percentages. Thus all food groups
were weighted equally in considering per cent adherence. 2.3. Three-Day Weighed Food Records Miscellaneous foods
included non-Mediterranean food items such as muesli bars, soy products, protein bars and other
special dietary products, tropical fruit, and discretionary foods including confectionary, chocolate,
potato crisps, deep-fried foods, alcoholic beverages other than red wine, biscuits, cakes, muffins,
cupcakes, low fibre breakfast cereals, cream, butter, margarine (other than olive-oil based margarine),
ice cream, bakery products and milkshakes. Beverages including tea, coffee, water, soft drinks, fruit
and vegetable juices, cordials and flavoured milks were not included in the score. The adjustments
to the score were for the following reasons: evidence suggests foods such as nuts and sugars may
be independently associated with health outcomes, thus we separated these groups to allow future
sensitivity analysis; a large amount of foods come from non-core food groups in the modern Australian
diet, thus we deemed it appropriate to include a “miscellaneous” food group; we used the mean rather
than median after excluding outliers, because in some cases the median intake for key food groups
such as legumes was 0, which did not reflect a traditional MedDiet; we did not want vegetable intake
to include white flesh potato as this can displace other vegetables in the diet; and finally instead of
using gender-specific values, we controlled for differences in energy requirements and intake by using
g/MJ. We did not include beverages in the final score as they were not originally included, and other
than tea, water, coffee and to a lesser extent juice, intakes of other beverages were minimal. However,
we did record beverage intake as a 16th group to potentially investigate further in future. 2.5. Serum Carotenoids, Erythrocyte Fatty Acids and 24-h Urinary Metabolites Participants gave 8-h fasting blood samples for the analysis of erythrocyte fatty acids and serum
carotenoids. Samples were taken via venepuncture, centrifuged and stored at −80 ◦C until analysis. Erythrocyte fatty acid composition was determined as an indicator of longer term fatty acid status using
direct transesterification as described elsewhere [29]. Carotenoids were measured as an indication
of fruit and vegetable consumption, from serum according to the method of Barua et al. [30] using
high performance liquid chromatography. Participants collected a 24 h urine sample for analysis of
excretion of key minerals magnesium, calcium, potassium and sodium at a NATA accredited laboratory. The 24 h collection period began with the second void of the day before, and continued until the first
void on the day of the baseline, 3 and 6 months clinic appointment. Nutrients 2017, 9, 534 6 of 20 2.6. Exit Survey Which, if any, components of the MedDiet are you likely to continue with now that the study
is finished? Box 1. Exit survey questions pertaining to dietary adherence. Question 9. The table below asks you about the foods you were asked to eat and restrict. Please tick the
appropriate box:
Did you . . . Yes all of the time
Yes most of the time
Yes some of the time
None of the time
(1) Enjoy the yoghurt? (2) Enjoy the legumes? (3) Enjoy the tuna? (4) Enjoy the olive oil? (5) Enjoy the nuts? (6) Manage the red meat restrictions? (7) Manage the “extras” restrictions? (8) Manage with the milk restrictions? Question 10. What was/were the most difficult thing(s) about following the Australianised MedDiet? Question 13/15. Which, if any, components of the MedDiet are you likely to continue with now that the study
is finished? Question 10. What was/were the most difficult thing(s) about following the Australianised MedDiet? Question 13/15. Which, if any, components of the MedDiet are you likely to continue with now that the study
is finished? 2.6. Exit Survey The MedLey exit survey questioned volunteers on their experiences within the trial, including
aspects of following the intervention diet. Box 1 shows the three questions related specifically to the
diet from the exit survey. Surveys were administered between the final two clinic appointments, which
were spaced 1 week apart (i.e., during the final week of the trial). Between cohort 1 and cohort 2, two
questions from the survey were removed, thus in cohort 1 the third question was number 15, and in
cohort 2 it was 13. Responses to the exit survey were coded numerically for analysis. For question 9, the
four possible answers were numbered 1–4 (1 = yes all of the time) and the count for each response was
calculated for each food. For question 10, written answers were recorded, and based on the answers
11 categories were developed to capture the various responses. Each participants response was then
grouped into one of the 11 categories: vegetables (1); attitudes of friends/family (2); restriction other
specific foods or beverages (other than red meat or extras) (3); changing dietary habits (4); eating
out/at friends/holidays/special occasions (5); nothing (6); olive oil (7); red meat restrictions (8);
volume of food (9); white wine/beer restrictions (10); or extras restrictions (11). All answers given were
coded in this way, thus some participants had multiple codes applied. For question 13/15, answers
were coded as follows: 1 = all components, 2 = most components (at least 5 different aspects listed or
“most components” indicated in the answer), 3 = 3–4 components listed, 4 = 1–2 components listed. The count for each code was then calculated. Box 1. Exit survey questions pertaining to dietary adherence. Box 1. Exit survey questions pertaining to dietary adherence. Question 9. The table below asks you about the foods you were asked to eat and restrict. Please tick the
appropriate box:
Did you . . . Yes all of the time
Yes most of the time
Yes some of the time
None of the time
(1) Enjoy the yoghurt? (2) Enjoy the legumes? (3) Enjoy the tuna? (4) Enjoy the olive oil? (5) Enjoy the nuts? (6) Manage the red meat restrictions? (7) Manage the “extras” restrictions? (8) Manage with the milk restrictions? Question 10. What was/were the most difficult thing(s) about following the Australianised MedDiet? Question 13/15. 2.7. Statistics Sample size for this study was based on the primary outcome measure of cognitive function and
is explained in detail elsewhere [23]. We calculated that 128 subjects (two groups of n = 64) would
provide 80% power to detect a significant (p < 0.05) 0.5 standard deviation change in cognitive outcomes. For this study, adherence score was the primary outcome. With a sample size of n = 128, based on
results from our pilot study [27] we estimated we would have >80% power to detect a significant
(p < 0.05) 1 unit difference in the 15-point adherence score between groups (standard deviation = 2). We expected an effect size of at least a 2-unit change. Raw data is available as online supplementary
material (Table S1). Continuous variables are presented as mean ± standard deviation (SD), categorical
variables as count (%). Residuals were checked for normality and any non-normal variables were
log10 transformed before analysis. For dietary variables including nutrient and food intakes, outliers
were identified from histograms and quantile-quantile plots. If these were >3 SD from the mean and
affected the mean value for diet group and visit, they were removed. In this way extreme values for
energy and other nutrients were identified and removed. To compare completers and non-completers
for dietary, clinical and demographic characteristics at baseline, independent samples t-tests were used
for normally distributed variables, and Mann-Whitney U test for non-normally distributed variables. To assess differences in adherence scores, nutrient and food intake, urinary metabolites, erythrocyte 7 of 20 Nutrients 2017, 9, 534 fatty acids and serum carotenoids, analyses were performed using intention-to-treat linear mixed
effects models with a group × time interaction term to determine overall differences in effects across
time and at each time point. Significant was set at 0.05 (two sided). For food intakes, gender was
controlled for in the model. To control for energy intakes, all food and nutrients intakes were analysed
per MJ of energy intake. In a sensitivity analysis, the 10-point MDS was applied to our data, to enable
comparison to previous studies. Gender-specific median intakes at baseline were used as cut-offs for
baseline, 2 month and 4 month intakes. One point was awarded if intakes of vegetables, legumes,
fruits and nuts, cereals, fish and monounsaturated fatty acid:saturated fatty acid (MUFA:SFA) was
above the median, and 1 point awarded if intakes of meat/poultry and dairy were below the median. 2.7. Statistics Additionally, 1 point was awarded for intakes between 10–50 g ethanol for males, and 5–25 g for
females, so that minimum score was 0 and maximum was 9. To calculate adherence to the a priori
MedDiet, we also calculated the MDS using cut-offs established from the Greek cohort enrolled in the
EPIC study [22]. Linear mixed effects models were used to calculate between group differences for
adherence score using these methods. The cut-offs for all three scoring methods are provided as online
supplementary material (Table S2). Statistics were performed using IBM SPSS Statistics (version 21)
and STATA (Version 13.0, StataCorp, College Station, TX, USA). 3. Results The first participants commenced in August 2013 and all had completed the 6-month period by
February 2015. Of 152 participants who commenced, baseline data were complete for 150 participants for
dietary intake and urinary metabolites, and 152 participants for erythrocyte fatty acids and carotenoids. All participants with baseline data were included in the analyses. Figure S1 (supplementary material)
shows the CONSORT flow diagram for the MedLey study. One hundred thirty-seven completed the
study (MedDiet = 70, HabDiet = 67). Groups were similar for age (71.0 ± 4.9 years in the MedDiet group,
70.9 ± 4.9 year in the HabDiet group) and BMI (26.7 ± 3.7 kg/m2 in the MedDiet group, 27.1 ± 4.1 kg/m2
in the HabDiet group) at baseline. Supplementary file 4 shows the CONSORT flow diagram including
reasons for withdrawals. There were no significant differences between those who completed and those
who withdrew for clinical and demographic characteristics, except that insulin was higher amongst
withdrawals in the HabDiet group. For dietary intakes, there were no differences between completers
and non-completers at baseline. Fifty eight per cent were female in the MedDiet group, 54% in the control
group. Baseline demographic information has been published elsewhere [31]. Table 1 shows the baseline
characteristics for carotenoids, erythrocyte fatty acids and urinary metabolites. 3.1. A Priori Adherence Score and Checklists Adherence scores increased in the MedDiet group significantly (p < 0.01), while they remained
unchanged in the HabDiet group (Figure 1). Scores were significantly different between groups at two
months (2.1, 95% CI 1.3, 2.9) and four months (2.6, 95% CI 1.9, 3.3), with a significant overall effect
of diet on adherence (p < 0.001). The sensitivity analysis revealed similar changes when the 10-point
MDS was applied using sex-specific baseline medians, although when the sex-specific medians from
the Greek cohort of the EPIC study were used, adherence scores were lower (Table 2). According
to the checklists, a mean of 91% of recommended servings were consumed, across all days and an
adherence percentage of over 90% was achieved for milk, small goods, poultry, cheese, fruit, olive oil,
fish, yoghurt and nuts. 8 of 20 Nutrients 2017, 9, 534 Table 1. Baseline serum carotenoids, erythrocyte fatty acids and urinary metabolites for participants
enrolled in the MedLey study, by diet group allocation. Lycopene (ng/mL)
192.1 ± 133.0
191.2 ± 228.9
α-carotene (ng/mL)
92.0 ± 145.8
74.2 ± 128.7
β carotene (ng/mL)
1287 4 ± 1489 7
1028 3 ± 1785 9 Serum Carotenoids
MedDiet (n = 80)
HabDiet (n = 72)
β-cryptoxanthin (ng/mL)
57.5 ± 55.8
52.7 ± 42.7
Lycopene (ng/mL)
192.1 ± 133.0
191.2 ± 228.9
α-carotene (ng/mL)
92.0 ± 145.8
74.2 ± 128.7
β-carotene (ng/mL)
1287.4 ± 1489.7
1028.3 ± 1785.9
Lutein:zeaxanthin
505.2 ± 376.0
513.2 ± 238.2
Erythrocyte fatty acids
n = 80
n = 72
Total SFA (%tot)
43.3 ± 0.9
43.6 ± 1.1
Total trans fatty acids (%tot)
0.4 ± 0.1
0.4 ± 0.1
Total MUFA (%tot)
18.4 ± 0.9
18.5 ± 1.2
Total PUFA (%tot)
37.8 ± 1.1
37.2 ± 3.2
Total omega-3 fatty acids (%tot)
10.7 ± 2.6
10.4 ± 2.7
Total omega-6 fatty acids (%tot)
27.1 ± 2.7
27.1 ± 2.8
Omega-6:omega-3
2.7 ± 0.8
2.8 ± 0.8
Omega-3 index
7.4 ± 2.5
7.1 ± 2.5
Urinary metabolites
n = 80
n = 70
Sodium (mmol/24 h)
115.2 ± 51.0
119.6 ± 78.3
Potassium (mmol/24 h)
79.4 ± 24.4
78.3 ± 23.8
Calcium (mmol/24 h)
3.6 ± 1.8
4.1 ± 2.0
Magnesium (mmol/24 h)
4.6 ± 2.2
4.3 ± 1.5
Values are mean ± standard deviation (SD). 3.1. A Priori Adherence Score and Checklists (
)
y,
g
diovascular disease in the elderly study; %tot, % of total erythrocyte fatty acids; SFA, satura
y acids; MUFA, monounsaturated fatty acids; PUFA, polyunsaturated fatty acids; Omega-3-Ind 7.1
9.7
10.6
7.4
7.7
7.9
7.0
7.5
8.0
8.5
9.0
9.5
10.0
10.5
11.0
Baseline
2 months
4 months
Adherence score
MedDiet
HabDiet gure 1. Mean adherence score at each time point by diet group. Mean (error bars depict SEM
edDiet adherence scores of Australian men and women (age ≥ 65) at baseline, and two and fo
onths after following a MedDiet (n = 80) or their HabDiet (n = 70). MedDiet adherence score bas
n intakes of 15 food groups calculated from 3-d WFRs, range 0–15 where 15 represents highe
ossible adherence level. Mean scores at each time point presented. Linear mixed effects model wi
ore as the dependent variable, diet and visit as factors, and unstructured covariance used
mpare groups. Analyses were intention to treat. MedDiet, Mediterranean diet; HabDiet, habitu
t WFR
i h d f
d
d
7.1
9.7
10.6
7.4
7.7
7.9
7.0
7.5
8.0
8.5
9.0
9.5
10.0
10.5
11.0
Baseline
2 months
4 months
Adherence score
MedDiet
HabDiet
Figure 1. Mean adherence score at each time point by diet group. Mean (error bars depict SEM)
MedDiet adherence scores of Australian men and women (age ≥65) at baseline, and two and four
months after following a MedDiet (n = 80) or their HabDiet (n = 70). MedDiet adherence score based on
intakes of 15 food groups calculated from 3-d WFRs, range 0–15 where 15 represents highest possible
adherence level. Mean scores at each time point presented. Linear mixed effects model with score as
the dependent variable, diet and visit as factors, and unstructured covariance used to compare groups. Analyses were intention to treat. MedDiet, Mediterranean diet; HabDiet, habitual diet; WFR, weighed
food record. ure 1. Mean adherence score at each time point by diet group. Mean (error bars depict SE
dDiet adherence scores of Australian men and women (age ≥ 65) at baseline, and two and fo
nths after following a MedDiet (n = 80) or their HabDiet (n = 70). MedDiet adherence score bas
intakes of 15 food groups calculated from 3-d WFRs, range 0–15 where 15 represents high
ssible adherence level. Mean scores at each time point presented. 3.1. A Priori Adherence Score and Checklists MedLey, Mediterranean diet for cognitive and cardiovascular disease in
the elderly study; %tot, % of total erythrocyte fatty acids; SFA, saturated fatty acids; MUFA, monounsaturated fatty
acids; PUFA, polyunsaturated fatty acids; Omega-3-Index = sum of eicosapentaenoic acid and docosahexaenoic acid. β carotene (ng/mL)
1287.4 ± 1489.7
1028.3 ± 1785.9
Lutein:zeaxanthin
505.2 ± 376.0
513.2 ± 238.2
Erythrocyte fatty acids
n = 80
n = 72
Total SFA (%tot)
43.3 ± 0.9
43.6 ± 1.1
Total trans fatty acids (%tot)
0.4 ± 0.1
0.4 ± 0.1
Total MUFA (%tot)
18.4 ± 0.9
18.5 ± 1.2
Total PUFA (%tot)
37.8 ± 1.1
37.2 ± 3.2
Total omega-3 fatty acids (%tot)
10.7 ± 2.6
10.4 ± 2.7
Total omega-6 fatty acids (%tot)
27.1 ± 2.7
27.1 ± 2.8
Omega-6:omega-3
2.7 ± 0.8
2.8 ± 0.8
Omega-3 index
7.4 ± 2.5
7.1 ± 2.5
Urinary metabolites
n = 80
n = 70
Sodium (mmol/24 h)
115.2 ± 51.0
119.6 ± 78.3
Potassium (mmol/24 h)
79.4 ± 24.4
78.3 ± 23.8
Calcium (mmol/24 h)
3.6 ± 1.8
4.1 ± 2.0
Magnesium (mmol/24 h)
4.6 ± 2.2
4.3 ± 1.5
alues are mean ± standard deviation (SD). MedLey, Mediterranean diet for cognitive an
rdiovascular disease in the elderly study; %tot, % of total erythrocyte fatty acids; SFA, saturate
tty acids; MUFA, monounsaturated fatty acids; PUFA, polyunsaturated fatty acids; Omega-3-Ind
sum of eicosapentaenoic acid and docosahexaenoic acid Values are mean ± standard deviation (SD). MedLey, Mediterranean diet for cognitive and cardiovascular disease in
the elderly study; %tot, % of total erythrocyte fatty acids; SFA, saturated fatty acids; MUFA, monounsaturated fatty
acids; PUFA, polyunsaturated fatty acids; Omega-3-Index = sum of eicosapentaenoic acid and docosahexaenoic acid. (
)
y,
g
diovascular disease in the elderly study; %tot, % of total erythrocyte fatty acids; SFA, satura
y acids; MUFA, monounsaturated fatty acids; PUFA, polyunsaturated fatty acids; Omega-3-In Values are mean ± standard deviation (SD). MedLey, Mediterranean diet for cognitive and cardiovascular disease in
the elderly study; %tot, % of total erythrocyte fatty acids; SFA, saturated fatty acids; MUFA, monounsaturated fatty
acids; PUFA, polyunsaturated fatty acids; Omega-3-Index = sum of eicosapentaenoic acid and docosahexaenoic acid. 3.2. Food and Nutrient Intake
.2. Food and Nutrient Intake
Figure 2 shows the mea Figure 2 shows the mean change in intake for 15 food groups. Based on Australian standard
serving sizes [32], those in the MedDiet group increased their fruit, nut and vegetable intakes by
approximately 1 serve per day and their dairy intake by 1
2 serve per day. Fish and legume consumption
increased by 3 and 2.5 servings per week, respectively. Total meat consumption decreased by 25 g/day,
approximately 0.25–0.3 servings. The largest change amongst both groups was a significant decrease
in miscellaneous foods. Changes amongst the HabDiet group were otherwise minimal. Table S3
(supplementary material) shows the nutrient intakes, by diet group and gender at baseline and six
months, compared to Australian guidelines [32]. Figure 2 shows the mean change in intake for 15 food groups. Based on Australian standar
erving sizes [32], those in the MedDiet group increased their fruit, nut and vegetable intakes b
pproximately 1 serve per day and their dairy intake by ½ serve per day. Fish and legum
onsumption increased by 3 and 2.5 servings per week, respectively. Total meat consumptio
ecreased by 25 g/day, approximately 0.25–0.3 servings. The largest change amongst both group
was a significant decrease in miscellaneous foods. Changes amongst the HabDiet group wer
therwise minimal. Table S3 (supplementary material) shows the nutrient intakes, by diet group an
ender at baseline and six months, compared to Australian guidelines [32]. Figure 2. Changes in food intakes from baseline to four months, by four diet group. MedDiet (n = 80),
HabDiet (n = 70): (A) changes between 10 and 50 g; (B) changes >50 g/day; and (C) changes <10 g per
day. All changes based on the MedDiet group, with the exception of red wine for which the change
was based on the HabDiet group. Miscellaneous foods included small goods, cakes, muffins, high fat
crackers, pastries, sweet biscuits, high-sugar breakfast cereals, muesli bars, take away foods, chips,
chocolate, confectionary <50% sugar, ice cream, beer, port, spirits, white wine. Sugar products
included all foods comprising >50% sugars. MedDiet, Mediterraenan diet; HabDiet, Habitual diet. Figure 2. Changes in food intakes from baseline to four months, by four diet group. MedDiet (n = 80),
HabDiet (n = 70): (A) changes between 10 and 50 g; (B) changes >50 g/day; and (C) changes <10 g per day. 3.1. A Priori Adherence Score and Checklists Linear mixed effects model w
re as the dependent variable, diet and visit as factors, and unstructured covariance used
mpare groups. Analyses were intention to treat. MedDiet, Mediterranean diet; HabDiet, habitu
Figure 1. Mean adherence score at each time point by diet group. Mean (error bars depict SEM)
MedDiet adherence scores of Australian men and women (age ≥65) at baseline, and two and four
months after following a MedDiet (n = 80) or their HabDiet (n = 70). MedDiet adherence score based on
intakes of 15 food groups calculated from 3-d WFRs, range 0–15 where 15 represents highest possible
adherence level. Mean scores at each time point presented. Linear mixed effects model with score as
the dependent variable, diet and visit as factors, and unstructured covariance used to compare groups. Analyses were intention to treat. MedDiet, Mediterranean diet; HabDiet, habitual diet; WFR, weighed
food record. Nutrients 2017, 9, 534
Nutrients 2017, 9, 534 9 of 20
9 of 2 3.2. Food and Nutrient Intake
.2. Food and Nutrient Intake
Figure 2 shows the mea All changes based on the MedDiet group, with the exception of red wine for which the change was based
on the HabDiet group. Miscellaneous foods included small goods, cakes, muffins, high fat crackers,
pastries, sweet biscuits, high-sugar breakfast cereals, muesli bars, take away foods, chips, chocolate,
confectionary <50% sugar, ice cream, beer, port, spirits, white wine. Sugar products included all foods
comprising >50% sugars. MedDiet, Mediterraenan diet; HabDiet, Habitual diet. Figure 2. Changes in food intakes from baseline to four months, by four diet group. MedDiet (n = 80)
HabDiet (n = 70): (A) changes between 10 and 50 g; (B) changes >50 g/day; and (C) changes <10 g pe
day. All changes based on the MedDiet group, with the exception of red wine for which the change
was based on the HabDiet group. Miscellaneous foods included small goods, cakes, muffins, high fa
crackers, pastries, sweet biscuits, high-sugar breakfast cereals, muesli bars, take away foods, chips
chocolate, confectionary <50% sugar, ice cream, beer, port, spirits, white wine. Sugar products
included all foods comprising >50% sugars. MedDiet, Mediterraenan diet; HabDiet, Habitual diet. Figure 2. Changes in food intakes from baseline to four months, by four diet group. MedDiet (n = 80),
HabDiet (n = 70): (A) changes between 10 and 50 g; (B) changes >50 g/day; and (C) changes <10 g per day. All changes based on the MedDiet group, with the exception of red wine for which the change was based
on the HabDiet group. Miscellaneous foods included small goods, cakes, muffins, high fat crackers,
pastries, sweet biscuits, high-sugar breakfast cereals, muesli bars, take away foods, chips, chocolate,
confectionary <50% sugar, ice cream, beer, port, spirits, white wine. Sugar products included all foods
comprising >50% sugars. MedDiet, Mediterraenan diet; HabDiet, Habitual diet. Figure 2. Changes in food intakes from baseline to four months, by four diet group. MedDiet (n = 80)
HabDiet (n = 70): (A) changes between 10 and 50 g; (B) changes >50 g/day; and (C) changes <10 g per
day. All changes based on the MedDiet group, with the exception of red wine for which the change
was based on the HabDiet group. Miscellaneous foods included small goods, cakes, muffins, high fa
crackers, pastries, sweet biscuits, high-sugar breakfast cereals, muesli bars, take away foods, chips
chocolate, confectionary <50% sugar, ice cream, beer, port, spirits, white wine. Sugar products
included all foods comprising >50% sugars. 3.2. Food and Nutrient Intake
.2. Food and Nutrient Intake
Figure 2 shows the mea MedDiet, Mediterraenan diet; HabDiet, Habitual diet. Figure 2. Changes in food intakes from baseline to four months, by four diet group. MedDiet (n = 80),
HabDiet (n = 70): (A) changes between 10 and 50 g; (B) changes >50 g/day; and (C) changes <10 g per day. All changes based on the MedDiet group, with the exception of red wine for which the change was based
on the HabDiet group. Miscellaneous foods included small goods, cakes, muffins, high fat crackers,
pastries, sweet biscuits, high-sugar breakfast cereals, muesli bars, take away foods, chips, chocolate,
confectionary <50% sugar, ice cream, beer, port, spirits, white wine. Sugar products included all foods
comprising >50% sugars. MedDiet, Mediterraenan diet; HabDiet, Habitual diet. 10 of 20 Nutrients 2017, 9, 534 Table 2. Results of the sensitivity analysis to compare adherence scores using the Mediterranean Diet
Score [22]. Table 2. Results of the sensitivity analysis to compare adherence scores using the Mediterranean Diet
Score [22]. Adherence Score
Adherence Scores
p for Interaction
Baseline
2 Months
4 Months
MedDiet
HabDiet
MedDiet
HabDiet
MedDiet
HabDiet
15-point score
7.1 ± 1.9
7.4 ± 2.4
9.7 ± 2.4
7.7 ± 2.2
10.6 ± 1.7
7.9 ± 2.5
<0.001
10-point MDS 1
4.2 ± 1.7
4.2 ± 1.6
5.9 ± 1.6
4.1 ± 1.7
6.2 ± 1.4
4.4 ± 1.5
<0.001
10-point MDS 2
2.8 ± 1.4
2.8 ± 1.5
3.7 ± 2.1
2.6 ± 1.5
4.7 ± 1.3
3.0 ± 1.3
<0.001
Values presented are mean ± SD. p for dietxvisit interaction derived from linear mixed effects models to compare
MedDiet and HabDiet groups across time. 1 Using baseline sex-specific medians. 2 Using baseline sex-specific
medians from the Greek cohort in the EPIC study, from Trichopoulou et al. [22] MDS, Mediterranean Diet Score;
MedDiet, Mediterranean diet; HabDiet, Habitual diet. Values presented are mean ± SD. p for dietxvisit interaction derived from linear mixed effects models to compare
MedDiet and HabDiet groups across time. 1 Using baseline sex-specific medians. 2 Using baseline sex-specific
medians from the Greek cohort in the EPIC study, from Trichopoulou et al. [22] MDS, Mediterranean Diet Score;
MedDiet, Mediterranean diet; HabDiet, Habitual diet. Table 3 shows the changes in nutrient intake between baseline and two and four months within
and between groups. Table 4 highlights these changes for food intakes. 3.2. Food and Nutrient Intake
.2. Food and Nutrient Intake
Figure 2 shows the mea Within the MedDiet group,
energy intakes did not change, nor did the contribution of protein or alcohol to total energy, vitamin
C, folate, vitamin A, β-carotene, potassium, calcium, iron and α-linoleic acid intakes. Energy from
saturated fat, cholesterol, sugar, sodium and zinc intakes decreased, while energy from total and
MUFA, MUFA:SFA, fibre, vitamin E, linoleic acid and long chain omega-3 fatty acid intake increased
significantly. There were no significant within-group differences for the HabDiet group between
baseline and four months. At four months, the MedDiet group was consuming more total fat and
MUFA, vitamin E, fibre and linoleic acid, and less SFA, sodium and zinc than the control group. While
total flavonoid intake was not different between groups at four months, those in the MedDiet group
were consuming more total carotenoids, and anthocyanidins were borderline significantly higher in
the MedDiet group compared to the control (p = 0.05). Between groups, intakes of extra virgin olive oil,
fruits, nuts, legumes, dairy, fish, meats and miscellaneous foods were significantly different at four
months (diet*visit p < 0.05). Intakes of extra virgin olive oil, fruits, nuts, legumes, dairy, and fish were
higher in the MedDiet group, while meat and miscellaneous food intakes were lower relative to the
control group. Originally, 17 participants were allocated to energy levels 3 and 4, while 19 were allocated to
energy level 2 and 27 to energy level 1. However, this was adjusted during the two and four week
visits based on participant reports of satiety, and adherence levels. After the first month, 12 volunteers
were allocated to energy level 1, 25 to energy level 2, 12 to energy level 3 and 31 to energy level 4. Mean energy intakes for energy levels 1, 2, 3 and 4 were 10 MJ, 9.6 MJ, 8.4 MJ and 7.8 MJ at four
months, respectively. 3.3. Serum Carotenoids, Erythrocyte Fatty Acids and 24-h Urinary Metabolites Table 5 shows the changes within and between groups for objective markers of adherence,
including urinary metabolites, carotenoids and erythrocyte fatty acids. After six months, serum
β-carotene and lycopene increased significantly in the MedDiet group compared to the control
group. MUFA as a percentage of total erythrocyte fatty acids increased, and SFA as a percentage
of total erythrocyte fatty acids decreased. Magnesium excretion was significantly increased in the
MedDiet group compared to the control at six months. There were no significant differences between
groups for serum β-cryptoxanthin, α-carotene, lutein:zeaxanthin; erythrocyte content of omega-3,
omega-6, omega-3:omega-6, and trans fats; or 24-h urinary excretion of sodium, potassium and calcium. For specific long chain fatty acids, there were no between group differences at 6 months, however
docosahexaenoic acid (DHA) was significantly higher in the MedDiet group compared with the control
at three months. 11 of 20 Nutrients 2017, 9, 534 Table 3. Daily nutrient and flavonoid intake assessed by three-day weighed food record, for the Mediterranean and habitual diet groups. 3.3. Serum Carotenoids, Erythrocyte Fatty Acids and 24-h Urinary Metabolites MedDiet (n = 80)
HabDiet (n = 70)
Between Group Difference at 4 Months 1
Nutrients 2
Baseline
4 Months
p Value
Baseline
4 Months
p Value
Diet*Visit Interaction
Difference (95% CI)
p Value
Energy (kJ)
8847.2 ± 229.7
8777.8 ± 245.5
1.00
8773.9 ± 229.7
8380.1 ± 252.1
0.377
0.41
384.3 (−1070.6, 302.2)
0.27
kJ from protein (%)
19.3 ± 0.37
19.5 ± 0.4
1.00
19.3 ± 0.4
19.3 ± 0.4
1.00
0.96
0.2 (−0.9, 1.3)
0.74
kJ from fat (%)
33.5 ± 0.7
38.7 ± 0.8
<0.001
34.4 ± 0.7
35.6 ± 0.8
0.65
<0.001
3.1 (1.1, 5.2)
<0.01
kJ from saturated fat (%)
12.1 ± 0.3
9.1 ± 0.3
<0.001
12.9 ± 0.3
13.1 ± 0.3
1.00
<0.01
−4.0 (−4.9, −3.1)
<0.001
kJ from monounsaturated fat (%)
13.2 ± 0.4
19.7 ± 0.5
<0.001
13.2 ± 0.4
14.3 ± 0.5
0.24
<0.001
5.5 (4.2, 6.8)
<0.001
kJ from carbohydrate (%)
42.3 ± 0.7
37.8 ± 0.8
<0.001
41.3 ± 0.8
40.3 ± 0.8
0.77
<0.001
−2.5 (−4.7, −0.3)
0.03
kJ from alcohol (%)
4.5 ± 1.1
2.7 ± 1.2
0.40
2.9 ± 1.2
3.4 ± 0.4
1.00
0.47
−0.6 (−3.2, 2.0,)
0.67
Fat as mono (%)
42.5 ± 0.7
54.3 ± 0.7
<0.001
41.3 ± 0.7
43.1 ± 0.7
0.09
<0.001
11.2 (9.3, 13.7)
<0.001
Fat as saturated (%)
39.6 ± 0.8
25.3 ± 0.9
<0.001
41.0 ± 0.9
40.0 ± 0.9
1.00
<0.001
−14.7 (−17.1, −12.3)
<0.001
Cholesterol (mg/MJ)
33.3 ± 1.4
25.5 ± 1.5
<0.001
34.7 ± 1.5
36.1 ± 1.5
1.00
<0.001
−10.5 (−14.7, −6.3)
<0.001
Sugars (g/MJ)
12.5 ± 0.38
11.3 ± 0.36
<0.01
12.1 ± 0.4
11.6 ± 0.38
0.56
0.51
−0.3 (−1.3, 0.8)
0.62
MUFA:SFA
1.2 ± 0.1
2.2 ± 0.1
<0.001
1.1 ± 0.1
1.2 ± 0.1
0.50
<0.001
1.0 (0.9, 1.2)
<0.001
Fibre (g/MJ)
3.4 ± 0.1
3.8 ± 0.1
<0.01
3.2 ± 0.1
3.1 ± 0.1
0.80
<0.01
0.7 (0.4, 1.0)
<0.001
Vitamin C (mg/MJ)
17.6 ± 1.1
18.9 ± 0.97
1.00
15.9 ± 1.2
14.2 ± 1.0
0.53
0.21
4.7 (1.9, 7.5)
<0.01
Vitamin E (mg/MJ)
1.2 ± 0.5
1.9 ± 0.6
<0.001
1.2 ± 0.6
1.3 ± 0.6
0.74
<0.001
0.6 (0.5, 0.8)
<0.001
Total folate (µg/MJ)
54.4 ± 2.1
56.1 ± 1.2
1.00
49.8 ± 2.3
47.3 ± 2.0
1.00
0.51
8.8 (3.3, 14.4)
<0.01
Total vitamin A equivalents (µg/MJ)
130.4 ± 6.8
140.0 ± 15.4
1.00
121.3 ± 7.3
131.4 ± 16.0
1.00
0.37
8.6 (−35.5, 52.6)
0.70
B-carotene equivalents (µg/MJ)
588.7 ± 40.4
687.4 ± 53.6
0.33
473.4 ± 43.2
467.4 ± 55.6
1.00
0.31
220.0 (67.4, 372.7)
<0.01
Sodium (mg/MJ)
264.5 ± 8.8
202.3 ± 6.8
<0.001
267.7 ± 9.4
259.5 ± 7.0
1.00
<0.01
−57.2 (−76.6, −37.9)
<0.001
Potassium (mg/MJ)
447.1 ± 10.6
442.5 ± 9.0
1.00
421.6 ± 11.3
403.1 ± 9.3
0.48
0.71
39.3 (13.8, 64.9)
<0.01
Calcium (mg/MJ)
109.3 ± 4.0
105.5 ± 3.2
1.00
107.1 ± 4.3
103.9 ± 3.4
1.00
0.62
1.6 (−7.7, 10.8)
0.74
Magnesium (mg/MJ)
50.2 ± 1.3
44.2 ± 2.0
0.01
46.4 ± 1.4
41.8 ± 2.1
0.09
0.48
2.4 (−3.2, 8.1)
0.39
Iron (mg/MJ)
1.61 ± 0.4
1.57 ± 0.4
1.00
1.5 ± 0.4
1.5 ± 0.4
1.00
0.53
0.1 (−0.1, 2.1)
0.07
Zinc (mg/MJ)
1.4 ± 0.4
1.2 ± 0.5
<0.01
1.4 ± 0.4
1.5 ± 0.5
0.09
<0.001
−0.2 (−0.4, −0.1)
<0.01
Total long-chain n3 (mg/MJ)
50.4 ± 6.6
89.0 ± 7.1
<0.001
52.9 ± 7.0
35.9 ± 7.3
0.27
<0.001
53.1 (32.9, 73.2)
<0.001
Linoleic acid (g/MJ)
1.3 ± 0.6
1.7 ± 0.6
<0.001
1.3 ± 0.6
1.3 ± 0.6
1.00
<0.01
0.4 (0.2, 0.6)
<0.001
A-linolenic acid (g/MJ)
0.16 ± 0.01
0.18 ± 0.01
0.68
0.17 ± 0.1
0.14 ± 0.1
0.17
0.07
0.0 (0.0, 0.1)
0.03
Total flavonoids (mg/MJ)
59.7 ± 5.7
64.9 ± 5.8
0.35
68.1 ± 6.0
63.0 ± 6.0
0.04
0.94
3.4 (−16.0, 22.8)
0.73
Anthocyanidins (mg/MJ)
7.8 ± 1.0
10.0 ± 1.0
0.02
7.8 ± 1.1
6.6 ± 1.1
0.20
0.01
3.3 (0.03, 6.66)
0.05
Flavan-3-ols (mg/MJ)
45.0 ± 4.7
47.3 ± 4.8
0.51
52.6 ± 5.0
51.7 ± 5.0
0.83
0.82
−2.1 (−16.3, 20.5)
0.82
Flavanones (mg/MJ)
3.0 ± 0.4
2.3 ± 0.3
0.05
2.6 ± 0.4
1.4 ± 0.3
<0.01
0.59
0.9 (−0.1, 1.8)
0.06
Flavones (mg/MJ)
0.3 ± 0.1
0.6 ± 0.1
0.10
0.4 ± 0.1
0.3 ± 0.1
0.50
0.36
0.6 (−0.2, 1.4)
0.14
Flavonols (mg/MJ)
3.3 ± 0.3
3.6 ± 0.3
0.16
3.2 ± 0.3
3.1 ± 0.3
0.56
0.18
0.5 (−0.2, 1.3)
0.18
Isoflavones (mg/MJ)
0.1 ± 0.0
0.2 ± 0.1
0.26
0.1 ± 0.0
0.1 ± 0.1
0.82
0.48
0.2 (−0.1, 0.4)
0.25
Carotenoids (mg/MJ)
1.6 ± 0.1
2.0 ± 0.1
0.03
1.4 ± 0.1
1.3 ± 0.2
0.46
0.03
0.8 (0.5 1.2)
<0.001
Values are mean ± standard error of the mean (SEM). 3.3. Serum Carotenoids, Erythrocyte Fatty Acids and 24-h Urinary Metabolites 1 Linear mixed effects models with diet*visit interaction and unstructured covariance used to determine within and between group
differences, α set to 0.05. For between group differences, HabDiet values were subtracted from the MedDiet values, hence negative values indicate MedDiet group had lower intake. 2 Nutrient intakes expressed as either % energy or per MJ (420 kcal) to control for energy intake. Table 3. Daily nutrient and flavonoid intake assessed by three-day weighed food record, for the Mediterranean and habitual diet groups. ke assessed by three-day weighed food record, for the Mediterranean and habitual diet groups. 12 of 20 Nutrients 2017, 9, 534 ups assessed by three-day weighed food record for the Mediterranean and habitual diet groups. Table 4. Daily intake of 15 food groups assessed by three-day weighed food record for the Mediterranean and habitual diet groups. Table 4. Daily intake of 15 food groups assessed by three-day weighed food record for the Mediterranean and habitual diet groups. 3.3. Serum Carotenoids, Erythrocyte Fatty Acids and 24-h Urinary Metabolites MedDiet (n = 80)
HabDiet (n = 70)
Between Group Difference at 4 Months
Foods 1 (g/mJ/Day)
Baseline 2
4 Months
p Value
Baseline 2
4 Months
p Value
Diet*Visit Interaction
Difference (95% CI)
p Value
Extra virgin olive oil
0.3 ± 0.1
3.6 ± 0.2
<0.001
0.6 ± 0.1
0.8 ± 0.2
1.00
<0.001
2.9 (2.3, 3.4)
<0.001
Vegetables
18.2 ± 1.4
25.7 ± 1.6
<0.001
19.0 ± 21.8
21.9 ± 1.6
0.40
0.02
3.8 (−0.6, 8.2)
0.09
White potato
4.8 ± 0.6
3.2 ± 0.6
0.09
5.5 ± 0.7
3.9 ± 0.6
0.09
0.09
−0.7 (−2.4, 0.9)
0.37
Fruits
30.6 ± 2.0
42.4 ± 2.3
<0.001
31.1 ± 2.1
35.6 ± 2.4
0.47
0.04
6.8 (0.2, 13.4)
0.05
Nuts
1.9 ± 0.3
5.6 ± 0.7
<0.001
1.7 ± 0.3
1.9 ± 0.7
1.00
<0.01
3.8 (1.9, 5.6)
<0.001
Legumes
2.1 ± 0.5
5.2 ± 0.6
<0.001
1.7 ± 0.5
2.2 ± 0.6
1.00
<0.01
3.0 (1.3, 4.7)
<0.01
Bread
8.3 ± 0.5
9.1 ± 0.6
0.26
9.5 ± 0.6
9.0 ± 0.6
1.00
0.22
0.05 (−1.6, 1.7)
0.95
Cereals
8.2 ± 0.8
7.4 ± 0.8
1.00
7.7 ± 0.9
8.3 ± 0.8
1.00
0.40
−0.8 (−3.1, 1.4)
0.46
Dairy (all types)
30.4 ± 2.5
37.5 ± 2.2
<0.01
32.2 ± 2.7
29.8 ± 2.2
0.94
0.01
7.7 (1.6, 13.8)
0.01
Fish and seafood
4.2 ± 0.7
9.2 ± 0.7
<0.001
6.5 ± 0.7
4..8 ± 0.7
0.17
<0.001
4.5 (2.4, 6.5)
<0.001
Eggs
2.5 ± 0.4
2.2 ± 0.4
1.00
2.9 ± 0.4
3.2 ± 0.4
1.00
0.76
−1.0 (−2.1, 0.2)
0.09
Meats
8.0 ± 0.8
5.3 ± 0.8
0.03
8.8 ± 0.9
10.7 ± 0.9
<0.01
0.43
−5.4 (−7.8, −3.1)
<0.001
Red wine
8.7 ± 1.8
10.7 ± 1.5
0.62
11.9 ± 1.9
7.5 ± 1.6
0.03
0.02
3.2 (−1.2, 7.5)
0.15
Sugars
1.3 ± 0.2
1.1 ± 0.2
0.9
1.3 ± 0.2
1.2 ± 0.2
1.00
0.01
−0.1 (−0.7, 0.5)
0.70
Miscellaneous
32.1 ± 2.1
15.6 ± 1.8
<0.001
34.5 ± 2.2
23.9 ± 1.8
<0.001
0.10
−8.2 (−13.3, −3.2)
<0.01
Values are mean ± SEM. 1 Vegetables included all raw, cooked, canned and frozen vegetables including sweet potato. Fruits included all fresh, dried and canned fruit but excluded fruit
juice/drinks. Cereals included all rice, pasta, couscous, quinoa, muesli, oats, low fat crisp breads and crackers, and wholegrain breakfast cereals. 3.3. Serum Carotenoids, Erythrocyte Fatty Acids and 24-h Urinary Metabolites Eggs included egg dishes such as quiche. Meats included all red meat, pork and poultry. Sugars included products at least 50% sugar (e.g., honey, jam, some confectionary, table sugar). Miscellaneous included confectionary and
discretionary foods, small goods, soy products, special dietary products, muesli bars, sweet bakery products and take away foods. Beverages including water, tea, coffee, soft drink,
cordials, milky drinks, fruit and vegetable juices, and alcoholic drinks other than red wine were not included. 2 Group specific baseline means used to calculate 15-point adherence score. Values are mean ± SEM. 1 Vegetables included all raw, cooked, canned and frozen vegetables including sweet potato. Fruits included all fresh, dried and canned fruit but excluded fruit
juice/drinks. Cereals included all rice, pasta, couscous, quinoa, muesli, oats, low fat crisp breads and crackers, and wholegrain breakfast cereals. Eggs included egg dishes such as quiche. Meats included all red meat, pork and poultry. Sugars included products at least 50% sugar (e.g., honey, jam, some confectionary, table sugar). Miscellaneous included confectionary and
discretionary foods, small goods, soy products, special dietary products, muesli bars, sweet bakery products and take away foods. Beverages including water, tea, coffee, soft drink,
cordials, milky drinks, fruit and vegetable juices, and alcoholic drinks other than red wine were not included. 2 Group specific baseline means used to calculate 15-point adherence score. 13 of 20 Nutrients 2017, 9, 534 Table 5. Changes in serum carotenoids, erythrocyte fatty acids and urinary metabolites from baseline to six months1. 3.3. Serum Carotenoids, Erythrocyte Fatty Acids and 24-h Urinary Metabolites MedDiet Group (n = 82)
HabDiet Group (n = 70)
Between Group Difference 6 Months
Baseline
6 Months
p Value
Baseline
6 Months
p Value
DietxVisit Interaction
Difference (95% CI)
p Value
β-cryptoxanthin (ng/mL)
56.8 ± 5.6
52.7 ± 6.6
1.00
51.3 ± 5.9
49.5 ± 7.0
1.00
0.77
0.1 (−0.1, 0.2)
0.44
Lycopene (ng/mL)
184.0 ± 13.8
197.4 ± 13.4
1.00
162.1 ± 14.8
135.6 ± 13.7
1.00
<0.01
0.2 (0.1, 0.3)
<0.01
α-carotene (ng/mL)
77.6 ± 10.2
125.1 ± 15.6
<0.01
61.6 ± 10.8
55.0 ± 16.1
0.50
<0.01
0.2 (−0.0, 0.4)
0.12
β-carotene (ng/mL)
1287.4 ± 141.4
1543.8 ± 136.1
0.10
858.7 ± 150.8
851.8 ± 136.3
1.00
<0.001
0.2 (0.1, 0.3)
<0.001
Lutein:zeaxanthin
489.5 ± 30.6
524.6 ± 33.6
0.40
511.3 ± 32.2
521.8 ± 34.9
1.00
0.30
−0.0 (−0.1, −0.1)
0.65
Total erythrocyte saturated fat (%)
43.3 ± 0.1
42.8 ± 0.1
<0.001
43.5 ± 0.1
43.5 ± 0.1
1.00
<0.001
−0.7 (−1.0, −0.5)
<0.001
Total erythrocyte trans−fat (%)
0.44 ± 0.02
0.37 ± 0.02
<0.001
0.4 ± 0.02
0.4 ± 0.02
0.34
<0.001
−0.0 (−0.1, 0.0)
0.08
Total erythrocyte MUFA (%)
18.4 ± 0.1
19.3 ± 0.1
<0.001
18.5 ± 0.1
18.6 ± 0.1
1.00
<0.001
0.8 (0.4, 1.1)
<0.001
Total erythrocyte omega-3 (%)
10.8 ± 0.3
10.9 ± 0.3
1.00
10.5 ± 0.3
10.7 ± 0.3
0.30
0.24
0.2 (−0.6, 1.1)
0.62
Docosahexaenoic acid (22:6 n3) (%)
5.8 ± 0.14
6.1 ± 0.13
0.01
5.6 ± 0.14
5.7 ± 0.14
0.29
0.03
0.31 (−0.06, 0.68)
0.10
Eicosapentaenoic acid (20:5 n3) (%)
1.8 ± 0.13
1.8 ± 0.13
1.00
1.7 ± 0.14
1.8 ± 0.14
0.38
0.58
0.01 (−0.37, 0.38)
0.98
Docosapentaenoic acid (22:5 n3) (%)
3.0 ± 0.06
2.9 ± 0.06
<0.001
3.0 ± 0.07
3.0 ± 0.06
1.00
<0.001
−0.11 (−0.29, 0.06)
0.19
Total erythrocyte omega 6 (%)
27.1 ± 0.3
26.7 ± 0.3
0.07
27.2 ± 0.3
27.0 ± 0.3
1.00
0.50
−0.3 (−1.2, 0.5)
0.44
Omega-6:omega-3 from erythrocytes
2.7 ± 0.1
2.6 ± 0.1
0.05
2.8 ± 0.1
2.7 ± 0.1
0.15
0.12
−0.1 (−0.4, 0.1)
0.35
Omega 3 index
1.99 ± 0.3
2.0 ± 0.3
0.02
1.9 ± 0.3
2.0 ± 0.3
0.28
0.03
0.7 (−0.0, 0.2)
0.13
Sodium (mmol/24 h)
113.9 ± 5.4
107.8 ± 4.9
0.85
118.3 ± 5.7
111.5 ± 5.1
0.73
0.30
−5.5 (−20.4, 9.4)
0.47
Potassium (mmol/24 h)
79.7 ± 2.7
80.7 ± 3.0
1.00
77.9 ± 2.9
74.9 ± 3.1
1.00
0.63
5.0 (−3.2, 13.2)
0.24
Calcium (mmol/24 h)
3.6 ± 0.2
4.0 ± 0.2
0.16
4.1 ± 0.2
3.9 ± 0.2
0.99
0.13
−0.0 (−0.7, 0.6)
0.90
Magnesium (mmol/24 h)
4.4 ± 0.2
4.7 ± 0.2
0.17
4.3 ± 0.2
4.2 ± 0.2
1.00
0.12
0.6 (0.0, 1.1)
0.04
Values are mean ± SEM. 3.4. Exit Survey
3.4. Exit Survey 3.4. Exit Survey
3.4. Exit Survey Of 70 MedDiet group participants who completed the study, 68 completed the exit survey. The responses to question 9 are shown in Figure 3. The nuts and yoghurt were very well accepted,
the majority of participants enjoying these foods most or all of the time. The restriction of “extra”
foods was the least accepted dietary characteristic. Approximately 75% of the group enjoyed tuna
and legumes all or most of the time, and they were the least enjoyed foods of the diet. In response to
question 10, more than 20% of the sample suggested eating out or with friends, holidays or special
occasions were the most difficult times to continue to adhere to the diet. Other top answers included
restricting particular foods, e.g., bacon, butter or beer (17%), red meat restrictions (8%), the volume
of food (8%) and meeting olive oil requirements (7%). Around 5% of the participants said meeting
vegetable requirements was the most difficult aspect to following the diet, while approximately 12% of
the sample suggested there were no difficult aspects. Almost half the sample (47%) suggested they
would aim to continue with all components, and a further 30% suggested they would continue with
most components. Sixteen per cent suggested they would continue with 3 or 4 key components, with
6% suggested they would keep up 1 or 2 components. One respondent did not answer this question. Of 70 MedDiet group participants who completed the study, 68 completed the exit survey. The
responses to question 9 are shown in Figure 3. The nuts and yoghurt were very well accepted, the
majority of participants enjoying these foods most or all of the time. The restriction of “extra” foods
was the least accepted dietary characteristic. Approximately 75% of the group enjoyed tuna and
legumes all or most of the time, and they were the least enjoyed foods of the diet. In response to
question 10, more than 20% of the sample suggested eating out or with friends, holidays or special
occasions were the most difficult times to continue to adhere to the diet. Other top answers included
restricting particular foods, e.g., bacon, butter or beer (17%), red meat restrictions (8%), the volume
of food (8%) and meeting olive oil requirements (7%). All of the time
Most of the time
Some of the time
None of the time All of the time
Most of the time
Some of the time
None of the time All of the time
Most of the time
Some of the time
None of the time Figure 3. Self-reported enjoyment of requirements of the Mediterranean diet. Australian men’s and
women’s (n = 68, age ≥ 65) answers to how well Mediterranean dietary recommendation were
enjoyed/managed over a 6 month dietary intervention. Thus, an “all of the time” response indicates
the dietary recommendation was enjoyed and/or well managed for the entire study duration. Yoghurt was recommended six times per week, legumes three times per week, tuna one time per
week, olive oil (extra virgin) daily, nuts 4–6 times per week, red meat < 1/week, extras three serves or
fewer per week and milk (skim) < 1 cup per day. Serving sizes were 170 g, 75 g, 95 g, 1 table spoon, 35
g, 100 g, 600 kJ and 250 mL for yoghurt, legumes, tuna, olive oil, nuts, red meat, extras and skim milk,
Figure 3. Self-reported enjoyment of requirements of the Mediterranean diet. Australian men’s
and women’s (n = 68, age ≥65) answers to how well Mediterranean dietary recommendation were
enjoyed/managed over a 6 month dietary intervention. Thus, an “all of the time” response indicates
the dietary recommendation was enjoyed and/or well managed for the entire study duration. Yoghurt
was recommended six times per week, legumes three times per week, tuna one time per week, olive oil
(extra virgin) daily, nuts 4–6 times per week, red meat < 1/week, extras three serves or fewer per week
and milk (skim) < 1 cup per day. Serving sizes were 170 g, 75 g, 95 g, 1 table spoon, 35 g, 100 g, 600 kJ
and 250 mL for yoghurt, legumes, tuna, olive oil, nuts, red meat, extras and skim milk, respectively. 3.3. Serum Carotenoids, Erythrocyte Fatty Acids and 24-h Urinary Metabolites 1 Linear mixed effects models with diet*visit interaction and unstructured covariance used to determine within and between group differences, α set to 0.05. For between group differences, HabDiet values were subtracted from the MedDiet values, hence negative values indicate MedDiet group had lower intake. Variables β-carotene, lycopene,
α-carotene, β-cryptoxanthin and lutein/zeaxanthin and omega-3 index log10 transformed before analysis due to non-normal distribution. MedDiet, Mediterranean diet; HabDiet, habitual
diet; MUFA, monounsaturated fatty acids. Table 5. Changes in serum carotenoids, erythrocyte fatty acids and urinary metabolites from baseline to six months1. hanges in serum carotenoids, erythrocyte fatty acids and urinary metabolites from baseline to six months1. Between Group Difference 6 Months Values are mean ± SEM. 1 Linear mixed effects models with diet*visit interaction and unstructured covariance used to determine within and between group differences, α set to 0.05. For between group differences, HabDiet values were subtracted from the MedDiet values, hence negative values indicate MedDiet group had lower intake. Variables β-carotene, lycopene,
α-carotene, β-cryptoxanthin and lutein/zeaxanthin and omega-3 index log10 transformed before analysis due to non-normal distribution. MedDiet, Mediterranean diet; HabDiet, habitual
diet; MUFA, monounsaturated fatty acids. 14 of 20
14 of 20 14 of 20
14 of 20 Nutrients 2017, 9, 534
Nutrients 2017, 9, 534 3.4. Exit Survey
3.4. Exit Survey 3.4. Exit Survey
3.4. Exit Survey Around 5% of the participants said meeting
vegetable requirements was the most difficult aspect to following the diet, while approximately 12%
of the sample suggested there were no difficult aspects. Almost half the sample (47%) suggested they
would aim to continue with all components, and a further 30% suggested they would continue with
most components. Sixteen per cent suggested they would continue with 3 or 4 key components, with
6% suggested they would keep up 1 or 2 components. One respondent did not answer this question. 0
10
20
30
40
50
60
70
80
90
100
Yoghurt Legumes
Tuna
Olive oil
Nuts
Red meat
Extras
Milk
Percentage of respondnts (%) respectively
4. Discussion 4. Discussion
According to a 15-point adherence score, self-reported food intakes and objective biological
markers, older Australians were able to increase adherence to the MedDiet over a six-month
intervention period. There was a significant increase in MUFA:SFA ratio measured from both
dietary intake and erythrocyte fatty acids, and a significant increase in olive oil consumption. Serum
differences in β-carotene and lycopene between groups indicated those in the MedDiet were
consuming more carotenoids after four months. Carotenoid intakes and serum levels of α-carotene
According to a 15-point adherence score, self-reported food intakes and objective biological
markers, older Australians were able to increase adherence to the MedDiet over a six-month
intervention period. There was a significant increase in MUFA:SFA ratio measured from both dietary
intake and erythrocyte fatty acids, and a significant increase in olive oil consumption. Serum differences
in β-carotene and lycopene between groups indicated those in the MedDiet were consuming more
carotenoids after four months. Carotenoid intakes and serum levels of α-carotene both increased
significantly in the MedDiet group, suggesting increased intake of fruits and vegetables, which was 15 of 20 Nutrients 2017, 9, 534 reflected by results from the WFRs. Previous studies including the EPIC and Women’s Health Study
have shown serum carotenoids to correlate with fruit and vegetable intakes [33–36]. Exit survey
results indicate that, while the diet was easy to adhere to, restrictions on discretionary foods were a
potential barrier, as were special occasions, holidays and eating out. Nevertheless, the vast majority
of volunteers in the intervention group intended to continue most aspects of the diet after finishing
the study. y
The average 15-point adherence score moved from a medium to high level in the MedDiet
group. In a sensitivity analysis, we also calculated the 10-point MDS, using both our sex-specific
median intakes, and those from the Greek cohort of the EPIC study. All three scoring methods
showed a significant increase in score amongst the MedDiet group over time compared to the
control group. Scores increased by 23% according to our score, 22% according to the MDS using our
medians, and 21% using the Greek EPIC medians, thus increases were similar across the three systems. Adherence was lower at all three time points when using cut-offs from the Greek data, suggesting that,
although adherence did increase, the dietary intake achieved by our participants is still lower than
a Mediterranean population. respectively
4. Discussion This could have consequences for health outcomes, however in their
meta-analysis, Sofiet al. [6] showed that a two-point increase in the MDS was associated with 10%
reduced risk of CVD. In the PREDIMED study adherence scores increased from approximately 8.7 to
10.6 (out of a maximum score of 14) after one year [12], which is again similar to our results, suggesting
our findings are clinically relevant. The authors of PREDIMED noted their findings may not be
generalizable as the population studied was Spanish, who likely had some pre-existing Mediterranean
dietary practices, as well as a culturally Mediterranean setting. Similarly, in the Lyon Diet Heart Trial,
where adherence to the MedDiet was high long after the intervention period had ceased, the population
were French, which may be culturally more similar to traditional Mediterranean countries than modern
Western nations [37]. Epidemiological studies have confirmed a higher adherence to the dietary pattern
does result in reduced risk of CVD in non-Mediterranean regions [6,11]. In US populations, closer
adherence to the MedDiet has been shown to reduce the risk of all-cause, cardiovascular and cancer
mortality in people with pre-existing CVD [20]. Kouris-blazos et al. [18] showed in an older Melbourne
cohort of Anglo-Celtic participants, that those adhering more closely to a MedDiet had reduced risk
of mortality after 5 years follow-up. Based on such evidence, it is suggested the benefits of the diet
are transposable [38]. It is unknown whether the increase in adherence observed in our study will
result in long term dietary change, and whether this would result in improved CVD outcomes. Further
study is needed in Australia to determine long term ability to adhere to the MedDiet and effects on
CVD outcomes. In general, objective data supported the self-reported nutrient intake data, with some exceptions:
changes in dietary intakes and urinary excretion were similar except for magnesium, where urinary
excretion increased while dietary intake reportedly decreased, although this did not reach significance. Although 24-h urinary excretion of sodium and potassium has been linked to disease outcomes [39],
many factors other than diet affect excretion of urinary metabolites on an individual level, such as
balance of electrolytes, degree of hydration, race, BMI and gender [40,41]. A recent study showed
correlations between dietary sodium and potassium and 24-h urinary excretion were low [41]. respectively
4. Discussion Although there was a significant increase in fish intake and long chain omega-3 fatty acids reported,
this was not reflected by change in the total per cent omega-3 within the erythrocyte fatty acids. There was however an increase in DHA intake amongst the MedDiet group, and a between group
difference at three months for DHA, suggesting an increased intake of fish compared to the control
group. Serra-Majem et al. [42] found in their review that red blood cell phospholipid DHA was a
robust measure of intake of DHA. Very little omega-3 fats were contributed by α-linolenic acid; almost
all were contributed by fish and seafood. The predominant changes in nutrient intakes appear to be
due to increased olive oil intake as the main culinary fat, and reduced intake of discretionary foods. This was reflected by a significant change in MUFA:SFA, vitamin E and SFA intakes. There was also an
increased intake of total n-6 fatty acids from plant foods, which may be due to increased nut intake. 16 of 20 16 of 20 Nutrients 2017, 9, 534 Nutrients 2017, 9, 534 This change was not reflected by change in erythrocyte fatty acid profile, where % total omega-6 was
unchanged across groups and time. Although the MedDiet is typically moderate in dairy, we reported
an increased intake. This could be a consequence of providing yoghurt to the participants, thereby
encouraging greater consumption. In addition, baseline intake of dairy servings was below the amount
recommended as part of the MedDiet. Thus, a rise in dairy intake could have been expected. Baseline
dairy food intakes were similar to national averages obtained from the Australian Health Survey
2011–2012 (1.5 servings per day amongst those aged ≥2 years), which is well below national guideline
recommendations [15,32]. Despite the reported increase in dairy consumption, calcium intakes did not
significantly change, perhaps because of different types of dairy being consumed (e.g., white cheese
instead of yellow cheese). One nutrient where a decreased intake may be of concern is zinc, which
likely decreased due to decreased red meat intake. Notably however, both males and females were
still meeting the estimated average requirement at four months, suggesting the diet provides adequate
zinc [43]. Intake of Mediterranean foods including fruits, nuts, vegetables, legumes and fish increased,
and non-core/non-Mediterranean foods decreased. As energy intakes did not change, core foods
completely replaced the energy lost from discretionary foods. respectively
4. Discussion Across all four energy levels, energy
intake was higher than the prescribed level, suggesting participants underestimated energy intake
in their baseline WFRs. This is a common phenomenon with dietary recording [44]. In a literature
review, we have previously determined that the “average” MedDiet provides a MUFA:SFA ratio
of 2.1, 200 mg vitamin C, 500 µg folate, 3614 mg potassium and 31 g fibre daily—in four months
participants in this study achieved a MUFA:SFA ratio of 2.2, vitamin C intake of 165 mg/day, folate
intake of 487 µg/day, potassium intake of 3850 mg/day and a fibre intake of 33.5 g/day [26]. This
suggests that, in most aspects, participants were able to achieve a diet nutritionally similar to a
representative MedDiet by substituting with readily available Australian products. This is important
when considering whether the MedDiet can be adopted in Australia. Estimations of total flavonoid
intake on the MedDiet vary considerably [26]. In a recent estimation of a Mediterranean-Spanish diet
which used similar calculation methods to the present study, cut-offs for the 4th and 5th quintiles were
512 and 670 mg/day, which is similar to the total flavonoid estimation we produced [45]. Interestingly
only total carotenoid intakes increased significantly in the MedDiet group relative to the control,
with no differences for other flavonoid subclasses. This was mainly driven by an increased intake of
anthocyanidins, which are sourced primarily from red wine, although the increase in red wine intake
did not reach significance when assessed based on self-reported intakes. Exit survey results indicate that while not all components of the diet were perceived as easy to
adopt, the majority of volunteers intended to continue most aspects of the diet after finishing the
study. The most difficult things about following the MedDiet were the influences of friends/family,
eating out and while holidaying, and food restrictions such as red meat, beer and discretionary foods. Considering the MedDiet restricts intakes of these foods below the national average intake for men
and women, this is not surprising [46]. Eating out is likely to challenge due to the abundant non-core
food choices available, and lack of Mediterranean options. Special occasions, such as Christmas and
holidays, are culturally orientated around particular foods which might explain why participants
found these occasions difficult. However, small digressions for such occasions may be acceptable if at
other times the MedDiet is followed. respectively
4. Discussion Education is likely required to ensure appropriate choices are
made when eating out, or cooking instruction may be necessary to allow persons to cook within the
home in accordance with MedDiet principles. Limitations to this study must be acknowledged. Use of a priori adherence scores in non-
Mediterranean countries has been criticised, as they do not necessarily compare intakes to a traditional
MedDiet, and often exclude important food groups such as nuts [47]. We developed a novel 15-point
scoring system which includes six additional food groups compared to the traditional 9-point MDS [23]
to help overcome this limitation. Our score is based on baseline mean intakes, thus focuses on
movement of dietary intake towards or away from a traditional MedDiet from baseline, rather than 17 of 20 Nutrients 2017, 9, 534 comparing intakes directly to a traditional MedDiet per se. Our sensitivity analysis revealed that
although adherence increased amongst the MedDiet group, when intakes were compared to those
from a MedDiet country (Greece) adherence was still medium (4.8/9) at four months. The study
was amongst older, metropolitan dwelling participants, thus results cannot be extrapolated to more
rural or younger populations. Self-reported dietary intakes are subject to important biases, whereby
participants may knowingly or unknowingly alter or misrepresent their food and beverage intakes. Three day WFRs do not necessarily capture complete diet, for example red meat intake may have been
higher than that reported if participants were consuming it on days not recorded. However, repeat
measures, consecutive days and the inclusion of weekend and week days combat these limitations. The subjective markers of adherence were supported by objective markers, suggesting dietary intake
data were accurate. Participants were supported by visits with a dietitian held biweekly, which is
essential for providing volunteers with tools and education and has been shown to enhance compliance
and outcomes in dietary trials [48]. More data are needed to assess whether a free-living population
could continue following the MedDiet without trial support. Six months may not be long enough
to determine whether a population can permanently adopt substantial dietary changes. Follow-up
data from this trial to determine any sustained dietary changes are underway. We did not assess
in detail lifestyle factors that could impact adherence such as cost of the diet, only adherence itself. The monetary cost of adhering to the MedDiet in the past has been shown to be higher than consuming
a Western diet. respectively
4. Discussion A systematic review included two Spanish studies which both concluded that the
MedDiet is more expensive than Western diets [49]. However, in a North American study, while less
energy dense, the MedDiet was not associated with increased food costs. In England, one small study
(n = 23) found that money spent on foods before and after a three-week MedDiet intervention was not
significantly different [19]. In Australia, a recently published article suggested the MedDiet would be
cheaper than the typical diet of Australians [50]. The investigators collected seven-day WFRs from a
subsample (n = 20) of participants with major depressive disorders. The estimated cost of food per
week from the WFRs was $138 per person, compared to an estimated cost of a modified MedDiet at
$112 per week per person [50]. Thus, cost may only be a perceived barrier in Australia and education
can address this concern. References 1. Keys, A.; Mienotti, A.; Karvonene, M.J.; Aravanis, C.; Blackburn, H.; Buzina, R.; Djordjevic, B.; Dontas, A.;
Fidanza, F.; Keys, M.H.; et al. The diet and 15-year death rate in the Seven Countries Study. Am. J. Epidemiol. 1986, 124, 903–915. [CrossRef] [PubMed] 1. Keys, A.; Mienotti, A.; Karvonene, M.J.; Aravanis, C.; Blackburn, H.; Buzina, R.; Djordjevic, B.; Dontas, A.;
Fidanza, F.; Keys, M.H.; et al. The diet and 15-year death rate in the Seven Countries Study. Am. J. Epidemiol. 1986, 124, 903–915. [CrossRef] [PubMed] 2. Kromhout, D.; Menotti, A.; Bloemberg, B.; Aravanis, C.; Blackburn, H.; Buzina, R.; Dontas, A.S.; Fidanza, F.;
Giampaoli, S.; Jansen, A.; et al. Dietary saturated and trans fatty acids and cholesterol and 25-year mortality
from coronary heart disease: The Seven Countries Study. Prev. Med. 1995, 24, 308–315. [CrossRef] [PubMed] 2. Kromhout, D.; Menotti, A.; Bloemberg, B.; Aravanis, C.; Blackburn, H.; Buzina, R.; Dontas, A.S.; Fidanza, F.;
Giampaoli, S.; Jansen, A.; et al. Dietary saturated and trans fatty acids and cholesterol and 25-year mortality
from coronary heart disease: The Seven Countries Study. Prev. Med. 1995, 24, 308–315. [CrossRef] [PubMed] 3. Kromhout, D.; Keys, A.; Aravanis, C.; Buzina, R.; Fidanza, F.; Giampaoli, S.; Jansen, A.; Menotti, A.;
Nedeljkovic, S.; Pekkarinen, M.; et al. Food consumption patterns in the 1960s in seven countries. Am. J. Clin. Nutr. 1989, 49, 889–894. [PubMed] 3. Kromhout, D.; Keys, A.; Aravanis, C.; Buzina, R.; Fidanza, F.; Giampaoli, S.; Jansen, A.; Menotti, A.;
Nedeljkovic, S.; Pekkarinen, M.; et al. Food consumption patterns in the 1960s in seven countries. Am. J. Clin. Nutr. 1989, 49, 889–894. [PubMed] 4. Willett, W.C.; Sacks, F.; Trichopoulou, A.; Drescher, G.; Ferro-Luzzi, A.; Helsing, E.; Trichopoulos, D. Mediterranean diet pyramid: A cultural model for healthy eating. Am. J. Clin. Nutr. 1995, 61 (Suppl. S6),
1402S–1406S. [PubMed] 4. Willett, W.C.; Sacks, F.; Trichopoulou, A.; Drescher, G.; Ferro-Luzzi, A.; Helsing, E.; Trichopoulos, D. Mediterranean diet pyramid: A cultural model for healthy eating. Am. J. Clin. Nutr. 1995, 61 (Suppl. S6),
1402S–1406S. [PubMed] 5. Roman, B.; Carta, L.; Marinez-Gonzalez, M.A.; Serra-Majem, L. Effectiveness of the Mediterranean diet in
the elderly. Clin. Interv. Aging 2008, 3, 97–109. [PubMed] 5. Roman, B.; Carta, L.; Marinez-Gonzalez, M.A.; Serra-Majem, L. Effectiveness of the Mediterranean diet in
the elderly. Clin. Interv. Aging 2008, 3, 97–109. [PubMed] 6. Sofi, F.; Macchi, C.; Abbate, R.; Gensini, G.F.; Casini, A. Nutrients 2017, 9, 534 Nutrients 2017, 9, 534 Author Contributions: K.M., J.M.H., J.B. and C.D. conceived and designed the experiments; C.D. performed the
experiments; C.D., J.M. and R.W. analysed the data; M.G. contributed reagents/materials/analysis tools; and C.D. wrote the paper. All authors approved the final manuscript. Conflicts of Interest: The authors declare no conflict of interest. The founding sponsors had no role in the design
of the study; in the collection, analyses, or interpretation of data; in the writing of the manuscript, and in the
decision to publish the results. 5. Conclusions In this study, a population of older, free-living Australians made substantial changes to their food
and nutrient intake, resulting in changes in erythrocyte MUFA:SFA and serum carotenoids and an
increased adherence to the MedDiet. From a feasibility perspective, our results suggest the MedDiet
may be an option for dieticians and other health professionals to recommend to patients/clients
with health issues. Importantly, data are still needed to confirm the health benefits of the MedDiet
in Australia. Supplementary Materials: The following is available online at www.mdpi.com/2072-6643/9/5/534/s1, Table S1,
MedLey raw data. Table S1 presented as excel spreadsheets. Spreadsheet contains the following tabs: (1) Food
intakes as grams; (2) Food intakes as grams/MJ; (3) Nutrient intakes as grams; (4) Nutrient intakes as grams/MJ;
(5) Carotenoids and erythrocyte fatty acids; (6) Urinary metabolites; and (7) Flavonoid intakes. All data presented
in long format. Table S2, Cut-offs used to score adherence at baseline, and two and four months for the MedLey
study. Table S3, Nutrient intakes by gender and diet group at baseline and four months, compared with Australian
estimated average requirements/adequate intakes. Figure S1, The MedLey study CONSORT flow diagram. Acknowledgments: This study was funded by a National Health and Medical Research Council Grant
(#APP1050949). The authors acknowledge the following personnel for their support in the recruitment, data
collection and analysis during the trial: Louise Massie, Mark Cutting, Catherine Yandell, Crystal Grant,
Alissa Knight, Nerylee Watson, Natalie Blanch and Kristina Petersen. We acknowledge Carlene Wilson for
her advice regarding appropriate study design. We thank Kate Dyer for her work in analysing dietary intake data
to calculate flavonoid intake. The authors acknowledge the following industry partners for donations of foods for
the trial: Cobram Estate™; Peanut Company of Australia; The Grains & Legumes Nutrition Council TM; Simplot
Australia Pty. Ltd.; Goodman Fielder Ltd; and The Almond Board of Australia. Jonathan Hodgson was supported
by a National Health and Medical Research Council Senior Research Fellowship. 18 of 20 18 of 20 References Mediterranean diet and health status: An updated
meta-analysis and a proposal for a literature-based adherence score. Public Health Nutr. 2014, 17, 2769–2782. [CrossRef] [PubMed] 7. Guallar-Castillon, P.; Rodriguez-Artalejo, F.; Tormo, M.; Sanchez, M.; Rodriguez, L.; Quiros, J.R.; Navarro, C.;
Molina, E.; Martinez, C.; Marin, P.; et al. Major dietary patterns and risk of coronary heart disease in
middle-aged persons from a Mediterranean country: The EPIC-Spain cohort study. Nutr. Metab. Cardiovasc. Dis. 2012, 22, 192–199. [CrossRef] [PubMed] 8. Dilis, V.; Katsoulis, M.; Lagiou, P.; Trichopoulos, D.; Naska, A.; Trichopoulou, A. Mediterranean diet and
CHD: The Greek European Prospective Investigation into Cancer and Nutrition cohort. Br. J. Nutr. 2012, 108,
699–709. [CrossRef] [PubMed] 9. Buckland, G.; González, C.A.; Agudo, A.; Vilardell, M.; Berenguer, A.; Amiano, P.; Ardanaz, E.; Arriola, L.;
Barricarte, A.; Basterretxea, M.; et al. Adherence to the Mediterranean diet and risk of coronary heart disease
in the Spanish EPIC cohort study. Am. J. Epidemiol. 2009, 170, 1518–1529. [CrossRef] [PubMed] 10. Knoops, K.T.; de Groot, L.C.; Kromhout, D.; Perrin, A.-E.; Moreiras-Varela, O.; Menotti, A.; van Staveren, W.A. Mediterranean diet, lifestyle factors, and 10-year mortality in elderly European men and women. The HALE
project. J. Am. Med. Assoc. 2004, 292, 1433–1439. [CrossRef] [PubMed] 11. Fung, T.T.; Rexrode, K.M.; Mantzoros, C.S.; Manson, J.E.; Willett, W.C.; Hu, F.B. Mediterranean diet and
incidence of and mortality from coronary heart disease and stroke in women. Circulation 2009, 119, 1093–1100. [CrossRef] [PubMed] 12. Estruch, R.; Ros, E.; Salas-Salvadó, J.; Covas, M.-I.; Corella, D.; Arós, F.; Gómez-Gracia, E.; Ruiz-Gutiérrez, V.;
Fiol, M.; Lapetra, J.; et al. Primary prevention of cardiovascualr disease with a Mediterranean diet. N. Engl. J. Med. 2013, 368, 1279–1290. [CrossRef] [PubMed] 13. Salas-Salvadó, J.; Bullo, M.; Babio, N.; Martinez-Gonzalez, M.A.; Ibarrola-Jurado, N.; Basora, J.; Estruch, R.;
Covas, M.-I.; Corella, D.; Aros, F.; et al. Reduction in the incidence of type 2 diabetes with the Mediterranean
diet. Diabetes Care 2011, 34, 14–19. [CrossRef] [PubMed] 14. U.S. Department of Health and Human Services; U.S. Department of Agriculture. 2015–2020 Dietary
Guidelines for Americans, 8th ed.;
2015;
US Government. Available online:
http://health.gov/
dietaryguidelines/2015/guidelines/ (accessed on 8 February 2016). 15. Australian Bureau of Statistics. Australian Health Survey: Consumption of Food Groups from the Australian
Dietary Guidelines, 2011-12. 2016. Available online: http://www.abs.gov.au/ausstats/abs@.nsf/Lookup/
4364.0.55.012main+features12011-12 (accessed on 19 October 2016). 19 of 20 Nutrients 2017, 9, 534 16. Australian Institute of Health and Welfare (AIHW). References Australia’s Health 2014,
14th ed.; AIHW:
Canberra, Australia, 2014. Available online: http://www.aihw.gov.au/publication-detail/?id=60129547205
(accessed on 31 July 2014). 17. Australian Institute of Health and Welfare (AIHW). Australia’s Health 2016,
15th ed.; AIHW:
Canberra, Australia, 2016. Available online: http://www.aihw.gov.au/publication-detail/?id=60129555544
(accessed on 14 November 2016). 18. Kouris-Blazos, A.; Gnardellis, C.; Wahlqvist, M.L.; Trichopoulos, D.; Lukito, W.; Trichopoulou, A. Are the
advantages of the Mediterranean diet transferable to other populations? A cohort study in Melbourne,
Australia. Br. J. Nutr. 1999, 82, 57–61. [PubMed] 19. Lara, J.; Turbett, E.; Mckevic, A.; Rudgard, K.; Hearth, H.; Mathers, J.C. The Mediterranean diet among
British older adults: Its understanding, acceptability and the feasibility of a randomised brief intervention
with two levels of dietary advice. Maturitas 2015, 82, 387–393. [CrossRef] [PubMed] 20. Lopez-Garcia, E.; Rodriguez-Artalejo, F.; Li, T.Y.; Fung, T.T.; Li, S.; Willett, W.C.; Rimm, E.B.; Hu, F.B. The Mediterranean-style dietary pattern and mortalty among men and women with cardiovascular disease. Am. J. Clin. Nutr. 2014, 4, 172–180. [CrossRef] [PubMed] 21. Trichopoulou, A.; Lagiou, P. Healthy traditional Mediterranean diet: An expression of culture, history, and
lifestyle. Nutr. Rev. 1997, 55, 383–389. [CrossRef] [PubMed] Trichopoulou, A.; Lagiou, P. Healthy traditional Mediterranean diet: An expression of culture, history, and
lifestyle. Nutr. Rev. 1997, 55, 383–389. [CrossRef] [PubMed] 22. Trichopoulou, A.; Costacou, T.; Bamia, C.; Trichopoulos, D. Adherence to a Mediterranean diet and survivial
in a Greek population. N. Engl. J. Med. 2003, 348, 2599–2608. [CrossRef] [PubMed] 23. Davis, C.R.; Bryan, J.; Hodgson, J.; Wilson, C.; Dhillon, V.; Murphy, K.J. A randomised controlled intervention
trial evaluating the efficacy of an Australianised Mediterranean diet compared to the habitual Australian
diet on cognitive function, psychological wellbeing and cardiovascular health in healthy older adults
(MedLey study): Protocol paper. BMC Nutr. 2015, 1. [CrossRef] 24. Knight, A.; Bryan, J.; Wilson, C.; Hodgson, J.; Murphy, K.J. A randomised controlled intervention trial
evaluating the efficacy of a Mediterranean dietary pattern on cognitive function and psychological wellbeing
in healthy older adults: The MedLey study. BMC Geriatr. 2015, 15. [CrossRef] [PubMed] 25. Australian New Zealand Clinical Trials Registry. Available online: https://www.anzctr.org.au/Trial/
Registration/TrialReview.aspx?id=363860 (accessed on 23 May 2017). 26. Davis, C.R.; Bryan, J.; Hodgson, J.; Murphy, K.J. Definition of the Mediterranean diet: A literature review. Nutrients 2015, 7, 9139–9153. [CrossRef] [PubMed] 27. Davis, C.R.; Bryan, J.; Hodgson, J.M.; Wilson, C.; Murphy, K.J. Older Australians can adhere to a traditional
Mediterranean style diet over two weeks: A pilot dietary intervention study. References BMC Nutr. 2015, 1. [CrossRef] 28. Bamia, C.; Trichopoulos, D.; Ferrari, P.; Overvad, K.; Bjerregaard, L.; Tjønneland, A.; Halkjær, J.;
Clavel-Chapelon, F.; Kesse, E.; Boutron-Ruault, M.-C.; et al. Dietary patterns and survival of older Europeans:
The EPIC-Eldely study (European Prospective Investigation into Cancer and Nutrition). Public Health Nutr. 2007, 10, 590–598. [CrossRef] [PubMed] 29. Tu, W.; Mühlhäusler, B.; Yelland, L.; Gibson, R. Correlations between blood and tissue omega-3 LCPUFA
staus following dietary ALA intervention in rats. Prostaglandins Leukot. Essent. Fat. Acids 2013, 88, 53–60. [CrossRef] [PubMed] 30. Barua, A.B.; Kostic, D.; Olson, J.A. New simplified procedures for the extraction and simultaneous
high-performance liquid chromatographic analysis of retinol, tocopherols and carotenoids in human serum. J Chromatogr. B Biomed. Sci. Appl. 1993, 617, 257–264. [CrossRef] 31. Davis, C.R.; Hodgson, J.; Woodman, R.; Bryan, J.; Wilson, C.; Murphy, K.J. A Mediterranean diet lowers
blood pressure and improves endothelial function: Results from the MedLey randomized intervention trial. Am. J. Clin. Nutr. 2017, in press. [CrossRef] [PubMed] 32. National Health and Medical Research Council Department of Health and Ageing. Australian Dietary
Guidelines: Summary. 2013. Available online: https://www.nhmrc.gov.au/guidelines-publications/n55
(accessed on 24 October 2016). 33. Carlsen, M.H.; Karslen, A.; Lillegaard, I.T.L.; Gran, J.M.; Drevon, C.A.; Blomhoff, R.; Andersen, L.F. Relative
validity of fruit and vegetable intake estimated from an FFQ, using carotenoid and flavonoid biomarkers
and the method of triads. Br. J. Nutr. 2011, 105, 1530–1538. [CrossRef] [PubMed] 20 of 20 20 of 20 Nutrients 2017, 9, 534 34. Al-Delaimy, W.; Slimani, N.; Ferrari, P.; Key, T.; Spencer, E.; Johansson, I.; Johansson, G.; Mattisson, I.;
Wirfält, E.; Sieri, S.; et al. Plasma carotenoids as biomarkers of intake of fruits and vegetables: Ecological-level
correlations in the European Prospective Investigation into Cancer and Nutrition (EPIC). Eur. J. Clin. Nutr. 2005, 59, 1397–1408. [CrossRef] [PubMed] 35. Kappel, A.L.V.; Steghens, J.-P.; Zeleniuch-Jacquotte, A.; Chajés, V.; Toniolo, P.; Riboli, E. Serum carotenoids as
biomarkers of fruit and vegetable consumption in the New York Women’s Health Study. Public Health Nutr. 2000, 4, 829–835. [CrossRef] 36. Campbell, D.R.; Gross, M.D.; Martini, M.C.; Grandits, G.A.; Slavin, J.L.; Potter, J.D. Plasma carotenoids as
biomarkers of vegetable and fruit intake. Cancer Epidemiol. Biomark. Prev. 1994, 3, 493–500. 37. De Lorgeril, M.; Salen, P.; Martin, J.-L.; Monjaud, I.; Delaye, J.; Mamelle, N. Mediterranean diet, traditional
risk factors, and the rate of cardiovascular complications after myocardial infarction: Final report of the Lyon
Diet Heart Study. Circulation 1999, 99, 779–785. References [CrossRef] [PubMed] 38. Speed, C. The transposability of the Mediterranean-type diet in non-Mediterranean regions: Application to
the physician/allied health team. Eur. J. Cancer Prev. 2004, 13, 529–534. [CrossRef] [PubMed] 39. O’Donnell, M.; Mente, A.; Rangarajan, S.; McQueen, M.; Wang, X.; Liu, L.; Yan, H.; Lee, S.F.; Mony, P.;
Devanath, A.; et al. Urinary sodium and potassium excretion, mortality and cardiovascular events. N. Engl. J. Med. 2014, 371, 612–623. [CrossRef] [PubMed] 40. Schachter, J.; Harper, P.H.; Radin, M.E.; Caggiula, A.W.; McDonald, R.H.; Diven, W.F. Comparison of sodium
and potassium intake with excretion. Hypertension 1980, 2, 695–699. [CrossRef] [PubMed] 41. Mercado, C.I.; Cogswell, M.E.; Valderrama, A.L.; Wang, C.-Y.; Loria, C.M.; Moshfegh, A.J.; Rhodes, D.G.;
Carriquiry, A.L. Difference between 24-h diet recall and urine excretion for assessing population sodium and
potassium intake in adults aged 18–39 year. Am. J. Clin. Nutr. 2015, 101, 376–386. [CrossRef] [PubMed] 42. Serra-Majem, L.; Nissensohn, M.; Øverby, N.C.; Fekete, K. Dietary methods and biomarkers of omega-3 fatty
acids: A systematic review. Br. J. Nutr. 2012, 107 (Suppl. S2), S64–S76. [CrossRef] [PubMed] 43. National Health and Medical Research Council. Nutrient Reference Values for Australia and New Zealand;
Including Recommended Dietary Intakes. 2006. Available online: https://www.nrv.gov.au/ (accessed on
23 November 2016 ). 4. Trabulsi, J.; Schoeller, D.A. Evaluation of dietary assessment instruments against doubly labeled wat
biomarker of habitual energy intake. Am. J. Physiol. Endocrinol. Metab. 2001, 281, E891–E899. [PubMed 45. Tresserra-Rimbau, A.; Rimm, E.B.; Medina-Remón, A.; Martínez-González, M.Á.; López-Sabater, C.M.;
Arós, F.; Fiol, M.; Ros, E.; Serra-Majem, L.; Pintó, X.; et al. Polyphenol intake and mortality risk: A re-analysis
of the PREDIMED trial. BMC Med. 2014, 12. [CrossRef] [PubMed] 46. Australian Bureau of Statistics. Australian Health Survey: Nutrition First Results—Foods and Nutrients,
2011-12—Australia; Table 1.1 Mean Daily Energy and Nutrient Intake; Australian Bureau of Statistics:
Canberra, Australia, 2014. 47. Hoffman, R.; Gerber, M. Evaluating and adapting the Mediterranean diet for non-Mediterranean populations:
A critical appraisal. Nutr. Rev. 2013, 71, 573–584. [CrossRef] [PubMed] 48. Zazpe, I.; Sanchez-Tainta, A.; Martinez-Gonzalez, M.A.; Lamuela-Raventos, R.M.; Schröder, H.; Estruch, R.;
Salas-Salvado, J.; Corella, D.; Fiol, M.; Gomez-Gracia, E.; et al. A large randomized individual and
group intervention conduction by registered dietitians increased adherence to Mediterranean-type diets:
The PREDIMED study. J. Am. Diet. Assoc. 2008, 108, 1134–1144. [CrossRef] [PubMed] 49. Saulle, R.; Semyonov, L.; La Torre, G. Cost and cost-effectiveness of the Mediterranean diet: Results of a
systematic review. Nutrients 2013, 5, 4566–4586. © 2017 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access
article distributed under the terms and conditions of the Creative Commons Attribution
(CC BY) license (http://creativecommons.org/licenses/by/4.0/). References [CrossRef] [PubMed] 50. Opie, R.S.; Segal, L.; Jacka, F.N.; Nicholls, L.; Dash, S.; Pizzinga, J.; Itsiopoulos, C. Assessing healthy diet
affordability in a cohort with major depressive disorders. J. Public Health Epidemiol. 2015, 7, 159–169. [CrossRef] © 2017 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access
article distributed under the terms and conditions of the Creative Commons Attribution
(CC BY) license (http://creativecommons.org/licenses/by/4.0/). © 2017 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access
article distributed under the terms and conditions of the Creative Commons Attribution
(CC BY) license (http://creativecommons.org/licenses/by/4.0/).
|
https://openalex.org/W4256563997
|
https://www.nature.com/articles/cr201814.pdf
|
English
| null |
Structure of the human activated spliceosome in three conformational states
|
Cell research/Cell Research
| 2,018
|
cc-by
| 12,750
|
Structure of the human activated spliceosome in three
conformational states ofeng Zhang
1, *, Chuangye Yan
1, *, Xiechao Zhan
1, *, Lijia Li
1, Jianlin Lei
1, 2, Yigong Shi
1, 3 1Beijing Advanced Innovation Center for Structural Biology, Tsinghua-Peking Joint Center for Life Sciences, School of Life Sci-
ences and School of Medicine, Tsinghua University, Beijing 100084, China;
2Technology Center for Protein Sciences, Ministry of
Education Key Laboratory of Protein Sciences, School of Life Sciences, Tsinghua University, Beijing 100084, China;
3Institute of
Biology, Westlake Institute for Advanced Study, Westlake University, Shilongshan Road No. 18, Hangzhou, Zhejiang 310064, China During each cycle of pre-mRNA splicing, the pre-catalytic spliceosome (B complex) is converted into the activated
spliceosome (B
act complex), which has a well-formed active site but cannot proceed to the branching reaction. Here,
we present the cryo-EM structure of the human B
act complex in three distinct conformational states. The EM map
allows atomic modeling of nearly all protein components of the U2 small nuclear ribonucleoprotein (snRNP), includ-
ing three of the SF3a complex and seven of the SF3b complex. The structure of the human B
act complex contains 52
proteins, U2, U5, and U6 small nuclear RNA (snRNA), and a pre-mRNA. Three distinct conformations have been
captured, representing the early, mature, and late states of the human B
act complex. These complexes differ in the ori-
entation of the Switch loop of Prp8, the splicing factors RNF113A and NY-CO-10, and most components of the Nine-
Teen complex (NTC) and the NTC-related complex. Analysis of these three complexes and comparison with the B
and C complexes reveal an ordered flux of components in the B-to-B
act and the B
act-to-B
* transitions, which ultimately
prime the active site for the branching reaction. Keywords: spliceosome; cryo-EM structure; activated spliceosome; B
act complex; pre-mRNA splicing
Cell Research (2018) 28:307-322. doi:10.1038/cr.2018.14; published online 23 January 2018 components, forming the activated spliceosome (Bact
complex) [1]. These newly recruited proteins mainly
constitute three classes: the NineTeen complex (NTC),
the NTC-related (NTR), and the splicing factors [2-4]. Despite a well-formed active site, the B
act complex still
cannot catalyze the branching reaction due to spatial sep-
aration of the BPS away from the 5′SS [5, 6]. Conversion
of the B
act complex into the catalytically activated B
*
complex by the ATPase/helicase Prp2 allows the branch-
ing reaction to occur, generating a 5′-exon and an intron
lariat-3′-exon intermediate. Structure of the human activated spliceosome in three
conformational states The resulting catalytic step I
spliceosome (C complex) is converted by Prp16 into the
step II activated spliceosome (C
* complex), which cata-
lyzes the ligation of the 5′-exon with the 3′-exon. ORIGINAL ARTICLE ORIGINAL ARTICLE Cell Research (2018) 28:307-322. www.nature.com/cr *These authors contributed equally to this work.
Correspondence: Yigong Shi
a, Chuangye Yan
b
aE-mail: shi-lab@tsinghua.edu.cn
bE-mail: yancy@mails.tsinghua.edu.cn
Received 28 December 2017; revised 2 January 2018; accepted 8 January
2018; published online 23 January 2018 Introduction Pre-mRNA splicing is executed by a dynamic ribo-
nucleoprotein complex known as the spliceosome [1]. The first assembled spliceosome is the pre-catalytic B
complex, in which the 5-splice site (5′SS) and the branch
point sequence (BPS) of the intron are recognized by
U6 and U2 small nuclear ribonucleoproteins (snRNPs),
respectively. The B complex lacks a functional active
site and cannot proceed to the branching reaction. RNP
remodeling of the B complex by the RNA-dependent
ATPase/helicase Brr2 results in the dissociation of U1
and U4 snRNPs and the recruitment of about 20 protein Major mechanistic advances through structural biolo-
gy have been achieved in the understanding of pre-mR-
NA splicing in the past 2 years [7, 8]. The first structure
of an intact spliceosome at a near-atomic resolution —
that of the Schizosaccharomyces pombe (S. pombe) ILS
complex at 3.6 Å [9, 10] — reveals a conserved overall *These authors contributed equally to this work. Correspondence: Yigong Shi
a, Chuangye Yan
b
aE-mail: shi-lab@tsinghua.edu.cn
bE-mail: yancy@mails.tsinghua.edu.cn
Received 28 December 2017; revised 2 January 2018; accepted 8 January
2018; published online 23 January 2018 Structure of the human activated spliceosome 308 I, which has 1 464 033 particles [24] (Supplementary
information, Figure S2). Following three parallel runs
of multi-reference three-dimensional (3D) classification
and subsequent local 3D classifications, 49 218 particles
yielded a reconstruction of the human B
act complex at an
average resolution of 4.8 Å. A follow-up 3D classifica-
tion with a soft mask in the RNF113A region led to the
identification of two major conformational states at av-
erage resolutions of 5.1 Å and 6.5 Å on the basis of the
FSC value 0.143 (Supplementary information, Figures
S2 and S4; Tables S1 and S2). As will be detailed later,
the 5.1-Å and 6.5-Å reconstructions represent the mature
and late human B
act complexes, respectively. organization of the spliceosome and a conserved spatial
arrangement of the splicing active site [11]. Subsequent
cryo-EM structures of the Saccharomyces cerevisiae (S. cerevisiae) and S. pombe spliceosomes at different stag-
es of the splicing cycle provide important mechanistic
information [5, 6, 12-20]. In contrast to the yeast spliceo-
some, structural information on the human spliceosome
has been slow to emerge, in part due to its considerably
more dynamic nature. Spliceosome isolation and electron microscopy Spliceosome isolation and electron microscopy p
py
An in vitro splicing assay was employed to assemble
the human spliceosomes on an intact, synthetic pre-mR-
NA. The spliceosomal sample (named sample I hereafter)
were found to contain a mixture of the human B
act, C, and
C
* complexes [24]. The cryo-EM structure of the human
C complex was determined from this sample [24]. The
RNP remodeling from the B to the B
act complex involves
flux of several dozen protein and RNA components and is
thought to occur in distinct steps [20, 21]. To gain insights
into this dynamic process, we deleted the 3′-exon from
the synthetic pre-mRNA with only 19 nucleotides down-
stream of the BPS such that Prp2 is unable to grab the
RNA sequences for the B
act-to-B
* conversion [25]. Using
the truncated pre-mRNA, we prepared a second batch of
the cryo-EM sample (sample II, hereafter). Unlike sample
I, sample II is predicted not to contain any spliceosomes
beyond the B
act complex and thus may yield information
on the assembly of the human B
act complex. Sample II
was purified by affinity chromatography followed by
glycerol gradient centrifugation (Supplementary infor-
mation, Figure S1A). To maintain the structural integrity
of the spliceosomes, chemical crosslinking by glutaral-
dehyde was applied to the sample during centrifugation. After removal of the glycerol, sample II was examined
by negative staining EM (Supplementary information,
Figure S1B) and used for cryo-EM sample preparation. Micrographs were collected using the K2 Summit detec-
tor mounted on a Titan Krios microscope (Supplementary
information, Figure S1C). Introduction At present, we only have the struc-
tures of the human B complex at 9.9 Å [21] and the hu-
man C* complex at 5.9 Å [22] and 3.8 Å [23]. In this manuscript, we report the cryo-EM structures
of the human B
act complex in three distinct compositional
and conformational states at resolutions of 4.9, 5.1, and
6.5 Å. These structures allow mechanistic understanding
of the dynamic steps surrounding formation of the hu-
man B
act complex and its transitions from the B complex
and to the B
* complex. Next, we processed the data set from sample II, which
yielded 629 472 particles (Supplementary information,
Figure S3). As anticipated, only one dominant spliceo-
somal complex — the B
act complex — is present. Us-
ing a similar data processing strategy, 96 523 particles
yielded a reconstruction of the early B
act complex at an
average resolution of 4.9 Å (Supplementary information,
Figures S3 and S4; Tables S1 and S2). Despite apparent
differences among the three conformational states of
the human B
act complex (Supplementary information,
Figure S5), they share the same structure in the SF3b
region. Combining both data sets, we improved the local
resolution to 4.2 Å in the SF3b region (Supplementary
information, Figures S3, S4A and S6). Atomic modeling
of the human B
act complexes was facilitated by the local
resolutions of about 4.0-4.5 Å at the core and the SF3b
region of the B
act complex (Supplementary information,
Figures S4B and S6). In addition, the atomic coordinates
of the yeast B
act [5] and the human C
* complex [23]
greatly expedited modeling of the human B
act complexes. Overall structure The final model of the human mature B
act complex
contains 15 479 amino acids from 52 proteins and 414
nucleotides from three snRNAs and the pre-mRNA
(Figure 1A; Supplementary information, Tables S1 and
S2), with a combined molecular weight of about 1.8
mega-Daltons. The 52 protein components include all
11 from U5 snRNP, 19 from U2 snRNP, five from the
NTC, seven from the NTR, three from the retention and
splicing (RES) complex (SNIP1, Bud13, and RBMX2),
three splicing factors (SRm300, Cwc22, and RNF113A),
two peptidyl prolyl isomerases (PPIs, NY-CO-10, and
CypE), the ATPase/helicase Prp2, and the step II factor
Prp17. The U2 snRNP includes all seven proteins of the
SF3b complex (SF3b155, SF3b145, SF3b130, SF3b49,
SF3b14a/p14, SF3b14b, and SF3b10), three proteins of
the SF3a complex (SF3a120, SF3a66, and SF3a60), U2
snRNA, and nine proteins of the U2 snRNP core that We first processed the data set derived from sample SPRINGER NATURE | Cell Research | Vol 28 No 3 | March 2018 Xiaofeng Zhang et al. 309 Xiaofeng Zhang et al. 309 Xiaofeng Zhang et al. 309 et al. 309 g
g
3
Figure 1 Cryo-EM structure of the human activated spliceosome (the B
act complex). (A) Two views of the human mature B
act com-
plex. The protein and RNA components are color-coded and tabulated below the images. The structure of the mature B
act com-
plex shown here includes 52 proteins, three snRNAs, and one pre-mRNA, with a combined molecular mass of about 1.8 MDa. U2, U5, and U6 snRNAs are colored marine, orange, and green, respectively. Pre-mRNA is colored red. This coloring scheme is
preserved throughout this manuscript. (B) Structural comparison between the human and yeast B
act complexes [5, 6]. For protein
components, only those that are unique in either spliceosome are colored. All shared protein components are shown grey. All
structural images were created using PyMol [49]. 309 Figure 1 Cryo-EM structure of the human activated spliceosome (the B
act complex). (A) Two views of the human mature B
act com-
plex. The protein and RNA components are color-coded and tabulated below the images. The structure of the mature B
act com-
plex shown here includes 52 proteins, three snRNAs, and one pre-mRNA, with a combined molecular mass of about 1.8 MDa. U2, U5, and U6 snRNAs are colored marine, orange, and green, respectively. Pre-mRNA is colored red. Overall structure Compared to the mature B
act complex, the late B
act
complex no longer contains the splicing factors RN-
F113A (Cwc24 in yeast) and NY-CO-10 (Cwc27 in
yeast) (Figure 3B; Supplementary information, Figure
S10). This structural finding is consistent with the bio-
chemical observation that these two proteins only tran-
siently associate with the spliceosome and are released
during the B
act-to-B
* transition [27]. Intriguingly, these
two splicing factors are strongly present in the early B
act
complex, suggesting a role of RNF113A in organizing
the active site during spliceosome activation [28]. Care-
ful examination reveals that, compared to the early B
act
complex, the EM density for these two splicing factors
is already weakened in the mature B
act complex (Supple-
mentary information, Figure S10B and S10C). This anal-
ysis further suggests that, during the B
act-to-B
* transition,
the splicing factors RNF113A and NY-CO-10 are likely
released ahead of all other components. In the early and
mature B
act complexes, the guanine base of G1 stacks
closely against the aromatic side chains of Phe213 and
Phe219 from RNF113A (Figure 3D). These two aromatic
residues, together with Lys218 that also stabilizes the
5′SS, come from the zinc-binding domain of RNF113A
and are invariant in the yeast orthologues (Figure 3E). Because RNF113A directly protects the 5′-end guanine
base of the 5′SS, its release may signal the beginning
phase of the B
act-to-B
* transition. Therefore, the late B
act
complex likely represents the state of the spliceosome
just preceding its transition to the B
* complex through
the action of Prp2. Because the early B
act complex was
obtained using a shortened pre-mRNA, Prp2 may be
required for the conversion of the early to the mature
and late B
act complexes. Intriguingly, the N-terminus of
RNF113A is buried in the cleft between the endonucle-
ase-like domain and the N-domain of Prp8 (Supplemen-
tary information, Figure S10A and S10B); therefore the The RNA elements in the human mature Bact com-
plex adopt a generally similar conformation as that in
the yeast B
act complex [5, 6] (Figure 2A). The similarity
extends to the fine local conformations of the active site
RNA elements (Figure 2B). One notable difference is the
helix II of the U2/U6 duplex, which is bent by about 40°
in the human B
act complex relative to that in yeast (Figure
2A). Overall structure This coloring scheme is
preserved throughout this manuscript. (B) Structural comparison between the human and yeast B
act complexes [5, 6]. For protein
components, only those that are unique in either spliceosome are colored. All shared protein components are shown grey. All
structural images were created using PyMol [49]. www.cell-research.com | Cell Research | SPRINGER NATURE Structure of the human activated spliceosome 310 only interact with U2 snRNA (U2-A′, U2-B′′, and the
heptameric U2 Sm complex) (Figure 1A). only interact with U2 snRNA (U2-A′, U2-B′′, and the
heptameric U2 Sm complex) (Figure 1A). the mature and late B
act complexes, but not in the early
B
act complex (Figure 3B; Supplementary information,
Figure S8). In addition, four proteins of the NTC (Prp19,
Syf1, Spf27, and Cdc5), two components of the NTR
(PPIL1 and Aquarius), and the PPI protein CypE are ful-
ly loaded in the mature and late B
act complexes, but not
in the early B
act complex (Supplementary information,
Figure S9). Perhaps most importantly, the Switch loop in
Prp8 of the mature and late B
act complexes is positioned
identically as that in the C or C
* complex [23, 24] and in-
teracts with the splicing factor SRm300 (Cwc21 in yeast)
(Figure 3C). In contrast, SRm300 is yet to be loaded
into the early B
act complex and the Switch loop remains
flexible with no obvious EM density. Collectively, these
structural differences unequivocally identify the prema-
ture nature of the early B
act complex. The overall appearance of the human mature B
act
complex closely resembles that of the S. cerevisiae B
act
complex [5, 6] (Figure 1B). Compared to the S. cerevi-
siae complex [5], the structure of the human mature B
act
complex contains 16 additional protein components:
SF3a120 and SF3a60 of the SF3a complex, SF3b14a/
p14 of the SF3b complex, nine proteins of the U2 snRNP
core, U5-40K of the U5 snRNP, and three proteins of
the NTR (Aquarius, RBM22, and PPIL1) (Figure 1B). Of these proteins, RBM22 appears to have arisen from a
fusion event between the two yeast NTR proteins Cwc2
and Ecm2 [26]. The N-terminal zinc-binding domain and
the C-terminal RRM domain of RBM22 share significant
sequence homology with Ecm2 and Cwc2, respectively. Overall structure Another marked difference is an extra turn of the
U6/intron duplex in the human B
act complex beyond the
U6/5′SS duplex, which results in the separation of the
downstream human intron sequences away from those in
S. cerevisiae by up to 40 Å (Figure 2C). In addition, sim-
ilar to the human C
* complex [23], the intron sequences
are locked by RBM22 through a positively charged cen-
tral cavity in the mature and late B
act complexes, but not
in the early B
act complex (Supplementary information,
Figure S7). Because the loading of RBM22 occurs in the
transition from the early to mature B
act complex, RBM22
must undergo partial unfolding to enclose the intron se-
quences that are already bound in the early B
act complex. Three conformational states of the human B
act complex Three conformational states of the human B complex
Despite nearly identical conformation of the snRNA
elements and the pre-mRNA, the early, mature, and late
B
act complexes can be conclusively differentiated on the
basis of their protein components (Figure 3A). First, the
splicing factor Prp17 and the NTR proteins RBM22 and
G10 (Bud31 in yeast) are fully loaded in the mature and
late B
act complexes, but not in the early B
act complex
(Figure 3A; Supplementary information, Figure S7). These three proteins — G10, Prp17, and RBM22 — help
stabilize the active site RNA elements and are present in
the human C and C
* complexes [23, 24]. Their absence
strongly suggests the premature nature of the early B
act
complex. Second, the N-terminal domain (NTD) of the
SF3a component SF3a66 (Prp11 in yeast) is present in SPRINGER NATURE | Cell Research | Vol 28 No 3 | March 2018 Xiaofeng Zhang et al. 311 Figure 2 The RNA elements and the splicing active site of the human mature B
act complex. (A) Structure of the RNA ele-
ments in the core of the human mature B
act complex. The color-coded RNA elements of the human B
act complex are shown in
the left panel, and their superposition with those of the S. cerevisiae B
act complex [5] is displayed in the right panel. All yeast
RNA elements are colored grey. The helix II of the U2/U6 duplex in the human B
act complex is bent relative to that in the yeast
complex. (B) Structural overlay of the active site RNA elements between the human and S. cerevisiae B
act complexes [5]. (C)
The U6/intron duplex in the human B
act complex is considerably longer than that in the S. cerevisiae B
act complex [5]. Figure 2 The RNA elements and the splicing active site of the human mature B
act complex. (A) Structure of the RNA ele-
ments in the core of the human mature B
act complex. The color-coded RNA elements of the human B
act complex are shown in
the left panel, and their superposition with those of the S. cerevisiae B
act complex [5] is displayed in the right panel. All yeast
RNA elements are colored grey. The helix II of the U2/U6 duplex in the human B
act complex is bent relative to that in the yeast
complex. Three conformational states of the human B
act complex (B) Structural overlay of the active site RNA elements between the human and S. cerevisiae B
act complexes [5]. (C)
The U6/intron duplex in the human B
act complex is considerably longer than that in the S. cerevisiae B
act complex [5]. domain and Bud13 have been dislocated (Figure 3F), and
the endonuclease-like domain of Prp8 also undergoes a
45° rotation (Figure 3G). release of RNF113A requires conformational changes in
Prp8, which is confirmed in the late B
act complex. The compositional changes in the core of the spli-
ceosome also cause pronounced conformational and
positional shifts for the surrounding protein components. For example, in the mature B
act complex, the RNaseH-
like domain of Prp8 interacts with the endonuclease-like
domain, which directly binds to NY-CO-10 (Figure 3F). The RNaseH-like domain also associates with Bud13 of
the RES complex. With the dissociation of RNF113A
and NY-CO-10 in the late B
act complex, the RNaseH-like The SF3a and SF3b complexes The SF3a and SF3b complexes SF3a120 adopts an all-α-helical
conformation and associates with U2-A′ (Lea1 in yeast)
and the U2 heptameric Sm complex. Similar to that in the
S. cerevisiae Bact complex [5], the N-terminus of SF3a66
reaches into the active site and directly contributes to the
coordination of the G1 nucleotide of the 5′SS. previous assignment [34, 35], SF3b14a/p14 is located at
the periphery, not the center, of the SF3b complex in the
human B
act complex and is surrounded by three extend-
ed N-terminal helices and N-terminal HEAT repeats of
SF3b155 (Figure 4C and 4D). (
g
)
Other than SF3b14a/p14, the other components of the
human SF3b complex are located in generally the same
positions as those of the S. cerevisiae SF3b complex [5,
6, 34] (Figure 4C). Similar to its S. cerevisiae orthologue
Hsh155, SF3b155 contains an N-terminal helix-loop-he-
lix (N-HLH) and 20 HEAT repeats (Supplementary
information, Figure S12A). The N-HLH domain is sand-
wiched between the RT Finger/Palm and the Linker do-
mains of Prp8, and interacts with SKIP and components
of the RES complex (Supplementary information, Figure
S12B). Compared to Hsh155, SF3b155 contains two ex-
tra sequence elements: a Trp-rich motif and a p14-bind-
ing motif (Supplementary information, Figure S12A). The extended p14-binding sequences also interact with
SKIP, SNIP of the RES complex, and the RT Finger/
Palm domain of Prp8 (Supplementary information, Fig-
ure S12C). The HEAT repeats, each comprising a pair
of anti-parallel α-helices, constitute a left-handed super-
helical structure and serves as the central scaffold of the
SF3b complex by interacting with a number of protein
and RNA components (Supplementary information, Fig-
ure S12D). The SF3b complex directly recognizes the BPS and
surrounding intron sequences [29-31]. In the human B
act
complex, all seven components of the SF3b are structur-
ally resolved, including SF3b155 (Hsh155 in S. cerevisi-
ae), SF3b145 (Cus1 in S. cerevisiae), SF3b130 (Rse1 in S. cerevisiae), SF3b49 (Hsh49 in S. cerevisiae), SF3b14a/
p14, SF3b14b (Rds3 in S. cerevisiae), and SF3b10 (Ysf3
in S. cerevisiae) [32]. These seven proteins assemble
into a compact subcomplex (Figure 4C). Importantly,
SF3b14a/p14 is unique to the human spliceosome and
absent in S. cerevisiae B
act complex [33]. In contrast to SF3b10 binds the C-terminal α-helices of SF3b155,
whereas SF3b145 in an extended conformation stabilizes
six HEAT repeats at the C-terminus of SF3b155 on the
outside of the superhelical structure (Figure 4C). The SF3a and SF3b complexes SF3b49 Figure 3 The early, mature, and late B
act complexes represent three different conformational states of the human spliceo-
some. (A) Structural comparison between the early B
act complex (left panel) and the mature B
act complex (right panel). Shown
here are only the RNA elements and the protein components that undergo dynamic changes in the core of the spliceosome
in the transition of the early to mature B
act complex. Compared to that of the early B
act complex, the core of the mature B
act
complex contains four additional proteins: G10, Prp17, RBM22, and the N-terminal domain (NTD) of the SF3a component
SF3a66. (B) Close-up views on the early (left panel), mature (middle panel), and late (right panel) B
act complexes. Notably,
the splicing factors RNF113A (Cwc24 in S. cerevisiae) and NY-CO-10 (Cwc27 in S. cerevisiae) are loaded in the early and
the mature, but not the late, B
act complexes. On the other hand, SF3s66 is loaded in the mature and late B
act complexes, but
not the early B
act complex. (C) A close-up comparison of the Switch loop regions between the early and mature B
act complex-
es. The Switch loop of Prp8 is stabilized by an extended sequence (named 1135-loop) and the splicing factor SRm300 (Cwc21
in S. cerevisiae) in the mature B
act complex (right panel). SRm300 is absent and the 1135-loop is shifted away in the early B
act
complex (left panel); consequently the Switch loop is flexible and remains unidentified. (D) A close-up view on the recognition
of the guanine nucleotide (G1) at the 5-end of the 5′-splice site (5′SS) by the splicing factor RNF113A. The stacking of the
guanine base against the aromatic rings of Phe213 and Phe219 of RNF113A is reminiscent of that in the yeast B
act complex
[5]. (E) Sequence alignment between the human RNF113A and its yeast orthologues Cwc24 (S. cerevisiae) and Cwf24 (S. pombe). The three key residues involved in recognition of G1 of the 5′SS (Phe213, Lys218, and Phe219) are highly con-
served. (F) Close-up views on the role of the endonuclease-like domain and the RNaseH-like domain of Prp8 in the mature
and late B
act complexes. In the mature B
act complex (left panel), both domains of Prp8 appear to stabilize the binding of RN-
F113A and NY-CO-10 in the spliceosome. The RNaseH-like domain also binds Bud13 of the RES complex. The SF3a and SF3b complexes The SF3a and SF3b complexes are major constituents
of the U2 snRNP. The SF3a complex plays an important
role in the formation of the splicing active site in the B
act
complex and interacts with the SF3b complex and the U2
snRNP core (Supplementary information, Figure S11). Only one component of the SF3a complex — Prp11 in www.cell-research.com | Cell Research | SPRINGER NATURE Structure of the human activated spliceosome he human activated spliceosome 312 SPRINGER NATURE | Cell Research | Vol 28 No 3 | March 2018 Xiaofeng Zhang et al. 313 S. cerevisiae (SF3a66 in human) — was structurally
resolved in the yeast spliceosome [5]. In the structure
of the human B
act complex, all three components —
SF3a120, SF3a66, and SF3a60 — are unambiguously
identified (Figure 4A). All three proteins exhibit extend-
ed conformations, with SF3a60 bridging the gap between
SF3a120 and SF3a66. Three α-helices at the N-terminal
half of SF3a60 closely interact with the α-helices at one
end of SF3a120, stabilizing its extended conformation. Subsequently, an α-helix of SF3a60 directly contacts the
β-sandwich domain of SF3a66, with the ensuing extend-
ed sequences of SF3a60 wrapping around the β-sandwich
(Figure 4A and 4B). Notably, SF3a66 is the only SF3a
protein that specifically recognizes an RNA element —
the U2/intron duplex. SF3a120 adopts an all-α-helical
conformation and associates with U2-A′ (Lea1 in yeast)
and the U2 heptameric Sm complex. Similar to that in the
S. cerevisiae Bact complex [5], the N-terminus of SF3a66
reaches into the active site and directly contributes to the
coordination of the G1 nucleotide of the 5′SS. S. cerevisiae (SF3a66 in human) — was structurally
resolved in the yeast spliceosome [5]. In the structure
of the human B
act complex, all three components —
SF3a120, SF3a66, and SF3a60 — are unambiguously
identified (Figure 4A). All three proteins exhibit extend-
ed conformations, with SF3a60 bridging the gap between
SF3a120 and SF3a66. Three α-helices at the N-terminal
half of SF3a60 closely interact with the α-helices at one
end of SF3a120, stabilizing its extended conformation. Subsequently, an α-helix of SF3a60 directly contacts the
β-sandwich domain of SF3a66, with the ensuing extend-
ed sequences of SF3a60 wrapping around the β-sandwich
(Figure 4A and 4B). Notably, SF3a66 is the only SF3a
protein that specifically recognizes an RNA element —
the U2/intron duplex. The SF3a and SF3b complexes In the late B
act
complex (right panel), RNF113A and NY-CO-10 have been dissociated, leading to the dislocation of the RNaseH-like domain
and Bud13. (G) Superposition of the endonuclease-like domain of Prp8 between the mature and late B
act complexes. The
core machineries of the two complexes are aligned. www.cell-research.com | Cell Research | SPRINGER NATURE 4
ucture of the human activated spliceosome
Figure 4 Structures of the SF3a and SF3b complexes. (A) Structure of the SF3a and SF3b complexes in the context of key
surrounding components. In the left panel, the SF3a and SF3b complexes are colored cyan and yellow, respectively. The
U2 snRNA, the RES complex, and Prp2 are colored blue, green, and teal, respectively. The RNA elements are displayed
for orientation. In the right panel, the individual components of the SF3a and SF3b complexes are color-coded and labeled. The SF3a complex consists of three proteins: SF3a60, SF3a66, and SF3a120. The SF3b complex comprises seven proteins
SF3b10, SF3b14a/p14, SF3b14b, SF3b49, SF3b130, SF3b145, and SF3b155. (B) A close-up view on the SF3a complex
and its interactions with the U2 snRNP subcomplex involving U2 Sm ring. (C) A close-up view on the SF3b complex and the
interactions among its constituents. The structure is shown in the left panel and the cartoon representation is displayed in the
right panel. (D) A close-up view on the components SF3b14b and SF3b14a/p14 of the SF3b complex. (E) A close-up view on
the 3′-end sequences of the pre-mRNA and nearby protein components. The 3′-end sequences of the pre-mRNA are bound
by RBMX2 of the RES complex. The dotted lines leading to the RNA-binding groove of Prp2 indicate the path of the RNA se-
d
t
f th
l
t
d
d
l
tid
i
th
t
t Structure of the human activated spliceosome 314 Figure 4 Structures of the SF3a and SF3b complexes. (A) Structure of the SF3a and SF3b complexes in the context of key
surrounding components. In the left panel, the SF3a and SF3b complexes are colored cyan and yellow, respectively. The
U2 snRNA, the RES complex, and Prp2 are colored blue, green, and teal, respectively. The RNA elements are displayed
for orientation. In the right panel, the individual components of the SF3a and SF3b complexes are color-coded and labeled. The SF3a complex consists of three proteins: SF3a60, SF3a66, and SF3a120. The SF3a and SF3b complexes The SF3b complex comprises seven proteins
SF3b10, SF3b14a/p14, SF3b14b, SF3b49, SF3b130, SF3b145, and SF3b155. (B) A close-up view on the SF3a complex
and its interactions with the U2 snRNP subcomplex involving U2 Sm ring. (C) A close-up view on the SF3b complex and the
interactions among its constituents. The structure is shown in the left panel and the cartoon representation is displayed in the
right panel. (D) A close-up view on the components SF3b14b and SF3b14a/p14 of the SF3b complex. (E) A close-up view on
the 3′-end sequences of the pre-mRNA and nearby protein components. The 3′-end sequences of the pre-mRNA are bound
by RBMX2 of the RES complex. The dotted lines leading to the RNA-binding groove of Prp2 indicate the path of the RNA se-
quences downstream of the last ordered nucleotide in the structure. Figure 4 Structures of the SF3a and SF3b complexes. (A) Structure of the SF3a and SF3b complexes in the context of key
surrounding components. In the left panel, the SF3a and SF3b complexes are colored cyan and yellow, respectively. The
U2 snRNA, the RES complex, and Prp2 are colored blue, green, and teal, respectively. The RNA elements are displayed
for orientation. In the right panel, the individual components of the SF3a and SF3b complexes are color-coded and labeled. The SF3a complex consists of three proteins: SF3a60, SF3a66, and SF3a120. The SF3b complex comprises seven proteins
SF3b10, SF3b14a/p14, SF3b14b, SF3b49, SF3b130, SF3b145, and SF3b155. (B) A close-up view on the SF3a complex
and its interactions with the U2 snRNP subcomplex involving U2 Sm ring. (C) A close-up view on the SF3b complex and the
interactions among its constituents. The structure is shown in the left panel and the cartoon representation is displayed in the
right panel. (D) A close-up view on the components SF3b14b and SF3b14a/p14 of the SF3b complex. (E) A close-up view on
the 3′-end sequences of the pre-mRNA and nearby protein components. The 3′-end sequences of the pre-mRNA are bound
by RBMX2 of the RES complex. The dotted lines leading to the RNA-binding groove of Prp2 indicate the path of the RNA se-
quences downstream of the last ordered nucleotide in the structure. SPRINGER NATURE | Cell Research | Vol 28 No 3 | March 2018 Xiaofeng Zhang et al. 315 of the essential features of the B
act-to-B
* transition. The SF3a and SF3b complexes De-
spite the flux of more than one dozen proteins, the over-
all appearance of the human B
act complex is similar to
that of the C complex [24], particular in the core region
and on the side of the NTC core and U5 snRNP. binds SF3b145 from the outside and interacts with the
upstream sequences of the BPS, stabilizing the U2/BPS
duplex (Figure 4C and 4D). The N-terminal and C-termi-
nal WD40 domains of the Y-shaped SF3b130 sandwich
SF3b10 and the C-terminal α-helix of SF3b155. This
structural arrangement places the C-terminal WD40
domain of SF3b130 in direct contact with one end of
SF3b145. SF3b14b is bound in the hollow center of the
SF3b155 superhelical structure and directly interacts
with the N-terminal WD40 domain of SF3b130. Due to the dramatic remodeling, components of the
spliceosome have undergone major positional adjust-
ment. Brr2, e.g., is rotated 90° and translocated by about
90 Å in the B-to-B
act transition, and is swirled and shift-
ed by approximately 190 Å in the B
act-to-C transition
(Figure 5D). The entire SF3b complex undergoes a 70°
rotation followed by a 120-Å translocation in the B-to-
B
act transition (Figure 5E). Intriguingly, the sequences
near the 3′-end of U2 snRNA form two short stems loop
structures known as IIa and IIb in the B complex and
remain unchanged in the B
act complex; however, these
sequences constitute a long stem loop known as IIc in
the C complex (Supplementary information, Figure S13). This structural finding is consistent with the biochemical
observation that U2 IIa promotes spliceosome assembly
whereas U2 IIc facilitates the branching reaction [45-47]. The U2/BPS duplex is bound to SF3b155 through a
lateral opening of its superhelical structure (Figure 4D). The RNA sequences downstream of the BPS traverse
through the hollow center of the SF3b155 spiral, contact-
ing residues from both SF3b14b and SF3b155, and come
out of the other side of the spiral. The following intron
sequences skim over the surface of RBMX2 (Snu17 in S. cerevisiae) of the RES complex (Figure 4E). The human
RES complex, with a critical role in the splicing and re-
tention of pre-mRNA [36, 37], consists of SNIP, RBMX2,
and Bud13 [38] and closely interacts with the SF3b com-
plex. The RNA sequences downstream of those bound
by RBMX2 would presumably reach the RNA-binding
groove of the ATPase/helicase Prp2 (Figure 4E). Discussion In S. cerevisiae, only about 4% of the protein-encod-
ing genes contain introns [48]. In contrast, most of the
protein-encoding genes in the human genome contain
introns. Pre-mRNA splicing in human is considerably
more complex than that in yeast and is subject to more
stringent regulation. Accordingly, the human spliceo-
some is compositionally and conformationally more dy-
namic compared to the yeast spliceosome. In this study,
using synthetic pre-mRNA in the absence or presence
of the 3′-exon, we were able to obtain two samples for
cryo-EM analysis. The sample prepared using the intact
pre-mRNA gave rise to the Bact, C, and C
* complexes
[24], of which the B
act complex represent the mature and
late states. In contrast, the sample prepared using the
3′-exon-deleted pre-mRNA only yielded one dominant
spliceosome species — the early B
act complex. The B-B
act-C transition The spliceosomal B-to-B
act transition, driven by the
ATPase/helicase Brr2 [39, 40], is particularly dramatic,
involving dissociation of the tri-snRNP-specific proteins
and the entire U4 snRNP and recruitment of the NTC
and NTR proteins (Figure 5A and 5B). Consequently, the
overall appearance of the human B
act complex bears little
resemblance to that of the human B complex [20, 21]. The B
act-to-B
* transition, propelled by the ATPase/heli-
case Prp2 [41], is less dramatic compared to the B-to-B
act
transition but involves flux of considerably more proteins
than the C-to-C
* and P-to-ILS transitions, which is driven
by the ATPase/helicases Prp16 and Prp22, respectively
[42-44]. Virtually all components of the SF3a and SF3b
complexes, along with Prp2 and the splicing factors RN-
F113A and NY-CO-10, are dissociated in the B
act-to-B
*
transition. Prp16 and the step I factors CCDC49 and
CCDC94 are recruited into the B
* complex. At present,
the B
* complex remains the only structurally unchar-
acterized spliceosome during the splicing cycle. Fortu-
nately, the structure of the B
* complex is predicted to be
nearly identical to that of the C complex except in the ac-
tive site region surrounding the 5′SS and the BPS where
the branching reaction occurs [12]. There is no change
of protein components between the B
* and C complexes. Therefore, structural comparison between the B
act and C
complexes (Figure 5B and 5C) should recapitulate many The definition for these three conformational states
of the B
act complex is justified not only by the method
of spliceosome assembly but also by the actual compo-
sitions of the spliceosome (Figure 3). Importantly, the
Switch loop of Prp8 is positioned similarly as that of
the human C complex [24] only in the mature/late, but
not the early, B
act complex. The splicing factor SRm300,
which stabilizes the Switch loop, is loaded similarly as
that of the human C complex [24] only in the mature/
late, but not the early, B
act complex. Another structural
observation is the presence of RBM22 in the mature/late,
but not the early, B
act complex. Consequently, the intron www.cell-research.com | Cell Research | SPRINGER NATURE Structure of the human activated spliceosome 316 Figure 5 Structural comparison among the B complex, the B
act complex, and the C complex. (A) Structure of the human B com-
plex [21]. Two perpendicular views are shown. The B-B
act-C transition The tri-snRNP-specific proteins, and U2, U4, U5, and U6 snRNPs are colored
pink, blue, orange, magenta, and green, respectively. (B) Structure of the human mature B
act complex. Two perpendicular views
are shown, and these two views are identical to those in C of the human C complex [24]. Ribonucleoprotein remodeling from the
B to the B
act complex is the most dramatic in the splicing cycle, involving dissociation of the U4 snRNP and tri-snRNP-specific
proteins and recruitment of the NTC and NTR components along with several splicing factors and the ATPase/helicase Prp2. (C)
Structure of the human C complex [24]. Compared to the B
act complex, the SF3a/SF3b complexes along with Prp2 and the splic-
ng factor RNF113A have been dissociated, and the exon junction complex (EJC) along with the step I factors CCDC49/CCDC94
and the ATPase/helicase Prp16 have been recruited (D) Movement of the ATPase/helicase Brr2 in the B B
act C transition The Figure 5 Structural comparison among the B complex, the B
act complex, and the C complex. (A) Structure of the human B com-
plex [21]. Two perpendicular views are shown. The tri-snRNP-specific proteins, and U2, U4, U5, and U6 snRNPs are colored
pink, blue, orange, magenta, and green, respectively. (B) Structure of the human mature B
act complex. Two perpendicular views
are shown, and these two views are identical to those in C of the human C complex [24]. Ribonucleoprotein remodeling from the
B to the B
act complex is the most dramatic in the splicing cycle, involving dissociation of the U4 snRNP and tri-snRNP-specific
proteins and recruitment of the NTC and NTR components along with several splicing factors and the ATPase/helicase Prp2. (C)
Structure of the human C complex [24]. Compared to the B
act complex, the SF3a/SF3b complexes along with Prp2 and the splic-
ing factor RNF113A have been dissociated, and the exon junction complex (EJC) along with the step I factors CCDC49/CCDC94
and the ATPase/helicase Prp16 have been recruited. (D) Movement of the ATPase/helicase Brr2 in the B-B
act-C transition. The
U5 snRNA molecules from the three human spliceosomal complexes are superimposed. (E) Movement of the SF3b complex in
the B-to-B
act transition. The U5 snRNA molecules from the human B and B
act complexes are superimposed. Figure 5 Structural comparison among the B complex, the B
act complex, and the C complex. The B-B
act-C transition (A) Structure of the human B com-
plex [21]. Two perpendicular views are shown. The tri-snRNP-specific proteins, and U2, U4, U5, and U6 snRNPs are colored
pink, blue, orange, magenta, and green, respectively. (B) Structure of the human mature B
act complex. Two perpendicular views
are shown, and these two views are identical to those in C of the human C complex [24]. Ribonucleoprotein remodeling from the
B to the B
act complex is the most dramatic in the splicing cycle, involving dissociation of the U4 snRNP and tri-snRNP-specific
proteins and recruitment of the NTC and NTR components along with several splicing factors and the ATPase/helicase Prp2. (C)
Structure of the human C complex [24]. Compared to the B
act complex, the SF3a/SF3b complexes along with Prp2 and the splic-
ing factor RNF113A have been dissociated, and the exon junction complex (EJC) along with the step I factors CCDC49/CCDC94
and the ATPase/helicase Prp16 have been recruited. (D) Movement of the ATPase/helicase Brr2 in the B-B
act-C transition. The
U5 snRNA molecules from the three human spliceosomal complexes are superimposed. (E) Movement of the SF3b complex in
the B-to-B
act transition. The U5 snRNA molecules from the human B and B
act complexes are superimposed. SPRINGER NATURE | Cell Research | Vol 28 No 3 | March 2018 Xiaofeng Zhang et al. 317 Syf3, and the RES complex — are recruited, forming the
early B
act complex (Figure 6). Remarkably, the majority
of the NTC and NTR proteins remain unbound in the
early B
act complex. Formation of the early B
act complex is
presumably transient because it is absent in the cryo-EM
sample that was prepared using the intact pre-mRNA. Despite its transient nature, the early B
act complex was
trapped through the use of a 3′-exon-deleted pre-mRNA. The inability for Prp2 to bind and pull the 3′-end of the
pre-mRNA likely allows the accumulation of this other-
wise transient B
act species. This analysis further suggests
that the ensuing steps after the early B
act complex may
require the action of Prp2. sequences are only interlocked by RBM22 in the ma-
ture/late, but not the early, B
act complex (Supplementary
information, Figure S7). These mutually coherent struc-
tural observations are fully consistent with the reaction
coordinate of the spliceosome and the requirement of the
splicing reaction. The B-B
act-C transition We speculate that the
flux of protein components in both steps may be great-
ly facilitated by the ATP hydrolysis-propelled pulling,
which likely allows the empty binding sites to be more
accessible to the incoming proteins. In the fourth and last
step, through the action of Prp2, the SF3a complex, the
SF3b complex, and the RES complex are dissociated,
leading to the release of Prp2. The vacated space like-
ly allows the recruitment of the step I-specific factors
CCDC49 and CCDC94, the NTC proteins Sfy2 and Isy1,
the exon junction complex, and the PPIs PPWD1 and
PPIG (Figure 6). teins, together with the NTD of SF3a66, the splicing fac-
tors SRm300 and Prp17 and the PPI CypE, are recruited,
forming the mature B
act complex (Figure 6). In the third
step, the splicing factors RNF113A and NY-CO-10 are
released, leading to the late B
act complex. As suggested
earlier, the second and third steps may both require the
binding of the pre-mRNA by Prp2. We speculate that the
flux of protein components in both steps may be great-
ly facilitated by the ATP hydrolysis-propelled pulling,
which likely allows the empty binding sites to be more
accessible to the incoming proteins. In the fourth and last
step, through the action of Prp2, the SF3a complex, the
SF3b complex, and the RES complex are dissociated,
leading to the release of Prp2. The vacated space like-
ly allows the recruitment of the step I-specific factors
CCDC49 and CCDC94, the NTC proteins Sfy2 and Isy1,
the exon junction complex, and the PPIs PPWD1 and
PPIG (Figure 6). (MINX cmd1 & cmd2) that are complementary to the upstream
sequence of the 5′SS. The resulting solution was quenched on ice
and incubated with the amylose resin (NEB) for 2 h. After exten-
sive washing with the HS150 buffer (20 mM HEPES-KOH, pH 7.9,
150 mM NaCl, 1.5 mM MgCl2, 4% glycerol), the spliceosome was
eluted using 20 mM maltose. For cryo-electron microscopy (cryo-EM) study, the eluted
spliceosomal complexes were loaded onto a 38.6-mL 10%-30%
linear glycerol gradient in the G150 buffer (20 mM HEPES-KOH,
150 mM NaCl, 1.5 mM MgCl2) supplemented with 0%-0.1% EM-
grade glutaraldehyde [51]. Crosslinking, in our case by glutaral-
dehyde, is essential for maintenance of the human spliceosome
integrity. EM sample preparation and data acquisition After removal of glycerol, the spliceosomal complexes were
further concentrated to about 0.12 mg/mL for EM sample prepa-
ration. Uranyl acetate (2% w/v) was used for negative staining. Briefly, the copper grids supported by a thin layer of carbon film
(Zhongjingkeyi Technology Co. Ltd) were glow-discharged. A
4-µL aliquot of the sample was applied onto the grid for 1 min and
stored at room temperature. Negative staining images were taken
on an FEI Tecnai Spirit Bio TWIN microscope operating at 120 kV
to examine the sample quality (Supplementary information, Figure
S1B). The same grids were used for cryo-EM sample preparation. Cryo-EM grids were prepared using Vitrobot Mark IV (FEI Com-
pany) at 8 °C and with 100% humidity. To increase the density of
the spliceosomal particles and at the same time to reduce protein
aggregation, a multiple-blotting method was adopted. Briefly, a
3-µL aliquot of the sample was loaded onto a glow-discharged
copper grid coated with a thin carbon film. After 2 min, the protein
solution was manually absorbed with the blotting paper and anoth-
er 3-µl aliquot of the sample was loaded. These steps are repeated
3-4 times depending upon the sample concentration. Grids were
then blotted by Vitrobot Mark IV (FEI Company) and rapidly
plunged into liquid ethane cooled by liquid nitrogen. The B-B
act-C transition After centrifugation at 4 °C for 13 h at 25 300 rpm in a
SW32 rotor (Beckman Coulter), the sample was manually frac-
tionated from top to bottom. The total RNA in each fraction was
extracted and analyzed on an 8% denaturing polyacrylamide gel
(Supplementary information, Figure S1A). Fractions containing the
B
act complex were pooled and concentrated using a 100-kDa cut-
off centrifugation filter unit (Amicon Ultra) to a volume of 500 μL. Glycerol was removed by dialysis of the sample against the G150
buffer using a 10-kDa Mini-lyzer (Pierce) for at least 5 h. g
In summary, structural determination of three con-
formational and compositional states of the human Bact
complex facilitates mechanistic understanding of the
transitions from the B to B
act complex and from the B
act
to B
* complex. Compared to the S. cerevisiae B
act com-
plex, the 16 additional protein components in the human
complex allows meaningful comparison and derivation
of conclusions that are unique to higher eukaryotes. Such
differences may empower future efforts that are designed
to modulate the function of the spliceosome in potential
therapeutic intervention of human genetic diseases. The B-B
act-C transition Analysis of the three conformational states of the B
act
complex suggests an ordered transition from the pre-cat-
alytic B complex to the B
* complex (represented by the
C complex) (Figure 6). In the first step, driven by the AT-
Pase/helicase Brr2, the tri-snRNP-specific components,
the U4 snRNP, and proteins of the U6 snRNP are dis-
sociated from the B complex. About 10 proteins — Ad-
002, Cwc22, NY-CO-10, PRL1, Prp2, RNF113A, SKIP, In the second step, the remaining NTC and NTR pro- Figure 6 A structure-based model of the ribonucleoprotein remodeling from the B complex to the C complex. The B-to-B
act
transition represents the most complex transition in the pre-mRNA splicing cycle [1]. The ATPase/helicase Brr2 drives the
formation of the early B
act complex, where the NTC and NTR components are yet to be recruited. In the active site of the
early B
act complex, the splicing factor RNF113A and the PPI NY-CO-10 are already loaded but the N-terminal domain (NTD)
of SF3a66 along with G10 and Prp17 are yet to be recruited. Next, components of the NTC and NTR, Prp17, along with the
NTD of SF3a66, are recruited to form the mature B
act complex. Figure 6 A structure-based model of the ribonucleoprotein remodeling from the B complex to the C complex. The B-to-B
act
transition represents the most complex transition in the pre-mRNA splicing cycle [1]. The ATPase/helicase Brr2 drives the
formation of the early B
act complex, where the NTC and NTR components are yet to be recruited. In the active site of the
early B
act complex, the splicing factor RNF113A and the PPI NY-CO-10 are already loaded but the N-terminal domain (NTD)
of SF3a66 along with G10 and Prp17 are yet to be recruited. Next, components of the NTC and NTR, Prp17, along with the
NTD of SF3a66, are recruited to form the mature B
act complex. www.cell-research.com | Cell Research | SPRINGER NATURE Structure of the human activated spliceosome 318 teins, together with the NTD of SF3a66, the splicing fac-
tors SRm300 and Prp17 and the PPI CypE, are recruited,
forming the mature B
act complex (Figure 6). In the third
step, the splicing factors RNF113A and NY-CO-10 are
released, leading to the late B
act complex. As suggested
earlier, the second and third steps may both require the
binding of the pre-mRNA by Prp2. In vitro splicing reaction p
g
In vitro splicing with a shortened 3′-tail of the intron in the syn-
thetic pre-mRNA allows assembly of the B
act complex but not its
catalytic activation [4, 25, 49]. To capture the B
act complex, the 3′-
exon in the pre-mRNA MINX-GG [23] was deleted to generate the
MINX-15 pre-mRNA construct. The MS2-binding sites were po-
sitioned 46 nucleotides downstream of the 5′-splice site (5′SS) and
52 nucleotides upstream of the BPS as previously described [23]. The M7G(5′)ppp(5′)G-capped pre-mRNA was synthesized in the
T7 runoff transcription using a template generated from the PCR re-
action; the DNA template was then digested by RNase-free DNase
I (Promega) while the RNA was further purified by PCI-extraction
and ethanol precipitation. Splicing-active nuclear extract was pre-
pared from HeLa S3 cells as described [50]. In vitro splicing reac-
tion was performed in the presence of 15 nM MINX-15 pre-mRNA
and 40% nuclear extract in a buffer that contains 20 mM HEPES-
KOH, pH 7.9, 2 mM ATP, 20 mM creatine phosphate, 70 mM KCl,
3.5 mM MgCl2, and was incubated at 30 °C for 2 h. Micrographs were collected using a Gatan K2 Summit detector
(Gatan Company) mounted on a Titan Krios electron microscope
(FEI Company) operating at 300-kV and equipped with a GIF
Quantum energy filter (slit width 20 eV). Micrographs were re-
corded (Supplementary information, Figure S1C) in the super-res-
olution mode with a normal magnification of 105 000×, resulting
in a calibrated pixel size of 0.669 Å. Each stack of 32 frames was
exposed for 8 s, with an exposure time of 0.25 s per frame. The to-
tal dose rate was about 8.2 counts/second/physical-pixel (~4.7 e
−/s/
Å
2) for each stack. AutoEMation was used for the fully automated
data collection [52]. All 32 frames in each stack were aligned and
summed using the whole-image motion correction program Mo-
tionCor2 [53] and binned to a pixel size of 1.338 Å. The defocus
value of each image was set from 0.8 to 1.8 μm and was deter- mined by Gctf [54]. mined by Gctf [54]. Image processing and calculation Image processing and calculation For data set II, 629 472 particles were auto-picked using
DeepPicker [55]. Similar to the processing of data set I, a guided
multi-reference classification procedure was applied using RE-
LION2.0 [56] (Supplementary information, Figure S3). The same
set of seven references as used in the processing of data set I were
used. To avoid the problem of discarding good particles, we simul-
taneously performed three parallel multi-reference 3D classifica-
tions. After the global classification, particles that belong to the B
act
complex served as the input for a follow-up local classification. After local classification, the first three classes (references of B
act,
C, and C
*) converged and became the B
act complexes. The parti-
cles that belong to the first three B
act complexes (7.4%/8.2%/5.6%,
6.3%/6.5%/7.0%, and 7.9%/8.1%/6.3% of the total particles in
the three runs) were merged, and the duplicated particles were re-
moved as described [5]. The remaining 186 780 particles represent
29.7% of the original particles in data set II, which gave rise to an
average resolution of about 6.3 Å after auto-refinement with 2×
binned particles (pixel size: 2.676 Å) (Supplementary information,
Figure S3).i Two data sets (I and II) prepared from different samples were
used for the calculation (Supplementary information, Figures S2
and S3). Data set I is the same data as that described in the manu-
script that reports the cryo-EM structure of the human spliceoso-
mal C complex [24]. The synthetic pre-mRNA contains a 5′-exon,
an intron, and a 3′-exon. Only a small proportion of the spliceoso-
mal particles in this sample (named sample I, hereafter) are the B
act
complex; the rest are the human C and C
* complexes. As will be
made clear later, the B
act complexes in sample I have been identi-
fied to be the mature and late B
act complexes. Data set II is derived
from the sample (named sample II hereafter) for which detailed
purification procedure was described in Materials and Methods. The synthetic pre-mRNA in sample II is similar to that in sample
I except that the 3′-exon has been deleted to prevent formation of
any spliceosomes beyond the B
act complex. Consistent with the
rationale, the spliceosomes derived from sample II are exclusively
the early B
act complexes. mined by Gctf [54]. y
p
For data set I, 1 464 033 particles were auto-picked using the
deep-learning program DeepPicker [55]. The convolutional neural
network model for particle picking was trained using the previous
data set of the ILS complex from S. pombe [9]. A guided multi-ref-
erence classification procedure was applied to the full data set us-
ing the program RELION2.0 [56, 57] (Supplementary information,
Figure S2). Details of this modified procedure were detailed in the
manuscript reporting the cryo-EM structure of the human C
* com-
plex [23]. Briefly, the generated 3D volumes of the human B
act, C,
and C
* complexes and four bad classes were obtained from a pilot
analysis of 157 388 particles and were used as initial references
(Round 1) (Supplementary information, Figure S2). These seven
references were low-pass filtered to 40 Å. To avoid the problem
of discarding good particles, we simultaneously performed three
parallel multi-reference 3D classifications. Then, the particles that
belong to the B
act, C, and C
* complexes were combined and served
as the input for a follow-up local classification. The particles that
belong to the B
act complex (4.9%/5.1%/5.0% of the total particles
in the three runs) were merged, and the duplicated particles were
removed as described [5]. The remaining 113 931 particles, repre-
senting 7.8% of the original particles in data set I, gave an average
resolution of 7.6 Å after auto-refinement with 2× binned particles
(pixel size: 2.676 Å) (Supplementary information, Figure S2).i A second round (Round 2) of local 3D classification was per-
formed on the remaining 186 780 particles. 2× binned particles
(pixel size: 2.676 Å) were used for the classification (Supplemen-
tary information, Figure S3). A total of 96 523 particles from the
good class (representing 51.7% of the input particles or 15.3% of
the total original particles) yielded a reconstruction of the human
B
act complex with an average resolution of 4.9 Å after auto-refine-
ment using unbinned particles (pixel size: 1.338 Å) (Supplementary
information, Figures S3 and S4A). As will be clear from atomic modeling, the B
act complexes in
sample I represent the mature and late states, whereas the B
act com-
plexes in sample II exhibit an early state. Nonetheless, these three
compositionally different B
act complexes share the same SF3b
region. mined by Gctf [54]. By combining these B
act particles from the two data sets
(49 218 particles from data set I and 96 523 particles from data set
II), we generated a larger date set of 145 741 particles. Following
auto-refinement with a local mask on the SF3b region, the local
resolution was improved to 4.2 Å (Supplementary information,
Figures S3 and S4A; Table S2). In the 4.9-Å cryo-EM map of the early B
act complex and the
4.8-Å cryo-EM map of the mature and late B
act complexes, the
local resolution reaches 4.0-5.0 Å in the core of the spliceosome
(Supplementary information, Figure S4B). The angular distri-
butions of the particles used for the final reconstruction of both
human B
act complexes are reasonable (Supplementary information,
Figure S4C), and the refinement of the atomic coordinates did not
suffer from severe over-fitting (Supplementary information, Figure
S4D). The EM density maps of all three B
act complexes display
similar overall structural features but with important differences in
a number of key regions (Supplementary information, Figure S5). The density maps exhibit clear features for the secondary structural
elements of the human B
act complex in the core region. The RNA
elements and their interacting proteins are also reasonably well de-
fined by the EM density maps and can be modeled with structural
references from the human C [24] and C
* [23] complexes and the
yeast B
act complex [5]. A second round (Round 2) of local 3D classification was per-
formed for the remaining 113 931 particles. 2× binned particles
(pixel size: 2.676 Å) were used for the classification (Supplemen-
tary information, Figure S2). A total of 49 218 particles from the
good class (representing 43.2% of the input particles or 3.4% of
the total original particles) yielded a reconstruction of the human
B
act complex with an average resolution of 4.8 Å after auto-refine-
ment using unbinned particles (pixel size: 1.338 Å). In the final round (Round 3), the remaining 49 218 particles
were classified without alignment but with a soft mask on the RN-
F113A region of the spliceosome. Two major classes, representing
two different conformations, were identified. 27 405 particles
(55.4% of the input particles) in one class yielded a reconstruction
at an average resolution of 5.1 Å for the entire spliceosome, which
was identified as the mature B
act complex. www.cell-research.com | Cell Research | SPRINGER NATURE Purification and crosslinking of the spliceosomal complexes Purification and crosslinking of the spliceosomal complexes Purification and crosslinking of the spliceosomal complexes
After spliceosome formation, the free pre-mRNA that had not
been incorporated into the spliceosome was digested by endog-
enous RNase H with the addition of two DNA oligonucleotides SPRINGER NATURE | Cell Research | Vol 28 No 3 | March 2018 Xiaofeng Zhang et al. 319 an average resolution of 6.5 Å for the entire spliceosome, which
was identified as the late B
act complex (Supplementary informa-
tion, Figures S2 and S4A; Tables S1 and S2). an average resolution of 6.5 Å for the entire spliceosome, which
was identified as the late B
act complex (Supplementary informa-
tion, Figures S2 and S4A; Tables S1 and S2). Acknowledgments We thank the Tsinghua University Branch of China National
Center for Protein Sciences (Beijing) for the cryo-EM facility and
the computational facility support on the cluster of Bio-Computing
Platform. This work was supported by funds from the National
Natural Science Foundation of China (31621092 and 31430020)
and the Ministry of Science and Technology (2016YFA0501100 to
JL). The crystal structure of the human SF3b core complex (PDB
code: 5IFE [34]), including SF3b155, SF3b130, SF3b14b/PHF5A,
and SF3b10, was docked into the density map guided by the yeast
B
act structure [5]. SF3b145 was generated from Cus1 of the yeast
B
act complex. The N-terminal domain of SF3b145 and the RRM
domain of SF3b49 was generated from the crystal structure of
Hsh49p in complex with Cus1p (PDB code: 5LSB [64]). Crystal
structure of SF3b14a/p14 in complex with SF3b155 N-terminal
fragments (PDB code: 2F9J [65]) was docked into the SF3b re-
gion of the cryo-EM maps. The crystal structure of the human
SF3a complex (PDB code: 4DGW [66]), which includes SF3a120,
SF3a66, and SF3a60, was docked into the extra density around
the Sm ring of U2 snRNP. Prp2 is docked into the cryo-EM map
on the basis of the structure of the yeast B
act complex [5]. CypE is
docked into the map near the N-terminal HAT repeats of Syf1. No-
tably, a patch of weak EM density is also located in the same place
of the yeast B
act complex as in the human B
act complex, suggesting
that CypE may be recruited into the yeast B
act complex. i Competing Financial Interests Competing Financial Interests
The authors declare no competing financial interests. The authors declare no competing financial interests. The authors declare no competing financial interests. Structure of the human activated spliceosome 320 0.143 criterion, and the FSC curves were corrected for the ef-
fects of a soft mask on the FSC curve using high-resolution noise
substitution [58]. Prior to visualization, all density maps were
corrected for the modulation transfer function of the detector, and
then sharpened by applying a negative B-factor that was estimated
using automated procedures [59]. Local resolution variations were
estimated using ResMap [60]. 0.143 criterion, and the FSC curves were corrected for the ef-
fects of a soft mask on the FSC curve using high-resolution noise
substitution [58]. Prior to visualization, all density maps were
corrected for the modulation transfer function of the detector, and
then sharpened by applying a negative B-factor that was estimated
using automated procedures [59]. Local resolution variations were
estimated using ResMap [60]. the refined model against the other map [69] (Supplementary in-
formation, Figure S4D). The structure of the human B
act complex
was validated through examination of the Molprobity scores and
statistics of the Ramachandran plots (Supplementary information,
Table S1). Molprobity scores were calculated as described [70]. Distinguishing features of the cryo-EM maps among the three B
act
complexes are detailed for the SF3b complex (Supplementary in-
formation, Figure S6), G10, Prp17, and RBM22 (Supplementary
information, Figure S7), the N-terminal domain (NTD) of SF3a66
(Supplementary information, Figure S8), the NTC proteins (Sup-
plementary information, Figure S9), RNF113A and NY-CO-10
(Supplementary information, Figure S10), and the SF3a and sur-
rounding regions (Supplementary information, Figure S11). Accession code The atomic coordinates for the early, mature and late B
act spli-
ceosomes have been deposited in the Protein Data Bank with the
accession code 5Z58, 5Z56 and 5Z57, respectively. The EM maps
for the early, mature and late B
act spliceosomes have been deposit-
ed in EMDB with the accession code EMD-6891, EMD-6889 and
EMD-6890, respectively. The atomic models of RNF113A and the N-terminal domain of
SF3a66 in the human B
act complex were generated from Cwc24
and the N-terminal domain of Prp11 in the S. cerevisiae B
act com-
plex [5] using CHAINSAW [63]. The backbone was manually
adjusted using COOT [61]. The atomic coordinates of U6 snRNA,
protein components of the U5 and U2 snRNPs, protein compo-
nents of the NTC and NTR complex, Prp17, and Aquarius from the
human C
* complex (PDB code:5XJC [23]) were directly docked
into the density maps of the human B
act complex and were manual-
ly adjusted using COOT [61]. Assignment of the 5-splice site (5′SS)
and the duplex between U2 snRNA and the BPS was greatly aided
by the structure of the yeast spliceosomal B
act complex [5]. mined by Gctf [54]. 14 316 particles (29.3%
of the input particles) in the other class yielded a reconstruction at Reported resolutions were calculated on the basis of the FSC www.cell-research.com | Cell Research | SPRINGER NATURE Author Contributions XiaofengZ and XiechaoZ purified the human spliceosomal
complexes and prepared the cryo-EM samples. XiaofengZ, Xiech-
aoZ, JL, and CY collected the EM micrographs and processed the
data. CY calculated the cryo-EM map and built the atomic model. All authors contributed to project discussion and structure analy-
sis. XiaofengZ and XiechaoZ contributed to manuscript prepara-
tion. CY and YS wrote the manuscript. YS conceived and guided
the project. Model building and refinement Due to a wide range of resolution limits for the various regions
of the human B
act complex, we combined homology modeling and
rigid docking of components with known structures to generate
an atomic model (Supplementary information, Table S2). Identifi-
cation and docking of the components of the human B
act complex
were facilitated by the atomic models of the human C [24] and C
*
[23] complex and the S. cerevisiae B
act complex [5]. The protein
components that were derived from known structures of the pro-
tein data bank (PDB) are summarized in Supplementary informa-
tion, Table S2. These structures were docked into the density map
using COOT [61] and fitted into density using CHIMERA [62]. References 1
Wahl MC, Will CL, Luhrmann R. The spliceosome: design
principles of a dynamic RNP machine. Cell 2009; 136:701-
718. The final overall models of the early and mature B
act complexes
were refined against the overall 4.9-Å and 4.8-Å map, respec-
tively, using REFMAC in reciprocal space [67], using secondary
structure restraints that were generated by ProSMART [68]. The
atomic model of the late B
act complex was generated by removing
the RNF113A, NY-CO-10, and RNase H like domain of Prp8 from
the mature B
act complex. Overfitting of the overall model was
monitored by refining the model in one of the two independent
maps from the gold-standard refinement approach, and testing 2
Chan SP, Kao DI, Tsai WY, Cheng SC. The Prp19p-associated
complex in spliceosome activation. Science 2003; 302:279-
282. 3
Ohi MD, Gould KL. Characterization of interactions among
the Cef1p-Prp19p-associated splicing complex. RNA 2002;
8:798-815. 4
Fabrizio P, Dannenberg J, Dube P, et al. The evolutionarily
conserved core design of the catalytic activation step of the SPRINGER NATURE | Cell Research | Vol 28 No 3 | March 2018 Xiaofeng Zhang et al. 321 association of the splicing factor PRP19 with the pre-mRNA
are independent of the 3′ region of the intron. Nucleic Acids
Res 1994; 22:1548-1554. yeast spliceosome. Mol Cell 2009; 36:593-608. yeast spliceosome. Mol Cell 2009; 36:593-608. 5
Yan C, Wan R, Bai R, Huang G, Shi Y. Structure of a yeast
activated spliceosome at 3.5 A resolution. Science 2016;
353:904-911. 26 26 Rasche N, Dybkov O, Schmitzova J, Akyildiz B, Fabrizio
P, Luhrmann R. Cwc2 and its human homologue RBM22
promote an active conformation of the spliceosome catalytic
centre. EMBO J 2012; 31:1591-1604. 6
Rauhut R, Fabrizio P, Dybkov O, et al. Molecular architecture
of the Saccharomyces cerevisiae activated spliceosome. Sci-
ence 2016; 353:1399-1405. 7
Shi Y. Mechanistic insights into precursor messenger RNA
splicing by the spliceosome. Nat Rev Mol Cell Biol 2017;
18:655-670. 27 Ohrt T, Prior M, Dannenberg J, et al. Prp2-mediated protein
rearrangements at the catalytic core of the spliceosome as re-
vealed by dcFCCS. RNA 2012; 18:1244-1256. 28 Wu NY, Chung CS, Cheng SC. Role of Cwc24 in the first
catalytic step of splicing and fidelity of 5′ splice site selection. Mol Cell Biol 2017; 37:pii: e00580-16. 8
Fica SM, Nagai K. Cryo-electron microscopy snapshots of the
spliceosome: structural insights into a dynamic ribonucleop-
rotein machine. References Nat Struct Mol Biol 2017; 24:791-799. 29 Golas MM, Sander B, Will CL, Luhrmann R, Stark H. Mo-
lecular architecture of the multiprotein splicing factor SF3b. Science 2003; 300:980-984. 9
Yan C, Hang J, Wan R, Huang M, Wong CC, Shi Y. Structure
of a yeast spliceosome at 3.6-angstrom resolution. Science
2015; 349:1182-1191. 10 Hang J, Wan R, Yan C, Shi Y. Structural basis of pre-mRNA
splicing. Science 2015; 349:1191-1198. 30 Gozani O, Feld R, Reed R. Evidence that sequence-inde-
pendent binding of highly conserved U2 snRNP proteins
upstream of the branch site is required for assembly of spli-
ceosomal complex A. Genes Dev 1996; 10:233-243. 11 Shi Y. The spliceosome: a protein-directed metalloribozyme. J Mol Biol 2017; 429:2640-2653. 31 Query CC, McCaw PS, Sharp PA. A minimal spliceosomal
complex A recognizes the branch site and polypyrimidine
tract. Mol Cell Biol 1997; 17:2944-2953. 12 Wan R, Yan C, Bai R, Huang G, Shi Y. Structure of a yeast
catalytic step I spliceosome at 3.4 A resolution. Science 2016;
353:895-904. 32 Will CL, Urlaub H, Achsel T, Gentzel M, Wilm M, Luhr-
mann R. Characterization of novel SF3b and 17S U2 snRNP
proteins, including a human Prp5p homologue and an SF3b
DEAD-box protein. EMBO J 2002; 21:4978-4988. 13 Galej WP, Wilkinson ME, Fica SM, Oubridge C, Newman AJ,
Nagai K. Cryo-EM structure of the spliceosome immediately
after branching. Nature 2016; 537:197-201. 14 Yan C, Wan R, Bai R, Huang G, Shi Y. Structure of a yeast
step II catalytically activated spliceosome. Science 2017;
355:149-155. 33 MacMillan AM, Query CC, Allerson CR, Chen S, Verdine
GL, Sharp PA. Dynamic association of proteins with the
pre-mRNA branch region. Genes Dev 1994; 8:3008-3020. 15 Fica SM, Oubridge C, Galej WP, et al. Structure of a spliceo-
some remodelled for exon ligation. Nature 2017; 542:377-
380. 34 Cretu C, Schmitzova J, Ponce-Salvatierra A, et al. Molecular
architecture of SF3b and structural consequences of its can-
cer-related mutations. Mol Cell 2016; 64:307-319. 16 Wan R, Yan C, Bai R, Lei J, Shi Y. Structure of an intron lar-
iat spliceosome from Saccharomyces cerevisiae. Cell 2017;
171:120-132.e12. 35 Query CC, Strobel SA, Sharp PA. Three recognition events at
the branch-site adenine. EMBO J 1996; 15:1392-1402. 17 Bai R, Yan C, Wan R, Lei J, Shi Y. Structure of the Post-cata-
lytic spliceosome from Saccharomyces cerevisiae. Cell 2017;
171:1589-1598.e8. 36 Dziembowski A, Ventura AP, Rutz B, et al. Structure of the human activated spliceosome 322 some sets the stage for Prp22-dependent mRNA release. Mol
Cell 2008; 30:743-754. some sets the stage for Prp22-dependent mRNA release. Mol
Cell 2008; 30:743-754. cle orientation, absolute hand, and contrast loss in single-par-
ticle electron cryomicroscopy. J Mol Biol 2003; 333:721-745. 60 60 Kucukelbir A, Sigworth FJ, Tagare HD. Quantifying the lo-
cal resolution of cryo-EM density maps. Nat Methods 2014;
11:63-65. 44 Company M, Arenas J, Abelson J. Requirement of the RNA
helicase-like protein PRP22 for release of messenger RNA
from spliceosomes. Nature 1991; 349:487-493.i 61 Emsley P, Cowtan K. Coot: model-building tools for mo-
lecular graphics. Acta Crystallogr D Biol Crystallogr 2004;
60:2126-2132. 45 Zavanelli MI, Ares M, Jr. Efficient association of U2 snRNPs
with pre-mRNA requires an essential U2 RNA structural ele-
ment. Genes Dev 1991; 5:2521-2533. 46 Hilliker AK, Mefford MA, Staley JP. U2 toggles iteratively
between the stem IIa and stem IIc conformations to promote
pre-mRNA splicing. Genes Dev 2007; 21:821-834. 62 Pettersen EF, Goddard TD, Huang CC, et al. UCSF Chime-
ra--a visualization system for exploratory research and analy-
sis. J Comput Chem 2004; 25:1605-1612.i 63 Stein N. CHAINSAW: a program for mutating pdb files used
as templates in molecular replacement. J Appl Crystallogr
2008; 41:641-643. 47 Perriman RJ, Ares M, Jr. Rearrangement of competing U2
RNA helices within the spliceosome promotes multiple steps
in splicing. Genes Dev 2007; 21:811-820. 48 Bon E, Casaregola S, Blandin G, et al. Molecular evolution of
eukaryotic genomes: hemiascomycetous yeast spliceosomal
introns. Nucleic Acids Res 2003; 31:1121-1135. 64 van Roon AM, Oubridge C, Obayashi E, et al. Crystal struc-
ture of U2 snRNP SF3b components: Hsh49p in complex
with Cus1p-binding domain. RNA 2017; 23:968-981. 49 Bessonov S, Anokhina M, Krasauskas A, et al. Characteriza-
tion of purified human Bact spliceosomal complexes reveals
compositional and morphological changes during spliceosome
activation and first step catalysis. RNA 2010; 16:2384-2403. 65 Schellenberg MJ, Edwards RA, Ritchie DB, et al. Crystal
structure of a core spliceosomal protein interface. Proc Natl
Acad Sci USA 2006; 103:1266-1271. 66 Lin PC, Xu RM. Structure and assembly of the SF3a splicing
factor complex of U2 snRNP. EMBO J 2012; 31:1579-1590.i 50 Dignam JD, Lebovitz RM, Roeder RG. Accurate transcription
initiation by RNA polymerase II in a soluble extract from
isolated mammalian nuclei. Nucleic Acids Res 1983; 11:1475-
1489. 67 Murshudov GN, Vagin AA, Dodson EJ. Refinement of mac-
romolecular structures by the maximum-likelihood method. References Proteomic analy-
sis identifies a new complex required for nuclear pre-mRNA
retention and splicing. EMBO J 2004; 23:4847-4856. 18 Liu S, Li X, Zhang L, et al. Structure of the yeast spliceoso-
mal postcatalytic P complex. Science 2017; 358:1278-1283. 37 Wysoczanski P, Schneider C, Xiang S, et al. Cooperative
structure of the heterotrimeric pre-mRNA retention and splic-
ing complex. Nat Struct Mol Biol 2014; 21:911-918. 19 Wilkinson ME, Fica SM, Galej WP, Norman CM, New-
man AJ, Nagai K. Postcatalytic spliceosome structure re-
veals mechanism of 3′-splice site selection. Science 2017;
358:1283-1288. 38 Ohi MD, Link AJ, Ren L, Jennings JL, McDonald WH, Gould
KL. Proteomics analysis reveals stable multiprotein complex-
es in both fission and budding yeasts containing Myb-related
Cdc5p/Cef1p, novel pre-mRNA splicing factors, and snRNAs. Mol Cell Biol 2002; 22:2011-2024. 20 Plaschka C, Lin PC, Nagai K. Structure of a pre-catalytic spli-
ceosome. Nature 2017; 546:617-621. 39 Raghunathan PL, Guthrie C. RNA unwinding in U4/U6 sn-
RNPs requires ATP hydrolysis and the DEIH-box splicing
factor Brr2. Curr Biol 1998; 8:847-855. 21 Bertram K, Agafonov DE, Dybkov O, et al. Cryo-EM struc-
ture of a pre-catalytic human spliceosome primed for activa-
tion. Cell 2017; 170:701-713.e711. 22 Bertram K, Agafonov DE, Liu WT, et al. Cryo-EM structure
of a human spliceosome activated for step 2 of splicing. Na-
ture 2017; 542:318-323. 40 Laggerbauer B, Achsel T, Luhrmann R. The human U5-
200kD DEXH-box protein unwinds U4/U6 RNA duplices in
vitro. Proc Natl Acad Sci USA 1998; 95:4188-4192. 23 Zhang X, Yan C, Hang J, Finci LI, Lei J, Shi Y. An atomic
structure of the human spliceosome. Cell 2017; 169:918-929. e914. 41 Kim SH, Lin RJ. Spliceosome activation by PRP2 ATPase
prior to the first transesterification reaction of pre-mRNA
splicing. Mol Cell Biol 1996; 16:6810-6819. 42 Schwer B, Guthrie C. A conformational rearrangement in
the spliceosome is dependent on PRP16 and ATP hydrolysis. EMBO J 1992; 11:5033-5039. 24 Zhan X, Yan C, Zhang X, Lei J, Shi Y. Structure of a human
catalytic step I spliceosome. Science 2018; doi: 10.1126/sci-
ence.aar6401. 43 Schwer B. A conformational rearrangement in the spliceo- 25 Cheng SC. Formation of the yeast splicing complex A1 and www.cell-research.com | Cell Research | SPRINGER NATURE Structure of the human activated spliceosome Structure of the human activated spliceosome Acta Crystallogr D Biol Crystallogr 1997; 53:240-255. 51 Kastner B, Fischer N, Golas MM, et al. GraFix: sample
preparation for single-particle electron cryomicroscopy. Nat
Methods 2008; 5:53-55. 68 Nicholls RA, Fischer M, McNicholas S, Murshudov GN. Conformation-independent structural comparison of macro-
molecules with ProSMART. Acta Crystallogr D Biol Crystal-
logr 2014; 70:2487-2499. 52 Lei J, Frank J. Automated acquisition of cryo-electron mi-
crographs for single particle reconstruction on an FEI Tecnai
electron microscope. J Struct Biol 2005; 150:69-80. 69 Amunts A, Brown A, Bai XC, et al. Structure of the yeast mi-
tochondrial large ribosomal subunit. Science 2014; 343:1485-
1489. 53 Zheng SQ, Palovcak E, Armache JP, Verba KA, Cheng Y,
Agard DA. MotionCor2: anisotropic correction of beam-in-
duced motion for improved cryo-electron microscopy. Nat
Methods 2017; 14:331-332. 70 Davis IW, Leaver-Fay A, Chen VB, et al. MolProbity: all-at-
om contacts and structure validation for proteins and nucleic
acids. Nucleic Acids Res 2007; 35:W375-383. 54 Zhang K. Gctf: Real-time CTF determination and correction. J Struct Biol 2016; 193:1-12. (Supplementary information is linked to the online version of
the paper on the Cell Research website.) (Supplementary information is linked to the online version of
the paper on the Cell Research website.) 55 Wang F, Gong H, Liu G, et al. DeepPicker: A deep learning
approach for fully automated particle picking in cryo-EM. J
Struct Biol 2016; 195:325-336. 56 Kimanius D, Forsberg BO, Scheres SH, Lindahl E. Accelerat-
ed cryo-EM structure determination with parallelisation using
GPUs in RELION-2. eLife 2016; 5:pii: e18722. This work is licensed under a Creative Commons
Attribution 4.0 Unported License. The images or other
third party material in this article are included in the
article’s Creative Commons license, unless indicated otherwise in the
credit line; if the material is not included under the Creative Commons
license, users will need to obtain permission from the license holder
to reproduce the material. To view a copy of this license, visit http://
creativecommons.org/licenses/by/4.0/ 57 Scheres SH. RELION: implementation of a Bayesian ap-
proach to cryo-EM structure determination. J Struct Biol
2012; 180:519-530. 58 Chen S, McMullan G, Faruqi AR, et al. High-resolution noise
substitution to measure overfitting and validate resolution in
3D structure determination by single particle electron cryomi-
croscopy. Ultramicroscopy 2013; 135:24-35. © The Author(s) 2018 59 Rosenthal PB, Henderson R. Optimal determination of parti- SPRINGER NATURE | Cell Research | Vol 28 No 3 | March 2018
|
https://openalex.org/W4251564680
|
https://periodicos.ufmg.br/index.php/aletria/article/download/17855/14645
|
Portuguese
| null |
Editorial
|
Aletria
| 2,018
|
cc-by
| 966
|
editorial editorial Se as relações entre literatura e cinema existem desde o momen-
to em que este surgiu no horizonte cultural da modernidade, as
formas de interação, interseção e diálogo com que ambos foram
dinamizando esse campo de relações ao longo do século XX não
podem ser circunscritas apenas ao trabalho de adaptação fílmica
de textos literários ou à incorporação, por parte destes, de ele-
mentos e estratégias oriundos do discurso cinematográfico. Cum-
plicidades explícitas e implícitas, diálogos subliminares, contami-
nações e provocações recíprocas, citações, evocações e
“transcriações” nunca deixaram também de atravessar o espaço
móvel da conjunção/disjunção entre literatura e cinema. Além
disso, por receberem, ainda, os influxos de outras linguagens ar-
tísticas e das demandas culturais do momento e do lugar em que
se inscrevem, tais relações se tornam ainda mais complexas pela
força de vários outros tipos de interseção e diálogo. Se as relações entre literatura e cinema existem desde o momen-
to em que este surgiu no horizonte cultural da modernidade, as
formas de interação, interseção e diálogo com que ambos foram
dinamizando esse campo de relações ao longo do século XX não
podem ser circunscritas apenas ao trabalho de adaptação fílmica
de textos literários ou à incorporação, por parte destes, de ele-
mentos e estratégias oriundos do discurso cinematográfico. Cum-
plicidades explícitas e implícitas, diálogos subliminares, contami-
nações e provocações recíprocas, citações, evocações e
“transcriações” nunca deixaram também de atravessar o espaço
móvel da conjunção/disjunção entre literatura e cinema. Além
disso, por receberem, ainda, os influxos de outras linguagens ar-
tísticas e das demandas culturais do momento e do lugar em que
se inscrevem, tais relações se tornam ainda mais complexas pela
força de vários outros tipos de interseção e diálogo. Foi exatamente considerando a complexidade, os matizes e a
multiplicidade desses entrecruzamentos, as demandas da sociedade
contemporânea e as mediações culturais do presente, que surgiu a
idéia de contemplar, neste número especial da Revista Aletria, as
relações possíveis (e impossíveis) entre literatura e cinema. Estudiosos de um campo e/ou de outro, advindos de países,
instituições e áreas de atuação diferentes, e atentos a essas interfaces,
vieram contribuir para o debate proposto, com artigos, intervenções
e provocações que tratam da questão sob diferentes ângulos e
perspectivas teóricas. editorial Tais contribuições foram organizadas, à luz de
fragmentos da letra da canção “Cinema Novo”, de Caetano Veloso,
em oito partes temáticas, sendo que a primeira conta especialmente
com um ensaio do cineasta britânico Peter Greenaway, que atendeu
gentilmente nosso convite para participar deste volume. A ele nossos
agradecimentos pela oportunidade preciosa que nos deu de publicar
um artigo de sua autoria. Neste, o diretor e roteirista de O livro de
cabeceira não apenas busca desestabilizar, pelo viés da ironia, os
lugares-comuns instituídos em torno da relação do cinema com o
texto literário como mostrar formas alternativas de se “ultrapassar o
eclipse” a que a imagem tem sido submetida ao ser usada como mero
dispositivo ilustrativo do modelo narrativo do século XIX. Foi exatamente considerando a complexidade, os matizes e a
multiplicidade desses entrecruzamentos, as demandas da sociedade
contemporânea e as mediações culturais do presente, que surgiu a
idéia de contemplar, neste número especial da Revista Aletria, as
relações possíveis (e impossíveis) entre literatura e cinema. Estudiosos de um campo e/ou de outro, advindos de países,
instituições e áreas de atuação diferentes, e atentos a essas interfaces,
vieram contribuir para o debate proposto, com artigos, intervenções
e provocações que tratam da questão sob diferentes ângulos e
perspectivas teóricas. Tais contribuições foram organizadas, à luz de
fragmentos da letra da canção “Cinema Novo”, de Caetano Veloso,
em oito partes temáticas, sendo que a primeira conta especialmente
com um ensaio do cineasta britânico Peter Greenaway, que atendeu
gentilmente nosso convite para participar deste volume. A ele nossos
agradecimentos pela oportunidade preciosa que nos deu de publicar
um artigo de sua autoria. Neste, o diretor e roteirista de O livro de
cabeceira não apenas busca desestabilizar, pelo viés da ironia, os
lugares-comuns instituídos em torno da relação do cinema com o
texto literário como mostrar formas alternativas de se “ultrapassar o
eclipse” a que a imagem tem sido submetida ao ser usada como mero
dispositivo ilustrativo do modelo narrativo do século XIX. Maria Esther Maciel & Marli Fantini Scarpelli editorial 5 2001 - A L E T R I A Assim, da exploração das potencialidades de assombro da ima-
gem, passando pelos “jeitos do Brasil” inscritos no cinema que tam-
bém se quer samba, até as “visões das coisas grandes e pequenas”
que atravessam as manifestações verbais e visuais da
contemporaneidade, vários outros tópicos se fazem presentes nes-
ta coletânea de textos: a radicalidade do cinema e da literatura
que se furtam à linearidade e aos paradigmas da narrativa con-
vencional para buscar, na linguagem poética, vias alternativas para
a criação da imagem e da palavra; as várias linhas de expressão
que se cruzam tacitamente nas frestas, nas dobras e nas margens
da indústria cinematográfica norte-americana; as tensões/
interações entre ordem e desordem na literatura e no cinema de
expressão
germânica;
as
múltiplas
possibilidades
de
entrecruzamento cultural entre cinemas e literaturas de “todos e
muitos” lugares; o exercício crítico-reflexivo sobre filmes em tem-
pos de reprodutibilidade técnica e euforia tecnológica. Acreditamos que, através desta publicação, o CEL (Centro de
Estudos Literários) e o POSLIT (Programa de Pós-Graduação em
Estudos Literários) da Faculdade de Letras da UFMG vêm não apenas
reafirmar seus compromissos com a prática sempre instigante da
transdisciplinaridade como também estimular reflexões e
interlocuções no âmbito da linha de pesquisa “Literatura e Outros
Sistemas Semióticos”, abrindo-se, cada vez mais, ao debate
contemporâneo sobre os trânsitos, travessias, trocas, traduções e
diálogos no horizonte artístico e cultural deste início de milênio. Maria Esther Maciel & Marli Fantini Scarpelli 6 A L E T R I A - 2001
|
https://openalex.org/W2127838192
|
https://hal.archives-ouvertes.fr/hal-01007091/file/LSMB.pdf
|
English
| null |
Multi-algorithm approach for identification of structural behavior of complex structures under cyclic environmental loading
|
Structural health monitoring
| 2,011
|
cc-by
| 11,244
|
Multi-algorithm approach for identification of structural
behaviour of complex structures under cyclic
environmental loading
Francesca Lanata, Franck Schoefs Francesca Lanata, Franck Schoefs To cite this version: Francesca Lanata, Franck Schoefs. Multi-algorithm approach for identification of structural behaviour
of complex structures under cyclic environmental loading. Structural Health Monitoring, 2012, 11 (1),
pp.51-67. 10.1177/1475921710397711. hal-01007091 Distributed under a Creative Commons Attribution 4.0 International License HAL Id: hal-01007091
https://hal.science/hal-01007091v1
Submitted on 16 Jun 2014 L’archive ouverte pluridisciplinaire HAL, est
destinée au dépôt et à la diffusion de documents
scientifiques de niveau recherche, publiés ou non,
émanant des établissements d’enseignement et de
recherche français ou étrangers, des laboratoires
publics ou privés. HAL is a multi-disciplinary open access
archive for the deposit and dissemination of sci-
entific research documents, whether they are pub-
lished or not. The documents may come from
teaching and research institutions in France or
abroad, or from public or private research centers. Distributed under a Creative Commons Attribution 4.0 International License y
signal processing analysis, quay structures, cyclic loading, statistical analysis, damage-sensitive features y
signal processing analysis, quay structures, cyclic loading, statistical analysis, damage-sensitive features GeM Institute for Research in Civil and Mechanical Engineering,
University of Nantes, 2 rue de la houssinie´re, 44322 Nantes, France. Multi-algorithm approach
for identification of structural
behavior of complex structures
under cyclic environmental loading Francesca Lanata and Franck Schoefs Abstract In the past years, an increasing number of structures have been equipped with permanent monitoring systems, able to
record the structural response in terms of displacements and strains over very long periods of time, and theoretically, for
the entire life of the structure (Structural Health Monitoring). Despite the high number of applications, to date, very few
studies have been presented aimed at interpreting the data, in particular, when the spatial and behavioral complexity of
the structure under investigation requires a non-model-based approach. This article shows that the interpretation of
data from a long-term static monitoring can be very helpful for the comprehension of the structural behavior under
complex interaction structure–environment. The discussion aims at underlining that a scheduled and unique procedure is
very hard to define depending on the great variety of structures and applications and on the right identification of the
parameters able to explain structural degradation evolutions or sudden changes. In these cases, a multi-step algorithm
with different signal processing techniques applied in cascade seems to be the only reliable approach. The proposed
procedure will be carried out using available data from the long-term monitoring of a quay wall in the Port of Genoa, in
Italy, but it can be generalized to several structures under cyclic environmental loading (tides, temperature, etc.). The characterization of the structural behavior under temperature variations will be used here to define the represen-
tative features of the quay. Once defined, these parameters will provide a means for detecting and localizing the insur-
gence of damage or material degradation from the measurements. Corresponding author:
Francesca Lanata, GeM Institute for Research in Civil and Mechanical
Engineering, University of Nantes, 2 rue de la houssinie´re, 44322
Nantes, France
Email: Francesca.Lanata@univ-nantes.fr Introduction plants, communication facilities, schools, hospitals,
homeland defense, harbor installations, etc. The economical effort of building, replacing, or retro-
fitting infrastructures is becoming more and more
important in industrialized countries, where the existing
infrastructure stock is subjected to aging and obsoles-
cence. For example, the majority of the transportation
infrastructures existing in Europe and in the United
States have been built from the 1950s to the 1970s,
when features of the traffic intensity and loads were
significantly different from the current features and
when some of the phenomena related to material
degradation were not fully discovered or understood.1–3
Moreover, the problem is not confined to transporta-
tion infrastructures, but also includes other types of
infrastructures like energy production and distribution
systems, water supplies and wastewater treatment For special classes of structures or for specific envi-
ronmental situations, models used in design practices
may not cover the wide range of problems that need to
be solved when assessing the safety conditions of the
structure as built. This is, particularly, true for large GeM Institute for Research in Civil and Mechanical Engineering,
University of Nantes, 2 rue de la houssinie´re, 44322 Nantes, France. Corresponding author:
Francesca Lanata, GeM Institute for Research in Civil and Mechanical
Engineering, University of Nantes, 2 rue de la houssinie´re, 44322
Nantes, France
Email: Francesca.Lanata@univ-nantes.fr Moreover, the problem is not confined to transporta-
tion infrastructures, but also includes other types of
infrastructures like energy production and distribution
systems, water supplies and wastewater treatment 1 Recent literature16 has put into evidence that theo-
retical and lab knowledge needs to be transferred to
real structures to control static or dynamic parameters
during in-service conditions. In particular, for large
structural systems interacting with their environment,
safety
and
operability
of
the
system
depend
on
phenomena involving not only structural behavior,
but also coupled structure–environment responses. Moreover, due to the inherent geometrical and physical
complexities of the problem, model-based diagnosis can
be seldom invoked, and translation of measurement
data into valuable information shall be based mostly
on engineering judgment and on mathematical process-
ing of the instrumentation signals. In addition, when
monitoring systems are installed not at the beginning
of the life-cycle of the structure but at a later stage
(repair for instance), major modifications of the struc-
tural system may have occurred because of the effect of
loads and other external causes, or because of human
intervention. Introduction This aspect has a great influence on data
analysis and interpretation, because of the greater role
that uncertainties do play in this case.17 structures in aggressive environments, like bridges in
coastal or mountain areas and marine structures,4 or
in the case of prevention of pollution loads discharged
from
distribution
networks.5
In
all
these
cases,
observation of the structural behavior and/or of the
environmental parameters with an adequate monitor-
ing system can cover the gap between the reality and the
theoretical models that have been developed for the
design to obtain a picture of the structural state
and evolution. structures in aggressive environments, like bridges in
coastal or mountain areas and marine structures,4 or
in the case of prevention of pollution loads discharged
from
distribution
networks.5
In
all
these
cases,
observation of the structural behavior and/or of the
environmental parameters with an adequate monitor-
ing system can cover the gap between the reality and the
theoretical models that have been developed for the
design to obtain a picture of the structural state
and evolution. The continuous development in sensor technology
and data acquisition systems makes possible the reali-
zation of complex permanent instrumental monitoring
systems; they are able to monitor the most significant
parameters of structural response under external loads
and environmental conditions, enabling, in principle, a
continuous evaluation of the actual safety conditions of
such structures and finally a data-based reliability anal-
ysis.6 Through these large-scale monitoring projects, a
considerable amount of data can be available, so that
data analysis and interpretation play a very important
role in structural health monitoring (SHM) research. Thanks to these recent technologies, the field of con-
tinuous monitoring is facing the research community
since the last years, while the periodic monitoring of
dynamic parameters has been largely investigated in
the past.7 Usually, the measured structural features
are used to construct a mechanical model that is later
updated using monitoring data. The mechanical model
can be used for: (a) reliability analysis and/or (b)
damage identification. Recently, the integration of the
reliability analysis with the long-term SHM has been
attempted8–11 and improved by including the uncer-
tainty
propagation
in the
assessment
process.12,13
On the other hand, the mechanical model is very
useful also to extract the structural features (static or
dynamic) that are sensitive to damage or material
degradation. The monitoring program The San Giorgio pier is used for coal import and it has
been subjected to a retrofitting program to increase the
water depth of the nearby basin. The facility has been
built in the 1920s and the vertical walls delimiting the
quays are made of heavy concrete blocks. Dredging has
required strengthening of the wall: the structure has
been underpinned with jet-grouting columns, and the
blocks have been connected by means of vertical steel
rods. Stability has been improved with permanent
active tendons installed along the entire length of
the pier.38 The crown block of the San Giorgio pier was
equipped in 1999 with an array of 67 SOFO fiber-
optic strain sensors,39 located in a service tunnel
along the top blocks, in such a way to have 3 longitu-
dinal
sensors
in
24
measuring
sections,
named
measuring blocks in the following. The generic block
cross-section (left) and the schematic longitudinal view
(right) of the equipped pier are represented in Figure 1. Each sensor has an active length of 10 m. The monitor-
ing had the goal to detect possible distress caused by
dredging activities in the adjacent basin and also to run
a long-term health monitoring experience, as a first step
of a larger project aimed at establishing a decision
support system for maintenance operations of the
Port facilities.36 In the section ‘The San Giorgio pier,’ the discussion
on the complexity of data processing will be carried on
by means of available data from the real long-term
monitoring of a quay wall in the Port of Genoa,
Italy.36 Section ‘Strategy for data analysis’ tries to
give a generally valuable strategy for data processing
through
a
multi-algorithm
approach. Sections
‘Classification of block behavior,’ ‘Damage-sensitive
feature for blocks of type 1,’ and ‘Damage-sensitive
feature for blocks of type 2’ emphasize the preliminary
steps aimed at understanding the mechanical response
of such a complex structure under cyclic loads in terms
of representative features of the quay. As a matter of
fact, in the field of structures with a strong random
behavior, it is necessary to develop a mechanical-
probabilistic
model
through
available
data
from
SHM. This can be relatively easy if the structure is
subjected to cyclic actions because its random behavior
can be identified using the information from loading
cycles. Introduction For example, regarding the inverse prob-
lem of detecting a single open crack in an elastic
straight beam in bending, dynamic identification tech-
niques provide explicit expressions for the position and
the severity of the crack; by the way, the methodology
is valid only for small damages and for initially uniform
beams under special boundary conditions (pinned–
pinned, sliding–sliding).14 Other models reconsider the
inverse problem of detecting a single crack in an elastic
straight beam in bending from static measurements to
provide explicit expressions for its position and its
severity, which represent the exact solutions of the
inverse problem.15 However, these are above all theo-
retical approaches, because the meaning of data from a
real monitoring is usually not clearly associated to any
mechanical model of structural response, due to the
particularity of the instrumented structures and their
boundary conditions and loads. The automatic detection of damages from continu-
ous static monitoring is still a challenge. The measured
quantities during continuous monitoring are typically
displacements or strains under operational and envi-
ronmental
loads. Practitioners
have
difficulties
in
choosing the best data processing approach for each
application. Scientifically, the most successful methods
are not yet identified, even though a great number of
signal processing algorithms have been investigated. Moyo and Brownjohn18 proposed the detection of
anomalous structural behavior using discrete wavelet
analysis. Experimental studies on structural damage
identification based on wavelet packet transform have
been done with good results.19–21 In SHM, one of the
most common model-free methods for damage detec-
tion is based on autoregressive analysis. In their general
version, these methodologies consist of expression of a
time series as a linear function of its past values and the
past values of exogenous variables. The estimation of
the parameters is done continuously and damages are
normally discovered if a significant variation in the
parameters appears.22–27 The linear regression method
has also attracted a notable interest because of its
simplicity and wide applicability. However, this meth-
odology may be prone to a harmful affect in case where
data are used with outliers, a common problem
observed during real monitoring. Outliers’ accommo-
dation methods are well known by robust methods,
where robustness is given by statistical procedures
insensitive to outliers. The monitoring program In particular, in this article, focus will be
placed on the monitoring of evolutionary phenomena,
taking place in structures as a result of the interaction
with environment and operational loads.37 Due to the
large amount of instrumented blocks, in this applica-
tion, the statistical analysis has proved to be successful
for the identification of the typical response features. The second part of the proposed multi-algorithm anal-
ysis will be aimed at giving information on the struc-
tural health conditions. Using the previously identified
response parameters as deterioration-sensitive features,
section ‘Damage detection’ presents the linear regres-
sion
algorithm
as
an
effective
damage
detection Acquisition campaigns were programmed four times
a day to analyze the main variations of temperature
during 24 h (by day and by night) and with greater
reason, weekly and seasonal variations. The system
was fully operational for 4 years (from November
1999 to October 2004), with the exception of some
interruptions due to the maintenance on the system
and other management reasons (Figure 2). This moni-
toring time is a common lifetime for operational
systems near the sea.37 Introduction In this framework, robust regres-
sion analysis has been proposed and applied in the field
of
structural
monitoring.28–30
The
Correlation
Anomaly Scores Analysis has been proposed for 2 change analysis of correlated multi-sensor systems
using a neighborhood preservation principle.31 The
goal of change analysis is to compute the anomaly
score of each sensor when it is known that the system
has some potential difference from a reference state. If the system is working normally, the neighborhood
graph of each sensor (defined using the correlation
between sensor measurements) is almost invariant
against the fluctuations of experimental conditions. Deraemaeker et al.32 presented a complex methodology
for damage detection under changing environmental
conditions. The effects of environment are treated
using factor analysis and damage is detected using
statistical
process
control
with
the
multi-variate
Shewhart-T control charts. Posenato et al.33 proposed
a methodology based on moving principal component
analysis (MPCA); a comparative study with other
signal
processing
algorithms
has
shown
that
for
quasi-static monitoring of civil structures, the proposed
methodology performs better than wavelet methods,
Short Term Fourier Transform and Instance-Based
Method, also in case of noise, outliers, data missing,
and database with different sensor typologies.34,35 algorithm and applies it to the available data to
successfully detect and localize the insurgence of
damage or material degradation in the monitored quay. Understanding of mechanical behavior In order to choose the best approach for data interpre-
tation, it is useful to understand if the structure has a
well-defined mechanical behavior and if damage mech-
anisms can be clearly described. The different layers of
concrete blocks are linked each other, thanks to the
gravity force. After the reinforcement works, the
blocks should have a higher connection rate due to
the distributed vertical steel rods. For these reasons, it 3 1
1
+2.90m
+2.50m
C8
C7
C6
C5
C4
C3
C2
C1
B8
B7
B6
B5
B4
B3
B2
B1
A8
A7
A6
0.00 m s.l.m. Section 1–1
1
2 3
80
80
Block type 2
Block type 1
Block type 1
Figure 1. Sensor installation along the quay for 19 measuring blocks (right) and block cross-section (left) with sensor position inside
the service tunnel (measurements in cm). The thick vertical lines represent two possible locations of the dilatation joints along the pier
(section ‘Understanding of mechanical behavior’). 1
1
+2.90m
+2.50m
C8
C7
C6
C5
C4
C3
C2
C1
B8
B7
B6
B5
B4
B3
B2
B1
A8
A7
A6
0.00 m s.l.m. Section 1–1
1
2 3
80
80
Block type 2
Block type 1
Block type 1 Figure 1. Sensor installation along the quay for 19 measuring blocks (right) and block cross-section (left) with sensor position inside
the service tunnel (measurements in cm). The thick vertical lines represent two possible locations of the dilatation joints along the pier
(section ‘Understanding of mechanical behavior’). 30/11/99
05/08/00
12/04/01
18/12/01
25/08/02
02/05/03
07/01/04
14/09/04
21/05/05
–1
–0.5
0
0.5
1
1.5
2
2.5
3
3.5
× 10–4
Sections A7 – A8 – B5 – C2 – C3 – C6 – C8
Strain (–)
Monitoring period
Figure 2. Example of time histories for some measuring blocks during the whole monitoring period. Figure 2. Example of time histories for some measuring blocks during the whole monitoring period. can be supposed that the structure behaves as a mono-
lithic structure, so that great displacements interesting
the underwater layers are transferred to the superior
layers until the crown block. Indeed, the installed mon-
itoring system is able to measure the crown block
displacements. variations in the structural behavior or damages are
expected to occur as a result of complex phenomena. Understanding of mechanical behavior The study of a reliable numerical model of the pier is
very complex and it would require a lot of hypothesis
and simplifications. Thus, data interpretation will have
to resort to statistical algorithms for gathering some
information on the structural behavior. On the other hand, the crown block can itself expe-
rience small displacements induced by external temper-
ature variations and sea level changes. The horizontal
relative displacements between blocks are allowed,
thanks to the presence of dilatation joints along the
pier (Figure 1). However, the conditions and the posi-
tion of joints are unknown because most of them are
completely filled by coal dusts and it is not clear if they
behave properly as dilatation joints. In addition, the
crown block should not be allowed to expand freely
with thermal variations due to the continuous support
of the lower block. Key factors Fixed marine structures are primarily designed to with-
stand environmental and operational forces. The main
phenomena in the marine environment able to produce
changes in the structural response and loss of function-
ality can be: It can be concluded that the structure under investi-
gation is strongly non-homogeneous due to the interac-
tion
between
old
structural
elements
and
new
strengthening elements. The structure is characterized
by spatial and behavioral complexity and possible . corrosion of steel and degradation of concrete and
other materials; . crane movements and operations that can cause
overloads on the quays; 4 –4
–2
0
2
4
6
8
10 × 10–5
Strain C82 (–)
30/11/99
02/04/00
05/08/00
08/12/00
12/04/01
15/08/01
18/12/01
22/04/02
25/08/02
–10
–5
0
5
10
15
20
25
Temperature (°C)
Monitoring period
Temperature
Sensor C82
Moored ship
Figure 3. Strain time history of sensor C82 and temperature variations. Black crosses represent measurements performed with the
moored ship. Figure 3. Strain time history of sensor C82 and temperature variations. Black crosses represent measurements performed with the
moored ship. 5.5
6
6.5
7
7.5
8
8.5
9
9.5 × 10–5
Strain C82 (–)
31/07/00
05/08/00
10/08/00
15/08/00
20/08/00
25/08/00
30/08/00
20
21
22
23
24
25
26
27
28
Temperature (°C)
Monitoring period
Temperature
Sensor C82
Moored ship
Figure 4. Zoom of the black rectangle in Figure 3. Figure 4. Zoom of the black rectangle in Figure 3. . interaction with sea actions, for example tide and
wave actions; . interaction with sea actions, for example tide and
wave actions; phenomenon of interest in the Mediterranean area
and for this reason they have not been considered as
a key factor for the San Giorgio pier analysis. . moored ships, also in case of collision; The relationship between the measured strains and
the presence of the moored ship has been here investi-
gated. It is also related to the crane operations for the
goods uploading and downloading. No clear correla-
tion
with
the
moored
ships
has
been
identified
(Figures 3 and 4). . interaction with environmental parameters, such as
temperature, solar radiation, and wind. Internal structures in a port environment, such as
piers, docks, berths, dolphins, transportation facilities,
and buildings, are not usually designed to withstand sea
actions, because wave actions are absorbed by the
protection facilities. Steps of the analysis A multi-step algorithm is here proposed for a generally
valuable data processing. The proposed algorithm
cannot be completely independent of key factors anal-
ysis (section ‘Key factors’) and of the expert’s judgment
as it is completely data driven and some starting
assumptions are necessary. The focus issue regards
the choice of: (a) one or more reference measuring
blocks and (b) a training period. The reference measur-
ing blocks can be selected by observing the stability and
the regularity of the measured variables during the
monitoring period. The reference measuring blocks
should be, as most as possible, stationary with time. The training period is a time period that can be
assumed as a reference period for comparison with
further
monitoring
periods. When
the
parameter
under observation has a cyclic trend, the training
period should contain at least one complete cycle. As a consequence, the evaluation of the right training
period depends on the governing load or action and on
the corresponding periodicity of the measured vari-
ables; as in the case of San Giorgio pier, when cyclic
loads, for example temperature variations, play the
most important role, at least 1 year of observation is
required to make the analysis independent of the
seasonal variations, as it will be demonstrated in the
section ‘Measuring blocks of type 1’. Two mechanical behaviors can be identified from
the data: . The behavior in the direction normal to the block
cross-section mainly due to dilatation. It can be
assumed that this behavior is homogeneous for all
measuring blocks because sensors have the same ori-
entation and position inside the blocks (Figure 1); . The bending behavior of vertical (own weight and
operational
loads)
and
horizontal
(operational
loads) axes. . The bending behavior of vertical (own weight and
operational
loads)
and
horizontal
(operational
loads) axes. In addition, the presence of dilatation joints has
come to light from strains time histories, but their posi-
tion along the structure cannot be exactly determined. Figure 1 shows two possible positions of dilatation
joints: the first one is crossing a measuring block
(block type 2), while the second one is located between
two monolithic measuring blocks (named block type 1). The correlation indices between the time histories of
strain and temperature have been studied as first step of
the flow chart in Figure 5. Steps of the analysis Time dependence of corre-
lation indices ðt0, tÞ between strain sensors located in
the same position along the quay (all sensors in location
1 for examples), between strain sensors in the same
measuring block (sensors in locations 1–3 for each mea-
suring block, Figure 1), and between strain sensors and
environmental temperature, are computed using the
following formula: The flow chart in Figure 5 suggests a sequence of
signal analysis algorithms to be applied in cascade for
the continuous monitoring of a structure with charac-
teristics similar to the pier under study, and the infor-
mation that can be drawn out without using any
numerical structural model. This flow chart is represen-
tative of the processing steps performed for the San
Giorgio pier and presented in the following sections. Three main steps are highlighted with bold type and
listed on the right side of the flow chart: (1) classifica-
tion of measuring blocks behavior, (2) identification of
damage-sensitive features for the specific application,
and (3) damage detection. A dashed rectangle groups
the ensemble of the actions and tests to be performed
for each step of the processing. The input data and the
output results of the multi-algorithm flow chart are
pointed out using a parallelogram. ðt0, tÞ ¼ corr Saðt0, tÞ, Sbðt0, tÞ
ð
Þ ¼ cov Saðt0, tÞ, Sbðt0, tÞ
ð
Þ
aðt0, tÞbðt0, tÞ
ð1Þ ð1Þ where Sa and Sb are the vectors of time histories strain–
strain or strain–temperature from t0 (beginning of data
acquisition) to time t, cov, a, and b the covariance and
the standard deviations of the two time series, respec-
tively. The variation with time of the correlation index
has been computed using, for each instant time t, the
vectors containing all the previous measurements. Two main classes of measuring blocks with the same
structural behavior have been identified in function of
the sign of the correlation index strain–temperature
(Figure 5): Key factors In addition, tides are not a On the contrary, the time histories of Figure 3 and
the zoomed Figure 4 show that a strong correlation 5 with thermal variations exists and the following analy-
sis will be mainly focused on temperature actions. complete (only 603 data missing on a total of 3776
measurements). The
measurement
campaigns
with
some data missing have simply not been considered in
the analysis and they are assumed not to alter the
results. This assumption is rather consistent because
data missing are not concentrated in the same period. Classification of block behavior (group 1 in
Figure 5) . Type 1 – positive correlation indices between sensors
in the same block and also with temperature that
plays the most important role in the structural . Type 1 – positive correlation indices between sensors
in the same block and also with temperature that
plays the most important role in the structural The analysis has been focused on the first 2 years of
measurements (Figure 2), because they are almost 6 START
Block
measurements
Temperature T
Correlation analysis
Classification of block behavior
Correlation
index with T
Type 1
Classical beam block
Type 2
Specific block (joint)
Reference block type 1
Expert
Analysis
Identification of:
-damage sensitive features
-service period for
statistical analysis
Which
type? Reference block type 2
Type 1
Relation with temperature
Type 2
Model
Sensitivity
parameters
Joint opening
Thermal strain
Filtering
Statistical analysis
Which
type? Type 1
Fourier analysis
Type 2
Reliability analysis
Damage detection
Second-order
strain
Linear regression
Threshold definition
Training
period
Expert
analysis
Residual error
Inside threshold? No damage
Damage detected
END
Occurrence
time
Location
> 0
< 0
Residual error
Yes
No
END
Validation of classification
Group 1
Group 2
Group 3
• STEP 3
• STEP 2
• STEP 1
Figure 5. Flow chart of the data processing steps. Figure 5. Flow chart of the data processing steps. and it is not a monolithic block (for example, block
type 2 of Figure 1). Six measuring blocks belong to
type 2 (specific blocks with joint). response (fair bending behavior, monolithic blocks
like blocks type 1 of Figure 1). Thirteen measuring
blocks belong to type 1 (classical beam blocks). . Type 2 – positive correlation indices between sensors
in the same block but negative correlation indices
with
temperature
(out-of-phase
behavior). The
temperature plays the most important role in the
structural response, but this block contains a joint For each class, the expert analysis has to identify the
measuring block to be used as reference by taking into
account the stability of the correlation index all over
the monitoring time. 7 7 A detailed explanation of this choice can be found in
Ref.40 At the generic time i, the strain is computed as: The analysis of the correlation index with time also
allows the identification of two subclasses of measuring
blocks: "i ¼ Li L0
L0
ð3Þ ð3Þ . Classification of block behavior (group 1 in
Figure 5) Sensors with
persistent measurement errors have been removed from
the analysis. It is useful to underline that the ratio of
malfunctioning
sensors
for
harbor
structures
is
generally included in the range 30–50%.37 Several
factors can explain this relatively large amount of
malfunctioning sensors: connection to the structure (elec-
trical continuity, waterproofness, etc.), malfunctioning of
the sensor itself, and global electrical continuity. . Types 1B and 2B – good correlation indices between
sensors in the same block for the first period, with
some observed variations during the monitoring
(gradual degradation in time or temporary transition
toward a new value). On the contrary, the correla-
tion indices with temperature seem stable in time
(positive or negative): the cause of the variations
could not be related to the temperature. The
mechanical behavior of these blocks is not governed
by temperature only. Seven measuring blocks have
been identified as type 1B or 2B. The second step of the analysis consists in defining
damage-sensitive features for measuring blocks of types
1 and 2 and it will be detailed in sections ‘Damage-
sensitive feature for blocks of type 1’ and ‘Damage-
sensitive feature for blocks of type 2.’ The identified
damage-sensitive features will be the sensitivity param-
eter and the joint opening, respectively, for measuring
blocks of types 1 and 2. Statistical analysis on the sensitivity parameter
(group 2 in Figure 5) As previously mentioned (section ‘Steps of the analy-
sis’), a reference situation is needed, as the data
processing is performed by means of statistical analysis
on data supposed as representative of the normal struc-
tural behavior under service life. Usually, the parame-
ters representative of structural behavior are extracted
by all sensor measurements during the training period
in which the structure is assumed to behave normally,
under the hypothesis of a spatial stationarity of the
random process representing the parameters under
investigation. In
this
application,
two
measuring
blocks during the whole monitoring period have been
considered as reference blocks to also consider poten-
tial differences due to the spatial distribution of mea-
suring blocks. For their regular trend with time,
measuring blocks C8 and B2 have been a priori
assumed to have a normal behavior during the whole
monitoring period. Classification of block behavior (group 1 in
Figure 5) Types 1A and 2A – good correlation indices between
sensors in the same block for the first period, with
some observed variations during the monitoring
(gradual degradation in time or temporary transition
toward a new value). The same variations also
appear in the correlation indices with temperature
(positive or negative); as a consequence, the temper-
ature still plays the most important role. Five
measuring blocks belong to type 1A or 2A. where Li is the current measured length of the sensor at
time i and L0 the initial length of sensors measurement
base, in this case equal to 10 m for all sensors. A unique
value of strain "i (called actual strain in the following)
has been used as representative of the global behavior of
each measuring block; it has been considered as the true
value of the axial strain and it is computed as the mean
value from strains of all sensors contained in that mea-
suring block at each measurement time. It has to be
reminded that a measuring block contains only three lon-
gitudinal sensors. A filter has been applied to data to cut
the temperature variations inducing strain variations
lower than sensor sensitivity (2 mm m1). Sensors with
persistent measurement errors have been removed from
the analysis. It is useful to underline that the ratio of
malfunctioning
sensors
for
harbor
structures
is
generally included in the range 30–50%.37 Several
factors can explain this relatively large amount of
malfunctioning sensors: connection to the structure (elec-
trical continuity, waterproofness, etc.), malfunctioning of
the sensor itself, and global electrical continuity. where Li is the current measured length of the sensor at
time i and L0 the initial length of sensors measurement
base, in this case equal to 10 m for all sensors. A unique
value of strain "i (called actual strain in the following)
has been used as representative of the global behavior of
each measuring block; it has been considered as the true
value of the axial strain and it is computed as the mean
value from strains of all sensors contained in that mea-
suring block at each measurement time. It has to be
reminded that a measuring block contains only three lon-
gitudinal sensors. A filter has been applied to data to cut
the temperature variations inducing strain variations
lower than sensor sensitivity (2 mm m1). Computation of the sensitivity parameter (group 2 in
Figure 5, left) Actual strain vs temperature for reference measuring
block of type 1 (C8). 0
5
10
15
20
25
30
−4
−2
0
2
4
6
8
10 x 10 −5
Temperature (°C)
Actual strain (–)
Measuring block C8
First period
Second period
Third period
Fourth period
Fifth period m
(
g
)
0
0.5
1
1.5
2
2.5
3
3.5
4
x 10−5
0
0.5
1
1.5
2
2.5
3
x 105
Sensitivity parameter
Density
C8 sensitivity data
Exponential
Extreme value
Figure 7. Probability density function of the sensitivity variable
for blocks of type 1. 0
5
10
15
20
25
30
−4
−2
0
2
4
6
8
10 x 10 −5
Temperature (°C)
Actual strain (–)
Measuring block C8
First period
Second period
Third period
Fourth period
Fifth period
Figure 6. Actual strain vs temperature for reference measuring
block of type 1 (C8). 0
0.5
1
1.5
2
x 10−5
0
0.5
1
1.5
2
2.5
3
3.5
4
x 105
Sensitivity parameter
Density
A7 sensitivity data
Exponential
Extreme value
Figure 9. Probability density function of the sensitivity variable
for blocks of type 2. 0
5
10
15
20
25
30
−5
−4
−3
−2
−1
0
1
2
3
4
5 x 10−5
Temperature (°C)
Actual strain (–)
Measuring block B2
First period
Second period
Third period
Fourth period
Fifth period
Figure 8. Actual strain vs temperature for reference measuring
block of type 2 (B2). 0
5
10
15
20
25
30
−5
−4
−3
−2
−1
0
1
2
3
4
5 x 10−5
Temperature (°C)
Actual strain (–)
Measuring block B2
First period
Second period
Third period
Fourth period
Fifth period
Figure 8. Actual strain vs temperature for reference measuring
block of type 2 (B2). 0
5
10
15
20
25
30
−5
−4
−3
−2
−1
0
1
2
3
4
5 x 10−5
Temperature (°C)
Actual strain (–)
Measuring block B2
First period
Second period
Third period
Fourth period
Fifth period Figure 6. Actual strain vs temperature for reference measuring
block of type 1 (C8). Figure 8. Actual strain vs temperature for reference measuring
block of type 2 (B2). Computation of the sensitivity parameter (group 2 in
Figure 5, left) Computation of the sensitivity parameter (group 2 in
Figure 5, left) The homogeneous dilatation of measuring blocks of
type 1 can be computed in terms of the sensitivity of
measured strain variations to temperature variations as
follows: s ¼ "
T
ð2Þ ð2Þ where " is the strain variation between two time
instants and T the mean temperature variation at
the same time instants. As the structural response is
time delayed due to its great thermal inertia, at each
time step, the current temperature has been computed
as the mean value on the last six temperature measure-
ments, corresponding to a period of 1 day and a half. The amount of available data from the reference
blocks is enough for performing a statistical analysis
of the time distribution of the sensitivity parameter
that is here considered as a random process indexed
by the space at the measurement time. The stationarity
of the random process with time has been verified by 8 having
mean
value
and
standard
deviation
3.07 mstrain C1 for blocks of type 1 (Figure 7). plotting the strain variation versus the temperature
variation for each seasonal period (summer–winter) of
the monitoring period; it can be observed that the strain
variations are not related to the observation period
(Figure 6). As a consequence, measurements from the
reference blocks allow us to conclude that the random
process is stationary with time. The sensitivity param-
eter has been further analyzed as a random variable of
a stationary process and its probability distribution has
been investigated. The estimated values of the sensitiv-
ity are well described by the exponential distribution The sensitivity parameter has been also computed
and plotted for measuring blocks of type 2 (Figure 8). The different data trend shown by blocks of type 1 and
blocks of type 2 confirms the trend observed in the
correlation indices: blocks of type 1 have a positive
correlation between strain and temperature, while for
blocks of type 2 the correlation is negative. Also for
blocks of type 2, the estimated values of the sensitivity
are well described by the exponential distribution
having
mean
value
and
standard
deviation
1.80 mstrain C1 (Figure 9). 0
5
10
15
20
25
30
−4
−2
0
2
4
6
8
10 x 10 −5
Temperature (°C)
Actual strain (–)
Measuring block C8
First period
Second period
Third period
Fourth period
Fifth period
Figure 6. Computation of the sensitivity parameter (group 2 in
Figure 5, left) 0
0.5
1
1.5
2
2.5
3
3.5
4
x 10−5
0
0.5
1
1.5
2
2.5
3
x 105
Sensitivity parameter
Density
C8 sensitivity data
Exponential
Extreme value 0
0.5
1
1.5
2
x 10−5
0
0.5
1
1.5
2
2.5
3
3.5
4
x 105
Sensitivity parameter
Density
A7 sensitivity data
Exponential
Extreme value Figure 9. Probability density function of the sensitivity variable
for blocks of type 2. Figure 7. Probability density function of the sensitivity variable
for blocks of type 1. 9 In a probabilistic framework, by considering the
confidence intervals of a random variable exponentially
distributed, the expected value of the sensitivity param-
eter for measuring blocks of type 1 is between
2.92 mstrain C1
(S lower
ð
Þ)
and
3.26 mstrain C1
(S upper
ð
Þ) with a probability of 99%. The sensitivity
parameter is considered to give a valid interpretation
of the mechanical behavior of the pier. Indeed, the
mean assessed value of the sensitivity
parameter
(between 2.9 and 3.3 mstrain C1) is coherent but
lower than the known dilatation coefficient in concrete
structures
(usually
varying
between
6
and
13 mstrain C1 depending on the relative humidity
and the aggregates). This is rightly related to the
boundary conditions of the monitored crown block
that is continuously supported by the lower blocks
and linked to them by means of distributed vertical
steel bars, so that it is not allowed to freely expand
with thermal variations. where S lower
ð
Þ and S upper
ð
Þ are, respectively, the lower
and the upper values of the sensitivity parameter asso-
ciated with a probability of 99%. Consequently, it is
possible to remove (filtering, Figure 5), from the strain
time histories (Equation (4)), the variations due to
temperature that sometimes can induce strong varia-
tions wrongly interpreted as anomalous behaviors. In this analysis, the estimated mean value of the sensi-
tivity parameter has been used: "secondorder ¼ " ~"thermal ¼ " ~S Ti T0
ð
Þ
ð7Þ ð7Þ Figures 10 and 11 show the total strain and the
second-order strain after removing thermal strain for
block C8 (reference measuring block) and for a generic
measuring block. The plots show that the second-order
strains are smoother than the total ones in particular
during the summer, when higher temperature variations
induce greater strains. Computation of the sensitivity parameter (group 2 in
Figure 5, left) However, the second-order
strains still have a cyclic and periodic behavior, probably
because of secondary nonlinear effects of thermal strains
with temperature variations. For their periodicity, the
obtained second-order strains can be well fitted by a
Fourier series, assessed by considering the data con-
tained in the first year of measurements. The Fourier
fitting, associated with its confidence intervals at 99%,
also allows the validation of the classification of blocks
behavior already performed with the correlation analysis
in section ‘Classification of block behavior’ (Figure 5). Furthermore,
the
Fourier
fitting
gives
a
clearer Characterization of thermal and second-order strains
(group 2 in Figure 5, left) When a change in temperature occurs, the thermo-elas-
tic strains can be written as: " ¼ "thermal þ "secondorder
ð4Þ ð4Þ where "thermal is the thermal strain in the linear the-
ory and "secondorder the residual strain due to non-linear
effects with the temperature and other mechanical
effects. The strain caused by a change in temperature
from T0 in the reference configuration (in this case
the
beginning
of
the
monitoring)
to
T
in
the
current configuration is called thermal strain and it
can be expressed by the linear relation: 30/11/1999
02/04/2000
05/08/2000
08/12/2000
12/04/2001
15/08/2001
18/12/2001
22/04/2002
–6
–4
–2
0
2
4
6
8
10× 10–5
Measuring block C8
Monitoring period
Actual strain (–)
Prediction bounds
Fourier
Second–order strain
Total strain
Figure 10. Second-order strain after removing thermal strain
and Fourier fitting (reference measuring block). Prediction
bounds are the confidence interval at 99%. 30/11/1999
02/04/2000
05/08/2000
08/12/2000
12/04/2001
15/08/2001
18/12/2001
22/04/2002
–6
–4
–2
0
2
4
6
8
10× 10–5
Measuring block C8
Monitoring period
Actual strain (–)
Prediction bounds
Fourier
Second–order strain
Total strain "thermal ¼ T T0
ð
Þ
ð5Þ ð5Þ where is here the computed sensitivity parameter. The probabilistic analysis on the sensitivity parame-
ter (section ‘Statistical analysis on the sensitivity
parameter’) allows the assessment of the range of
variation of the thermal strains for the monolithic
measuring blocks given by Equation (5). For each
time i: S lower
ð
Þ Ti T0
ð
Þ ¼ "thermal
lower
ð
Þ 5 "thermal 5 "thermal
upper
ð
Þ
¼ S upper
ð
Þ Ti T0
ð
Þ Figure 10. Second-order strain after removing thermal strain
and Fourier fitting (reference measuring block). Prediction
bounds are the confidence interval at 99%. ð6Þ ¼ S upper
ð
Þ Ti T0
ð
Þ 10 visualization of the strain deviations in time, in terms of
gradual degradation and/or instantaneous transition
toward a new trend (Figure 11). The distance between
the measured strains and their expected trend (and, in
particular, its progression in time) can allow us to under-
stand the possible causes of the strain deviation identi-
fied in measuring blocks of types 1A, 2A, 1B, and 2B. Figure 12 reports a block of type 2 in the reference
state (out-of-scale) that is used as a mechanical model
for the block behavior’s study. Characterization of thermal and second-order strains
(group 2 in Figure 5, left) L0 is the initial length of
the block between two measurement points, in this case,
10 m. The two monolithic blocks across the joint have
unknown length but the strain of the blocks of total
length l is supposed to be proportional to the strain
measured in the reference measuring block of type 1; l0
is the initial opening of the dilatation joint (unknown). Characterization of dilatation joints (group 2 in
Figure 5, right) Characterization of dilatation joints (group 2 in
Figure 5, right) For measuring blocks of type 2, another parameter able to
describe the mechanical behavior is the variation in the
joint opening lj under temperature variations. This
parameter can be estimated by knowing the strain mea-
sure in the block with joint (measj ðtype2Þ) and assuming that
the two integer blocks across the joint (block 2 on the right
of the joint and block 2 on the left of the joint, Figure 1)
have the same behavior of the blocks without joints. j
For each measurement session j: l ¼ "type 1 l
ð8Þ ð8Þ where "type 1 ¼ measj ðtype 1Þ
L0
and l ¼ L0 l0. From the
previous
relations,
and
knowing
that
L ¼ " type 2
ð
Þ L0, it is possible to obtain the variation
in the joint opening: 30/11/1999
02/04/2000
05/08/2000
08/12/2000
12/04/2001
15/08/2001
18/12/2001
22/04/2002
–5
0
5
10
15
× 10–5
Measuring block A6
Monitoring period
Actual strain (–)
Prediction bounds
Fourier
Second–order strain
Total strain
Figure 11. Second-order strain after removing thermal strain
and Fourier fitting (generic measuring block). Prediction bounds
are the confidence interval at 99%. 30/11/1999
02/04/2000
05/08/2000
08/12/2000
12/04/2001
15/08/2001
18/12/2001
22/04/2002
–5
0
5
10
15
× 10–5
Measuring block A6
Monitoring period
Actual strain (–)
Prediction bounds
Fourier
Second–order strain
Total strain ð9Þ lj ¼ measj ðtype 2Þ measj ðtype 1Þ þ l0 "type 1
ð9Þ where measj(type 2) is the current measurement (in mm)
in a generic block of type 2. The term related to the
initial opening of the joint can be neglected because
l l0 and the relation can be simplified: ð10Þ lj ffimeasj ðtype 2Þ measj ðtype 1Þ
ð10Þ Damage-sensitive feature for blocks
of type 2 Let us now consider an increase in temperature start-
ing from this initial configuration. The block of initial
length L0
will be subjected to a shortening L
(as observed from measurements of blocks of type 2),
while the monolithic blocks of total length l will
increase their length of l as a block of type 1. As a
consequence, the opening of the dilatation joint will
decrease of the quantity lj. These length variations
satisfy the relation L ¼ lj þ l . Reliability analysis The comparison of the computed joint opening varia-
tion for the six measuring blocks of type 2 is reported in
Figure 13. The plot shows that the joint opening trend
is the same for all the considered blocks during the first Figure 11. Second-order strain after removing thermal strain
and Fourier fitting (generic measuring block). Prediction bounds
are the confidence interval at 99%. Figure 11. Second-order strain after removing thermal strain
and Fourier fitting (generic measuring block). Prediction bounds
are the confidence interval at 99%. |*/n
L0
|0
|*/m
Figure 12. Scheme of a measuring block containing a joint in the initial configuration. The ratio of n and m satisfies the following
relation: 1/n + 1/m ¼ 1, and L0 ¼ l0 þ l . Figure 12. Scheme of a measuring block containing a joint in the initial configuration. The ratio of n and m satisfies the following
relation: 1/n + 1/m ¼ 1, and L0 ¼ l0 þ l . 11 30/11/1999
02/04/2000
05/08/2000
08/12/2000
12/04/2001
15/08/2001
18/12/2001
22/04/2002
25/08/2002
–3
–2.5
–2
–1.5
–1
–0.5
0
0.5
1
1.5
2
Monitoring period
Joint opening variation (mm)
Opening B2
Opening B1
Opening B3
Opening B4
Opening B6
Opening C5
Figure 13. Joint opening variation for blocks of type 2. Table 1. Failure probability due to insufficient dilatation joint
width Table 1. Failure probability due to insufficient dilatation joint
width
l0 ¼ 3 mm
l0 ¼ 2 mm
l0 ¼ 1 mm
Pf
<1010
8 109
1.70 101 Pf measured joint opening is lower than the initial joint
opening l0 can be computed from the fitted density
functions with the aim to obtain the failure probability
of
the
pier
due
to
an
inadequate
initial
joint
design (limit state). With reference to Figure 14, the
probability of failure can be computed as: Pf ¼ P lj 5 l0
¼ P lj 5 l0jwinter
P winter
ð
Þ
þ P lj 5 l0jsummer
P summer
ð
Þ
ð11Þ ð11Þ Figure 13. Joint opening variation for blocks of type 2. where the probability to have conditions like in winter
or summer is related to the number of measurements in
winter or summer in relation with the total number of
measurements. Table 1 reports an example of the
assessed failure probabilities related to different values
of the initial joint opening l0. Reliability analysis –1.5
–1
–0.5
0
0.5
1
0
0.2
0.4
0.6
0.8
1
1.2
1.4
PDF joint opening
f(x)
Opening variation
Histogram of frequency
Normal PDF summer
Normal PDFwinter
Figure 14. Probability density function of the joint opening
variation for blocks of type 2. Damage detection (group 3 in Figure 5) Different damage-sensitive features have been identified
from previous analysis: for measuring blocks of type 1,
second-order strains have been tested as sensitive
damage
features,
while
for
measuring
blocks
of
type 2, the joint opening has revealed to be a good
damage indicator. The second-order strains have been
used as they are not fully correlated to thermal varia-
tions and for this reason they are supposed to be more
damage-sensitive than the total strains. Figure 14. Probability density function of the joint opening
variation for blocks of type 2. g
Different damage detection algorithms have been
proposed in literature with similar data.41,42 In this
application, the linear regression analysis will be
presented and successfully applied to detect the insur-
gence of anomalous behaviors in some measuring
blocks. As regression analysis is a statistical tool for
the investigation of relationships between variables,43
it has been used to analyze the measuring block behav-
ior
along
the
pier. As
demonstrated
in sections
‘Statistical analysis on the sensitivity parameter’ and
‘Reliability analysis,’ the identified damage-sensitive
features have been considered as random variables of
a stationary process with time in reference blocks. The
spatial stationarity is here assumed and the damage-
sensitive features in generic measuring blocks during
the training period are considered as observations of
the same random variables identified for reference
blocks. monitoring period, with a divergence while increasing
the time. The statistical analysis of the time distribution
of the joint opening for the reference block B2 allows us
to conclude that the joint opening variation can be also
considered as a random variable of a stationary process
with time (section ‘Statistical analysis on the sensitivity
parameter’). In this case, the estimated joint width values are
well described by a bimodal distribution and a reliabil-
ity analysis on the joint width can be performed
(Figure 5). To this purpose, two samples of data have
been considered: the values registered during the
summer (left) and the ones measured during the
winter (right). The normal distribution is able to
describe the distribution of the two samples well. Figure 14 shows the probability density function for
measuring blocks of type 2. Damage detection (group 3 in Figure 5) The probability that the 12 30/11/1999
02/04/2000
05/08/2000
08/12/2000
12/04/2001
15/08/2001
18/12/2001
22/04/2002
25/08/2002
–5
0
5
Monitoring period
Actual strain
Time histories
Section B5
Section C8
–5
–4
–3
–2
–1
0
1
2
3
4
X 10
–5
–5
0
5
Actual strain C8
Actual strain B5
Sections B5 vs C8
Training period
Further measurements
Linear fitting and conf bnds (99%)
30/11/1999
02/04/2000
05/08/2000
08/12/2000
12/04/2001
15/08/2001
18/12/2001
22/04/2002
25/08/2002
0
1
2
3
4
Monitoring period
Residuals
Residuals estimated–measured B5
Training period
Further measurements
Threshold (99%)
× 10–5
× 10–5
× 10–5
Figure 15. Time histories of second-order strain, regression line, and residual associated to a training period of 1 year (measuring
block B5). Figure 15. Time histories of second-order strain, regression line, and residual associated to a training period of 1 year (measuring
block B5). The second subplot shows the relation between the two
measuring blocks strains and the regression line assessed
on the basis of a training period of 1 year, with the cor-
responding 99% confidence interval. The training period
measurements are in black points while measurements
after the training period are plotted in grey crosses. The
third subplot shows the time history of the residuals
(absolute value) between the measured second-order
strain of the block under investigation and the assessed
regression line, associated with the threshold correspond-
ing to the 99% confidence intervals. Also, in this subplot,
grey crosses represent the measurements after the training
period. Two anomalous overcoming phenomena of the
threshold in the residual time history can be observed
after the reference period, but both can be interpreted
as transitory occurrences because after that the residuals
get stable with time again. It can be concluded that in this
measuring block no significant variations have been
observed during the monitoring time. Measuring blocks of type 1 The relationship
between sensors is someway changed but no other
evolution in time is observed from the residual time
history; this is also confirmed by the trend of the
correlation index that reaches a new constant value
(starting from December 2001) after a transition
period
related
to
the
periodicity
of
the
mobile
window method. In this case, the detected phenome-
non can be interpreted as a transition toward a new
stable configuration, different from the initial one. This means that a new threshold and a new training
period based on the new trend should be defined for
further measurements. containing only a fixed number of last measurements has
been used. The original aspect of this method is that the
correlation index is computed only for a moving window
of constant size. This means that after each measurement
session, the correlation is calculated only with the mea-
surements inside a moving window of 1 year. The use of a
moving window has the advantages that it guarantees
stability of average values, ensures rapid damage identi-
fication, and reduces noise effects. Figures 16 and 17 show some examples of different
sensor
behaviors
during
the
monitoring
period. Figures 16 and 17 show some examples of different
sensor
behaviors
during
the
monitoring
period. 0
0.5
1
1.5
2
2.5
Residuals (–)
30/11/99
02/04/00
05/08/00
08/12/00
12/04/01
15/08/01
18/12/01
22/04/02
25/08/02
0
0.2
0.4
0.6
0.8
1
Correlation index C42–C82 (–)
Residuals estimated–measured C42
Monitoring period
× 10–4
Figure 16. Residual of second-order strains, threshold associ-
ated to a training period of 1 year (line in black), and correlation
index for sensors C42 and C82. Figure 17 illustrates a typical example of a progres-
sive phenomenon observed in sensor A62. Around
April 2001, the correlation index shows a decrease
and at the same time the residuals overcome the thresh-
old. Residuals remain over the limit for all the follow-
ing measurements, showing also a divergence with time,
and the correlation index does not reach a new stable
value. Also in this case, the periodic trend in the
correlation index is related to the mobile window
procedure. Figure 16. Residual of second-order strains, threshold associ-
ated to a training period of 1 year (line in black), and correlation
index for sensors C42 and C82. Measuring blocks of type 1 A regression analysis has been performed on the second-
order strain time histories by comparing the reference
measuring block C8 with the other measuring blocks of
type 1. The linear relationship between the reference
block and the block under investigation is assessed
during the reference period. The further observations
of this latter block are forecasted using the linear rela-
tion previously assessed. The difference between the
measured and the forecasted second-order strains (resid-
ual) gives some information on the persistency in time or
on possible variations of the initial relationship. A
threshold limit corresponding to a confidence interval
of 99% has been evaluated taking into account the stan-
dard deviation of the residuals computed during the
training period. Two different training periods have
been compared: the first one considers 6 months of mea-
surements and the second one contains the first year of
measurements. The analyses have demonstrated that a
training period containing at least the whole periodicity
of the parameter under study (in this case the yearly
cycle) is more reliable for damage detection purposes. The analysis has been deepened using also the infor-
mation
from
the
correlation
analysis
(section
‘Classification of block behavior’). In normal conditions,
the correlation index between sensors in the reference
measuring block C8 and sensors in a generic measuring
block of type 1 should be stationary with time under the
assumption of the spatial stationarity. However, when
damage or degradation occurs, correlations between sen-
sors can change. In order to follow the strains time evo-
lution more effectively, a window (a subset of time series) The plot in Figure 15 shows an example of damage
detection results using the second-order strains as
damage-sensitive parameter. The first subplot from the
top shows the time histories of the reference measuring
block (C8) and another generic block of type 1 under
investigation
(in
this
case
measuring
block
B5). 13 Plots superimpose the time histories of the residuals
computed from the previous linear regression analysis
(black points) and the correlation index between the
second-order strains of the same pair of sensors
(green line on the secondary y-axis). The time histo-
ries comparison should allow a better interpretation
of the spatial evolution phenomena interesting the
structure. Figure 16 reports the behavior of sensor
C42. The
decrease
in
correlation
index
after
September 2000 is also detected by the overcoming
of the threshold in the residuals. Measuring blocks of type 2 The same algorithm of linear regression analysis
described in the previous section has been applied to
the joint opening time histories of the reference
measuring block (B2) and of a generic block of type 2
under investigation. Also in this case, a training period
of 1 year has been considered. Figure 18 shows the
analysis performed for the measuring block B4 that
puts into evidence a degradation initiation and a grad-
ual progression of the detected event with time. The discussion on the complexity of data processing
has been carried on by means of available data from the
real long-term monitoring of a quay wall in the Port of
Genoa. This example wanted to put in evidence that an
optimal and unique algorithm cannot be proposed
depending on the variety of applications. A multi-
algorithm approach has been considered to be the
best tool for understanding the structural behavior
and for defining response features. This article empha-
sized the preliminary steps aimed at understanding the
mechanical response of such a structure under opera-
tional and environmental loads. It has been discussed
that
the
complex
interaction
with
environmental
temperature had to be taken into account too. This
initial phase helped to identify typical response features
that have been used for further analysis of damage
identification. Due to the huge amount of instrumented
blocks, in this application, the statistical analysis has
proved to be successful. The extracted response features
have
been
used
as
damage-sensitive
parameters. Measuring blocks of type 1 0
0.5
1
1.5
2
2.5 × 10–4
Residuals (–)
30/11/99
02/04/00
05/08/00
08/12/00
12/04/01
15/08/01
18/12/01
22/04/02
25/08/02
0
0.2
0.4
0.6
0.8
1
Correlation index A62–C82 (–)
Residuals estimated–measured A62
Monitoring period
Figure 17. Residual of second-order strains, threshold associated to a training period of 1 year (line in black), and correlation index
for sensors A62 and C82. Figure 17. Residual of second-order strains, threshold associated to a training period of 1 year (line in black), and correlation index
for sensors A62 and C82. 14 14 30/11/1999
02/04/2000
05/08/2000
08/12/2000
12/04/2001
15/08/2001
18/12/2001
22/04/2002
25/08/2002
–2
–1
0
1
Monitoring period
Joint opening (mm)
Time histories
Section B2
Section B4
–1.2
–1
–0.8
–0.6
–0.4
–0.2
0
0.2
0.4
0.6
–0.5
0
0.5
Joint opening B2 (mm)
Joint opening B4 (mm)
Sections B4 vs B2 (REF C8)
30/11/1999
02/04/2000
05/08/2000
08/12/2000
12/04/2001
15/08/2001
18/12/2001
22/04/2002
25/08/2002
0
0.1
0.2
0.3
0.4
Monitoring period
Residuals (mm)
Residuals estimated–measured B4
Training period
Further measurements
Linear fitting and conf bnds (99%)
Training period
Further measurements
Threshold (99%)
Figure 18. Time histories of joint opening, regression line, and residual associated to a training period of 1 year for a measuring
block presenting degradation (B4). Figure 18. Time histories of joint opening, regression line, and residual associated to a training period of 1 year for a measuring
block presenting degradation (B4). measurements, while the data obtained from real
cases often present large incompleteness, related to
system maintenance problems or malfunctioning due
to various causes. In addition, if the structure has not
a well-defined structural behavior and if possible vari-
ations in the structural behavior are expected to occur
as a result of complex interaction phenomena, special
algorithms and interpretation need to be applied. References 1. Mufti A. Guidelines for structural health monitoring,
design manual no. 2. Winnipeg, Manitoba. Canada:
ISIS, 2001. 17. Liu M, Frangopol DM and Kim S. Bridge system perfor-
mance assessment from structural health monitoring: a
case study. J Struct Eng 2009; 135(6): 733–742. 2. SAMCO. F09 report on bridge management, Final
Report 2006, 2006. 3. Polder RB, Alonso MC, Cleland DJ, et al. (eds) COST
534: New materials, systems, methods and concepts for
prestressed concrete structures, final report. TNO Delft:
COST Office, 2009, p.388. 18. Moyo P and Brownjohn JMW. Detection of anomalous
structural behaviour using wavelet analysis. Mech Syst
Sig Process 2002; 16(2–3): 429–445. 19. Sun Z and Chang CC. Structural damage assessment
based on wavelet packet transform. J Struct Eng, ASCE
2002; 128(10): 1354–1361. 4. Del Grosso A. Monitoring of infrastructure in the marine
environment
(Casciati
and
Magonnette
(eds)). In:
Proceedings
of
the
3rd
International
Workshop
on
Structural Control – Structural Control for Civil and
Infrastructure Engineering, Paris: World Scientific, 2000,
pp.107–117. 20. Han JG, Ren WX and Sun ZS. Wavelet packet based
damage identification of beam structures. Int J Solid
Struct 2005; 42: 6610–6627. 21. Guo J, Chen Y and Sun B. Experimental study of
structural damage identification based on WPT and
coupling. J Zhejiang Univ Sci [1009–3095] 2005; 6A(7):
663–669. 5. Gruber G, Winkler S and Pressl A. Continuous monitor-
ing in sewer networks an approach for quantification of
pollution loads from CSOs into surface water bodies. Water Sci Technol 2005; 52(12): 215–223. 22. Omenzetter
P,
Brownjohn
JMW
and
Moyo
P. Identification of unusual events in multi-channel bridge
monitoring data. Mech Sys Sig Process 2004; 18:
409–430. 6. Ya´ n˜ ez-Godoy H, Schoefs F, Nouy A and Lasne M. Reliability analysis of two in-service monitored pile-
supported
wharves
during
extreme
storm
loading
events. In: MEDACHS 08, 1st International Conference
on
Construction
Heritage
in
Coastal
and
Marine
Environments, Lisbon, January, 2008. 23. Farrar CR, Lieven NAJ and Bement MT. An introduc-
tion to damage prognosis, Chapter 1. In: Inman DJ,
Farrar CR, Lopes Jr V and Steffen Jr V (eds) Damage
prognosis: for aerospace, civil and mechanical systems, 1st
edn. New York: John Wiley & Sons, 2005, pp.1–12. 7. Morassi A and Vestroni F. Dynamic methods for damage
detection
in
structures. International
Centre
for
Mechanical Sciences, Udine: Springer, 2009, p.221. 24. Omenzetter P and Brownjohn JMW. Application of time
series analysis for bridge health monitoring. Conclusions This article aimed at giving a general procedure for
data interpretation from a continuous monitoring of
complex structures. This kind of monitoring system is
able to produce time-histories that have proved to be
very useful for the comprehension of the structural
behavior under complex interaction structure–environ-
ment. The interpretation of data from long-term static
monitoring
is
generally
faced
on
with
different
approaches, depending on the characteristics of the
applications:
model-based
interpretation,
statistical
system identification, and signal processing methods
for
the
recognition
of
typical
response
features. Some of the proposed techniques require the availabil-
ity of sufficiently long and complete time-series of 15 12. Law SS and Li J. Updating the reliability of a concrete
bridge structure based on condition assessment with
uncertainties. Eng Struct 2010; 32: 286–296. The damage detection procedure has been performed
using a training period during which the structure was
supposed to be undamaged. Different training periods
have been compared; results show that in real situations
associated with high thermal variations, at least 1 year
of monitoring is necessary before a damage detection
procedure can be successfully applied. By the way, for
harbor
infrastructures,
this
can
be
considered
a
common lifetime if the monitoring system is installed
during construction, because they undergo a long no
exploitation period after construction while performing
the secondary works of completion. 13. Moaveni B, Conte JP and Hemez FM. Uncertainty
and
sensitivity
analysis
of
damage
identification
results obtained using finite element model updating. Comput Aided Civ Infrastruct Eng 2009; 24(5): 320–334. 14. Morassi A. Identification of a crack in a rod based on
changes in a pair of natural frequencies. J Sound Vib
2001; 242: 577–596. 15. Caddemi S and Morassi A. Crack detection in elastic
beams by static measurements. Int J Solid Struct 2007;
44: 5301–5315. 16. Lanata F. Health monitoring of concrete bridges: model
simulations of prestressed beams under static environ-
mental
loading
based
on
experimental
data. In:
IABMAS2010,
MiniSymposia
on
Monitoring
and
Assessment
of
Bridges
using
Novel
Techniques,
Philadelphia, Pennsylvania, USA, July 2010. References Smart Mater
Struct 2006; 15: 129–138. 8. Catbas FN, Susoy M and Frangopol DM. Structural
health monitoring and reliability estimation: long span
truss bridge application with environmental monitoring
data. Eng Struct 2008; 30(9): 2347–2359. 25. Nair KK, Kiremidjan AS and Law KH. Time series
based damage detection and localization algorithm with
application to the ASCE benchmark structure. J Sound
Vib 2006; 291(1): 349–368. 9. Frangopol DM, Strauss A and Kim S. Use of monitoring
extreme data for the performance prediction of struc-
tures:
general
approach. Eng
Struct
2008;
30(12):
3644–3653. 26. Kraemer P and Fritzen CP. Sensor fault identification
using autoregressive models and the mutual information
concept. Key Eng Mater 2007; 347: 387–392. 10. Strauss A, Frangopol DM and Kim S. Use of monitoring
extreme data for the performance prediction of struc-
tures: Bayesian updating. Eng Struct 2008; 30(12):
3654–3666. 27. Wang Z and Ong KCG. Structural damage detection
using
autoregressive-model-incorporating
multivariate
exponentially weighted moving average control chart. Eng Struct 2009; 31(5): 1265–1275. 11. Liu M, Frangopol DM and Kim S. Bridge safety evalu-
ation based on monitored live load effects. J Bridge Eng
2009; 14(4): 257–269. 28. De Roeck G, Peeters B and Maeck J. Dynamic monitor-
ing of civil engineering structures. In: Computational 16 Methods for Shell and Spatial Structures, IASS-IACM,
Greece, 2000. 37. Ya´ n˜ ez-Godoy H, Schoefs F and Casari P. Statistical
analysis of the effects of building conditions on the initial
loadings of on-piles quays. Struct Health Monit 2008;
7(3): 245–263. 29. Nethal J. A review of robust regression and diagnostic
procedures in linear regression. Acta Math Appl Sin 2005;
21(2): 209–224. 38. Del Grosso A, Inaudi D and Lanata F. Strain and dis-
placement monitoring of a quay wall in the port of Genoa
by means of fibre optic sensors. In: 2nd European
Conference on Structural Control, Paris: LNPC Press,
3–6 July, 2000, 8 pp. 30. Andersen R. Modern methods for robust regression, Sage
University Paper Series on Quantitative Applications in
the Social Sciences, 07-152, 2008. 31. Tsuyoshi I, Spiros P and Michail V. Computing correla-
tion anomaly scores using stochastic nearest neighbors. Omaha, USA: ICDM, 2007. 39. Glisˇ icˇ B and Inaudi D. Fibre optic methods for structural
health monitoring. England: John Wiley & Sons, 2007,
p.262. 32. Deraemaeker A, Reynders E, De Roeck G and Kullaa J. Vibration-based
structural
health
monitoring
using
output-only measurements under changing environment. 43. Berk RA. Statistical learning from a regression perspec-
tive. New York: Springer-Verlag, 2008, p.358. References Mech Sys Sig Process 2008; 22: 34–56. 40. Lanata F. San Giorgio Pier data analysis: summary of
significant results – GeM internal report (GeM-ECS-
1006ins01)
–
June
2009,
Available
on-line:
http://
gem.ec-nantes.fr,
poˆ le
‘‘Structures
et
Couplages’’,
e´ quipe ‘‘Calcul des Structures’’, The` me 2, 2009, 17 pp. 33. Posenato D, Lanata F, Inaudi D and Smith IFC. Model-
free data interpretation for continuous monitoring of
complex structures. Adv Eng Inf 2008; 22(1): 135–144. 41. Lanata F. Damage detection algorithms for continuous
static monitoring of structures, PhD Thesis, University of
Genoa, 2005. 34. Berry
M
and
Linoff
G. Mastering
data
mining. New York: John Wiley & Sons, 2000. 35. Witten I and Eibe F. Data mining: practical machine
learning tools and techniques, 2nd ed. San Francisco:
Morgan Kaufmann, 2005. 42. Posenato D. Model-free data interpretation for continu-
ous monitoring of complex structures, PhD Thesis,
EPFL, n. 4481, 2009. 36. Del Grosso A, Lanata F, Brunetti G and Pieracci A. Structural
health
monitoring
of
harbour
piers. In:
SHMII-3 2007, Vancouver, November, 2007. 43. Berk RA. Statistical learning from a regression perspec-
tive. New York: Springer-Verlag, 2008, p.358. 17 17
|
https://openalex.org/W2768909027
|
https://dergipark.org.tr/en/download/article-file/373160
|
Turkish
| null |
Classification of Gene Samples Using Pair-Wise Support Vector Machines
|
Alphanumeric journal
| 2,017
|
cc-by
| 4,062
|
Engin Taş, Ph.D. * Assist. Prof, Department of Statistics, Faculty of Science and Literature, Afyon Kocatepe University, Afyonkarahisar, Turkey,
engintas@aku.edu.tr The main problem in the classification problems encountered with gene samples is that the dimension of the data
is high although the sample size is small. In such problems, the classifier to be used must be a classifier that allows
the processing of high dimensional data and extracts maximum information from a small number of samples at
hand. In this context, a classification methodology has been developed, which first transforms the problem of
binary or multiple classification into separate pair-wise classification problems. To this end, an online classifier has
been adapted to solve pair-wise binary classification problems. The resulting classifier performed better on most
of the real problems compared to other popular classifiers. AJ ID: 2017.05.02.STAT.03
DOI: 10.17093/alphanumeric.345115 AJ ID: 2017.05.02.STAT.03
DOI: 10.17093/alphanumeric.345115 Received: October 19, 2017
Accepted: November 13, 2017 Accepted: November 13, 2017 p
,
Published Online: November 29, 2017 p
Published Online: November 29, 2017 Available online at www.alphanumericjournal.com Available online at www.alphanumericjournal.com © 2013 -2017. Alphanumeric Journal
The Journal of Operations Research, Statistics, Econometrics and Management Information
Systems All rights reserved. alphanumeric journal p
j
The Journal of Operations Research, Statistics, Econometrics and
Management Information Systems
Volume 5, Issue 2, 2017 Received: October 19, 2017 Received: October 19, 2017
Accepted: November 13, 2017 ABSTRACT Tumor Classification, Pair-Wise Classification, Support Vector Machine, Kernel Methods 1. Giriş Kanser vakalarında kanserli tümörlerin hassas bir şekilde tespit edilmesi, zor olmasına
karşın başarılı bir tedavi süreci için çok değerlidir. Bilgisayar teknolojisindeki son
gelişmeler doğrultusunda elde edilen büyük boyutlu, yüksek verimli gen örneği
çıkarma yöntemleri ve buna uygun tutarlı istatistiksel metotlar kullanılarak,
biyomoleküler bilgi kanser tedavilerinde çok önemli bir konuma ulaşmıştır. Bu
çalışmalardaki temel problem, mikrodizi deneyleri sonucu elde edilen veri kümelerinin
binlerce gene ait örnekten oluştuğu için büyük boyutlu olması ve bunun yanında birkaç
düzine mikrodizi örneğinden oluşmasıdır. Başka bir ifadeyle, gözlem sayısından çok
daha fazla sayıda tahmin edici bağımsız değişken bulunmasıdır. Bu durum yeni
istatistiksel problemlerin doğmasına ve bu problemlerin çözümüne yönelik yeni
tekniklerin geliştirilmesine yol açmıştır. Mikrodizi verisine dayanarak kanserli hastaların tespit edilmesi problemi bir
istatistiksel sınıflandırma problemidir. Bu problemin çözümü için literatürde
diskriminant analizi, cezalandırılmış regresyon teknikleri ve en yakın komşu kuralı gibi
klasik parametrik olmayan yöntemlerden, yapay sinir ağları ve destek vektör
makineleri gibi modern yapay öğrenme tekniklerine kadar birçok yöntem bu
problemlerin çözümünde kullanılmıştır. Bu çalışmaları gözden geçirmek için (Dudoit,
Fridlyand, & Speed, 2003)'e bakılabilir. Bu çalışmada ise var olan yöntemlere alternatif
olarak istatistiksel sınıflandırma problemine farklı bir açıdan yaklaşan bir
sınıflandırma metodolojisi geliştirilmiştir. Şimdi ikili bir sınıflandırma problemini ele elalım. Elimizde belirli bir hastalığa ilişkin
sağlıklı ve hasta insanlara ait gözlemlerden oluşan bir veri kümesi olsun. Aynı sınıftan
gelen iki örnek arasında pozitif bir bağ, farklı sınıftan gelen iki örnek arasında negatif
bir bağ olduğu düşünülebilir. Bu şekilde ele aldığımız bu problem, insanların varlıkları
ve aynı sınıfa (sağlıklı/hasta) ait olup olmama bilgisinin de ilişkileri oluşturduğu bir ağ
şeklinde temsil edilebilir. Bu sayede ikili sınıflandırma problemi ile bir ağdaki bağ
tahmini arasında bir benzerlik kurulmuş olur. Diğer bir ifadeyle, ikili sınıflandırma
probleminde yeni bir örneğin ilgili sınıfa atanması problemi, bir ağa yeni eklenen bir
düğümün hangi düğümlerle bağlantı oluşturacağını tahmin etme problemi gibi
düşünülebilir. Bu yaklaşımı pratikte gerçekleştirebilmek için mevcut verinin farklı bir
şekilde temsil edilmesi gerekir. Örneğin, klasik sınıflandırma probleminde bir gözlem
sadece bir kişiye ait özelliklerden oluşan bağımsız değişkenler ve bu kişinin ait olduğu
sınıfı belirleyen ikili bir etiketten oluşurken, yeni yaklaşımda bir gözlem iki farklı kişiye
ait özelliklerden oluşan bağımsız değişkenlerden ve bu iki kişinin aynı sınıfa ait olup
olmadığını belirleyen bir etiketten oluşur. Destek Vektör Makinesi'nin (DVM) temel fikri, doğrusal olarak ayrılabilen veriler
üzerinden optimal bir ayırma hiperdüzlemi oluşturmaktır (Boser, Guyon, & Vapnik,
1992). Gen Örneklerinin Eşli Destek Vektör Makinesi ile Sınıflandırılması Gen örnekleriyle ilgili karşılaşılan sınıflandırma problemlerinde en büyük sorun az sayıda örnek elde edilmesine
karşın verinin büyük boyutlu olmasıdır. Bu tür problemlerde kullanılacak sınıflandırıcının büyük boyutlu verinin
işlenmesine olanak sağlayan ve eldeki az sayıda örnekten maksimum bilgiyi çıkaran bir sınıflandırıcı olması gerekir. Bu kapsamda, öncelikle ikili/çoklu sınıflandırma problemlerini ayrı ayrı eşli ikili sınıflandırma problemlerine çeviren
bir sınıflandırma metodolojisi geliştirilmiştir. Bunun için, çevrimiçi bir sınıflandırıcı eşli ikili sınıflandırma
problemlerini çözecek şekilde tekrar düzenlenmiştir. Oluşan sınıflandırıcı gerçek problemlerin çoğu üzerinde diğer
popüler sınıflandırıcılara göre oldukça iyi bir performans göstermiştir. ÖZ nahtar
elimeler:
Tümör Sınıflandırması, Eşli Sınıflandırma, Destek Vektör Makinesi, Çekirdek Yöntemler Tümör Sınıflandırması, Eşli Sınıflandırma, Destek Vektör Makinesi, Çekirdek Yöntemler Classification of Gene Samples Using Pair-Wise Support Vector Machines Taş 284 1. Giriş Aynı zamanda çekirdekleri ve yumuşak marj formülasyonlarını kullanarak
doğrusal olarak ayrılamayan verilerde geniş marjlı bir hiperdüzlemi de öğrenebilir. Bununla birlikte, DVM başlangıçta ikili sınıflandırma için tasarlanmıştır ve DVM'yi çok
sınıflı senaryoya genişletmek için iki ana yaklaşım vardır. Bir yaklaşım ikili algoritmayı
çok sınıfa genelleştirmektir (Weston & Watkins, 1999, Mayoraz & Alpaydin, 1999),
başka bir yaklaşım ise çok sınıflı sınıflandırma problemini bir dizi ikili problem haline
dönüştürmektir. En eski ve en yaygın kullanılan uygulamalardan biri, her biri her sınıfı Alphanumeric Journal
Volume 5, Issue 2, 2017 Gen Örneklerinin Eşli Destek Vektör Makinesi ile Sınıflandırılması Taş 285 diğerlerinden ayıran m ikili DVM sınıflandırıcılarını oluşturan, tümüne karşı tek
yaklaşımıdır (Dietterich & Bakiri, 1995). İ. DVM, i. sınıfın tüm örneklerini pozitif
etiketlerle ve diğer tüm örnekleri negatif etiketlerle ele alarak eğitilir. Eşli
sınıflandırma ise, iki sınıflı problemlerin her birinden elde edilen eşli karşılaştırmalar
göz önüne alınarak, çok sınıflı problemleri çözmek için alternatif bir tekniktir
(Friedman, 1996). Test kümesinden bir örnek sınıflandırılırken, en çok eşli
karşılaştırmayı kazanan sınıfa atanır. Bu çalışmada, çiftleri sınıflandırmada
kullanılmak üzere her bir sınıf için eşli bir DVM modeli oluşturduk. Burada aynı sınıftan
gelen iki yumurta pozitif bir çifti, farklı sınıftan gelen iki yumurta negatif bir çifti
oluşturur. Bu eşli DVM modeli, herhangi bir çiftin pozitif bir çift olup olmadığını
belirleyebilir. Diğer taraftan, eşli bir düzenlemede n örnek n^2 eşli örneğe karşılık gelir
ve büyük ölçekli bir veri kümesi ile birlikte bir destek vektör makinesinin eğitilmesi
çoğu durumda ciddi hesaplama maliyetleri getirir. Veriler toplu olarak işlendiğinde,
DVM'ler her adımda amaç fonksiyonun hesaplanmasını gerektirir, ve bu temel olarak
önceden tanımlanmış bir kayıp fonksiyonunun eğitilecek bir veri seti üzerinden
hesaplanmasını gerektirir. Gradyana dayalı yöntemler, amaç fonksiyonunun her bir
değerlendirmesinde sırasıyla gradyanı hesaplarken, Newton yöntemi ve eşlenik
gradyan
algoritması
gibi
standart
sayısal
optimizasyon
teknikleri,
amaç
fonksiyonunun ikinci dereceden bilgisine ihtiyaç duyar. Mevcut veri setleri gittikçe
büyüdükçe, bu tür klasik ikinci dereceden yöntemler neredeyse tüm durumlarda
uygulaması pratik değildir. Buna karşın, algılayıcı (perceptron) (Rosenblatt, 1958, Minsky & Papert, 1969) ve
varyantları (Freund & Schapire, 1999, Li & Long, 2002, Gentile, 2002, Anlauf & Biehl,
2007) gibi çevrimiçi gradyan tabanlı yöntemler , büyük ve tekrarlı veri kümelerinde
büyük bir avantaja sahiptir. 1. Giriş Aslında, basit çevrimiçi gradyan düşümü yöntemleri
(Bottou & LeCun, 2004, Shalev-Shwartz, Singer, & Srebro, 2007, Xu, 2011) genelde
sofistike ikinci derece toplu algoritmalardan daha iyi performans sergiler, çünkü
çevrimiçi yöntemlerin hesaplama gereksinimleri, eğitim verilerini tek tek örnekler veya
küçük alt örnekler şeklinde işledikleri için oldukça düşüktür. Dolayısıyla bu çalışma,
problemi farklı tanımlayarak ve buna uygun bir yöntemin seçimi ile ilgili iki temel fikre
dayanır. İlk olarak, herhangi bir ikili veya çok sınıflı sınıflandırma probleminin eşli
sınıflandırma problemine dönüştürülebileceğini biliyoruz. Bu, daha zengin bir veri
kümesinden öğrenmenin avantajını getirir ve eşli model, örneklerden öğrendiğimizden
daha fazlasını öğrenebilir. İkincil olarak, geleneksel öğrenme algoritmaları bu
kapsamda daha verimsiz hale geldiğinden ve bazı durumlarda uygulanamadığı için (ör. toplu yöntemler), çevrimiçi DVM algoritmasını örnek çiftlerle çalışacak şekilde
değiştirilmesini öneriyoruz. Bu yaklaşım, çiftleri tek tek işleme avantajını getirir ve
daha büyük boyutlara sahip büyük ölçekli verilerden kaynaklanan zorlukların
üstesinden gelir. 2. Gereç ve Yöntem 𝒳= (𝑥1, 𝑥2, . . . , 𝑥𝑚), ∀𝑥𝑖∈ℝ𝑛 şeklinde bir örnek kümemiz olsun. İki örneğin herhangi
bir kombinasyonu 𝑝= (𝑥𝑖, 𝑥𝑗) ∈𝒫⊆𝒳2 çifti olarak düşünülebilir. Bu çiftlerden oluşan
𝑇= {(𝑝, 𝑦𝑝): 𝑝∈𝒫} dizisini ℤ= 𝒫× {+1,−1} olasılık dağılımınına sahip bir kitleden
çekilmiş bir eğitim örneklemi olduğunu düşünelim. 𝑇'den gelen bir örnek, 𝑛-boyutlu
bir sütün vektörü çifti ve bu iki örneğin aynı sınıftan gelip gelmediğini belirleyen bir 𝑦𝑝
(+1, −1) etiketinden oluşan bir üçlüdür. Amaç eğitim örnekleminden uygun bir 𝑓: 𝒫→ Alphanumeric Journal
Volume 5, Issue 2, 2017 Classification of Gene Samples Using Pair-Wise Support Vector Machines Taş Taş 286 {+1,−1} fonksiyonunu öğrenmektir. Karar fonksiyonunun, 𝑓(𝑝) = ⟨𝑤, Φ(𝑝)⟩ şeklinde
temsil edildiği doğrusal durumu ele alalım, burada 𝑤∈ℝ𝑛 eğitim örneklemi 𝑇'ye
dayanarak tahmin edilmesi gereken parametre vektörüdür ve Φ ise çiftleri daha büyük
bir uzaya gönderen bir özellik fonksiyonudur. {+1,−1} fonksiyonunu öğrenmektir. Karar fonksiyonunun, 𝑓(𝑝) = ⟨𝑤, Φ(𝑝)⟩ şeklinde
temsil edildiği doğrusal durumu ele alalım, burada 𝑤∈ℝ𝑛 eğitim örneklemi 𝑇'ye
dayanarak tahmin edilmesi gereken parametre vektörüdür ve Φ ise çiftleri daha büyük
bir uzaya gönderen bir özellik fonksiyonudur. Optimal bir karar fonksiyonu ( en büyük marjine sahip optimal hiperdüzlem) özellik
uzayında aşağıdaki amaç fonksiyonunu minimize ederek bulunur (Schölkopf & Smola,
2001):
2
1
ˆ
1
min
0
n
i
i
i
i
i
w
i
i
i
y y p
w
C
with
(1) (1) (1) 𝜉= 𝜉1, 𝜉2, … , 𝜉𝑛 gevşek değişkenleri bazı çiftlerin marjinin yanlış tarafında yer almasına
izin verir. Düzeltme parametresi 𝐶'nin büyük değerleri için, ayrılamayan çiftlere büyük
bir ceza verilir ve daha fazla sayıda destek çifti oluşur. 𝐶'nin küçük değerleri bu cezanın
etkisini yumuşatır ve gürültülü problemlerde daha iy sonuçlar elde etmemizi sağlar
ama yetersiz uyuma sahip bir destek çifti modeli oluşturabilir. Bu konveks optimizasyon probleminin eşini (dual) maksimize etmek esas problemden
daha basit bir konveks kuadratik programlama problemidir. 2. Gereç ve Yöntem DVM çekirdek
genişlemesinin 𝛼𝑖 katsayıları aşağıdaki eş amaç fonksiyonunu
,
1
,
2
i
i
i
j
i
j
i
i j
W
y
K p p
(2) (2) tanımlayarak ve
0
max
min 0,
max 0,
i
i
i
i
i
i
i
i
i
A
B
with
A
Cy
B
Cy
(3) tanımlayarak ve tanımlayarak ve
0
max
min 0,
max 0,
i
i
i
i
i
i
i
i
i
A
B
with
A
Cy
B
Cy
(3) (3) DVM kuadratik programlama problemini çözerek bulunabilir. Orta büyüklükteki veri
kümelerinde bile eşli öğrenme gerçekleştirdiğimizde çok büyük sayıda örnek çiftlerini
işlememiz gerekir, bu nedenle etkin ve hızlı bir SVM sınıflandırıcısına ihtiyaç duyarız. Bu zorlukların üstesinden gelebilmek için çevrimiçi ve aktif öğrenme özellikleriyle
çekirdeklerle
çalışan
hızlı
bir
sınıflandırıcı
olan
LASVM
(http://leon.bottou.org/projects/lasvm) algoritması (Bordes, Ertekin, Weston, &
Bottou, 2005) kullanılmıştır. Çevrimiçi yapısından dolayı eşli öğrenme kapsamında bu
algoritma çeşitli avantajlara sahiptir. LASVM örnekleri tek tek işleyerek ve en çok
bilgilendirici olan destek vektörlerini açılımında tutarak hesaplama karmaşıklığı ve
maliyetiyle başa çıkabilir. Bu gerekli olan hesaplama miktarını ciddi anlamda düşürür. LASVM algoritmasının başka bir avantajı da seyrek veri kümelerinde kullanılmasına
uygun olmasıdır zira veri boyutunun büyük olduğu çoğu veri kümesinde örnekler
önemli derecede seyrek bir yapıya sahiptir yani örnek vektörünün bazı elemanları
değer almaz. LASVM bu problemi bu örneklere uygun hızlı seyrek vektör çarpımları
kullanarak bir avantaja dönüştürür. Bu sayede örneklerin ikili kombinasyonlarından
oluşan çiftler tek tek işlenerek daha zengin bir veri kümesinden öğrenmenin
avantajları değerlendirilmiş olur. LASVM ayrıca herhangi bir zamanda çekirdek Alphanumeric Journal
Volume 5, Issue 2, 2017 Gen Örneklerinin Eşli Destek Vektör Makinesi ile Sınıflandırılması Taş 287 açılımında toplanan vektörlerin çevrimiçi süreçte açılımdan çıkarıldığı bir destek
vektörü çıkarma adımına da sahiptir. Bu da o anda çekirdek açılımındaki etkinliğini
yitirmiş olan destek vektörlerinin temizlenmesi anlamına gelir. Bu sayede çekirdek
açılımı en etkin ve kompakt şekilde süreç boyunca korunmuş olur. LASVM algoritması
aynı zamanda sıralı minimal optimizasyon (SMO) (Platt, 1999) algoritmasıyla ilişkilidir
ve SVM kuadratik programlama probleminin çözümüne yakınsar. Diğer yandan, LASVM eşli öğrenme için uygun değildir. 2. Gereç ve Yöntem Çünkü, bu haliyle, çekirdek
belleği eşler için hesaplanan çekirdek değerlerini tutar ve bu da hem bellek kapasitesi
hem de hesaplama yükü olarak oldukça ciddi maliyetler oluşturur. Bu durum,
algoritmayı büyük veri kümeleri için elverişsiz hale getirir. Ayrıca eşler için çekirdek
değerlerini saklamak anlamsızdır, zira örnekler için çekirdek değerleri bir kez
hesaplandığında herhangi bir çift için çekirdek değerleri hesaplamak daha sonra
göreceğimiz üzere 3 basit aritmetik işlemden oluşur. Bu nedenle, bu çalışmada LASVM
algoritmasını eşli öğrenme durumunda çalıştırabilmek için algoritmanın yapısında
ciddi değişiklikler yapılmıştır. Oluşan algoritma eşli-LASVM olarak adlandırılmıştır. Bu
çalışmanın birinci ana katkısı, aşağıda maddeler halinde özetlenen, eşli-LASVM
algoritmasını oluşturabilmek için LASVM algoritmasında gerçekleştirilen temel
değişikliklerdir. Destek çiftlerinin indislerini ve karşılık gelen örneklerin indislerini tutmak için sırasıyla
𝑃 ve 𝑆 kümeleri tanımlanmıştır. Eşli-LASVM çekirdek açılımına bir çift eklediğinde
(işleme), çiftin indisi 𝑃 kümesine eklenir ve aynı zamanda bu çifti oluşturan iki örneğin
indisleri de 𝑆 kümesine eklenir. 𝑃 kümesi sadece çiftlerin indislerini tutmak için
kullanılır, herhangi bir çekirdek önbelleği kullanılmaz. Çekirdek değerleri sadece ilgili
çifti oluşturan örnekler için hesaplanır ve çekirdek önbelleğinde tutulur. Dolayısıyla, 𝑆
kümesiyle beraber örneklerin çekirdek değerlerini tutan bir çekirdek önbelleği kullanılır. LASVM algoritmasında bir örneği işlemek için gerekli olan tüm yordamlar, bir çifti
işleyecek şekilde yeniden düzenlenmiştir. Bu bir çift için ilgili gradyanın hesaplanması,
maksimum gradyana sahip 𝜏-bozan dörtlünün (iki çift tarafında oluşturulan)
belirlenmesi ve uygun adım yönlerinin belirlenmesini içerir. Yeniden işleme bazı çiftleri 𝑃'den çıkartır. Buna karşılık 𝑆 kümesinden bu çiftle ilgili
olarak iki örnek çıkartılır. Sonuç olarak sapma terimi 𝑏 ve 𝑃 kümesindeki en çok 𝜏-bozan
dörtlünün gradyanı 𝛿 değerlerinin tümü hesaplanır. LASVM öncelikle çekirdek açılımına en az bir çift ekleyerek sürece başlar ve daha sonra
o anki çekirdek açılımındaki var olan gereksiz destek çiftlerini arar. Çevrimiçi durumda
bu, 𝑡 anında yeni bir çifti işlemek için kullanılabilir. Çekirdek açılımında herhangi bir 𝑡
anında αi ≠0 katsayısına sahip çiftler destek çiftleri olarak tanımlanır. Destek
çiftlerine karşılık gelen çiftlerin indisleri 𝑃 kümesinde tutulurken, bu çiftlere karşılık
gelen örneklerin indisleri 𝑆 kümesinde tutulur. Eğer 𝑖∉𝑆 ise karşılık gelen 𝛼𝑖'lerin
değer almadığı varsayılır. Eşlerden öğrenme durumunda, eşli-LASVM'ın yapısı daha fazla önem arz eder, çünkü
(işleme) ve (yeniden işleme) adımları daha fazla bilgiye sahip eşleri elinde tutarken,
gerek duyulmayan önemini yitirmiş çiftleri de çekirdek açılımında çıkartarak bunlardan
kurtulur. Bu çiftlerin sayısının kuadratik olarak büyüdüğü eşli öğrenme durumunda en
kullanışlı durumdur. 2. Gereç ve Yöntem Diğer taraftan, çiftlerden bir model öğrenmek için, ortak bir
özellik alanında bir çifti temsil edecek ek bir yapı türüne ihtiyaç duyarız. Basilico & Classification of Gene Samples Using Pair-Wise Support Vector Machines Taş 288 Hofmann (2004) kullanıcı derecelendirmelerini ve öğe özelliklerini ortak bir öğrenme
mimarisinde birleştirmiş, farklı örnek çiftleri için uygun çekirdeklerin tasarımında iyi
örnekler vermiştir ve çekirdeklerin tek bir çekirdeğe birleştirilmesinin birkaç yolunu
göstermiştir. Birbirinden farklı özellik haritalarını basitçe birleştirmek için tensör
çarpımlarını kullanmışlardır. Oyama & Manning (2004) eşli sınıflandırıcıları öğrenmede
örnek çiftleri arasındaki özelliklerin kombinasyonlarını kullanmak için bir çekirdek
önermiştir. Bu kapsamda, Ben-Hur & Noble (2005) proteinler arasındaki bir çekirdeği
protein çiftleri arasındaki bir çekirdeğe çeviren tensör çarpım eşli çekirdeğini (TÇEÇ)
önermiştir. Vert, Qiu, & Noble (2007) biyolojik ağların yeniden inşası için metrik
öğrenme eşli çekirdeğini (MÖEÇ) geliştirmiştir. Kashima, Oyama, Yamanishi, & Tsuda,
2009) çevrimiçi öğrenme sürecini hızlandırmak için Kartezyen çekirdeğini kullanarak
bu genel çerçevenin özel bir durumunu önermiştir. Kartezyen çekirdek TÇEÇ ve MÖEÇ'
den daha seyrek bir yapıya sahiptir. Ayrıca çekirdek matrislerinin özdeğer analizine
dayanarak iki farklı eşli çekirdek için genelleştirme sınırları verilmiştir. Bu çalışmada, eşleri temsil etmek için TÇEÇ kullanılmıştır. 𝑝1 = (𝑥1,𝑥2) ve 𝑝2 = (𝑥3, 𝑥4)
şeklinde iki çift için TÇEÇ
1
2
3
4
1
3
2
4
1
4
2
3
,
,
,
,
,
,
,
TPPK
K
x x
x x
K x x
K x x
K x x
K x x
(4) (4)
şeklinde verilir. Bunun yanında örnekler arası RBF çekirdeği gibi bir çekirdek
kullanarak, TÇEÇ çekirdeği çiftler arasındaki herhangi bir ilişkiyi öğrenen, evrensel
olarak yaklaşan bir fonksiyonlar sınıfı H üretir. Bunun yanında, tüm denemelerimizde
MÖEÇ'nin de performansını değerlendirmemize rağmen TÇEÇ'den anlamlı bir farklılık
görülmemiştir. Bu nedenle, esas amaçtan uzaklaşmamak için uygulamada sadece
TÇEÇ kullanılmıştır. şeklinde verilir. Bunun yanında örnekler arası RBF çekirdeği gibi bir çekirdek
kullanarak, TÇEÇ çekirdeği çiftler arasındaki herhangi bir ilişkiyi öğrenen, evrensel
olarak yaklaşan bir fonksiyonlar sınıfı H üretir. Bunun yanında, tüm denemelerimizde
MÖEÇ'nin de performansını değerlendirmemize rağmen TÇEÇ'den anlamlı bir farklılık
görülmemiştir. Bu nedenle, esas amaçtan uzaklaşmamak için uygulamada sadece
TÇEÇ kullanılmıştır. 3. Sonuçlar Çalışmanın
uygulaması
Tablo
1'de
verilen
altı
farklı
problem
üzerinde
gerçekleştirilmiştir. Bu problemlerde temel özellik daha önce belirttiğimiz gibi
değişken sayısının çok fazla olması ama bunun yanında gözlem sayısının çok az
olmasıdır. Verilere uygulanan ön işlemlerden sonra, tüm gen örnekleri logaritma 10
tabanına dönüştürülmüş ve sıfır ortalamaya ve birim varyansa sahip olacak şekilde
standartlaştırılmıştır. Veri kümesi
Yayın
n
p
M
Bulgu
Lösemi
Golub vd. (1999)
72
3571
2
Lösemi'nin alt türleri
Kolon
Alon vd. (1999)
62
2000
2
Tümor/normal doku
Prostat
Singh vd.(2002)
102
6033
2
Tümor/normal doku
Lenfoma
Alizadeh vd. (2000)
62
4026
3
Lenfoma'nın alt türleri
SRBCT
Khan vd. (2001)
63
2308
4
Farklı tümör türleri
Beyin A
Pomeroy vd. (2002)
42
5597
5
Farklı tümör türleri
Tablo 1. Çalışmada kullanılan veri kümeleri ve özellikleri Tablo 1. Çalışmada kullanılan veri kümeleri ve özellikleri Gözlemlerin üçte ikisinden dengeli bir eğitim kümesi oluşturulmuştur. Eğitim kümesi
kullanılarak sınıflandırıcının ceza parametrelerinin ve çekirdek türünün belirlenmiştir. Tablo 2'de sınıflandırıcıların eğitimi aşamasında belirlenen en iyi ceza parametresi
değerleri ve çekirdek türleri verilmiştir. Daha sonra nihai sınıflandırıcının eğitimi
gerçekleştirilmiştir. Geriye kalan gözlemler test kümesi olarak kullanılmış ve bu
gözlemlerin hangi sınıfa ait olduğu tahmin edilmiştir. Gerçek sınıf ile tahmini sınıf Alphanumeric Journal
Volume 5, Issue 2, 2017 Gen Örneklerinin Eşli Destek Vektör Makinesi ile Sınıflandırılması Taş 289 üzerinde önerilen sınıflandırıcının yanlış sınıflandırma hatası hesaplanmıştır. Her bir
problem için toplamda 50 deneme gerçekleştirilmiş ve hata tahminlerinin ortalaması
Tablo 3'de verilmiştir. üzerinde önerilen sınıflandırıcının yanlış sınıflandırma hatası hesaplanmıştır. Her bir
problem için toplamda 50 deneme gerçekleştirilmiş ve hata tahminlerinin ortalaması
Tablo 3'de verilmiştir. Veri kümesi
Sınıf
C
Kernel
Lösemi
0
100
Doğrusal
1
100
Kolon
0
100
RBF
1
100
Prostat
0
10
Doğrusal
1
10
Lenfoma
0
10
Doğrusal
1
10
2
10
SRBCT
0
10
Doğrusal
1
10
2
10
3
10
Beyin
Tek model
1000
Doğrusal
Tablo 2. En iyi ceza parametresi değerleri ve çekirdek türleri problem için toplamda 50 d
Tablo 3'de verilmiştir. Veri kümesi
Sınıf
C
Kernel
Lösemi
0
100
Doğrusal
1
100
Kolon
0
100
RBF
1
100
Prostat
0
10
Doğrusal
1
10
Lenfoma
0
10
Doğrusal
1
10
2
10
SRBCT
0
10
Doğrusal
1
10
2
10
3
10
Beyin
Tek model
1000
Doğrusal
Tablo 2. En iyi ceza parametresi değerleri ve çekirdek türleri Yanlış sınıflandırma oranları karşılaştırıldığında, önerilen eşli-LASVM sınıflandırıcısının
6 veri kümesinin 4'ünde diğer sınıflandırıcılara göre daha iyi performans göstermiştir. Tablo 3. Eşli-LASVM sınıflandırıcısı ile 7 farklı sınıflandırıcının 6 farklı mikrodizi veri kümesi üzerindeki hata oranlarının ortalamaları blo 3. Eşli-LASVM sınıflandırıcısı ile 7 farklı sınıflandırıcının 6 farklı mikrodizi veri kümesi üzerindeki hata o 3. Sonuçlar Lenfoma ve SRBCT veri kümelerinde ise daha kötü bir hata oranına sahiptir. Bu iki veri
kümesinin ortak özelliği sınıflandırılacak sınıf sayısının diğer veri kümelerine göre daha
fazla olmasıdır. Bu nedenle pw-LASVM tarafından oluşturulan ikili sınıflandırma
problemi sayısı artar, m sınıflı bir sınıflandırma problemi için pw-LASVM m(m*1)/2
adet ikili SVM modeli oluşturur. Ayrıca, sınıflardaki örneklerin dengesiz dağılımı yine
önerilen algoritmanın performansını düşürmüş olabilir. Bu gibi problemlerde, bu
çalışmada önerilen yaklaşım çok da avantajlı olmayabilir. Diğer dört veri kümesinde ise
önerilen yaklaşımın diğer sınıflandırıcılara göre daha üstün performans sergilediği
açıktır. Lösemi
Kolon
Prostat
Lenfoma
SRBCT
Beyin
(%)
(%)
(%)
(%)
(%)
(%)
Eşli-LASVM
1.25
7.24
4.98
3.81
3.81
23.57
BagBoost
4.08
16.10
7.53
1.62
1.24
23.86
Boosting
5.67
19.14
8.71
6.29
6.19
27.57
RanFor
1.92
14.86
9.00
1.24
3.71
33.71
SVM
1.83
15.05
7.88
1.62
2.00
28.29
PAM
3.75
11.90
16.53
5.33
2.10
25.29
DLDA
2.92
12.86
14.18
2.19
2.19
28.57
k NN
3.83
16.38
10.59
1.52
1.43
29.71
Tablo 3. Eşli-LASVM sınıflandırıcısı ile 7 farklı sınıflandırıcının 6 farklı mikrodizi veri kümesi üzerindeki hata oranlarının ortalamaları Alphanumeric Journal
Volume 5, Issue 2, 2017 Alphanumeric Journal
Volume 5, Issue 2, 2017 Classification of Gene Samples Using Pair-Wise Support Vector Machines Taş 290 4. Tartışma Mikrodizi verisine dayanarak sınıflandırma problemlerinde temel amaç kanserli
tümörlerin erken bir aşamada büyük bir doğrulukla tespit edilmesi ve bunun
sonucunda ilgili tespite yönelik daha başarılı tedavilerin uygulanabilmesidir. Bu
kapsamda, bu tür sınıflandırma problemlerinde karşılaşılan temel problem örnek
sayısının az ama verini boyutunu büyük olmasıdır. Dolayısıyla büyük boyutlu gen
örnekleriyle çalışabilen ve elde edilen az sayıdaki örneğin içerdiği bilgiden olabildiğince
faydalanan sınıflandırma algoritmalarının geliştirilmesi gerekir. Bunun için, bu tür
problemlerde karşılaşılan ikili/çoklu sınıflandırma problemlerini etkin bir şekilde
yeniden düzenleyerek ikili eşli problemlere dönüştürüp daha başarılı bir şekilde
sınıflandıran bir sınıflandırma metodolojisi geliştirilmiştir. Bu yaklaşım eldeki veriyi eşli
hale dönüştürerek verinin genişletilmesine olanak sağlamıştır. Bu kapsamda, LASVM
algoritması eşli veri kümleriyle çalışacak şekilde yeniden geliştirilmiş ve oluşan
algoritma eşli-LASVM olarak adlandırılmıştır. Eşli-LASVM örnekleri çevrimiçi işleyerek
oldukça hızlı bir şekilde eşli-SVM modelini kurabilir. Önerilen yaklaşımın gen
örnekleriyle ilgili ikili/çoklu sınıflandırma problemlerinde oldukça başarılı bir
performans gösterdiği gerçek veri kümeleri kullanılarak gösterilmiştir. Kaynakça Anlauf, J.K., & Biehl, M. (1989). The adatron: an adaptive perceptron algorithm. EPL (Europhysics
Letters). 10(7): p. 687. Basilico, J., & Hofmann, T. (2004). Unifying collaborative and content-based filtering. In Proceedings
of the twenty-first international conference on Machine learning. p. 9. ACM. Ben-Hur,
A. &
Noble,
W.S. (2005). Kernel
methods
for
predicting
protein–protein
interactions. Bioinformatics, 21(suppl 1): pp.i38-i46. Bordes, A., Ertekin, S., Weston, J., & Bottou, L. (2005). Fast kernel classifiers with online and active
learning. Journal of Machine Learning Research. 6: pp.1579-1619. Boser, B.E., Guyon, I.M., & Vapnik, V.N. (1992). A training algorithm for optimal margin classifiers. In the Proceedings of the fifth annual workshop on Computational learning theory. pp: 144-
152. ACM. Bottou, L., & LeCun, Y. (2003). Large scale online learning. In NIPS. 30: p. 77. Dietterich, T., & Bakiri G. (1995). Solving multiclass learning problems via error correcting output
codes, Journal of Artificial Intelligence Research, 2: 263-286. Dudoit, S., Fridlyand, J., & Speed, T. (2002). Comparison of discrimination methods for the
classification of tumors using geneexpression data. J. Am. Stat. Assoc. 97: 77–87. Freund, Y., & Schapire, R.E. (1999). Large margin classification using the perceptron
algorithm. Machine learning. 37(3): pp.277-296. Friedman J. (1996). Another approach to polychotomous classifcation, Technical Report, Technical
report, Stanford University, Department of Statistics. Gentile, C. (2001). A new approximate maximal margin classification algorithm. Journal of Machine
Learning Research. 2: pp.213-242. Kashima, H., Oyama, S., Yamanishi, Y., & Tsuda, K. (2009). On pairwise kernels: An efficient
alternative and generalization analysis. In Pacific-Asia Conference on Knowledge Discovery
and Data Mining. pp. 1030-1037. Springer Berlin Heidelberg. Li, Y., & Long, P.M. (2002). The relaxed online maximum margin algorithm. Machine Learning. 46(1-
3): pp.361-387. Mayoraz, E., & Alpaydin E. (1999). Support vector machines for multi-class classification. In the
International Work-Conference on Artificial Neural Networks. Springer Berlin Heidelberg. Mayoraz, E., & Alpaydin E. (1999). Support vector machines for multi-class classification. In the
International Work-Conference on Artificial Neural Networks. Springer Berlin Heidelberg. Minsky, M., & Papert, S. (1969). Perceptrons. Minsky, M., & Papert, S. (1969). Perceptrons. Minsky, M., & Papert, S. (1969). Perceptrons. Gen Örneklerinin Eşli Destek Vektör Makinesi ile Sınıflandırılması Taş 291 Oyama, S., & Manning, C.D. (2004). Using feature conjunctions across examples for learning pairwise
classifiers. In European Conference on Machine Learning. pp. 322-333. Springer Berlin
Heidelberg. Platt, J.C. (1999). 12 fast training of support vector machines using sequential minimal
optimization. Advances in kernel methods. pp.185-208. Kaynakça Rosenblatt, F. (1958). The perceptron: A probabilistic model for information storage and
organization in the brain. Psychological review, 65(6): p. 386. Shalev-Shwartz, S., Singer, Y., & Srebro, N. (2007). Pegasos: Primal estimated sub-gradient solver
for svm. In Proceedings of the 24th international conference on Machine learning. pp. 807-
814. ACM. Schölkopf, B., & Smola, A.J. (2002). Learning with kernels: support vector machines, regularization,
optimization, and beyond. MIT press. Vert, J.P., Qiu, J., & Noble, W.S. (2007). A new pairwise kernel for biological network inference with
support vector machines. BMC bioinformatics, 8(10): p.S8. Weston, J., & Watkins, C. (1999). Support vector machines for multi-class pattern recognition. In ESANN. 99: pp. 219-224. Xu, W. (2011). Towards optimal one pass large scale learning with averaged stochastic gradient
descent. arXiv preprint arXiv:1107.2490. Alphanumeric Journal
Volume 5, Issue 2, 2017 Classification of Gene Samples Using Pair-Wise Support Vector Machines Taş Taş 292 Alphanumeric Journal
Volume 5, Issue 2, 2017
|
https://openalex.org/W2071470193
|
https://www.spiedigitallibrary.org/journals/journal-of-biomedical-optics/volume-18/issue-4/045002/Ion-induced-stacking-of-photosensitizer-molecules-can-remarkably-affect-the/10.1117/1.JBO.18.4.045002.pdf
|
English
| null |
Ion-induced stacking of photosensitizer molecules can remarkably affect the luminescence detection of singlet oxygen in<i>Candida albicans</i>cells
|
Journal of biomedical optics
| 2,013
|
cc-by
| 7,739
|
1
Introduction hence the site of 1O2 generation, fluorescence microscopy is
applied by exciting the respective PSs. Since the resolution
of light microscopy is limited, this procedure should fail with
small bacteria and fungus cells with a diameter of about 1 μm. The direct measurement of 1O2 luminescence at 1270 nm might
be an alternative candidate to elucidate the cellular action of 1O2
because the rise and decay time of 1O2 luminescence depend
critically on its adjacency.14,15 In addition, singlet oxygen lumi-
nescence can provide information about the photodynamic proc-
ess in bacteria during irradiation. The fast development of multiresistant patterns against antibiot-
ics of many species of bacteria has led to novel antibacterial
strategies like the antibacterial photodynamic therapy (aPDT).1,2
A lot of work has been done to develop molecular structures and
their derivatives that are able to generate reactive oxygen species
(ROS), which are the active agents for killing microorganisms.3–7 The search for photosensitizers (PSs) for aPDT has caused the
synthesis of various porphyrin molecules, which have been
investigated regarding their photophysics and antimicrobial
activity.4,8,9 Naturally occurring porphyrins can be found endog-
enously, e.g., the protoporphyrin IX that is in the prosthetic
group of the hemoglobin or the chlorophylls based on the chlo-
rine structure. Some endogenous porphyrins in bacteria are used
to treat acne, where Propionibacterium acnes is a causative of
the inflammatory processes.10 The porphyrin TMPyP has been
frequently used for cell staining in order to investigate genera-
tion and decay of 1O2.11–13 XF73 is a newly synthesized porphyrin molecule that already
showed a high potential in antimicrobial PDT against gram-neg-
ative and gram-positive bacteria.16,17 However, principal data are
lacking regarding its use in 1O2 detection in vitro. Thus, it is the
goal of the present study to investigate the photophysical proper-
ties of XF73 and its potential to monitor photodynamic action in
microorganisms. Exemplarily 1O2 luminescence detection was
analyzed in vitro in Candida albicans cells. The well-known
TMPyP was used for reference experiments. Different PSs are considered to localize in different compart-
ments or regions in the eukaryotic or prokaryotic cell due to their
number of positive charges and structure of the side chain. In
order to determine the subcellular localization of PS and Ion-induced stacking of photosensitizer molecules can
remarkably affect the luminescence detection of singlet
oxygen in Candida albicans cells Ariane Felgenträger, Fernanda Pereira Gonzales, Tim Maisch, and Wolfgang Bäumler
Regensburg University Hospital, Department of Dermatology, 93053 Regensburg, Germany Ariane Felgenträger, Fernanda Pereira Gonzales, Tim Maisch, and Wolfgang Bäumler
Regensburg University Hospital, Department of Dermatology, 93053 Regensburg, Germany Abstract. Singlet oxygen (1O2) is an important reactive intermediate in photodynamic reactions, particularly in
antimicrobial PDT (aPDT). The detection of 1O2 luminescence is frequently used to elucidate the role of 1O2
in various environments, particularly in microorganisms and human cells. When incubating the fungus,
Candida albicans, with porphyrins XF73 (5,15-bis-[4-(3-Trimethylammonio-propyloxy)-phenyl]-porphyrin) or
TMPyP (5,10,15,20-Tetrakis(1-methyl-4-pyridinio)-porphyrin tetra(p-toluenesulfonate)), the 1O2 luminescence sig-
nals were excellent for TMPyP. In case of XF73, the signals showed strange rise and decay times. Thus, 1O2 gen-
eration of XF73 was investigated and compared with TMPyP. Absorption spectroscopy of XF73 showed a change in
absorption cross section when there was a change in the concentration from 1 × 10−6 M to 1 × 10−3 M indicating
an aggregation process. The addition of phosphate buffered saline (PBS) substantially changed 1O2 luminescence in
XF73 solution. Detailed experiments provided evidence that the PBS constituents NaCl and KCl caused the change
of 1O2 luminescence. The results also indicate that Cl−ions may cause aggregation of XF73 molecules, which in
turn enhances self-quenching of 1O2 via photosensitizer molecules. These results show that some ions, e.g., those
present in cells in vitro or added by PBS, can considerably affect the detection and the interpretation of time-
resolved luminescence signals of 1O2, particularly in in vitro and in vivo. These effects should be considered
for any other photosensitizer used in photodynamic processes. © The Authors. Published by SPIE under a Creative Commons
Attribution 3.0 Unported License. Distribution or reproduction of this work in whole or in part requires full attribution of the original publication, including
its DOI. [DOI: 10.1117/1.JBO.18.4.045002] Keywords: porphyrin; photodynamic; singlet oxygen; luminescence; aggregation. Paper 12512RR received Aug. 10, 2012; revised manuscript received Feb. 7, 2013; accepted for publication Mar. 14, 2013; published
online Apr. 3, 2013. Keywords: porphyrin; photodynamic; singlet oxygen; luminescence; aggregation. R received Aug. 10, 2012; revised manuscript received Feb. 7, 2013; accepted for publication Mar. 14, 2013; published
2013. Ion-induced stacking of photosensitizer
molecules can remarkably affect the
luminescence detection of singlet oxygen
in Candida albicans cells Ariane Felgenträger
Fernanda Pereira Gonzales
Tim Maisch
Wolfgang Bäumler Journal of Biomedical Optics 18(4), 045002 (April 2013) Address all correspondence to: Ariane Felgenträger, Regensburg University
Hospital, Department of Dermatology, Franz-Josef-Strauss-Allee 11, 93053
Regensburg, Germany. Tel: 0049‐941‐944‐9650; Fax: 0049‐941‐944‐8943; E-
mail: ariane.felgentraeger@klinik.uni-regensburg.de Address all correspondence to: Ariane Felgenträger, Regensburg University
Hospital, Department of Dermatology, Franz-Josef-Strauss-Allee 11, 93053
Regensburg, Germany. Tel: 0049‐941‐944‐9650; Fax: 0049‐941‐944‐8943; E-
mail: ariane.felgentraeger@klinik.uni-regensburg.de 2.1
Chemicals Thecationicdiporphyrin-based5,15-bis-[4-(3-Trimethylammonio-
propyloxy)-phenyl]-porphyrin (also referred to herein as XF73)
with a molar mass of M ¼ 765.81 g∕mol, including the counter
ion, was synthesized by Xiangdong Feng (Solvias Company, 045002-1 April 2013 • Vol. 18(4) Journal of Biomedical Optics Felgenträger et al.: Ion-induced stacking of photosensitizer molecules can remarkably affect the luminescence detection. . . Felgenträger et al.: Ion-induced stacking of photosensitizer molecules can remarkably affect the luminescence detection. . . Basel, Switzerland) and kindly provided by Destiny Pharma
Ltd. (Brighton, United Kingdom). Basel, Switzerland) and kindly provided by Destiny Pharma
Ltd. (Brighton, United Kingdom). where c the concentration of PS, l the length of light path
through the solution, T the transmission in percentage, and
NA the Avogadro constant. The
5,10,15,20-Tetrakis(1-methyl-4-pyridinio)-porphyrin
tetra(p-toluenesulfonate) (also referred to herein as TMPyP)
with a molar mass of M ¼ 1363.63 g∕mol, purity 97%, NaN3
sodium azide, Mannitol, NaCl, KCl, Na2HPO4, KH2PO4, and
D2O have been purchased by Sigma Aldrich (Taufkirchen,
Germany), and were used as received. The photosensitizers
(PSs) were dissolved in bi-distilled water at a stock concentra-
tion of 1 mM and stored at 4°C until use. Figure 1(a) shows the
chemical structure of XF73 and TMPyP. 2.3
Photostability The PSs were irradiated with an incoherent broadband lamp
(UV236; emission λ ¼ 380 to 480 nm) provided by Waldmann
Medizintechnik
(Villingen-Schwenningen,
Germany). The
maximal light intensity was 15.2 mW cm−2 at the level of the
irradiated samples. The samples were irradiated for either
15 min (13.7 J cm−2) or 60 min (54.8 J cm−2). The emitted
spectrum of the light source was recorded with a spectrometer
(270 M, Jobin Yvon, Longjumeau, France) with 300 grid lines/
mm and a spectral resolution of approximately 0.4 nm
[Fig. 1(b)]. The detection range was 350 to 650 nm. The
recorded spectral data were corrected regarding the spectral sen-
sitivity of the spectrometer. The emission spectrum of the
Waldmann UV lamp was normalized to its maximum between
400 and 450 nm. Phosphate-buffered saline (PBS; PAA Laboratories GmbH,
Pasching, Austria) at pH 7.4 has been used for aggregation
experiments and contains NaCl (0.14 M), KCl (2.7 × 10−3 M),
Na2HPO4 (1.0 × 10−2 M), and KH2PO4 (1.8 × 10−3 M). For
the NMR spectroscopy, a parent solution of the PSs dissolved
in D2O was made and a PBS solution for dilution containing
D2O has been prepared by adding NaCl, KCl, Na2HPO4, and
KH2PO4 with the accordant concentrations. 2.4
Cell Experiments Absorption spectra were recorded at room temperature with a
spectrophotometer (DU640, Beckman Instruments GmbH,
Munich, Germany) in a concentration range of 1 × 10−6 M to
2 × 10−3 M. The percentaged transmission has been measured
and the absorption cross-section σðcm2Þ was calculated accord-
ing to Eq. (1): The C. albicans strain ATCC-MYA-273 was used for the experi-
ments. The planktonic cells of C. albicans were diluted to a
number of 106. For the incubation of C. albicans, the PSs
stock solution has been diluted with H2O. The cells were incu-
bated with a PS concentration of 10−4 M in the dark for 15 min
in H2O plus 50% PBS in falcons at slow rotation. The cells were
rinsed twice with PBS to remove the not included or nonadher-
ent PSs and afterward dissolved in pure H2O. For the singlet
oxygen luminescence experiments, the planktonic cells were
excited with a frequency doubled Nd:YAG-Laser (Photon-
Energy, Ottensoos, Germany). σ ¼ −lnðT∕100Þ
c · l · NA
;
(1) σ ¼ −lnðT∕100Þ
c · l · NA
;
(1)
Fig. 1 (a) Chemical structures of the porphyrins XF73 and TMPyP. (b) Normalized emission spectrum of the Waldmann-UV236 lamp. Absorption spectrum of XF73 and TMPyP with a concentration of
10−5 M each. (1) 2.5
Fluorescence Spectrophotometer The localization of XF73 in C. albicans was examined by
fluorescence microscopy (Zeiss Vario-AxioTech, Goettingen,
Germany) with an appropriate dual-band filter set for excitation
and emission (Omega Optical, Brattleboro, Vermont) and a
63× magnification. Planktonic C. albicans were incubated 2 h
with 10−4 M XF73 in PBS and were rinsed twice with PBS. 2.6
Singlet Oxygen Luminescence and Quantum
Yield of 1O2 Formation (ΦΔ) IðtÞ ¼
C
tR−1 −tD−1
exp
−t
tD
−exp
−t
tR
;
(2) (2) ð
Þ
On one hand, XF73 molecules were possibly localized at
subcellular sites, where high quencher concentrations or low
oxygen concentration affected the rise and decay of 1O2 lumi-
nescence. On the other hand, the photophysical properties of
XF73 could have been altered after the uptake of C. albicans
cells. It is known for many porphyrin species that PS molecules
can show stacking to J- (edge-to-edge) and H-aggregates (face-
to-face) under certain conditions.22,23 Aggregation of porphyrin
derivatives is influenced by concentration of inorganic salts, the
polarity of the solvents, or the side chains of the porphyrins,24–26
whereas
the
results
are
still
controversially
discussed. Aggregation of PSs like TMPyP should not occur for concen-
trations of less than 10−4 M.27–30 An overview of the discussions
related to the aggregation of TMPyP is given by Vergeldt et al.,
who described adsorption onto surfaces or aggregation effects
due to the impurity of the solvent.31 On one hand, XF73 molecules were possibly localized at
subcellular sites, where high quencher concentrations or low
oxygen concentration affected the rise and decay of 1O2 lumi-
nescence. On the other hand, the photophysical properties of
XF73 could have been altered after the uptake of C. albicans
cells. It is known for many porphyrin species that PS molecules
can show stacking to J- (edge-to-edge) and H-aggregates (face-
to-face) under certain conditions.22,23 Aggregation of porphyrin
derivatives is influenced by concentration of inorganic salts, the
polarity of the solvents, or the side chains of the porphyrins,24–26 where C ¼ ½T1t¼0 kT1Δ ½3O2 was used to fit the singlet oxygen
luminescence signal, describing the deactivation of the excited
triplet state T1 of the photosensitizer by oxygen in its ground
state (3O2).20 tR and tD are the rise and decay times, which
is the excited triplet state decay time τT1 of the photosensitizer
and the decay time of singlet oxygen τΔ. The attribution of τT1
and τΔ depends on the oxygen concentration in the system; at
high oxygen concentrations, usually the decay time τD of the
signal describes the decay time of singlet oxygen τΔ. In
order to determine the rise and decay times, the Levenberg-
Marquardt-algorithm
of
Mathematica
(Wolfram
Research,
Champaign) was used. 2.6
Singlet Oxygen Luminescence and Quantum
Yield of 1O2 Formation (ΦΔ) 2.6
Singlet Oxygen Luminescence and Quantum
Yield of 1O2 Formation (ΦΔ) 2.6
Singlet Oxygen Luminescence and Quantum
Yield of 1O2 Formation (ΦΔ) Solutions with PSs were filled in a cuvette (QS-101, Hellma
Optik, Jena, Germany) and solutions of the planktonic cell sus-
pension were investigated in acrylic cuvettes (SARSTEDT,
Nümbrecht, Germany), both during magnetic stirring. The
PSs were excited with a frequency doubled Nd:YAG-laser
(PhotonEnergy, Ottensoos, Germany) with a wavelength λ ¼
532 nm, power output P ¼ 50 mW, frequency of f ¼ 2 kHz,
and therefore, energy per pulse of E ¼ 2.5 × 10−5 J. Every sam-
ple was irradiated with 40,000 pulses. The C. albicans plank-
tonic cells were excited with a frequency doubled Nd:YAG-
laser (PhotonEnergy, Ottensoos, Germany) with a wavelength
λ ¼ 532 nm, power output P ¼ 60 mW, frequency of f ¼
5 kHz, and therefore, energy per pulse of E ¼ 1.2 × 10−5 J. Every sample was irradiated with 100,000 pulses. Fig. 1 (a) Chemical structures of the porphyrins XF73 and TMPyP. (b) Normalized emission spectrum of the Waldmann-UV236 lamp. Absorption spectrum of XF73 and TMPyP with a concentration of
10−5 M each. Direct detection as described in previous papers18–20 was
done by time resolved measurements at 1270 nm (30 nm full
width half maximum filter) in near-backward direction with April 2013 • Vol. 18(4) Journal of Biomedical Optics 045002-2 Journal of Biomedical Optics Felgenträger et al.: Ion-induced stacking of photosensitizer molecules can remarkably affect the luminescence detection. . . respect to the exciting beam using an infrared-sensitive photo-
multiplier
(R5509-42,
Hamamatsu
Photonics
Deutschland
GmbH, Herrsching, Germany) with using an additional 950 nm
cut-off-filter. The luminescence intensity is given by cells produced a clear 1O2 luminescence signal with a rise
time of tR ¼ ð1.77 0.2Þ μs and a decay time of tD ¼ ð6.74
0.7Þ μs [Fig. 2(a)]. In contrast to that, XF73 in C. albicans pro-
duced completely different 1O2 luminescence signals showing
no or a very short rise time, whereas the signal decayed in a
multiexponentially manner. When starting the fit at 2 μs, the
decay time was tD ¼ ð5.33 0.5Þ μs [Fig. 2(b)]. 3.1
Absorption Spectroscopy in Aqueous PS Solution Changes in the π-electron-system of porphyrin molecules can
lead to the change of absorption cross-section σ and hence
may affect 1O2 generation. TMPyP showed a constant absorp-
tion cross-section in the range from 10−6 to 10−3 M (data not
shown). In contrast to TMPyP, the absorption spectrum of XF73
in pure H2O clearly depended on XF73 concentration. The
absorption cross-section decreased with increasing XF73 con-
centration from 10−5 to 2 · 10−3 M and the absorption maxi-
mum (Soret band) shifted to shorter wavelengths (∼7 nm)
[Fig. 3(a)]. Both
effects
indicate
aggregation
of
XF73
molecules. 2.6
Singlet Oxygen Luminescence and Quantum
Yield of 1O2 Formation (ΦΔ) The luminescence signal was spectrally
resolved using interference filters in front of the photomultiplier
tube at wavelengths ranging from 1150 to 1400 nm or a mono-
chromator (Horiba, Yobin Yvon Inc., USA) from 1200 to
1350 nm at 10 nm regular steps (XF73 in pure H2O). The values
show the integrated luminescence signals detected at a certain
wavelength and are normalized to the maximal value. A
Lorentz-shaped curve has been fitted through the measurement
points, with the maximum at λ ¼ 1270 nm, referring to the
maximal value in H2O. Stacking of porphyrin molecules could occur at high photo-
sensitizer concentrations or could be mediated by inorganic
salts, which were particularly added with PBS to cells. Photosensitizer stacking may change the rate and rate constants
for XF73 molecules and thereby affect the generation and decay
of 1O2, which could be detected by time resolved detection of its
luminescence. For the determination of ΦΔ of XF73 in H2O, it is compared
with the ΦΔ of TMPyP, which is reported in literature being
0.7421 and 0.77 0.0412 in aqueous solution. Therefore, five
probes of each PS of different concentrations (between 30%
and 70% absorption at a wavelength of λ ¼ 532 nm) are irradi-
ated and the emitted 1O2-photons are determined with the inte-
gral over the luminescence curve, given with the fit routine
mentioned. 3.1
Absorption Spectroscopy in Aqueous PS Solution 3.3
Photostability Also, the photostability and hence the change of absorption
spectrum during irradiation may affect
1O2 luminescence. Therefore, the photostability of XF73 in solution containing
PBS was investigated when illuminating the samples up to
54.8 J cm−2. No changes in the absorption spectrum of TMPyP were
noticed within irradiation time of upto 60 min (data not
shown). The XF73 in H2O and in 50% PBS þ H2O showed
a decrease in absorption that was mainly detected in the spectral
range of the Soret band (Fig. 4). Obviously, the presence of PBS, In the presence of Na2HPO4 or KH2PO4, the absorption
cross-section showed no wavelength shift or new absorption
maxima within given experimental accuracy (2 nm) when
compared with pure H2O. The maximum value of absorption
cross-section at (402 2) nm decreased from σmax ¼ 0.71×
10−15 cm2 (pure H2O) to σ ¼ 0.41 × 10−15 cm2 or σ ¼ 0.48 ×
10−15 cm2 when Na2HPO4 or KH2PO4 was added, respectively. When adding PBS, σmax decreased from 0.71 × 10−15 cm2 to
0.25 × 10−15 cm2 and shifted to longer wavelengths (red shift)
of 24 2 nm. In the presence of Na2HPO4 or KH2PO4, the absorption
cross-section showed no wavelength shift or new absorption
maxima within given experimental accuracy (2 nm) when
compared with pure H2O. The maximum value of absorption
cross-section at (402 2) nm decreased from σmax ¼ 0.71×
10−15 cm2 (pure H2O) to σ ¼ 0.41 × 10−15 cm2 or σ ¼ 0.48 ×
10−15 cm2 when Na2HPO4 or KH2PO4 was added, respectively. Fig. 4 Photostability measurements with XF73 show a decrease of the
absorption cross section with the time of illumination and therefore the
applied energy. The light source was the Waldmann-UV236 lamp with
an applied energy dose of 13.7 or 54.7 J cm−2, respectively. XF73 with a
concentration of 10−5 M has been investigated in pure H2O and in PBS
(50% in H2O). 2
4
2
4
p
y
When adding PBS, σmax decreased from 0.71 × 10−15 cm2 to
0.25 × 10−15 cm2 and shifted to longer wavelengths (red shift)
of 24 2 nm. When adding NaCl or KCl to XF73 solution, σmax decreased
to 0.25 × 10−15 cm2 for each. In addition, σmax shifted to the red
by about 25 3 nm. 3
Results and Discussion 3.2
Absorption Spectroscopy in Aqueous XF73
Solution with PBS or PBS Constituents 3.2
Absorption Spectroscopy in Aqueous XF73
Solution with PBS or PBS Constituents effect needs several hours to develop. No light scattering effect
in solutions was detectable by checking the absorption spectrum
at shorter wavelengths. The PBS and cytosol of living cells contain various ions like
Kþ, Naþ, Cl−, HCO3−, Mg2þ, Ca2þ, and HPO42−. As a first
approximation to cellular environment, XF73 was dissolved
in PBS solution. As XF73 was not easily soluble in PBS, the
maximum concentration of PBS was 50% in H2O. Absorption
spectra of XF73 (2 × 10−5 M) were recorded in pure H2O, in
50% H2O plus 50% PBS, and in 100% H2O adding single con-
stituents of PBS such as KCl, NaCl, NaH2PO4, or KH2PO4,
0.1 M each [Fig. 3(b)]. The PBS and cytosol of living cells contain various ions like
Kþ, Naþ, Cl−, HCO3−, Mg2þ, Ca2þ, and HPO42−. As a first
approximation to cellular environment, XF73 was dissolved
in PBS solution. As XF73 was not easily soluble in PBS, the
maximum concentration of PBS was 50% in H2O. Absorption
spectra of XF73 (2 × 10−5 M) were recorded in pure H2O, in
50% H2O plus 50% PBS, and in 100% H2O adding single con-
stituents of PBS such as KCl, NaCl, NaH2PO4, or KH2PO4,
0.1 M each [Fig. 3(b)]. Journal of Biomedical Optics 3
Results and Discussion As a first experiment, cells of C. albicans were incubated with
XF73 or TMPyP for 15 min using a concentration of 100 μM. The cells were washed twice, suspended in H2O solution, and
subsequently excited with the laser at 532 nm. TMPyP in the Fig. 2 Singlet oxygen luminescence signal of planktonic solution of C. albicans cells incubated with 10−4 M of TMPyP (a) and XF73 (b) for 15 min in the
dark. The cells were washed and are surrounded by pure H2O with a cell concentration of 106 cells per mL. Fig. 2 Singlet oxygen luminescence signal of planktonic solution of C. albicans cells incubated with 10−4 M of TMPyP (a) and XF73 (b) for 15 min in the
dark. The cells were washed and are surrounded by pure H2O with a cell concentration of 106 cells per mL. Journal of Biomedical Optics
045002-3
April 2013 • Vol. 18(4) 045002-3
April 2013 • Vol. 18(4) Journal of Biomedical Optics
045002-3 045002-3 April 2013 • Vol. 18(4) April 2013 • Vol. 18(4) Journal of Biomedical Optics Felgenträger et al.: Ion-induced stacking of photosensitizer molecules can remarkably affect the luminescence detection. . . Fig. 3 (a) Absorption spectrum of XF73 with increasing PS concentration. A blue-shift of the absorption maxima of 7 nm was detected when increasing
the concentration from 10−5 to 10−3 M. (b) Comparison of the influence of the single components of PBS on the absorption spectrum of XF73. A PS
concentration of 2 × 10−5 M has been used and NaCl, KCl, KH2PO4, and Na2HPO4 had each a concentration of 0.1 M. The table shows the wave-
lengths λmax of the absorption maximum and its value σmax for each component of PBS, for PBS and H2O. Felgenträger et al.: Ion-induced stacking of photosensitizer molecules can remarkably affect the luminescence detection. . . Fig. 3 (a) Absorption spectrum of XF73 with increasing PS concentration. A blue-shift of the absorption maxima of 7 nm was detected when increasing
the concentration from 10−5 to 10−3 M. (b) Comparison of the influence of the single components of PBS on the absorption spectrum of XF73. A PS
concentration of 2 × 10−5 M has been used and NaCl, KCl, KH2PO4, and Na2HPO4 had each a concentration of 0.1 M. The table shows the wave-
lengths λmax of the absorption maximum and its value σmax for each component of PBS, for PBS and H2O. 3.3
Photostability At the same time, the absorption spectrum
showed new absorption maxima within the spectral range of the
Soret band. Addition of Cl−leads to a fundamental change of
the absorption spectrum including a red shift. It is suggested that
Cl−affects the tetrapyrrol ring system and enhances the aggre-
gation, which was already reported for other porphyrin
structures.32 Avisible precipitation of the solute started when using >10%
PBS þ H2O. This effect was shown to be reversible by diluting
the solution with pure H2O. As a consequence of this dilution,
the absorption spectrum of XF73 in PBS changed back to the
absorption spectrum in pure H2O (data not shown). The precipi-
tation does not affect the absorption measurements because the
probes are directly used after being diluted and the precipitation Fig. 4 Photostability measurements with XF73 show a decrease of the
absorption cross section with the time of illumination and therefore the
applied energy. The light source was the Waldmann-UV236 lamp with
an applied energy dose of 13.7 or 54.7 J cm−2, respectively. XF73 with a
concentration of 10−5 M has been investigated in pure H2O and in PBS
(50% in H2O). April 2013 • Vol. 18(4) 045002-4 Felgenträger et al.: Ion-induced stacking of photosensitizer molecules can remarkably affect the luminescence detection. . . 3.5
1O2 Luminescence Experiments with PBS 3.5
1O2 Luminescence Experiments with PBS In light of the results above, 1O2 luminescence signals should be
affected by molecule stacking, in particular when the photosen-
sitizer in located in C. albicans cells [Fig. 2(b)]. Therefore, we
investigated the PBS effect on time-resolved 1O2 luminescence
generated by XF73 in air saturated solution at a concentration of
5 × 10−5 M, for which stacking due to PS concentration should
be still minimal [Fig. 3(a)]. The results clearly show that 1O2
luminescence substantially changed with increasing PBS con-
centration [Fig. 5(a)–5(c)]. From 0% to 50% PBS in H2O,
the rising part of 1O2 luminescence signal disappeared, whereas
the decaying part shortened. Now, the luminescence signals at
high PBS concentrations [Fig. 5(c)] were similar to those
recorded for XF73 in C. albicans cells [Fig. 2(b)] yielding
again a multiexponential decay. In light of the results above, 1O2 luminescence signals should be
affected by molecule stacking, in particular when the photosen-
sitizer in located in C. albicans cells [Fig. 2(b)]. Therefore, we
investigated the PBS effect on time-resolved 1O2 luminescence
generated by XF73 in air saturated solution at a concentration of
5 × 10−5 M, for which stacking due to PS concentration should
be still minimal [Fig. 3(a)]. The results clearly show that 1O2
luminescence substantially changed with increasing PBS con-
centration [Fig. 5(a)–5(c)]. From 0% to 50% PBS in H2O,
the rising part of 1O2 luminescence signal disappeared, whereas
the decaying part shortened. Now, the luminescence signals at
high PBS concentrations [Fig. 5(c)] were similar to those
recorded for XF73 in C. albicans cells [Fig. 2(b)] yielding
again a multiexponential decay. When changing the concentration of O2 in the solution at a
constant concentration of ½XF73 ¼ 5 × 10−5 M, the meaning of
the rates KΔ and KT1 at ½3O2 ¼ 1.1 × 10−4 M changed accord-
ing to the decay paths of 1O2 and T1 [Fig. 6(a)].20 This change
occurs at a crossing point of t1−1 and t2−1, which was about
½3O2 ¼ ð0.11 0.02Þ 10−3 M for XF73. By extrapolating
t2−1, KT1 (ð½O2 ¼ 0 MÞ ¼ 0.03 μs−1 was determined yielding
a lifetime of the triplet T1-state of ð33 5Þ μs in aqueous sol-
ution without oxygen quenching. 3.5
1O2 Luminescence Experiments with PBS The quenching rate constant
kq for quenching of the excited triplet state of XF73 by oxygen
is therefore kq ¼ 2.3 × 109 s−1 M−1 resulting from the Stern-
Volmer-plot in Fig. 6(a), where the oxygen concentration was
varied and the triplet decay of XF73 was determined. When adding 1O2 quencher NaN3
36,37 to the 20% PBS sol-
ution up to a high concentration of 2 × 10−3 M NaN3, the 1O2
luminescence signal almost disappeared. The residual signal
should not originate from 1O2 luminescence [see Fig. 5(e)]. The same residual signal was detected in solutions without
NaN3 and without oxygen (data not shown). 1O2 luminescence was also spectrally resolved for PBS 0%
and 50% in H2O [Fig. 5(d) and 5(f)]. A Lorentz-shaped curve
has been fitted through the measurement points and the values
were normalized to the maximal value. Without PBS, the fit
shows a clear maximum at 1270 nm that confirms the generated
1O2.38 At 50% PBS, the maximum at 1270 nm almost disap-
peared, the baseline moved for wavelengths <1270 nm, and
the signal-to-noise ratio decreased, which indicates a substantial
decrease of 1O2 generation. As a next step, XF73 concentration was varied from
½XF73 ¼ 10−6
to
5 × 10−3 M
at
[½3O2 ¼ 5.6 × 10−5 M
[Fig. 6(b)]. The value of t2−1 increased with increasing concen-
tration that indicated a clear self-quenching effect of the excited
triplet-T1-state for [XF73] up to about 2 × 10−4 M. Above this
concentration, the quenching effect decreased and reached a pla-
teau at t2−1 ¼ 0.205 μs−1, which is equivalent to a decay time of
the triplet-T1-state of tT1 ¼ 4.9 μs [Fig. 6(b)]. According to the
absorption spectroscopy data, a stacking of XF73 molecules
occurred, which is easily detectable for XF73 concentration
higher than 1 × 10−4 M [Fig. 3(a)]. Obviously, the stacking
process had already led to the formation of dimers or oligomers
of XF73 molecules at this concentration. Besides a different
absorption cross-section, these aggregates also show different Comparable to absorption spectroscopy, the changes of time-
and spectral resolved 1O2 luminescence signals, induced by
PBS, could be simply reversed by diluting the used solutions
with H2O and hence reducing the PBS concentration. A high
degree of dilution of PBS concentration yielded time- and spec-
trally resolved
1O2 luminescence signals comparable with
Fig. 5(a) and 5(d). 3.4
1O2 Luminescence Experiments without PBS i.e., its ions, can additionally reduce radiation absorption of
XF73. These effects may also affect the use of XF73 when
applied for photodynamic inactivation of microorganisms. Incubation of bacteria or human cells with XF73 and subsequent
irradiation yielded effective cell killing by means of 1O2 gener-
ation, which was confirmed by adding 1O2 quencher NaN3 that
significantly reduced the cell toxicity.16 Since detailed studies on
1O2 generation of the novel porphyrin molecule XF73 were In case of 1O2 experiments (see below), XF73 solutions were
irradiated with 1 J of laser energy (532 nm). It is expected that σ
values do not significantly change under these experimental
conditions. values do not significantly change under these experimental
conditions. g
y
y
1O2 generation of the novel porphyrin molecule XF73 were
Fig. 5 (a)–(c) 1O2 luminescence signals of ½XF73 ¼ 5 × 10−5 M with different PBS concentrations in H2O with an oxygen concentration of
½3O2 ¼ 2.7 × 10−4 M. (d) Spectroscopically resolved 1O2 luminescence signal, generated by XF73 in H2O with an oxygen concentration of
½O2 ¼ 2.7 × 10−4 M. A Lorentz-shaped curve has been fitted through the measurement points. (e) 1O2 luminescence generated by XF73 in H2O þ
20%PBS at 1270 nm with 2 × 10−3 M NaCl in solution. (f) Spectroscopically resolved 1O2 luminescence signal, generated by XF73 in 30% PBS þ H2O
with an oxygen concentration of ½O2 ¼ 2.7 × 10−4 M. A Lorentz-shaped curve has been fitted through the measurement points. Journal of Biomedical Optics
045002-5
April 2013 • Vol. 18(4) Fig. 5 (a)–(c) 1O2 luminescence signals of ½XF73 ¼ 5 × 10−5 M with different PBS concentrations in H2O with an oxygen concentration of
½3O2 ¼ 2.7 × 10−4 M. (d) Spectroscopically resolved 1O2 luminescence signal, generated by XF73 in H2O with an oxygen concentration of
½O2 ¼ 2.7 × 10−4 M. A Lorentz-shaped curve has been fitted through the measurement points. (e) 1O2 luminescence generated by XF73 in H2O þ
20%PBS at 1270 nm with 2 × 10−3 M NaCl in solution. (f) Spectroscopically resolved 1O2 luminescence signal, generated by XF73 in 30% PBS þ H2O
with an oxygen concentration of ½O2 ¼ 2.7 × 10−4 M. A Lorentz-shaped curve has been fitted through the measurement points. 045002-5
April 2013 • Vol. 18(4) Journal of Biomedical Optics
045002-5 April 2013 • Vol. 3.4
1O2 Luminescence Experiments without PBS 18(4) 045002-5 enträger et al.: Ion-induced stacking of photosensitizer molecules can remarkably affect the luminescence detection. . Felgenträger et al.: Ion-induced stacking of photosensitizer molecules can remarkably affect the luminescence detection. deactivation of triplet T1-state as compared with XF73 mono-
mers [Fig. 6(b)]. deactivation of triplet T1-state as compared with XF73 mono-
mers [Fig. 6(b)]. missing, we investigated XF73 in pure aqueous solution accord-
ing to previous studies on other photosensitizers.27 missing, we investigated XF73 in pure aqueous solution accord-
ing to previous studies on other photosensitizers.27 After dissolving ½XF73 ¼ 5 × 10−5 M in air saturated
(½3O2 ¼ 2.7 × 10−4 M), pure H2O, the rise and decay part
of the time resolved signals could be assigned to the decay
time τΔ of 1O2 and the decay time τT1 of PS, respectively. Experiments
yielded
τT1 ¼ 1.6 0.2 μs
and
decay
time
τΔ ¼ 3.5 0.3 μs [Fig. 5(a)]. The decay time is in good corre-
lation with the lifetime of 1O2 in pure water.33–35 The spectrally
resolved 1O2 luminescence revealed a peak at 1270 nm, which
clearly confirmed the generation of 1O2 [Fig. 5(d)]. The 1O2
quantum yield ΦΔ of XF73 was determined in air saturated,
pure H2O, using TMPyP as reference. The ΦΔ values of
TMPyP are 0.7421 and 0.77 0.04.13 Using the previously
reported
technique,21
XF73
showed
a
value
of
ΦΔ ¼
0.57 0.06. 3.5
1O2 Luminescence Experiments with PBS Scattering of photons within solution might also cause a 1O2
luminescence signal equal to the one in Fig. 5(e), and might be Fig. 6 (a) Rates t1−1 and t2−1 of the time resolved 1O2 signal depending on the concentration of O2. The meaning of the two rates changes at the
crossing point of the curves. (b) The rate t2−1 characterizes the decay time of the triplet-T1-state and changes with the XF73 concentration; here the
oxygen concentration is kept constant at ½3O2 ¼ 5.4 × 10−5 M. Fig. 6 (a) Rates t1−1 and t2−1 of the time resolved 1O2 signal depending on the concentration of O2. The meaning of the two rates changes at the
crossing point of the curves. (b) The rate t2−1 characterizes the decay time of the triplet-T1-state and changes with the XF73 concentration; here the
oxygen concentration is kept constant at ½3O2 ¼ 5.4 × 10−5 M. 045002-6
April 2013 • Vol. 18(4) 045002-6 April 2013 • Vol. 18(4) Journal of Biomedical Optics Felgenträger et al.: Ion-induced stacking of photosensitizer molecules can remarkably affect the luminescence detection. . . Fig. 7 Fluorescence image of C. albicans; the cells were incubated 2 h
with 10−4 M XF73 in PBS and rinsed twice. An attachment of XF73 to
the cells can be seen. aggregation of XF73 occurs in cells such as C. albicans. The
time-resolved detection of the 1O2 luminescence in a solution
of planktonic C. albicans cells incubated with XF73 and sur-
rounded by pure H2O has been done [Fig. 2(b)]. In fact, the lumi-
nescence signal is similar to the signal of XF73 generating 1O2 in
30% PBS [Fig. 5(c)] showing a multiexponential decay. This sig-
nal indicates a surrounding of XF73 within C. albicans cells
whose ionic concentration is similar to that of >30% PBS. Usually, the rise and decay times of luminescence provides infor-
mation about the localization of 1O2 and hence of the photosen-
sitizer applied due to the short diffusion length of 1O2 in cells. As
the molecule XF73 is strongly influenced by the salts of the phos-
phate buffer PBS, such interpretations could be misleading at the
moment. This problem may also occur for any other PS that
undergoes stacking in the presence of ions such as Cl−. Despite the results with XF73, the 1O2 luminescence detec-
tion in cells is a great tool to elucidate photodynamic processes. 4
Conclusions The detection of singlet oxygen by its luminescence is a great
tool to show the action of singlet oxygen even in cells or bac-
teria. In this context it is important to have a detection procedure
that provides reliable data from inside such cells, in particular
when knowing that cellular constituents can substantially affect
singlet oxygen luminescence. The interaction of porphyrins with
C. albicans is controversially discussed that ranges from no
uptake to tight binding or even internalization.39–43 Many por-
phyrins are lipophilic and hence should accumulate in cellular
membranes but the high water-solubility of XF73 suggests
localization in the cytoplasm as well. Fluorescence microscopy
showed the overall attachment of XF73 to the cell after washing;
however, the low spatial resolution of optical microscopy
impedes the evaluation of the subcellular photosensitizer locali-
zation (Fig. 7). Thus, it would be of importance to gain addi-
tional insight by evaluating the 1O2 luminescence data. Aggregation effects influence also the fluorescence of a dye,
which has recently been described by López-Chicón et al. with an
investigation of Hypericin in different species of Candida.46 The
grade of aggregation depends on the surrounding and the fluores-
cence is low or not existent at a high PS aggregation, which
occurs in H2O-environment. Upon incubation of different species
of Candida with Hypericin, one can draw a conclusion about the
localization of the PS by monitoring the radiative decay, here the
fluorescence that depends on the aggregation status. However, XF73 showed substantial stacking of molecules
that affected light absorption as well as the generation and
decay of 1O2. Stacking already occurred in pure H2O along
with the increase of the PS concentration. The stacking is addi-
tionally forced by the ionic pressure of Cl−. Such ions are either
present in cells or are usually added in cell experiments in vitro
via PBS to protect the cells from osmosis. Therefore, it is impos-
sible to exclude such ions when investigating photosensitizers in
cell experiments. Recently, with an optimized experimental setup singlet
oxygen generation in C. 3.5
1O2 Luminescence Experiments with PBS The porphyrin TMPyP showed neither stacking in the investi-
gated range of concentration nor interference with the salts of
PBS. After attached to or taken up by C. albicans, the generated
1O2 could be easily detected by its luminescence with clear rise
and decay components. The decay time of the 1O2 luminescence
in Fig. 2(a) of tD ¼ ð6.74 0.5Þ μs, which is clearly longer than
in pure water (3.5 μs) and can be most likely attributed to the
decay time of the T1-state of TMPyP. If so, a triplet state decay
time of 6.74 μs suggests an oxygen concentration of its sur-
rounding of ½O2 ¼ 8 × 10−5 M, which is 30% compared
with the oxygen concentration of ½O2sat ¼ 2.7 × 10−4 M of
air saturated water. Fig. 7 Fluorescence image of C. albicans; the cells were incubated 2 h
with 10−4 M XF73 in PBS and rinsed twice. An attachment of XF73 to
the cells can be seen. originating from precipitation due to the stacking of the porphyr-
ins. To exclude any scattering effects, the scattering agent SiO2
was added to aqueous solutions containing 5 × 10−5 M XF73 or
TMPyP. No effect on the shape of the 1O2 luminescence signal
and no change of the rise and decay times were detected for both
photosensitizers. Additionally there was no scattering effect vis-
ible in the absorption spectrum of XF73 in H2O þ 50% PBS. Nevertheless, the striking phototoxic effect of XF73 in
bacteria was demonstrated.16 In vitro experiments showed a sub-
stantial reduction of bacteria (∼8 log10 steps), which were
incubated very small XF73 concentrations (10−8 M) for
5 min and subsequently irradiated with 13.7 J cm−2. The action
of 1O2 was proven with the addition of the 1O2 quencher NaN3;
however, the photodynamic effect could not be completely
inhibited by the quencher. In addition, the rather small XF73
concentration in the range of 0.01 to 10 μM in those bacteria
experiments could have minimized the stacking effect and there-
fore maximized phototoxicity by an effective singlet oxygen
generation. Journal of Biomedical Optics References ing affinities and modes,” Chem. Commun. 1, 23–24 (2000). 1. C. A. Hart and S. Kariuki, “Antimicrobial resistance in developing
countries,” BMJ 317(7159), 647–650 (1998). 27. R. F. Pasternack et al., “On the aggregation of meso-substituted water-
soluble porphyrins,” J. Am. Chem. Soc. 94(13), 4511–4517 (1972). 2. R. Wise et al., “Antimicrobial resistance. Is a major threat to public
health,” BMJ 317(7159), 609–610 (1998). 28. K. Kano et al., “Evidence for stacking of cationic porphyrin in aqueous-
solution,” Chem. Lett 12, 1867–1870 (1983). 3. M. Wainwright, “Photodynamic antimicrobial chemotherapy (PACT),”
J. Antimicrob. Chemother. 42(1), 13–28 (1998). 29. R. L. Brookfield, H. Ellul, and A. Harriman, “Luminescence of porphyr-
ins and metalloporphyrins. 9. Dimerization of meso-tetrakis(N-Methyl-
4-Pyridyl)-porphine,” J. Photochem. 31(1), 97–103 (1985). 4. K. Lang, J. Mosinger, and D. M. Wagnerova, “Photophysical properties
of porphyrinoid sensitizers non-covalently bound to host molecules;
models for photodynamic therapy,” Coord. Chem. Rev. 248(3–4),
321–350 (2004). 30. K. M. Kadish, B. G. Maiya, and C. Araullomcadams, “Spectroscopic
characterization of meso-tetrakis(1-Methylpyridinium-4-Yl)porphyrins,
½ðTmpypÞH24þ and ½ðTmpypÞM4þ, in aqueous micellar media,
where M ¼ Vo2þ, Cu(Ii), and Zn(Ii),” J. Phys. Chem. 95(1), 427–
431 (1991). 5. M. R. Hamblin and T. Hasan, “Photodynamic therapy: a new antimi-
crobial approach to infectious disease?,” Photochem. Photobiol. Sci. 3(5), 436–450 (2004). 31. F. J. Vergeldt et al., “Intramolecular interactions in the ground and
excited-state of tetrakis(N-Methylpyridyl)porphyrins,” J. Phys. Chem. 99(13), 4397–4405 (1995). 6. M. Niedre, M.S. Patterson, and B.C. Wilson, “Direct near-infrared lumi-
nescence detection of singlet oxygen generated by photodynamic
therapy in cells in vitro and tissues in vivo,” Photochem. Photobiol. 75(4), 382–391 (2002). 32. G. De Luca, A. Romeo, and L. M. Scolaro, “Role of counteranions in
acid-induced aggregation of isomeric tetrapyridylporphyrins in organic
solvents,” J. Phys. Chem. B 109(15), 7149–7158 (2005). 7. G. Jori and S. B. Brown, “Photosensitized inactivation of microorgan-
isms,” Photochem. Photobiol. Sci. 3(5), 403–405 (2004). 33. M. A. J. Rodgers and P. T. Snowden, “Lifetime of O-2(1delta-G) in
liquid water as determined by time-resolved infrared luminescence
measurements,” J. Am. Chem. Soc. 104(20), 5541–5543 (1982). 8. R. Bonnett, “Photosensitizers of the porphyrin and phthalocyanine
series for photodynamic therapy,” Chem. Soc. Rev. 24(1), 19–33 (1995). 9. R. Bonnett and M. Berenbaum, “Porphyrins as photosensitizers,” Ciba
Found. Symp. 146, 40–59; discussion 53–59 (1989). 34. S. Y. Egorov et al., “Rise and decay kinetics of photosensitized singlet
oxygen luminescence in water—Measurements with nanosecond
time-correlated single photon-counting technique,” Chem. Phys. Lett. References 163(4–5), 421–424 (1989). 10. K. Nouri and L. M. Villafradez-Diaz, “Light/laser therapy in the treat-
ment of acne vulgaris,” J. Cosmet. Dermatol. 4(4), 318–320 (2005). 11. E. Feese and R. A. Ghiladi, “Highly efficient in vitro photodynamic
inactivation of Mycobacterium smegmatis,” J. Antimicrob. Chemother. 64(4), 782–785 (2009). 35. W. Baumler et al., “The role of singlet oxygen and oxygen concentration
in photodynamic inactivation of bacteria,” in Proc. Natl. Acad. Sci. U. S. A. 104(17), 7223–7228 (2007). 12. P. K. Frederiksen et al., “Two-photon photosensitized production of sin-
glet oxygen in water,” J. Am. Chem. Soc. 127(1), 255–269 (2005). 36. J. R. Kanofsky et al., “Biochemical requirements for singlet oxygen pro-
duction by purified human myeloperoxidase,” J. Clin. Invest. 74(4),
1489–1495 (1984). 13. J. W. Snyder, J. D. Lambert, and P. R. Ogilby, “5,10,15,20-tetrakis(N-
methyl-4-pyridyl)-21H,23H-porphine (TMPyP) as a sensitizer for sin-
glet oxygen imaging in cells: characterizing the irradiation-dependent
behavior of TMPyP in a single cell,” Photochem. Photobiol. 82(1),
177–184 (2006). 37. D. N. Butorina, A. A. Krasnovskii, and A. V. Priezzhev, “Investigation
of the kinetic parameters of singlet molecular oxygen in aqueous por-
phyrin solutions. influence of detergent and the quencher sodium azide,”
Biofizika 48(2), 201–209 (2003). 14. X. Ragas, M. Agut, and S. Nonell, “Singlet oxygen in Escherichia coli:
new insights for antimicrobial photodynamic therapy,” Free. Radic. Biol. Med. 49(5), 770–776 (2010). 38. J. M. Wessels, P. Charlesworth, and M. A. Rodgers, “Singlet oxygen
luminescence spectra: a comparison of interferometer- and grating-
based
spectrometers,”
Photochem. Photobiol. 61(4),
350–352
(1995). 15. E. F. de Silva et al., “Irradiation- and sensitizer-dependent changes in the
lifetime of intracellular singlet oxygen produced in a photosensitized
process,” J. Phys. Chem. B 116(1), 445–461 (2012). 39. S. Mitra et al., “Effective photosensitization and selectivity in vivo of
Candida Albicans by meso-tetra (N-methyl-4-pyridyl) porphine tetra
tosylate,” Lasers Surg. Med. 43(4), 324–332 (2011). 16. T. Maisch et al., “Photodynamic effects of novel XF porphyrin deriv-
atives on prokaryotic and eukaryotic cells,” Antimicrob. Agents. Chemother. 49(4), 1542–1552 (2005). 40. T. Ito, “Photodynamic action of hematoporphyrin on yeast cells–a
kinetic approach,” Photochem. Photobiol. 34(4), 521–524 (1981). 17. F. Pereira Gonzales and T. Maisch, “XF drugs: a new family of anti-
bacterials,” Drug News Perspect. 23(3), 167–174 (2010). 41. M. P. Cormick et al., “Mechanistic insight of the photodynamic effect
induced by tri- and tetra-cationic porphyrins on Candida albicans cells,”
Photochem. Photobiol. Sci. 10(10), 1556–1561 (2011). 18. J. G. 4
Conclusions albicans cells was detected by irra-
diating directly the Soret-band of the porphyrin TMPyP at
420 nm.47 With irradiation of the absorption maximum, it
is possible to detect singlet oxygen generation and decay at
already very low photosensitizer concentrations in the range
of few μM offering a concentration range where aggregation
effects are expected to be low and thus the singlet oxygen
generation is effective. Depending on the uptake mechanisms and the chemical struc-
ture, a PS localizes in cellular membranes or in the cytoplasm
close to any cellular structures.44,45 Cytoplasm shows a similar
concentration of Cl−like PBS; therefore, it is very likely that Since the phototoxic efficacy depends on the localization and
also on the aggregation status of the photosensitizer, which is
influenced by ions, further investigations and comparative 045002-7 April 2013 • Vol. 18(4) April 2013 • Vol. 18(4) Felgenträger et al.: Ion-induced stacking of photosensitizer molecules can remarkably affect the luminescence detection. . . Felgenträger et al.: Ion-induced stacking of photosensitizer molecules can remarkably affect the luminescence detection. . . studies on the change of the singlet oxygen luminescence in dif-
ferent species of microorganisms should lead to better insights
about the change of the decay times due to the localization. 25. N. C. Maiti et al., “Fluorescence dynamics of noncovalently linked por-
phyrin dimers and aggregates,” J. Phys. Chem. 99(47), 17192–17197
(1995). 26. M. Sirish and H. J. Schneider, “Supramolecular chemistry, part
93—Electrostatic interactions between positively charged porphyrins
and nucleotides or amides: buffer-dependent dramatic changes of bind-
ing affinities and modes,” Chem. Commun. 1, 23–24 (2000). References Parker and W. D. Stanbro, “Optical determination of the rates of
formation and decay of O-2(1-Delta-G) in H2O, D2O and other sol-
vents,” J. Photochem. 25(2–4), 545–547 (1984). 42. M. P. Cormick et al., “Photodynamic inactivation of Candida albicans
sensitized by tri- and tetra-cationic porphyrin derivatives,” Eur. J. Med. Chem. 44(4), 1592–1599 (2009). 19. J. Regensburger et al., “A helpful technology–the luminescence detec-
tion of singlet oxygen to investigate photodynamic inactivation of bac-
teria (PDIB),” J. Biophoton. 3(5–6), 319–327 (2010). 43. S. Oriel and Y. Nitzan, “Mechanistic aspects of photoinactivation of
Candida albicans by exogenous porphyrins (dagger),” Photochem. Photobiol. 88(3), 604–612 (2012). 20. J. Baier et al., “Theoretical and experimental analysis of the lumines-
cence
signal
of
singlet
oxygen
for
different
photosensitizers,”
J. Photochem. Photobiol. B 87(3), 163–173 (2007). 44. R. F. Pasternack et al., “A spectroscopic and thermodynamic study of
porphyrin/DNA supramolecular assemblies,” Biophys. J. 75(2), 1024–
1031 (1998). 21. F. Wilkinson, W. P. Helman, and A. B. Ross, “Quantum yields for
the photosensitized formation of the lowest electronically excited sin-
glet-state of molecular-oxygen in solution,” J. Phys. Chem. Ref. Data
22(1), 113–262 (1993). 45. P. Kubat et al., “Interaction of novel cationic meso-tetraphenylporphyr-
ins in the ground and excited states with DNA and nucleotides,”
J. Chem. Soc.-Perkin Trans. 1, 6, 933–941 (2000). 22. F. Ricchelli, “Photophysical properties of porphyrins in biological mem-
branes,” J. Photochem. Photobiol. B, 29(2–3), 109–118 (1995). 46. P. Lopez-Chicon et al., “On the mechanism of Candida spp. photoinac-
tivation by hypericin,” Photochem. Photobiol. Sci. 11(6), 1099–1107
(2012). 23. E. Zenkevich et al., “Photophysical and photochemical properties
of
potential
porphyrin
and
chlorin
photosensitizers
for
PDT,”
J. Photochem. Photobiol. B-Biol. 33(2), 171–180 (1996). 47. A. Eichner et al., “Dirty hands: photodynamic killing of human patho-
gens like EHEC, MRSA and Candida within seconds,” Photochem. Photobiol. Sci. 12(1), 135–147 (2012). 24. K. M. Kadish, K. M. Smith, and R. Guilard, The Porphyrin Handbook,
Academic Press, San Diego (2000). April 2013 • Vol. 18(4) April 2013 • Vol. 18(4) Journal of Biomedical Optics 045002-8
|
https://openalex.org/W4385408668
|
https://pdxscholar.library.pdx.edu/cgi/viewcontent.cgi?article=7482&context=open_access_etds
|
English
| null |
On Communicative Competence : Its Nature and Origin
| null | 2,023
|
cc-by
| 36,105
|
Portland State University
Portland State University
PDXScholar
PDXScholar Portland State University
Portland State University
PDXScholar
PDXScholar Portland State University
Portland State University
PDXScholar
PDXScholar Dissertations and Theses Dissertations and Theses On Communicative Competence : Its Nature and
On Communicative Competence : Its Nature and
Origin
Origin Mary Lou Emerson
Portland State University Follow this and additional works at: https://pdxscholar.library.pdx.edu/open_access_etds Part of the Applied Linguistics Commons
Let us know how access to this document benefits you. Part of the Applied Linguistics Commons i Part of the Applied Linguistics Commons
Let us know how access to this document benefits you. Recommended Citation
Recommended Citation Emerson, Mary Lou, "On Communicative Competence : Its Nature and Origin" (2000). Dissertations and
Theses. Paper 6400. htt
//d i
/10 15760/ td 3545 https://doi.org/10.15760/etd.3545 https://doi.org/10.15760/etd.3545 This Thesis is brought to you for free and open access. It has been accepted for inclusion in Dissertations and
Theses by an authorized administrator of PDXScholar. Please contact us if we can make this document more
accessible: pdxscholar@pdx.edu. THESIS APPROVAL The abstract and thesis of Mary Lou Emerson for the Master of Arts in Teaching
English to Speakers of Other Languages were presented May 30, 2000, and
accepted by the thesis committee and the department. COMMITTEE APPROVALf: ~m Dieterich, Chair
tte DeCarrico
-c..:::
Donald Moor,
Representative of the Office of Graduate Studies
DEPARTMENT APPROVAL:
Je~ue DeCarrico, Chair
Department of Applied Linguistics The abstract and thesis of Mary Lou Emerson for the Master of Arts in Teaching
English to Speakers of Other Languages were presented May 30, 2000, and
accepted by the thesis committee and the department. g
p
g
g
p
y
,
,
accepted by the thesis committee and the department. COMMITTEE APPROVALf: ~m Dieterich, Chair
tte DeCarrico
-c..:::
Donald Moor,
Representative of the Office of Graduate Studies
DEPARTMENT APPROVAL:
Je~ue DeCarrico, Chair
Department of Applied Linguistics Donald Moor,
Representative of the Office of Graduate Studies Donald Moor,
Representative of the Office of Graduate Studies
DEPARTMENT APPROVAL:
Je~ue DeCarrico, Chair
Department of Applied Linguistics ABSTRACT An abstract of the thesis of Mary Lou Emerson for the Master of Arts in Teaching
English to Speakers of Other Languages presented May 30, 2000. Title: On Communicative Competence: Its Nature and Origin. The purpose of this thesis is to trace the lineage of the term
communicative competence (CC) and to provide a framework for
understanding the term CC, a controversial term introduced by Hymes (1972). This pager argues that the term CC is only meaningful if it includes competence
in the same sense as Chomsky (1980) defines it--underlying knowledge of the
rules of language severed from ability. Although Chomsky discusses
competence in terms of grammar, he suggests that there may be underlying
knowledge of language use-pragmatic competence. In the end, I will attempt to
demonstrate the possibility that there is a competence of communication
pragmatic competence, like Chomsky's grammatical competence, and that both
these competencies should be integrated into a theory of CC. This paper focuses on the theories of four linguists-Hymes (1972),
Halliday (19TT), Savignon (1983), and Bachman (1990). Hymes and Halliday
represent the empirical approach to CC--language is learned through
experience with a speaker/hearer's native language. Savignon and Bachman
represent the rational approach to CC--language is acquired through the
interaction of grammatical competence with the speaker/hearer's native or
second language. Savignon {1983) and Bachman (1990) maintain a distinction
between competence and performance; and in this respect, I believe, they provide a more adequate theory of CC by including Chomsky's grammatical
competence. Bachman (1990) theorizes that competence includes grammatical and
pragmatic competence. Neurolinguistic studies by Ross (1981) and others
support the theory that we possess underlying knowledge of pragmatics-
communicative competence. Based on the above theories of CC and neuropsychological findings, I
present a deductive model of CC which illustrates the intersection of UG,
grammatical and pragmatic knowledge of language with Hymes and Halliday's
theories of CC. Chomsky's UG has been expanded to include universal rules of
pragmatics--Grice's Maxims {1975). UG combined with grammatical and
pragmatic knowledge of language underlies the orderly processing of primary
linguistic data and the rhythmic production of comprehensible speech. The
organizing properties of pragmatic and grammatical competence rule out
chaos. TABLE OF CONTENTS Page
LIST OF FIGURES............................................................................iii
CHAPTER 1
Reaching an Understanding of Chomsky's Grammatical Competence ............... 1
I. Chomsky's Grammatical Competence ......................................................2
II. Chomsky's Universal Grammar. .................................................................. ? 111. Chomsky and Others on Pragmatic Competence .................................12
IV. Communicative Competence ....................................................................16
CHAPTER 2
The Empiricists and the Notion of Communicative Competence .........................17
I. Hymes Argues Against the Chomskyan Perspective ............................22
IL Hymes' Ethnographic Perspective ............................................................24
Ill. Possible Compromise Between Chomsky and Hymes ........................24
IV. Halliday's Functional Theory Language Acquisition ............................29
V. Instrumental, Regulatory, and lnteractional Models of Language......30
VI. Personal, Heuristic, and Representational Models of Language.......31
Vil. Linguistic Structures Depend on Social Functions ..............................32
VIII. Alternatives to the Term Communicative Competence ......................43
CHAPTER 3
Psycholinguistic View Versus Sociolinguistic View: Chomsky's Defense....... .47
I. Empiricism Versus Nativism, Piaget Chomsky Debates .......................50
II. Chomsky's Reply to Piaget.. ....................................................................... 54
Ill. Syntactic Structures are Bound by Principles and Parameters.........55 CHAPTER 1 ii TABLE OF CONTENTS IV. Phonology is Governed by Abstract Universal Rules ..........................58
V. Chomsky Refutes Behaviorism and Constructivism .............................59
VI. Fodor Argues Against Constructivism .....................................................61
CHAPTER 4
Integrative Theories of Communicative Competence ...........................................64
I. Savignon's Theory and Model of Communicative Competence ........64
II. Bachman's Theory and Model... .............................................................. 76
of Communicative Language Ability
CHAPTER 5
Deductive Model of Communicative Competence .................................................95
I. Recent Studies Show Evidence that Grammatical Competence .......99
Affects Pragmatic Competence
IL Pragmatics Are Dominated by the Right Hemisphere ........................102
Ill. Pragmatic Competence Mirrors Grammatical Competence ..............105
IV. Language is an Interactive Process Between Knowledge ................ 109
Structures and the Environment
V. Conclusion..................................................................................................112
REFERENCES...............................................................................113 CHAPTER 4 iii LIST OF FIGURES LIST OF FIGURES Page
Figure 1. Nigel at 19 months: part of the instrumental component
38
Ability
Figure 2. Nigel at 19 months: part of the regulatory component
39
Figure 3. Nigel at 19 months: part of the interactional component
41
Figure 4. Savignon's Components of Communicative Competence
75
Figure 5. Bachman's Components of Communicative Language
78
Figure 6. Bachman's Components of Language Competence
80
Figure 7. A Model of Language Use
91
Figure 8. Deductive Model of Communicative Proficiency
97 2
On Communicative Competence
theories of the use of language are not new (he draws from Roman
Jacobson), he develops his own models in reaction to Chomsky's theories of
competence and performance. It is the contention of this paper and of many
linguists that Hymes and other linguists not only misinterpreted Chomsky, but
misappropriated the linguistic term competence as defined by Chomsky. In
order to understand the controversy surrounding the term communicative
competence, it is necessary to present Chomsky's theory of grammatical
competence in detail. 2
On Communicative Competence
theories of the use of language are not new (he draws from Roman
Jacobson), he develops his own models in reaction to Chomsky's theories of
competence and performance. It is the contention of this paper and of many
linguists that Hymes and other linguists not only misinterpreted Chomsky, but
misappropriated the linguistic term competence as defined by Chomsky. In
order to understand the controversy surrounding the term communicative
competence, it is necessary to present Chomsky's theory of grammatical
competence in detail. 1
On Communicative Competence
Chapter 1
Reaching an Understanding of Chomsky's Grammatical
Competence 1 The purpose of this paper is to trace the lineage of the term
communicative competence (CC), and to provide a framework for
understanding the term CC, a controversial term introduced by Hymes
(1972). This paper argues that the term CC is only meaningful if it includes
competence in the same sense as Chomsky defines it--underlying
knowledge of the rules of language severed from ability. Although Chomsky
(1980) discusses competence in terms of grammar, he suggests that there
may be underlying knowledge of language use--pragmatic competence. In
the end, I will attempt to demonstrate the possibility that there is a
competence of communication--pragmatic competence, like Chomsky's
grammatical competence, and that both these competencies should be
integrated into the theory of CC. In the process of tracing the idea for the term communicative
competence back to Roman Jakobson, a Russian linguist whose work was
not translated until the 1960s, I discovered an argument among linguists
regarding the derivation of the term and a question as to whether the term
was appropriately chosen. Hymes, who is credited with the term
communicative competence (CC), discusses his model of CC at great length
in a report presented at the Research Planning Conference on Language
Development Among Disadvantaged Children in 1966 at Yeshiva University
(1972, p. 269). In his discussion of CC, Hymes takes issue with Chomsky's
theories of grammatical competence and performance. Although Hymes' Chomsky's Grammatical Competence Chomsky defined linguistic competence in terms of innate knowledge
of language and tacit knowledge of a particular language that everyone
possesses who acquires a native language (1965). Chomsky severed the
term competence from "ability" (1980, p. 59 ). Thus, the term competence as
defined by Chomsky is a linguistic term which includes innate knowledge of
language as well as emergent knowledge of language. Competence is
concerned with UG--nthe principles that specify the range of possible human
grammarsn and tacit knowledge of '1he system of rules and principles that we
assume have, in some manner, been internally represented by the person
who knows a language and that enable the speaker, in principle, to
understand an arbitrary sentence and to produce a sentence expressing. his
thoughr (Chomsky, 1980, p. 201 }. Universal Grammar is knowledge apriori;
it constitutes "the 'initial state' of the language faculty prior to any linguistic
experience· (Chomsky, 1986, p. 4). This language acquisition device (LAD}
generates a grammar and affords everyone the opportunity to make sense of 3
On Communicative Competence
linguistic input or primary linguistic data (Chomsky, 1965, p. 27). "In
particular, it allows pre-linguistic children to make sense of the linguistic
input' (Dieterich, 1999). 3 Although Chomsky does not expound on the creative aspects of
language use--the ability of a speaker to devise novel sentences appropriate
to new situations, like Jakobson and Hymes, among others, he does not see
life as irrelevant. Rather, Chomsky focuses on knowledge of the mind, and
through the study of language or more specifically generative grammar, he
purports to establish the existence of universal rules and innate
representations of the human mind. Chomsky's perspective is as follows: Thus, linguistics is taken to be the field that relies on informant
judgments, elicited material, whatever limited use can be made of an
actual corpus, and so on, to try to determine the nature of grammar
and universal grammar. Its concern is competence, the system of rules
and principles that we assume have, in some manner, been internally
represented by the person who knows a language and that enable the
speaker, in principle, to understand an arbitrary sentence and to
produce a sentence expressing his thought; and its further concern is
universal grammar, the principles that specify the range of possible
human grammars. (Chomsky, 1980, p. Chomsky's Grammatical Competence 201) Chomsky's theory of competence is founded in r~tionalist theories of
the existence of innate ideas and generative grammar. His theory of innate
ideas is in part rooted in seventeenth century rationalist philosophy. Descartes (1970) asserts that ideas arise from the f acuity of the mind, and
that some ideas are innate. Lord Herbert (1624) and Cudworth (1731)
expressed the same view that innate ideas and principles exist and remain
latent when corresponding objects are not present (Chomsky, 1965, p. 49). Later Leibniz (1949) states a similar view-that the senses are
necessary for our actual behavior, but the principles upon which our actio~s 4
On Communicative Competence
are based are innate. Therefore, ideas and and innate truth are discovered
through experience. "Thus it is that one possesses many things without
knowing it ..." (Leibniz, 1949, p. 74). 4
On Communicative Competence
are based are innate. Therefore, ideas and and innate truth are discovered
through experience. "Thus it is that one possesses many things without
knowing it ..." (Leibniz, 1949, p. 74). Applying this rationalist view to the special case of language learning,
Humboldt (1836) concludes that one cannot really teach language but
can only present the conditions under which it will develop
spontaneously in the mind in its own way. Thus the form of the
language. the schema for its grammar, is to a large extent given,
though it will not be available for use without appropriate experience
to set the language-forming process into operation. Like Leibniz,
Humboldt reiterates the Platonistic view that, for the individual,
learning is largely a matter of "Wierderezeugung," that is, drawing out
what is innate in the mind. (Chomsky, 1965, p. 51) These rationalist views contrast sharply with the empiricist notion that
the structure of language does not rely on innate principles. The empiricist
assumes "that the procedures and mechanisms for the acquisition of
knowledge constitute innate property of mind" (Chomsky, 1965, p. 51 ). On
the other hand, Chomsky assumes that our linguistic abilities are based on
mental structures of rules and representations, not procedures and
mechanisms. In the empiricist tradition, the form of knowledge is not fixed in
the same sense as it is for the rationalist philosophers. While it is important to
understand the two views of language acquisition, it's also important to
consider where these two seemingly divergent theories converge. Chomsk~
himself says, ..It is not, of course, necessary to assume that the empiricist and
rationalist views can always be sharply distinguished and that these currents
cannot cross paths" (Chomsky, 1965, p. 52). However, Chomsky distinguishes the two arguments specifically to
reach "explicit hypotheses about the acquisition of knowledge, in particular,
about the innate structure of a language acquisition device" (Chomsky, 1965, 5
On Communicative Competence
p. 52). Thus, Chomsky admits there are points of intersection of the two
theories. This seems to be where the argument lies among the different 5
On Communicative Competence
p. 52). Thus, Chomsky admits there are points of intersection of the two
theories. Despite the differences in theories, there are points of agreement and
one theory does overlap the other. It is impossible for them not to overlap
given the fact that both deal with human language. Somewhere along the
continuum, language input intersects with the human mind. What is ctear is
that the human mind is endowed with innate knowledge either in terms of
grammatical competence (absolute knowledge of grammar), or in terms of
procedural competence (relative knowledge of language). Chomsky defines
knowledge of language "as a certain state of the mind/brain, a relatively
stable element in transitory mental states once it is attained; furthermore, as a
state of some distinguishable f acuity of the mind--the language faculty--with
its specific properties, structure, and organization, one "module" of the mind
(1986, pp. 12-13). One of the goals of this paper is to demonstrate that this
innate fixed nucleus or 'module' of mind/brain--the language faculty--should
be considered the foundation of language acquisition, and therefore, one of
the integral components of communicative competence. Chomsky admits that there are different ways in which primary
linguistic data may be necessary for language learning. In addition, he
admits that normal language learning in some way requires the use of
language in real-life situations {Chomsky, 1965, p. 33). However, the fact
that sociological factors play a role in language acquisition, still doesn't show
how language is acquired once the innate mechanism "is put to work and the
task of language learning is undertaken by the chikf {Chomsky, 1965, p. 33). This seems to be where the argument lies among the different 6
On Communicative Competence
linguists. Chomsky distinguishes between the innate language acquisition
device which is defined in terms of a fixed grammar, and ability for use;
whereas others don't make this distinction, in part because they aren't
defining knowledge of the mind as a state or product, but rather as a process
(Taylor, 1988, p. 153). Thus, what Chomsky maintains is that the language
acquisition device selects grammars which are compatible with primary
linguistic data. The selected grammar then provides the device with a
method for interpreting linguistic input: method for interpreting linguistic input: The theory that the device has now selected and internally
represented specifies its tacit competence, its knowledge of the
language. The child who acquires a language in this way of course
knows a great deal more than he has 'learned.' His knowledge of the
language, as this is determined by his internalized grammar, goes far
beyond the presented primary linguistic data and is in no sense an
'inductive generalization' from these data." (Chomsky, 1965, pp. 32
33) This theory parallels the view of Leibniz (1949)--that we possess more
than we know. Innate knowledge becomes available to us given
corresponding external stimuli or environmental reality that stimulates a
particular mental reality. It is where these signals, or external stimuli meet the
mind that there is agreement and common ground among linguists of
differing opinions with respect to innate knowledge and how it interacts wit~
primary linguistic data. That is to say that there is universal agreement that
the mind intersects with primary linguistic data; although how it intersects is a
matter of debate. Chomsky necessarily separates competence from performance
because knowledge of the rules of a language do not provide a model for th~
language user. However. UG does form the basis for understanding 7
On Communicative Competence
language acquisition, and is therefore, a critical component of some of the
major theories of language acquisition which will be discussed below. If one
does not admit the existence of a language acquisition device, it would seem
one has to acknowledge the existence of innate processes and procedures
of the mind. Piaget (see pp. 50-54) and Halliday discuss innate mechanisms
for language learning in terms of functional processes and procedures, not in
terms of structure, or a fixed nucleus of the mind/brain. In order to adequately explain Chomsky's position regarding language
acquisition, It is essential to look at examples of Chomsky's UG. The
foltowing section describes a few of the principles and parameters of UG. Chomsky's UG The theory of UG holds that the speaker knows a set of principles that
apply to all languages, and in the process of language acquisition s/he
learns how to apply these principles to his /her native language. In addition,
the speaker knows certain parameters that vary within clearly defined limits
from one language to another, and s/he applies these to his/her native
language. The theory of UG does not make vague or unverifiable statements
about properties of the mind; instead, specific statements are made about
innate properties of the human mind based on specific evidence. For example, the principle of structure-dependency which appears to
apply to all languages, asserts that knowledge of language relies on the
structural relationships of the sentence rather than the linear sequence of
words. That is, in order to know which element of the sentence to move to
form a well-formed sentence, one must know its underlying structure On Communicative Competence On Communicative Competence 8 (something that is not taught). (something that is not taught). For example, in order to construct a passive sentence out of the active
sentence: They elected John president. ey e ected Jo
p es de t
one must choose the other NP and not the direct object to form the passive
sentence: John was elected president. Interestingly, a native speaker of English never produces the following ill
formed sentence: Interestingly, a native speaker of English never produces the following ill
formed sentence:
President was elected John. Equivalent sentences in Greek and German also demonstrate the
principle of structure-dependency. In the German passive sentence:
Hans wurde von Marie gesehen. (Hans was by Mary seen)
Hans was seen by Mary (Cook & Newson, 1996, p. 10). it is the object NP, Hans, that moves to subject position, not any other NP or
any other word. In the Greek passive sentence:
o giatros didachtike Aglika apo ton Peter. (the doctor was taught English by Peter)
The doctor was taught by Peter (Cook & Newson, 1996, p. 11 ). the NP, o giatros, was moved to the subject position. Chomsky gives the following example of question formation in
Spanish:
Esta' el hombre, que esta' contento, en la casa? President was elected John. Equivalent sentences in Greek and German also demonstrate the
principle of structure-dependency. In the German passive sentence:
Hans wurde von Marie gesehen. (Hans was by Mary seen) Hans was seen by Mary (Cook & Newson, 1996, p. 10). it is the object NP, Hans, that moves to subject position, not any other NP or
any other word. In the Greek passive sentence:
o giatros didachtike Aglika apo ton Peter. (the doctor was taught English by Peter) The doctor was taught by Peter (Cook & Newson, 1996, p. 11 ). the NP, o giatros, was moved to the subject position. The doctor was taught by Peter (Cook & Newson, 1996, p. 11 ). the NP, o giatros, was moved to the subject position. Chomsky gives the following example of question formation in
Spanish: Chomsky gives the following example of question formation in
Spanish: Esta' el hombre, que esta' contento, en la casa? 9 p
"Is the man who is happy at homer (Chomsky, 1988, p. On Communicative Competence 43)
where esta (is) has moved from the main VP, 'the man is at home,' not the
relative clause VP, 'who is happy.' Thus, rules for the formation of passives and questions in all
languages are structure-dependent, and not based on the linear order of
elements. This principle of structure-dependency is just one example of a
language universal that Chomsky discovered about the nature of human
languages; it is a property of human language in general, and reflects the
internal structure of the mind. Contrary to Hymes' (1996) claim that Chomsky's focus was English
only, Chomsky's goal has always been to discover the universal aspects of
language which reflect the properties of the human mind. "Real progress in
linguistics consists in the discovery that certain features of given languages
can be reduced to universal properties of language, and explained in terms
of these deeper aspects of linguistic form" (Chomsky, 1965, p. 35). Furthermore, Chomsky's theory of UG claims that such principles and
parameters are inherently impossible to learn; and if they are not learned,
they must be part of the human mind--part of our biological endowment. While the principle of structure-dependency seems common to all
languages, languages differ in many ways, and knowledge of language also
differs. For example, the head parameter captures the variations between
languages. As always, it is Chomsky's aim to express generalizations about
the phrase structure of all languages rather than features that are
idiosyncratic to a single language. One way in which language differs is
where the essential element in each phrase. the head, occurs in On Communicative Competence
1O
relationship to other elements of the phrase, called complements. English
is a head-first language where the head of a phrase is first, or to the left of its
complement. In the NP: food for the soul, the noun food appears first as is
true for the VP: ran to the store, where the verb ran is first or to the left of its
complement. Similarly, the preposition to appears first in the PP: to the store. On the other hand, Japanese is different. In the sentence: E wa kabe ni kakatte imasu (picture wall on is hanging) (picture wall on is hanging) The picture is hanging on the wall. (Cook and Newson, 1996, p. 14)
"the head Verb kakatte imasu occurs on the right of the Verb complement
kabe ni, and the postposition ni (on) comes on the right of the PP
complement, kabe. Thus, Japanese is a head-last language where the head
occurs to the right of its complement. A single generalization regarding the
head of a phrase is that according to the head parameter, a language is
either head-first or head-last. Again, Chomsky expresses his interest in all
languages and the universal aspects of language: "Ideally, we hope to find
that complexes of properties differentiating otherwise similar languages are
reducible to a single parameter, fixed in one or another way" (1981, p. 6.) In addition to the syntactic principles discussed above, principles and
parameters theory integrates the syntactic description of the sentence with
the words of the language via the Projection Principle, which requires the
syntax to accommodate the properties of each lexical item (Cook & Newson,
1996, p. 17). In other words, the lexical entry for each verb in the dictionary
must specify whether on not it is followed by a NP--whether it is transitive or
intransitive. Certain verbs (transitive) subcategorize NPs, while others prefer Verb, L NP] prefer Verb, L NP] Other verbs such as want subcategorize a NP, and can be followed by
a phrase starting with to : I want money. I want to go. Speakers know how verbs may be used in sentences and need not be
concerned with a rule such as VP --> V (NP), meaning that the VP consists of
a verb and an optional NP. Instead a native speaker knows that certain
lexical items subcategorize particular syntactic forms. This is known as the
Projection Principle which Cook and Newson define as "the properties of
lexical entries [that] project onto the syntax of the sentence" (1996, p. 20). Chomsky states that "structure must be represented subcategorically at every
syntactic level" (1986, p. 84). The Projection Principle is another example of UG; all languages
integrate the syntax with the properties of lexical items. Since there is no
logical explanation for this particular characteristic of language, nor is it
obvious how a child might acquire the Projection Principle, it is considered to
be an innate property of the human mind. These are but a few of the principles and parameters of UG which
demonstrate language universals--those principles and parameters that are
common to all languages and explain language knowledge in terms of
properties of the human mind. Again, Chomsky's primary goal is to discover
what constitutes language knowledge common to everyone despite On Communicative Competence
language differences. Chomsky's focus is on language universals and
encompasses all languages, not just the English language. 12 Similarly, Canale and Swain argue that it is reasonable to assume Chomsky and Others on Pragmatic Competence Chomsky makes a clear distinction between competence and
performance. His performance model is limited by memory, time and access
(1965, p.10). In his later writing Chomsky admits the limitations of his
performance model and adds a pragmatic component to his model of
performance (1980, p. 59). Although Chomsky does not investigate
pragmatic competence, he suggests that it may be domain-specific, like
syntactic knowledge. In Rules and Representations, Chomsky defines
pragmatic competence as the underlying ability to use grammatical
knowledge combined with the conceptual system to achieve certain ends or
purposes. He states the following: " It might be that pragmatic competence is
characterized by a certain system of constitutive rules represented in the
mind, as has been suggested in a number of studies" (1980, p. 59). Chomsky distinguishes grammatical competence from pragmatic
competence. The first is restricted to "the knowledge of form and meaning",
and the second is restricted to "knowledge of conditions and manner of
appropriate use, in conformity with various purposes" (Chomsky, 1980, p. 224). Chomsky suggests that gg
(
p
)
Chomsky distinguishes grammatical competence from pragmatic
competence. The first is restricted to "the knowledge of form and meaning",
and the second is restricted to "knowledge of conditions and manner of
appropriate use, in conformity with various purposes" (Chomsky, 1980, p. 224). Chomsky suggests that
[p]ragmatic competence may include what Paul Grice has called a
"logic of conversation." We might say that pragmatic competence
places language in the institutional setting of its use, relating intentions
and purposes to the linguistic means at hand. (1980, p. 225) 224). Chomsky suggests that
[p]ragmatic competence may include what Paul Grice has called a
"logic of conversation." We might say that pragmatic competence
places language in the institutional setting of its use, relating intentions
and purposes to the linguistic means at hand. (1980, p. 225) On Communicative Competence
13
"that there are rule-governed, universal, and creative aspects of
sociolinguistic competence just as there are of grammatical competence"
(1980, p. 6). Brown and Levinson develop a theory of pragmatic competence
within the framework of Grice's Maxims, "namely, that there is a working
assumption by conversationalists of the rational and efficient nature of talk"
(1987, p. 4). They argue that politeness is rooted in rational and efficient
modes of communication. Chomsky and Others on Pragmatic Competence However, Brown and Levinson develop their own
universal theory of politeness based on the notion of 'face.' Regarding their
theory, they state the following: 13 while the content of face will differ in different cultures (what the exact
limits are to personal territories, and what the publicly relevant content
of personality consists in), we are assuming that the mutual knowledge
of members' public self-image or face, and social necessity to orient
oneself to it in interaction, are universal. (Brown and Levinson, 1987,
p. 61) Brown and Levinson believe that a speaker approaches any
conversation with two "face wants:" "negative face:" the want to act
unimpeded by others, and "positive face:" the want that his desires be liked
and respected (1987, p. 61 ). For example, in conversation we maintain a
'negative face' when we make a request to the listener, do not want to
impose, and yet we expect the request to be granted. We maintain a 'positive
face' when we compliment someone or defer to someone in an effort to be
understood, or approved of, or admired. Brown and Levinson study three language--English (from both sides of
the Atlantic); Tzeltal, a Mayan language spoken in Chiapas; and South
Indian Tamil. They argue that by studying three languages from unrelated
cultures. and showing evidence for convergence. that their theory of On Communicative Competence
14
universals lies far beyond chance. However, Wierzbicka (1991) argues that
their theory is flawed, because it is based on an Anglo-Saxon value of
individualism--t~t the notion of 'face' relates to 'self;' and there are many
cultures that are not individually oriented, or self-oriented, but rather are
community oriented, such as Chinese, Japanese, and Polish. Brown and Levinson discuss universal politeness with respect to
indirect speech acts. For all three languages studied they determined that in
making requests all speakers employ the more 'polite' forms such as, 'Can
you,' 'Would you like to,' and 'Do you want to.' From these results, they
concluded that this is a universal rule of politeness. However, Wierzbicka claims that use of this indirect form in Polish
would seem "particularly odd," and would be interpreted by the hearer as
"naive hypocrisy" (1991, p. 34). In Polish a request would not be made
unless the hearer can cooperate. Chomsky and Others on Pragmatic Competence In general, for Polish it is polite to use the
direct form for making a request-- 'Please do X.' Furthermore, Yu (1999) who studied the use of requests in Chinese,
also concluded that Chinese speakers use more direct forms in making
requests. Because of their community orientation, this is considered a polite
form or socially appropriate. Although Yu (1999) does not rule out pragmatic
universals, he concluded that the use of direcVindirect speech was culture
specific. Both Yu and Wierzbicka argue that Brown and Levinson's
pragmatic theory of universality, based on Anglo-Saxon tradition which
places specific emphasis on the rights and autonomy of every individual
does not work when applied to many other cultures. It is clear. that further investigation of pragmatic u~iversals needs to be It is clear. that further investigation of pragmatic u~iversals needs to be On Communicative Competence
15
pursued. It seems likely, as Chomsky suggests, that there are pragmatic
universals, such as Grice's Conversational Maxims (1975) which underlie
language use. It is a matter of studying performance models in more depth. "[E]vidence about the actual organization of behavior may prove crucial to
advancing the theory of underlying competence. Study of performance and
study of competence are mutually supportive" (Chomsky, 1980, p. 226). Chomsky considers the distinction between psychology, which is concerned·
with performance, and linguistics, which is concerned with competence, to be
senseless: On Communicative Competence
15
pursued. It seems likely, as Chomsky suggests, that there are pragmatic
universals, such as Grice's Conversational Maxims (1975) which underlie
language use. It is a matter of studying performance models in more depth. "[E]vidence about the actual organization of behavior may prove crucial to
advancing the theory of underlying competence. Study of performance and
study of competence are mutually supportive" (Chomsky, 1980, p. 226). Delineation of disciplines [linguistics and psychology] may be useful
for administering universities or organizing professional societies, but
apart from that, it is an undertaking of limited merit. A person who
happens to be interested in underlying competence will naturally be
delighted to exploit whatever understanding may be forthcoming
about process models that incorporate one or another set of
assumptions about linguistic knowledge. Furthermore, it seems
evident that investigation of performance will rely, to whatever extent it
can, on what is learned about the systems of knowledge that are put to
use. Chomsky and Others on Pragmatic Competence (1980,p.202) However, Chomsky does not focus on performance models because
he seeks to explain how innate knowledge of grammar or universal grammar
(UG) accommodates the creative aspect of language. Although Chomsky
does not focus on performance, he does discuss it in terms of 'acceptability'
(1965, p. 11). Communicative aspects of language include performance and
acceptability. Chomsky differentiates between acceptability and
grammaticality. Acceptability belongs to performance and grammaticality
belongs to competence (1965, p.11 ). "Grammaticalness is only one of the
many factors that interacts to determine acceptability" (1965, p. 11). Thus,
Chomsky does not deny the sociological aspects of language production; On Communicative Competence
16
however, his interest lies in determining the nature of grammar and universal
grammar of an ideal speakerJhearer. He nonetheless agrees with
Lenneberg ( 1967) that the rules of grammar enter into the processing
mechanisms of language in context. Chomsky states that if we accept
Lenneberg's contention that "the rules of grammar enter into the processing
mechanisms, then evidence concerning production, recognition, recall, and
language use in general can be expected (in principle) to have bearing on
the investigations of rules of grammar, on what is sometimes called
'grammatical competence' or 'knowledge of language'" (Chomsky 1980, p. 200-202). 16 Communicative Competence Hymes (1972), proposes a broader notion of competence-
communicative competence, which includes not only grammatical
competence (tacit knowledge of the rules of grammar), but also pragmatic
competence, (knowledge of the rules of language use). Although Hymes
(1996) reveres Chomsky's "brilliant work," he does not make a distinction
between competence and performance. The following discussion in
Chapter 2 attempts to demonstrate why Hymes' theory is not a competence
theory. Instead, it is a performance theory, because Hymes is not
investigating language universals or knowledge of language that unde~lies
pragmatics. Since Hymes' theory of communicative competence is
formulated in reaction to Chomsky's theory of grammatical competence, it
seems appropriate to begin by discussing Hymes' socio-cultural theory of
language acquisition. The following is a detailed discussion of the evolution
of Hymes' theory of CC. On Communicative Competence
Chapter 2 17 The Empiricists and the Notion of Communicative Compet 16)
Thus, by extending the idea of competence, Hymes has changed the narrow
meaning of the linguistic term put forth by Chomsky (1965). As stated above
Chomsky severed the term competence from ability, and chose to do so in
order to disentangle it from the many meanings of 'knowledge'
(Chomsky,1980, p. 59). Taking Hymes' new definition of compet9nt?8 , the
term communicative competence makes sense. However, this is where the
terminological confusion begins, because there are many linguists who
define competence according to Chomsky's definition-knowledge of The Empiricists and the Notion of Communicative Compet Theories of language acquisition are based on different philosophies
or psychological theories. The two main views related to language
acquisition are either based on rationalist theories or empiricist theories of
learning. As stated above, the rationalist theories of Leibniz (1949) and
Lenneberg (1967) form the basis of Chomsky's theory of language
acquisition--that humans possess innate knowledge of language in the form
of principles and parameters. The philosophical theories of John Locke
(1975), an empiricist, and the psychological theories of Piaget (1980), a
constructivist, form the foundation of the empiricist's theories--that there are
no innate principles. Hymes (1972) and Halliday (1970) represent the empiricist view of
language acquisition. Although Hymes acknowledges innate knowledge of
language as defined by Chomsky, his emphasis is on the sociolinguistic and
anthropological aspects of language. Since Hymes redefines competence
to suit his perspective on language acquisition, I juxtapose Hymes with
Chomsky in order to elaborate further on the theory of competence. For Hymes, grammatical knowledge is a resource, not an abstract
cognitive configuration. How knowledge gets realized as use is a central
issue and a component of communicative competence (CC). Chomsky's
theoretical notion of the ideal speaker/hearer is ·unilluminating from the
standpoint of the children we seek to understand and help" (Hymes, 1971,
p. 4). Hymes admits that Chomsky's theoretical standpoint is necessary, but
not sufficient on its own, ·because this idealized conception becomes On Communicative Competence
18
inadequate as soon as it is confronted with real children in a particular
environment" (Hymes, 1971, p. 4). Hymes explains the value in Chomsky's
theory:
A theoretical perspective is essential, and the perspective afforded by
transformational generative grammar is particularly valuable because
it gives us the concept of an idealized learner, with built-in
propensities for language. This does away with the notion of genetic
racial inferiority of any particular group, or sub-group. (1971, p. 4)
However, Hymes objects to the lack of socio-cultural factors in linguistic
theory, and believes that in order for language to be adequately studied the
notion of competence needs to be extended. He states the following:
I should therefore take competence as the most general term for the
speaking and hearing capabilities of a person. This choice is in the
spirit of present linguistic theory, if at present against the letter. Competence is understood to be dependent upon two things: (tacit)
knowledge and (ability for) use. (Hymes, 1971, p. On Communicative Competence
18
inadequate as soon as it is confronted with real children in a particular
environment" (Hymes, 1971, p. 4). Hymes explains the value in Chomsky's
theory: 18 A theoretical perspective is essential, and the perspective afforded by
transformational generative grammar is particularly valuable because
it gives us the concept of an idealized learner, with built-in
propensities for language. This does away with the notion of genetic
racial inferiority of any particular group, or sub-group. (1971, p. 4) However, Hymes objects to the lack of socio-cultural factors in linguistic
theory, and believes that in order for language to be adequately studied the
notion of competence needs to be extended. He states the following:
I should therefore take competence as the most general term for the
speaking and hearing capabilities of a person. This choice is in the
spirit of present linguistic theory, if at present against the letter. Competence is understood to be dependent upon two things: (tacit)
knowledge and (ability for) use. (Hymes, 1971, p. 16) Thus, by extending the idea of competence, Hymes has changed the narrow
meaning of the linguistic term put forth by Chomsky (1965). As stated above
Chomsky severed the term competence from ability, and chose to do so in
order to disentangle it from the many meanings of 'knowledge'
(Chomsky,1980, p. 59). Taking Hymes' new definition of compet9nt?8 , the
term communicative competence makes sense. However, this is where the
terminological confusion begins, because there are many linguists who
define competence according to Chomsky's definition-knowledge of
language severed from ability, and draw the distinction between competence
(a state) and performance (a process). Hymes agrees with Chomsky that competence must be the central
concern. •aut arbitrary restriction of the domain of underlying knowledge can . On Communicative Competence
19
be ended; the methodological spirit of generative grammar can be extended
to the whole sphere of the abilities manifest in speech" (Hymes, 1971, p.11 ). Hymes claims that what is important now is "the relation between rules of
grammar and rules of use" (1971, p.11 ). In 1968 the Centre for Advanced Study in the Developmental
Sciences with the Ciba Foundation held a Study Group on Language
Development in England. Hymes was one of the participants who presented
a formal paper which was later edited for publication. In the discussion
following Hymes' presentation on competence and performance, Bever
points out that Hymes does not resolve the problem of the relationship
between a linguistic grammar and speech performance (1971, p. 25). On Communicative Competence
18
inadequate as soon as it is confronted with real children in a particular
environment" (Hymes, 1971, p. 4). Hymes explains the value in Chomsky's
theory: Furthermore, inherent in Chomsky's theory of competence is that there is
more to language than grammar, since grammaticality is seen as a
psychological notion. Later in the ensuing discussion, Cazden asks Hymes if
his notion of competence includes knowledge of rules of style and rules of
social interaction, etc. Hymes answers, "Yes, and this may lead to different
kinds of competence in people who grow up in different cultural contexts"
(1971, p. 26). In this respect, Hymes' theory of competence relates more to a
theory of pragmatic competence , since pragmatic competence directly
relates to use. In this regard, his term communicative competence becomes
more meaningful. The underlying rules, then, which relate to pragmatic
behavior, would be different depending on cultural differences. However, the problem with Hymes' extended definition of competence,
still remains, because Chomsky discusses grammatical competence and
pragmatic competence in terms of language universals as well as emergent On Communicative Competence
20
knowledge of language. While each culture may have particular
grammatical and pragmatic differences, Chomsky's purpose in investigating
language is to discover universals which are general to all languages. Although Chomsky does not investigate pragmatic universals, he does
investigate grammatical universals which are discussed under the heading of
UG. Hence, the distinction between Chomsky's narrow definition of the term
competence and performance remains of critical importance. 20 In an effort to attain a more global understanding of language,
Hymes helped to clarify the domain of performance, but he muddied the
domain of competence in his attempt to refocus the study of language from
the intrinsic to the extrinsic. Hymes' model of CC contains four parameters: possibility, feasibility,
appropriateness, and attestedness in actual performance. Below is an
explanation of these four parameters: 1) Whether (and to what degree) something is formally possible. 2) Whether ( and to what degree) something is feasible in virtue of the
means of implementation. 3) Whether (and to what degree) something is appropriate ( adequate,
happy, successful) in relation to a context in which it is used and
evaluated. 4) Whether (and to what degree) something is in fact done, actually
performed, and what its doing entails. (Hymes, 1972, 285-286) There are two aspects to each parameter-(tacit) knowledge and
(ability for) use, which make eight elements. Contrary to Chomsky, Hymes
does not separate competence from performance. As stated above he
redefines competence to include knowledge and use. On Communicative Competence
18
inadequate as soon as it is confronted with real children in a particular
environment" (Hymes, 1971, p. 4). Hymes explains the value in Chomsky's
theory: However, Hymes
does make a distinction between knowledge and competence . "This
distinction allows one to deal with differential competence due to differential On Communicative Competence
21
knowledge" (Hymes, 1971, p.16). If knowledge is differential then it is not a
state, but rather a process related to performance. Hymes associates both
terms, competence and knowledge, with ability, and white he says he is
interested in the underlying rules of use or pragmatic competence, he
continues to discuss competence in terms of ability for use. As stated above,
in Rules and Representations Chomsky recognized pragmatic competence
which he conceived of as underlying the ability to make use of the knowledge
characterized as grammatical competence (1980, p. 59}. Even with respect
to the term pragmatic competence, Chomsky draws the distinction between
competence and performance. Chomsky only has two elements--competence and performance. As
stated earlier Chomsky's concern is competence: the system of rules and principles that we assume have, in some
manner, been internally represented by the person who knows a
language and that enable the speaker, in principle, to understand
an arbitrary sentence and to produce a sentence expressing his
thought; and its further concern is universal grammar, the principles
that specify the range of possible human grammars. (Chomsky, 1980;
p. 201) So it seems that Chomsky's original theory of competence should
remain intact, and while Hymes' theory of performance is important in its own
right, it needs to be discussed in terms of a theory of language use. It is not a
competence theory. Although Hymes talks about underlying rules of
language use, he does not investigate pragmatic universals, just as Chomsky
does not investigate or develop performance models. If Hymes changed his
terminology and referred to his theory as one of performance, then Hymes
and Chomsky's theories could complement each other. The following section on Hymes further demonstrates why Hymes' The following section on Hymes further demonstrates why Hymes' On Communicative Competence
22
theory is not a competence theory, but rather a theory of performance. Although in 1971, Hymes argued that Chomsky's theory of competence
needed to be extended to include the concept of underlying competence for
use, he does not explore the rules of use or pragmatic competence. Rather,
Hymes discusses language fram a socio-cultural standpoint. His later work
reveals his sociolinguistic perspective on language acquisition. 22 Hymes Argues Against the Chomskyan Perspective In Ethnography, Linguistics. Narrative, and Inequality Hymes (1996)
discusses his ethnographic perspective on the study of language. He argues
against the "Chomskyan perspective" of formal linguistics or abstract
representations of the mind and UG, and elaborates on his theory of
ethnography of speaking which seeks to reach an understanding of
languages and all their dialects and varieties in terms of a socially constituted
linguistic theory: *that verbal means and the social matrices in which they exist are
interdependent;
*that the organization of verbal means must be viewed from the
vantage point of social matrices;
*that one must discover ways in which verbal means are organized by
virtue of social matrices (using 'social matrices' here as a general term
for activities, institutions, groups, etc.) (Hymes, 1996, p. 102) For Hymes, "[t]he true scope of a socially constituted study of language
is thus the study of speech styles within culturally constituted ways of
speaking" (Hymes, 1996, p.102). Although Hymes admits that grammar can
account for phonological, morphological and syntactic elements and their
relationships, and can be abstracted from social context, he maintains that it On Communicative Competence
23
is not possible to account for speech styles in abstraction from social context. He suggests that both the formal properties and meaning of speech styles
may lie in the relations among social contexts, not in the relations of the
linguistic features themselves (Hymes, 1996, p. 102). It seems as though
Hymes contradicts himself here, because if grammar can be abstracted from
social context then theoretically a language faculty could exist that possesses
specific properties, structure and organization. This is why I consider Hymes
a straddler, because he never categorically states that there is no such
module of the mind/brain called the language faculty. As stated above,
Hymes reveres Chomsky's "brilliant work," yet he does not embrace it. Hymes does not investigate the formal properties of language; he
merely criticizes Chomsky for creating a perspective on the study of language
that diverted other linguists from properly pursuing the ethnography of
speaking. Hymes asserts the following regarding Chomsky: Chomsky's conception of linguistics is the bringing to perfection of the
trend to focus on formal models, while investing formal models with the
ultimate significance of being avenues to human mind and nature, the
only general goal worthy of a linguist . Hymes Argues Against the Chomskyan Perspective Chomsky's conception of linguistics is the bringing to perfection of the
trend to focus on formal models, while investing formal models with the
ultimate significance of being avenues to human mind and nature, the
only general goal worthy of a linguist . The unintended consequence of the success of this brilliant
work was to disable linguists from study of the social and to reinforce
assumptions in American life prejudicial to understanding the place of
language in it. (Hymes, 1996, p. 95) Chomsky's conception of linguistics is the bringing to perfection of the
trend to focus on formal models, while investing formal models with the
ultimate significance of being avenues to human mind and nature, the
only general goal worthy of a linguist . The unintended consequence of the success of this brilliant
work was to disable linguists from study of the social and to reinforce
assumptions in American life prejudicial to understanding the place of
l
i
it (H
1996
95) The unintended consequence of the success of this brilliant
work was to disable linguists from study of the social and to reinforce
assumptions in American life prejudicial to understanding the place of
language in it. (Hymes, 1996, p. 95) Hymes holds Chomsky responsible for the following injustices with
ect to language learning: Hymes holds Chomsky responsible for the following injustices with
ect to language learning: respect to language learning: respect to language learning: On Communicative Competence
24
formal written English. Dialects and vernaculars are assumed to be
superficial variations. p
4 English is enough. See 1 and 3. 5 Right or Wrong. Most Americans assume that there is a single
standard. Chomskyan linguists were quick to apply a sign of
exclusion, the asterisk, to sentences they judged impossible in English
6 Fluency and style are suspect [A] good many of the utterances set
aside as ungrammatical prove acceptable in sufficient context, such as
a poetic one; intonation, which is inseparable from the effect and
acceptability of utterances, is ignored. {Adapted from Hymes, 1996,
pp. 95-96) respect to language learning: 1 Only English. Most linguistic theory and analysis under his aegis
focused on English. 2 Bilingualism is suspect. Chomsky's focus on his own language set
bilingualism aside as secondary. A necessary simplifying assumption
of the theory is the ideally fluent speaker/hearer in a homogeneous
speech community. 3 Learn literary standard. Chomskyan linguistics was essentially On Communicative Competence
24
formal written English. Dialects and vernaculars are assumed to be
superficial variations. Hymes' Ethnographic Perspective Hymes asserts that there were two stages in the development of the
ethnography of speaking. He credits Sapir, Burke, and Jakobson (1960) for
the first stage because they discussed language from a cross-cultural
perspective, and their ideas laid the foundation for a discipline based on the
social constitution of language in both structure and function. Jakobson
argued that language must be investigated in terms of its many varieties and
functions. "The verbal structure of a message depends primarily on the
predominant function" {Jakobson, 1966, p. 353). "The second stage has been the undertaking of field studies explicitly
devoted to questions of the structure and function of means of speech"
(Hymes, 1996, p. 103). The third stage, which is in the developmental
stages, has the task of comparing and contrasting case studies leading to a
sharpening of terminology and a better understanding of the social
constitution of language and how it relates to structure and function. Possible Compromise Between Chomsky and Hymes
However, Hymes admits that: Possible Compromise Between Chomsky and Hymes
However, Hymes admits that: However, Hymes admits that: Grammar in the usual sense contributes analysis of many of the On Communicative Competence
25
resources of speech styles, but not all. The grammar of discourse has
additional properties. Two crucial properties are these: 1) a speech
style involves selection and grouping of features across the usual
levels of linguistic analysis, coordinating them in a novel way
independent of such levels; 2) a socially significant speech style often
involves only a portion of the occurring features. Now a grammarian is used to seeking total accountability at
each level of analysis--all of the message form is referable to
phonological elements and relationships, to morphological elements
and relationships, to syntactic and semantic elements and
relationships. This kind of accountability can be pursued to a fair
degree in abstraction from social context. (Hymes, 1996, p. 102) To a certain degree, Hymes can embrace Chomsky's viewpoint--that
the formal aspects of language can be pursued in abstraction from social
context And to a certain degree, Chomsky can embrace Hymes' perspective
stated below: It is not possible to pursue accountability of speech styles in
abstraction from social context, and much of the interest, both in
formal properties and in meaning, of speech styles may lie in the
relations among social contexts, not in the relations of the linguistic
features themselves. (Hymes, 1996, p.102} Chomsky would at least agree that speech styles or "special uses of
language" cannot be abstracted from social context; however, I believe he
would argue that the formal properties of speech styles are governed by tacit
knowledge of underlying rules, and therefore, can and should be
investigated independent of social context. Nonetheless, Chomsky (1986) is
keenly interested in how knowledge of language is put to use--how the
language faculty yields a particular language through interaction with
presented experience such as specific speech styles. Hymes believes we should break away from the do~ination of the
formal models of the investigation of grammar and look critically at language On Communicative Competence
26
from an ethnographic perspective. The question arises: Why not look at both
aspects of language--the abstract and the concrete, as suggested by Spolsky
(1989), Chomsky, and Widdowson (1989), who describes language in terms
of 'usage' and 'use?' of 'usage' and 'use?' Hymes claims that: It is increasingly accepted that linguistic elements should be
analyzed and explained in terms of their functional relevance,
meaning not only their function within a grammar as such, but their
relevance to needs and interests of users of language in
conveying and processing information, making discourse coherent,
managing social relationships. (1996, p. 88) Chomsky would be the first to admit that the investigation of the
abstract principles of the mind/brain with respect to language does not say
anything specific about cultural patterns or institutional constraints. However,
in order to study the innate properties of the mind, one must look at language
of the ideal speaker/hearer taken out of social context. In Language and
Mind Chomsky states: "The most challenging theoretical problem in
linguistics is that of discovering the principles of universal grammar that
interweave with the rules of particular grammers to provide explanations for
phenomena that appear arbitrary and chaotic" (1972, p. 48). Chomsky's
theory is based on the Platonistic conception that knowledge of a particular
language grows and matures along a course that is in part intrinsically
determined, similar to the visual system or other bodily organs that develop
along a course determined by genetic instructions under the triggering and
shaping effects of environmental factors (1986, p. 2). Hymes reacts to Chomsky's theory of grammatical competence
because he wants to emphasize the socio-cultural aspects of language, and Hymes reacts to Chomsky's theory of grammatical competence
because he wants to emphasize the socio-cultural aspects of language, and On Communicative Competence
27
change the focus of linguistics from grammar to use. Hence, he redefines
competence to include {tacit) knowledge and {ability for) use
Hymes does
not make a distinction between competence and performance because,
unlike Chomsky, competence is not severed from ability for use. On the
other hand, Chomsky makes the distinction, because knowledge of the rules
of grammar does not tell us how a person might proceed in conversation. Furthermore, a speaker/hearer may possess full grammatical competence,
but because of disabilities may not be able to employ his knowledge. While Chomsky is not interested in behavior and its products, he
recognizes a relationship between knowledge of language and language
acquisition. Several applied linguists suggest a compromise between
Chomsky and Hymes. The following is a summary of of their perspectives. On Communicative Competence
29
theories. Chomsky and Bialystok agree that learners have structured
representations of their knowledge and these representations are used
systematically to produce utterances. On Communicative Competence
29
theories. Chomsky and Bialystok agree that learners have structured
representations of their knowledge and these representations are used
systematically to produce utterances. 29 29 Hymes' theory of communicative competence evolved over time. Originally, Hymes (1971) stated his goal to develop the concept of underlying
knowledge for use from a socio-cultural standpoint. Later, Hymes (1996)
argues against the "Chomskyan perspective" of formal linguistics or abstract
representations of the mind and UG. Instead of a competence theory, he
developed a theory of speech performance which is rooted in a functional
theory of language use and acquisition. To support his theory, Hymes (1996)
refers to Halliday's (1977) theory of the functional basis of language
acquisition. Halliday's theory is discussed below. Hymes claims that: Widdowson (1989) also acknowledges a relationship between
knowledge and acquisition, and he reformulates Hymes' parameters into two
competencies--grammatica/ competence {the parameter of possibility) and
pragmatic competence {all the other parameters). Canale and Swain adopt
"the term 'communicative competence' to refer to the relationship and
interaction between grammatical competence, or knowledge of the rules of
grammar, and sociolinguistic competence, or knowledge of the rules of
language use" {1980, p. 6). They also make a counterpoint to Hymes' earlier
statement: "Just as Hymes {1972) was able to say that there are rules of
grammar that would be useless without rules of language use, so we feel that
there are rules of language use that would be useless without rules of
grammar" {Canale and Swain, 1980, p. 5). In this same vein of thought,
Spolsky {1989) asserts that grammatical competence is critical to any On Communicative Competence
28
performance model. Spolsky and Canale and Swain agree that there is a
relationship between competence and performance (Spolsky, 1989, p.139). Spolsky proposes that these two independent measures of competence and
performance overlap (1989, p.139). Bialystok maintains that competence theories and processing
theories are derived from Chomsky's definition of competence and
performance (Bialystok, 1990, p. 637). Most linguists discuss theories of
communication either in response to Chomsky's theory of grammatical
competence or in reaction to Chomsky's theories of generative grammar. Whether there is agreement or disagreement with regard to Chomsky's
theory of grammatical competence, his theory remains a pivotal point for
linguists that study language acquisition. Bialystok states that while
Chomsky elevates competence and relegates performance to use, it is not
what he intended, but is a result of his focus on knowledge of the mind rather
than the whole of language which includes sociolinguistics. pragmatics, and
language strategies. Still, Bialystok is committed to Chomsky's views. She
quotes from Macnamara, a psychologist who extends Chomsky's distinction
between competence and performance beyond linguistics (1990): "Is there
understanding of the mind in its logical aspects without access to the mind's
logical ideas?" (Macnamara 1990, p. 19). Bialystok agrees that competence
theories by their very nature must be idealized because they are based on
mental structures and representations. Furthermore, performance is an
indirect and imperfect reflection of knowledge structures (1990, p. 643). Bialystok predicts that metatheoretical distinctions should be able to
reconcile differences between competence theories and performance Halliday's Functional Theory of Language Acquisition There are other linguists who reject the Chomskyan perspective
outright, and who consider it 'incomprehensible' that there is a language
acquisition device, an innate component of the human mind that yields a
particular language through interaction with presented experience. Hymes
looks to the work of Halliday who has always defined language in terms of its
functional relevance. In this respect, Halliday's theory of the functional basis
of language is aligned with Piaget's (1980) constructivist philosophy of
language--that there are no innate principles with respect to language, and
that language learning is a process of building on experiences with a
particular language. Halliday rejects the whole notion of competence and. performance and the distinction between them. On Communicative Competence
30
For Halliday, a child's language is what s/he internalizes as a result of
his/her own experiences. In his book, Explorations in the Functions of
Language, Halliday states the following: 30 The child knows what language is because he knows what language
does. . . . He has used language in many ways--for the satisfaction of
material and intellectual needs, for the mediation of personal
relationships, the expression of feelings and so on. Language in all
these uses has come within his own direct experience, and because of
this he is subconsciously aware that language has many functions that
affect him personally. Language is, for the child, a rich and adaptable
instrument for the realization of his intentions; there is hardly any limit
to what he can do with it. (Halliday, 19TT, p. 2) Halliday emphasizes the many-sidedness of a child's linguistic
experience and identifies models of language with which the normal child is
endowed by the time s/he is five. In other words, the child internalizes
complex models of language through experience with the language as a
functional system. Instrumental, Regulatory, and lnteractional Models of Language The simplest of the child's models of language is called the
'instrumental' model-- an internalized awareness that language provides a
means to a desired end. Closely related to the instrumental mode of
language is the 'regulatory' model of language--an internalized awareness of
language used to control the behavior of others. Bernstein (1971) discusses
different types of regulatory language used specifically to control the
behavior of others. Based on Bernstein's work, Halliday gives the following
examples of regulatory language that a child experiences and then
internalizes, adding this model of language to his/her repertoire. In various On Communicative Competence On Communicative Competence 31 situations a mother may say: you mustn't take things that don't belong to you (control through
conditional prohibition based on a categorization of objects in terms of
a particular social institution, that of ownership); that was very naughty
( control through categorization of behaviour in terms of opposition
approved/ disapproved); if you do that again I'll smack you (control
through threat of reprisal linked to repetition of behaviour); you'll make
Mummy ve,y unhappy if you do that (control through emotional
blackmail); that's not allowed (control through categorization of
behaviour as governed by rule) and so on. (1977, p. 5) Thus, the child applies these awarenesses or internalized models of
language use to achieve a desired end (instrumental), and based on his/her
experience with the language of rules and instructions (regulatory), he/she
learns to control others. Closely related to the regulatory model is the third
model called the 'interactional' model, which refers to the use of language in
maintaining relationships. In this case, language is used to "define and
consolidate the group, to include and to exclude, showing who is 'one of us'
and who is not; to impose status, and to contest status that is imposed; and
humour, ridicule, deception, persuasion, all forensic and theatrical arts of
language are brought into play" (Halliday, 1977, p. 6). Thus, while the child
is listening and involved in complex interactions, s/he is internalizing models
of language that perform a function. onal, Heuristic, and Representational Models of Language The fourth model of language use internalized by the child is called
the 'personal' model which refers to the child's awareness of language as a
form of his own individuality; language plays an essential role in the
development of a child's personality-- "his awareness of himself is closely On Communicative Competence
32
bound up with speech: both with hearing himself speak, and with having at
his disposal the range of behavioural options that constitute language"
(Halliday, 1977, p. 6). Fifthly, the child has a 'heuristic' model of language derived from his
knowledge of how language has facilitated his investigation of reality. The
child demonstrates this awareness of the 'heuristic' model of language by
asking questions in order to gain information and explain facts. By the age of
five many children already possess a metalanguage for the heuristic
function--"they know what a 'question' is, what an 'answer' is, what knowing
and 'understanding' mean, and they can talk about these things without
difficulty" (Halliday, 1977, p. 7). Another aspect of 'metalanguage' or
'language about language' is how the child uses language to create his own
environment. This is called the 'imaginative' model of language; "and this
provides some further elements of the metalanguage, with words like story,
make up, and pretend" (Halliday, 1977, p. 7). The sixth and final model of language is called the 'representational'
model. This refers to the child's awareness that language is a means of
communicating about something, or expressing propositions. "The child is
aware that he can convey a message in language, a message which has
specific reference to the processes, persons, objects, abstractions, qualities,
states and relations of the real world around him" (Halliday, 1977, p. 8). Linguistic Structure Depends on Soclal Function Thus, the functional approach to the study of language investigates
how the character of language has been shaped and determined by use. On Communicative Competence
33
The social function of language or 'diatypic' varieties, or 'registers' in
language is governed by the range of uses that language is put to in a
particular culture. This leads us to the fundamental question of the relation
between the functions of language and the nature of the linguistic system. Halliday poses the question: "Is the social functioning of language reflected
in linguistic structure--that is, in the internal organization of language as a
system" (Halliday, 1977, p. 15)? 33 To answer this question, Halliday refers to the work of Malinowski
{1923) who conducted ethnographic research among some Melanesian
tribes of Eastern New Guinea. In general, what Malinowski attempts to make
clear through his analysis of 'primitive' text is that language is essentially
rooted in the reality of the culture, and that it cannot be explained without
reference to the context of situation, an expression that he coined. From his analysis of the Trobriand language, a Melanesian language
used by the natives of the Trobriand Islands, N. E. New Guinea, Malinowski
concludes the following: The study of any form of speech used in connection with vital work
[other than fishing] would reveal the same grammatical and lexical
peculiarities: the dependence of the meaning of each word upon
practical experience, and of the structure of each utterance upon the
momentary situation in which it is spoken. Thus the consideration of
linguistic uses associated with any practical pursuit, leads us to the
conclusion that language in its primitive forms ought to be
regarded and studied against the background of human activities and
as a mode of human behaviour in practical matters. {Malinowski,
1949, p. 312) Malinowski goes on to say that meaning is directly related to use--that
there is a direct connection with the meaning of the word and the object or
prototype it represents. He states the following: On Communicative Competence
34
The meaning of a word arises out of familiarity, out of ability to use, out
of the faculty of direct clamouring as with the infant, or practically
directing as with primitive man. A word is used always in direct active
conjunction with the reality it means. The word acts on the thing and
the thing releases the word in the human mind. (1949, p. Linguistic Structure Depends on Soclal Function 322-323). However, we know this to be fa!se because many words have more
than one meaning or associations; and many words refer to abstract ideas or
intangible objects. Nonetheless, Malinowski maintains that "there can be no
definition of a word without the reality which it means being present" (1949,
p. 325). In the final section of Malinowski's article, he addresses the problem of
the structure of language. He asserts that linguistic structure is not the result
of the rules of human thought, nor is it the case described by H. Sweet--that
every grammatical category is the expression of some logical category. While Malinowski believes real categories exist on which the grammatical
divisions are based, these real categories are not derived from a primitive
philosophic system. Instead, Malinowski claims the following: Language in its structure mirrors the real categories derived from
practical attitudes of the child and of primitive or natural man·to the
surrounding world. The grammatical categories with all their
peculiarities, exceptions, and refractory insubordination to rule, are the
reflection of the makeshift, unsystematic, practical outlook imposed by
man's struggle for existence in the widest sense of this word. (1949, p. 327-328) Malinowski claims that each category closely corresponds with the
part of speech. This part of speech (noun, verb, pronoun, etc.) is "rooted in
active modes of behaviour and in active uses of speech" (1949, p. 332). So
that the category of substance corresponds to the category of 'noun
substantives,' and this connection between category and part of speech is On Communicative Competence
35
made by the child who observes active modes of behaviour and active uses
of speech. In other words, Malinowski concludes that all linguistic processes
including the grammatical structure of language, "derive their power only
from real processes taking place in man's relation to his surroundings" (1949,
p. 336). structure of language, Malinowski admits that all human languages show, in spite of great divergences, a certain
fundamental agreement in structure and means of grammatical
expression. It would be both preposterous and intellectually
pusillanimous to give up at the outset any search for deeper forces
which must have produced these common, universally human features
of Language. (1949, p. 327) It is interesting to note that despite Malinowski's observation that language
universals appear to exist in "structure and grammatical expression," he still
maintains the close relationship between the structure of language and
language use. Linguistic Structure Depends on Soclal Function "This adaptation, this correlation between language and the
uses to which it is put, has left its traces in linguistic structure" (Malinowski,
1949, p. 327). It is interesting to note that despite Malinowski's observation that language
universals appear to exist in "structure and grammatical expression," he still
maintains the close relationship between the structure of language and
language use. "This adaptation, this correlation between language and the
uses to which it is put, has left its traces in linguistic structure" (Malinowski,
1949, p. 327). For Halliday also, language learning is learning the uses of language
and meanings associated with their uses. He states the following:
If language development is regarded as the development of a For Halliday also, language learning is learning the uses of language
and meanings associated with their uses. He states the following: If language development is regarded as the development of a
meaning potential it becomes possible to consider the Malinowskian
thesis seriously, since we can begin by looking at the relation between
the child's linguistic structures and the uses he is putting language to. (1949, p. 16) However, Halliday does not endorse Malinowski's original view that
ancestral types of language were 'primitive.' When linguistic research had
demonstrated that there was no such thing as a 'primitive language,' On Communicative Competence
36
Malinowski modified this view. Halliday agrees with Malinowski's later view-
"all adult speech represented the same highly sophisticated level of linguistic
evolution" {Halliday, 1977, p.16). Although Halliday acknowledges the linguistic movement of the
1960's--the "psycholinguistic view (the so-called 'nativist' view of the
language learning faculty)," he asserts that this view is not relevant to his
present perspective {Halliday, 1977, p. 16). Halliday defines language as a
linguistic system where there is a set of options--that is choosing the correct
vocabulary and saying it when it is appropriate. In other words, choice of
words and meaning depend on 'context of situation,' to use Malinowski's
term. The ability to say the right thing in the right place is what Hymes
defines as communicative competence. Halliday does not make a distinction
between meaning and function. He believes separating meaning from
context is an artificial distinction. There are merely different contexts and the
meaning of an expression within a particular context is different from its
meaning elsewhere. Linguistic Structure Depends on Soclal Function Rather than characterize language subjectively as the
ability, or competence, of a speaker in the way Hymes does, Halliday
characterizes language objectively as a 'meaning potential,' a set of
alternatives. He proposes "the concept of 'meaning potential,' which is what
the speaker/hearer can {what he can mean, if you like), not what he knows"
(Halliday, 1977, p. 17). In contrast, Chomsky does make a distinction
between knowledge of language and the social function of language
because his focus is on what the ideal speaker/hearer inherently knows
about language. While Chomsky acknowledges the social functions of
language. he does not focus on it because his goal is to discover and On Communicative Competence
37
establish universal rules and representations of language which allow us to
communicate in a social setting. On the other hand, Halliday's focus is on the social functions of
language, meaning "those contexts which are significant in that we are able
to specify some of the meaning potential that is characteristically, and
explainably, associated with them" (1977, p. 18-19). And Halliday is
interested in how the meaning potential associated with certain contexts
sheds light on certain features of the internal organization of language. In
this respect Halliday differs from Chomsky in that he believes that "[w]hat the
child does with language tends to determine structure" (1977, p. 19). In
other words, Halliday believes that the internal form directly reflects the
function of the language. This idea contradicts Chomsky's theory that
language use reflects knowledge of language--that rules and representations
of the mind can be derived from investigating primary linguistic data. Halliday maintains that a close match between structure and function
can be brought out by a functional analysis of the system in terms of its
meaning potential. In other words, the structures that the child has mastered
are a direct reflection of the functions that the language serves for him/her. In
this respect, Halliday's theory of language acquisition fits with Piaget's
philosophy of contructivism--a child constructs the structure of a language to
serve his/her needs, and through the process of building upon abstractions
based upon experience, he becomes proficient in his native language. While
this process may be going on to an extent, it still does not explain how a child
creates novel sentences, and constructs sentences before the need arises. Linguistic Structure Depends on Soclal Function More specifically, as stated above, Halliday describes the process o On Communicative Competence
38
building structure in terms of three main functions--'instrumental,' 'regulatory,'
and 'interactional.' Each of these has subordinate components. Figure 1
(below) illustrates the system Nigel has developed for the 'instrumental'
Figure 1. Nigel at 19 months: part of the instrumental component. Instrumental
= (rising
tone)
Examples:
yes
no
positive 'res'
response
__
R :pos
(do you
. «
i
~
want?) ~egative}{basic
'no'
R
R:neg
)
supplementary
initiating
Q... = more
(I want)
OorS
{~brtad
specific -[111Lat
food
cake
-[
0 :f
-{trtakfast
general
drink
_goods
0
pou:dtr
toiletry -{
0 :t
toothpaste
_[light
amenitr:-r water
A -:- S.am
music (Bartok)
S = Otl
services
. -[(take this) off
S
assistance
S:ass
(help me) gtt t!own
bread breakfast
more bread powder water on
Bartok on
R:pos R:ncg O:f
O:f ,
Q + O:f
O:t
A ..,.. S:am A+ S:am
=
✓
.,,
/
-
.,,,
.,.J
--
.,
--
.,,
?e
no
b.11.:
b.uka
m:, b.u
b ga
w:,ta 1 :,n tab:, ~:,n
yes I
no I
1 want I want my I want some I want I want the I want a
want it don't
some breakfast
more bread some
water tap record
·
want it bread
powder turned on put on
off
get down
Elements:
S:ass
S:ass
0 object of desire [food, toiletry]
/
S service [amenity, assistance]
?.,,,_f,
.• :t va
dYkao
R response [positive, negative)
I want
I want to
Q quantifier
my bib
getdo\iln
A amenity
taken
off
Note: From M.A. K. Halliday (19n). Explorations in the Functions of
Language. Copyright 1973 by M. A. K. Halliday. Instrumental
= (rising
tone)
Examples:
positive 'res'
response
__
R :pos
(do you
. «
i
~
want?) ~egative}{basic
'no'
R
R:neg
)
supplementary
initiating
Q... = more
(I want)
OorS
{~brtad
specific -[111Lat
food
cake
-[
0 :f
-{trtakfast
general
drink
_goods
0
pou:dtr
toiletry -{
0 :t
toothpaste
_[light
amenitr:-r water
A -:- S.am
music (Bartok)
S = Otl
services
. -[(take this) off
S
assistance
S:ass
(help me) gtt t!own Instrumental
= (rising
tone)
E
l
positive 'res'
response
__
R :pos
(do you
. «
i
~
want?) ~egative}{basic
'no'
R
R:neg
)
supplementary
initiating
Q... Linguistic Structure Depends on Soclal Function = more
(I want)
OorS
{~brtad
specific -[111Lat
food
cake
-[
0 :f
-{trtakfast
general
drink
_goods
0
pou:dtr
toiletry -{
0 :t
toothpaste
_[light
amenitr:-r water
A -:- S.am
music (Bartok)
S = Otl
services
. -[(take this) off
S
assistance
S:ass
(help me) gtt t!own Instrumental
= (rising
tone) Note: From M.A. K. Halliday (19n). Explorations in the Functions of
Language. Copyright 1973 by M. A. K. Halliday. On Communicative Competence
39
function of language which refers to the use of language for the purpose of
satisfying needs. In the instrumental component there are five structure
forming elements: the response element, the object of desire, the
service desired, the quantifier, and the amenity. Figure 2. Nigel at 19 months: part of the regulatory component. Regulatory
=(rising_
tone, or
gesture)
E..umples:
come overthere
A:1en A:loc .,
ktm ~uvadca
follow come over
me
there
with me
oranges-&-lemons
P:song
- - '
:,..iWelema
sing 'oranges
and lemons'
[accompanied
g~:;! . cneutrat•
presence -
(- urgent
A
[
U ••• = no:t.•
specific
A:loc
[ovuthue
-[down
room
initiation•·
_
P:~~g = (music gesture)
[
repetition
. R == again
sing
orangts and lnnons
P
(London) bridge
Jlar
draw[
p :pict
train
down
now overthere now room
star
train
A:loc
U + A:loc...,
U + A:loc
P:pict P:pict
dau
nau :iuvadu nau .1em
da
tYafa
come (& come over
come into
draw a draw a
sit) down there with me )i>ur room
star
train
with me at once
with me
at once
again. Elements:
R
A
accompany (general, locational]
_.,,,,
P
perform [song, picture]
agael
U
urgency
sing that
R
repetition
again
by music gesture]
Note: From M.A. K. Halliday (19TT). Explorations in the Functions of
Language. Copyright 1973 by M. A. K. Halliday. What Halliday proposes is that there is a connection between, for Regulatory
=(rising_
tone, or
gesture)
g~:;! . cneutrat•
presence -
(- urgent
A
[
U ••• = no:t.•
specific
A:loc
[ovuthue
-[down
room
initiation•·
_
P:~~g = (music gesture)
[
repetition
. R == again
sing
orangts and lnnons
P
(London) bridge
Jlar
draw[
p :pict
train Regulatory
=(rising_
tone, or
gesture)
g~:;! . cneutrat•
presence -
(- urgent
A
[
U ••• = no:t.•
specific
A:loc
[ovuthue
-[down
room
initiation•·
_
P:~~g = (music gesture)
[
repetition
. R == again
sing
orangts and lnnons
P
(London) bridge
Jlar
draw[
p :pict
train g~:;! Linguistic Structure Depends on Soclal Function Regulatory
( i i down
now overthere now room
star
train
A:loc
U + A:loc...,
U + A:loc
P:pict P:pict
dau
nau :iuvadu nau .1em
da
tYafa
come (& come over
come into
draw a draw a
sit) down there with me )i>ur room
star
train
with me at once
with me
at once Note: From M.A. K. Halliday (19TT). Explorations in the Functions of
Language. Copyright 1973 by M. A. K. Halliday. Note: From M.A. K. Halliday (19TT). Explorations in the Functions of
Language. g
g
Copyright 1973 by M. A. K. Halliday. g
g
Copyright 1973 by M. A. K. Halliday. g
g
Copyright 1973 by M. A. K. Halliday. What Halliday proposes is that there is a connection between, for On Communicative Competence
40
example, 'the object of desire' and the structure derived from it--the structures
of language are expressed in terms of functional elements (and not of
classes, such as noun and verb); and they are contextually determined
according to the particular function of language. Although Halliday presents
early stages of language learning, he claims the same process occurs in later
stages, and the emphasis is on the form of the language. He states: I shall suggest, however, that in principle the same is true of the
elements of structure of the adult language: that these also have their
origin in the social functions of language, though in a way that is less
direct and therefore less immediately apparent. Even such a 'purely
grammatical' function as 'subject' is derivable from language in use: in
fact the notion that there are 'purely grammatical' elements of structure
is really self-contradictory. (Halliday, 1977, p. 23) I shall suggest, however, that in principle the same is true of the
elements of structure of the adult language: that these also have their
origin in the social functions of language, though in a way that is less
direct and therefore less immediately apparent. Even such a 'purely
grammatical' function as 'subject' is derivable from language in use: in
fact the notion that there are 'purely grammatical' elements of structure
is really self-contradictory. (Halliday, 1977, p. 23) Figure 2 (above) illustrates the 'regulatory' use of language which is
used to control the behavior of others, to manipulate the persons in the
environment. Linguistic Structure Depends on Soclal Function It consists of four elements: a demand for company, request for
performance, demand for repetition of prior actions, and an urgency
command. Halliday points out that there is no negative in the regulatory
function at this stage, which means that this is not yet an option in the child's
meaning potential. Figure 3 (below) illustrates the 'interactional' component which is the
child's use of language to interact with those around him/her--the 'me' and
'you' function of language. It consists of three elements: interaction, need,
and search. Halliday does not draw a sharp line among the three main language
systems. He says there is a connection between the instrumental and the
regulatory function, in that both represent types of demands placed on the
addressee. The regulatory and the interactional are also related, in that both On Communicative Competence
41
involve interpersonal relationships. Nevertheless, the functions are
distinguishable from one another; "and this is important, because it is through
the gradual extension of his meaning potential into new functions that the
child's linguistic horizons become enlarged" (Halliday, 1977, p. 25). Figure 3. Nigel at 19 months: part of the interactional component. Figure 3. Nigel at 19 months: part of the interactional component. generalized
I: gen
Afummy
-
DaddJ
[
A1111a
not seeking response
personalized
= falling tone
lnl<"ractional
I :pers
-{
I
seeking response
rising tone
call ---}
\ -[ n~~ N = comt
...____
search
[
S••• = where
greeting
Examples:
hullo
hullo
Mummy
Anna
Mumm'r
Anna
where
J:gcn.,,,
_I:ge1;,... t!buwa
tli'uwa
hullo! hullo? (greeting)
who's
[narrow
there? tone;+
(call)
smile]
[wide
I :n_ers_
meml
Mummy! here
you
are! l:pers
- .,,
ana
Anna:
where
are
you? come
l:pers + N
mtmi kem
~fommy. I
want you. come
l:pcrs + N
ina k'm
Anna where
are you? I want
you. Daddy
S.::r I :pcrs
wn did~
I'm looking
for Dadd;
tone]
where iiummy
S + l:pcrs
Elements:
-
✓
wta m'l!m I
I want to
know where
I
N
S
interaction [general, personal]
need
search
Mummy is
Note. From M. A. K. Halliday (19n). Explorations in the Functions of
Language
Copyright 1973 by M. A. K. Halliday. Linguistic Structure Depends on Soclal Function Halliday defines meaning potential as the •unguistic realization of the
behaviour potential; 'can mean' is 'can do' when translated into language generalized
I: gen
Afummy
-
DaddJ
[
A1111a
not seeking response
personalized
= falling tone
lnl<"ractional
I :pers
-{
I
seeking response
rising tone
call ---}
\ -[ n~~ N = comt
...____
search
[
S••• = where
greeting generalized
I: gen
Afummy
-
DaddJ
[
A1111a
not seeking response
personalized
= falling tone
lnl<"ractional
I :pers
-{
I
seeking response
rising tone
call ---}
\ -[ n~~ N = comt
...____
search
[
S••• = where
greeting lnl<"ractional
I Note. From M. A. K. Halliday (19n). Explorations in the Functions o
Language
Copyright 1973 by M. A. K. Halliday. Halliday defines meaning potential as the •unguistic realization of the
behaviour potential; 'can mean' is 'can do' when translated into language. On Communicative Competence
42
The meaning potential is in turn realized in the language system as lexico
grammatical potential, which is what the speaker 'can say"' (Halliday, 1977, p. 43). Halliday further explains meaning potential as the range of significant variation that is at the disposal of the speaker. The notion is not unlike Dell Hymes
1 notion of 'communicative
competence', except that Hymes defines this in terms of 'competence'
in the Chomskyan sense of what the speaker knows, whereas we are
talking of a potential--what he can do, in the special linguistic sense of
what he can mean--and avoiding the additional complication of a
distinction between doing and knowing. (1973, p. 46) the range of significant variation that is at the disposal of the speaker. The notion is not unlike Dell Hymes
1 notion of 'communicative
competence', except that Hymes defines this in terms of 'competence'
in the Chomskyan sense of what the speaker knows, whereas we are
talking of a potential--what he can do, in the special linguistic sense of
what he can mean--and avoiding the additional complication of a
distinction between doing and knowing. (1973, p. 46) We know that Hymes does not define competence in the Chomskyan
sense because he does not sever it from ability as Chomsky does. However,
Halliday's meaning potential is similar to Hymes' communicative competence
because Hymes investigates language from a socio-cultural perspective in
the same way that Halliday explores language. Furthermore, Halliday
differentiates meaning potential from the Chomskyan notion of competence. Linguistic Structure Depends on Soclal Function Meaning potential is not defined in terms of the mind; rather, it is defined in
terms of culture; "not as what the speaker knows, but as what he can do--in
the special sense of what he can do linguistically (what he 'can mean', as we
have expressed it)" (Halliday, 1977, p. 44). In conclusion, Halliday asserts the following: (A]lthough this connection between the functions of language and the
linguistic system is clearest in the case of the language of very young
children, it is essentially, I think, a feature of language as a whole. The
internal organization of natural language can best be explained in the
light of the social functions which language has evolved to serve. Language is as it is because of what it has to do. (1977, p. 26). Essentially, Halliday investigates language from a sociolinguistic
perspective. While his theory has its merits, it constitutes only a part of
language learning. Although Halliday's complex models of language use On Communicative Competence
43
may play a significant role in how the child manipulates language to serve
his/her needs, it still does not explain how the well-formed sentences are
generated for the child to internalize, nor does it explain how the child
creates novel sentences and makes sense of primary linguistic data. On Communicative Competence
43
may play a significant role in how the child manipulates language to serve
his/her needs, it still does not explain how the well-formed sentences are
generated for the child to internalize, nor does it explain how the child
creates novel sentences and makes sense of primary linguistic data. Ultimately, Halliday admits that the investigation of structure leads to "a
fairly abstract grammar (fairly 'deep', in the Chomskyan sense) ..." (1977, p. 87). Nonetheless, Halliday continues to explain language learning
exclusively in terms of its functions, despite the fact that he cannot explain the
complexity of the structure of language, and how a child masters complex
rules of his/her native language. This is where Chomsky's theory of UG
seems to fit in, but Halliday refuses to admit this. The following chapter
demonstrates the limitations of Halliday's socio-semantic or Hymes' socio
cultural theory of CC. Alternatives to the Term Communicative Competence What is important to remember, as many linguists agree, is that UG or
the mind's mechanism to organize and interpret language is a necessary
component for communicative language ability. Chomsky asserts that this
innate linguistic knowledge makes it possible for a child to acquire language
in a relatively short period of time given the complexity of human language. What linguists suggest and this paper contends is that the "language faculty"
converges with language input and produces successful communicative
interaction. Without grammatical competence or underlying knowledge of
grammar, communication would not take place. This is a theory that,
although is not ,directly stated, can be inferred from many linguistic theories. On Communicative Competence
44
Where non-verbal and verbal communicative input and UG converge there is
communication, or to use another term proposed by Brown, communicative
cognizance takes place (1984, p. 600). By using another term other than
communicative competence, Brown solves the confusing problem of using
Chomsky's linguistic term of competence which does not mean ability. Others such as Taylor have replaced the term competence with the
term proficiency (1980, p. 163). Other linguists define communicative
competence in terms of ability, and make it clear from the start that they are
not talking about the language instinct or innate knowledge of language as
Chomsky defines it. For example, Geis (1995) acknowledges Chomsky's distinction
between linguistic competence and linguistic performance. However, Geis
maintains that linguistic performance is part of a much more complex
competence, "namely speakers' communicative competence" (1995, p. 215). Geis defines CC as is defines CC as
(a) a quite general ability to construct communicative plans, including,
in particular, conversational plans, in an attempt to achieve one's
(normally) nonlinguistic goals and recognize and identify the plans
and therefore the goals of others and (b) an ability to produce and to
understand plan-relevant messages (including utterances, silences,
and other verbal and nonverbal behaviors). (1995, p. 215) Thus, Geis draws the distinction between the knowledge speakers
have of their languages and how speakers use their languages. The term
CC is then used to refer to "use" and is strictly associated with "ability."
Chomsky's grammatical competence is a separate component; although like
Chomsky, Geis is interested in how linguistic competence and CC relate. Alternatives to the Term Communicative Competence Geis' theory of CC is that communication or utterance generation is On Communicative Competence
45
pragmatically driven, because the goal in producing utterances is to construct
utterances that are not only semantically appropriate, but also contextually
appropriate- utterances that advance the purposes of the talk exchange in which
they occur (Grice 1975) and are consistent in style, politeness,
register, and discourse with the context in which they occur. Such
utterances may or may not be grammatical in the sense that they are
generatable by a conventional grammar of a language. Since the term communicative competence seems to have been born
out of a reaction to Chomsky's theory of grammatical competence, and the
term "'competence' entered the technical literature in an effort to avoid
entanglement with the slew of problems relating to 'knowledge"' (Chomsky,
1980, p. 59) in general, this paper asserts that the term CC should be
changed to communicative proficiency (CP) as suggested by Taylor (1988). Thus, Chomsky's linguistic term can be understood as originally intended-
severed from ability, and the confusion regarding the term communicative
competence can be eliminated. Although I will continue to use the term CC
because that is how it is discussed in linguistic circles, I believe I have
sufficiently illustrated the need to use a different term when discussing
theories of communicative language proficiency. By taking this position, I am not making the claim that communicative
behavior or pragmatic competence is not underlain by abstract mental
knowledge structures as Chomsky proposes for grammatical competence. On the contrary, based on Chomsky's definition of competence, the term CC
suggests that we possess underlying knowledge of the rules of language
use. However, Hymes does not pursue this investigation. Instead, he
discusses CC in terms of social matrices as though language use is merely a On Communicative Competence
product of its functions. Thus, the term CP better defines what Hymes
investigates--how we learn the social and cultural aspects of language. 46 However, if one wants to gain insight into what is involved in
successful communication, then it seems one should look closely at the
possibility of underlying rules for pragmatic competence in that same way
that Chomsky investigates underlying rules for grammatical competence. Alternatives to the Term Communicative Competence If
Hymes uses the term CC to mean all that is involved in communicative
language ability, then one needs to consider what abstract rules and
representations enter into CC--Chomsky's grammatical competence as well
as the possibility of pragmatic competence in the Chomskyan sense. In other words, Hymes' theory of CC should take into consideration the
underlying abstract rules that make communication possible in context. The
following chapter which provides evidence for Chomsky's grammatical
competence opens the door for an investigation of pragmatic competence-
underlying abstract rules of language use. On Communicative Competence
4
Chapter 3
Psycholinguistic View versus Sociolinguistic View:
Chomsky's Defense 47 Psycholinguistic View versus Sociolinguistic View:
Chomsky's Defense While Chomsky was looking at the individual and attempting to
determine through generative grammar what constitutes universal rules of
grammar, Hymes was looking at communication between or among people,
and defining language in sociolinguistic terms. In contrast to Chomsky,
Hymes proposed that we stop looking at knowledge in the mind of the
individual, but think of knowledge as between minds of individuals (Cazden,
1996, p. 7). Chomsky continues to investigate formal models to illuminate
abstract properties of the mind/brain, but he never intended the investigation
of the universal aspects of language to limit the study of language and all that
it encompasses as Hymes claims. As stated earlier, he denies that his
theories of abstract rules and representation of the mind/brain have direct
application to the teaching of language (Chomsky, 1966, p. 43). While
Chomsky successfully demonstrates that there are formal properties of
language, he always maintains in all his writings that performance, or
'speech styles' cannot be abstracted from social context. Even Hymes, a sociolinguist, credits Chomsky with a profound
linguistic theory of the intrinsic structure of language (Hymes, 1972, p. 273). Still, Hymes attacks Chomsky for revering knowledge and depreciating use. Linguists such as Taylor (1988, p.156) claim Hymes misunderstood Chomsky
who was defining competence in terms of the individual's tacit knowledge,
knowledge as a state, not knowledge as a process. Hymes looks to antiquity
for support for his sociolinguistic views of language acquisition where On Communicative Competence
48
"structure was a means to use, and the grammarian subordinate to the rhetor"
(1972, p. 272). Although Hymes, a sociolinguist, sought to transcend the
notion of competence in a homogeneous speech community independent of
sociological features, he does not preclude the existence of innate linguistic
knowledge. However, he does claim that social life affects inner knowledge
as well as outward performance. In this regard, Hymes theories are based in
empiricist philosophy. Whereas Chomsky differentiates between grammatical competence
and performance, Hymes combines knowledge and ability to create his
model of communicative competence. In this regard, Hymes has
misappropriated the linguistic term competence as defined by Chomsky,
since Chomsky severs the term competence from ability (1980, p. 59). Hymes claims Chomsky attacks traditions by using "his own language [as] a
basis for theory: intuiting, rather than observing, and rejecting the social
world with disdain" (Hymes, 1989, p. 245). Hymes does not equate
language acquisition with a universalist view. Psycholinguistic View versus Sociolinguistic View:
Chomsky's Defense "Chomsky pursues whatever
may provide evidence of the innate. That sets aside much of what users,
learners and teachers of language know and do" (Hymes, 1989, p. 248). While Hymes blames Chomsky for disabling linguists from pursuing
the righteous path of investigating the ethnography of speaking, I believe
Hymes is responsible for confusing the issue by coining the term
communicative competence which by Chomsky's definition is a contradiction
of terms. For Chomsky, communication encompasses performance and
ability, while 'competence• is knowledge of language severed from ability
(Chomsky, 1980, p. 59). On Communicative Competence
49
Hymes' allegations (seep. 25) regarding Chomsky's work illustrates
why Hymes, not Chomsky, is at least in part responsible for the injustices
mentioned earlier related to language learning. To attribute these injustices
to Chomsky is to completely misinterpret his work and goals--to determine
underlying rules and representations which make language acquisition
possible. It does not logically follow that because Chomsky focuses his
attention on competence or the formal models of language, that he discounts
performance. What Chomsky did do was to shift the focus from behavior or
the products of behavior to states of the mind/brain that enter into behavior. Chomsky's concern is knowledge of language: its nature, origin, and use. The three basic questions that he attempts to answer are the following: (i)
What constitutes knowledge of language? (i)
What constitutes knowledge of language? (ii) How is knowledge of language acquired? (iii) How is knowledge of language put to use? (Chomsky, 1986, p. 3) So while Chomsky's main focus is on competence severed from
ability, he is acutely aware of its relationship to use, and is interested in how
knowledge of language is put to use. As Spolsky proposed earlier, there is a
point at which competence and performance overlap (1989, p. 139). Chomsky proposes how to pursue the answers to the above three
basic questions: The answer to the first question is given by a particular generative
grammar, a theory concerned with the state of the mind/brain of the
person who knows a particular language. The answer to the second is·
given by a specification of UG along with an account of the ways in
which its principles interact with experience to yield a particular
language; UG is a theory of the "initial state" of the language faculty,
prior to any linguistic experience. Psycholinguistic View versus Sociolinguistic View:
Chomsky's Defense The answer to the third question
would be a theory of how the knowledge of language attained enters
into the expression of thought and the understanding of presented On Communicative Competence
50
specimens of language, and derivatively, into communication and
other special uses of language. (Chomsky, 1986, p. 4) On Communicative Competence
50
specimens of language, and derivatively, into communication and
other special uses of language. (Chomsky, 1986, p. 4) 50 Chomsky goes on to say that he is doing nothing more than taking up
classical questions that had been set aside for many years. By investigating
the 'steady state,· Chomsky demonstrates that there are generalizations
about all languages, not just English, which characterize UG, a theory of
knowledge, not of behavior. In fact, the UG theory gains its power by being
applied to many languages; and since the 1980's many languages have
been studied, in particular the Romance languages and Japanese ( Cook &
Newson, 1996, p. 3). Chomsky defines UG as "the system of principles,
conditions, and rules that are elements or properties of all human languages
... the essence of human language" (Chomsky, 1975, p. 29). Again,
Chomsky's theory of competence does not say how a speaker might
proceed, nor does it support a method of language teaching. So Hymes'
claim that Chomsky is responsible for the list of injustices (see p. 25) with
respect to language learning is unfounded. The Chomsky/Piaget debates (below) illuminate the complexities of
language learning. These debates demonstrate that language learning
extends beyond Halliday's socio-semantic theory of language and Hymes'
socio-cultural theory of language. Empiricism versus Natlviam, Piaget/Chomsky Debates Piaget's Theory of Language Learning
In the book, Language and Learning, Piaget and Chomsky debate the
issue of empiricism versus rationalism with respect to language learning. At
issue was whether human linguistic capacities can be considered a product On Communicative Competence
51
of general "constructed" intellectual development (as Piaget contended), or
whether they are a highly specialized part of human genetic inheritance--a
kind of innate knowledge that has only to unfold (as Chomsky asserts)
(Piattelli-Palmarini, 1980, p. xxvii). In the opening chapter by Piaget, "The
Psychogenesis of Knowledge and Its Epistemological Significance," Piaget
asserts the following: Fifty years of experience have taught us that knowledge does not
result from a mere recording of observations without a structuring
activity on the part of the subject. Nor do any apriori or innate cognitive
structures exist in man; the functioning of intelligence alone is
hereditary and creates structures only through an organization of
successive actions performed on objects. (Piaget, 1980, p. 23) Piaget does not consider himself a behaviorist or a nativist, but rather
he claims to be a constructivist, which he defines as a strong empiricist
position regarding the acquisition of knowledge or human understanding. In this respect, Piaget's view is representative of Halliday's theory of
language learning--that the character of language has been shaped and
determined by what we use it for, and that language is a process of building
meaning potential associated with the social functions of language. Piaget explains his anti-behaviorist and non-nativist position as
follows: Knowledge proceeds from action or experience similar to the
empiricist and behaviorist argument, but the relationship between objects
and subjects is not merely "adaptive" or simply a process of association. Rather it is a process which Piaget defines as " the integration of new objects
or new situations and events into previous schemes of action which are
developed as a result of generalizations made based on experience" (1980,
p.164). On Communicative Competence
52
Adaptation does occur but not in an isolated state, because there are
logical generalizations constructed based on experience; and new
experiences are then integrated into these constructed schemes of action. Piaget maintains that learning is a continual process of construction of
schemes and that as we mature we begin to reflect on knowledge gained
through the constructed schemes of action. Empiricism versus Natlviam, Piaget/Chomsky Debates He states: "As a rule, all
reflecting on a new plane leads to and necessitates a reorganization, and it is
this reconstruction, productive of new concepts, that we call "reflection""
(1980, pp. 27-28). According to Piaget, we progress from constructive
generalizations based on sensorimotor assimilation to reflective abstraction. Piaget explains this process further: Piaget explains this process further: [R]eflecting on a higher plane of an element taken from a lower level
(for example, the interiorization of an action into a conceptualized
representation) constitutes an establishment of correspondences,
which is itself already a new concept, and this then opens the way to
other possible correspondences, which represents a new "opening."
The element transferred into the new level is then constituted from
those that were already there or those that are going to be added,
which is now the work of the "reflection" and no longer of the
"reflecting" ( although initially elicited by the latter). (1980, p. 27) In other words, we pass from sensorimotor assimilation (assimilating
objects to schemes) to representational assimilation (assimilating objects to
each other) through the formation of the semiotic function (evocation of
objects not presently perceived). The semiotic function commences when
sensorimotor signifiers (cues or signals) are differentiated from what is
thereby signified and when signifiers can correspond to a multiplicity of
things signified (Piaget, 1980, p. 29). In addition to vocal and learned
language, semiotic functions include deferred imitations, symbolic play, On Communicative Competence
53
mental image which is an interiorized imitation, and sign language. In so far
as the semiotic function is concerned, Piaget's theory of language learning
diverges from Halliday's theory, because Halliday refers to Malinowski's
theory that language learning is a direct result of experience with objects that
are present. Of course, as stated before, we know that language acquisition
is not the result of interaction with the environment alone. There is a
biological aspect to language acquisition, and although Piaget and Chomsky
disagree on just what that is, they do agree that the biological endowment
possesses an innate component. Piaget argues against Chomsky's hypothesis of an "innate fixed
nucleus" or the transformational aspects of Chomsky's doctrine. Piaget
maintains that at every level of learning a mechanism called autoregulation
plays a role. Empiricism versus Natlviam, Piaget/Chomsky Debates Autoregulation is the process by which we construct schemes of
action via sensorimotor assimilation, and pass from action to representation
due to the semiotic function--differentiation of sensorimotor signifiers from
those signifiers that remain as a result of constructive generalizations. While
these reflective abstractions are not at the time dependent on sensory input,
they were initially produced by sensorimotor intelligence. So that the initial
state for Piaget consists of the hereditary mechanism of autoregulation,
common to biological and mental processes (1980, pp. 30-31). Piaget maintains that a non-innate fixed nucleus is the "result of the
constructions of sensorimotor intelligence, which is prior to language and
results from those joint organic and behavioral autoregulations that
determine this epigenesis" (1980, p. 31 ). He admits that autoregulation is in
part innate, but more in terms of functioning than in terms of structure (1980, On Communicative Competence
54
p. 381). This is similar to Halliday's theory of language learning--that the
structure of language is clearly related to the type of function which the
language is being made to serve (1977, p. 21). Chomsky's Reply to Piaget
In the chapter by Chomsky, "On Cognitive Structures and Their
Development: A Reply to Piaget/ Chomsky argues against Piaget's two
basic tenets: that innate structures are "biologically inexplicable," and that a
fixed non-innate structure can be explained as the 'necessary' result of
constructions of sensorimotor intelligence (1980, p. 35). Although Chomsky
agrees that the evolutionary development is no doubt, "biologically
unexplained," he does not believe that it is "biologically inexplicable."
Chomsky argues that there are no substantive proposals involving
'construction of sensorimotor intelligence' that offer any hope of accounting
for the phenomenon of language. He draws an analogy between cognitive
structures and physical structures of the human body: The expectation that constructions oi sensorimotor intelligence
determines the character of a mental organ such as language seems
to me hardly more plausible than a proposal that the fundamental
properties of the eye or the visual cortex or the heart develop on this
basis. (Chomsky, 1980, p. 37) By investigating the 'steady state' attained by puberty, Chomsky claims
we can construct a hypothesis as to the grammar internally represented; and
we could gain further insight into the growth of language by investigating the
intermediate states--the sequences of states that progress from the
genetically determined
1initial state' (So) to the •steady state' (Ss). Empiricism versus Natlviam, Piaget/Chomsky Debates By looking
at the steady state of a language Chomsky postulates abstract mental On Communicative Competence
55
processing of a ·nontrivial' sort which explains how a child can comprehend
and construct well-formed sentences from degenerative information. In other
words, primary linguistic data does not provide enough information to explain
how we comprehend and construct well-formed sentences. Given this
poverty of stimulus, Chomsky proposes innate knowledge of language--rules
and representations that provide the basis from which we derive well-formed,
comprehensible sentences. Hypothesis 1 is a "structure independent rule" and H2 is a "structure On Communicative Competence
dependent rule" {Chomsky, 1980, p.39). Chomsky explains further: Thus, H1 requires analysis of the declarative into just a sequence of
words, whereas H2 requires an analysis into successive words and
also abstract phrases such as "noun phrase." The phrases are
abstract in that their boundaries and labeling are not in general
physically marked in any way; rather they are mental constructions. (1980, p. 39). Thus, H1 requires analysis of the declarative into just a sequence of
words, whereas H2 requires an analysis into successive words and
also abstract phrases such as "noun phrase." The phrases are
abstract in that their boundaries and labeling are not in general
physically marked in any way; rather they are mental constructions. (1980, p. 39). To illustrate the fact that the structure independent rule, H1, is invalid, yntactic Structures Are Bound by Principles and Parameters Syntactic Structures Are Bound by Principles and Parameters Chomsky presents examples of later states of language acquisition
that are not determined by experience, that is, elements of language that are
known but for which there appear to be no relevant evidence that allows for
the formation of well-formed sentences. In other words, experience with
language in a linguistic environment does not provide the stimulus to
produce well-formed sentences. Chomsky considers the process of the
formation of simple yes-or-no questions. He gives the following examples: (1) The man is here.--ls the man here? (2) The man will leave. -Will the man leave? (2) The man will leave. -Will the man leave? Chomsky puts forth two hypothesis to account for this infinite class of
pairs: H1: process the declarative from the beginning to end (left to right),
word by word, until reaching the first occurrence of the words is, will,
etc.; transpose this occurrence to the beginning (left), forming the
associated interrogative
H2: same as H1, but select the first occurrence of is, will, etc.,
following the first noun phrase of the declarative. (1980, p.39) 56 Chomsky gives the following data: (2) The man who is here is tall.--ls the man who is here tall? The man who is tall will leave.--Will the man who is tall leave? These data are predicted by H2 and refute H1, which would predict
rather the interrogatives (3): (2) The man who is here is tall.--ls the man who is here tall? The man who is tall will leave.--Will the man who is tall leave? These data are predicted by H2 and refute H1, which would predict
rather the interrogatives (3): g
( )
(3) Is the man who here is tall? Is the man who tall will leave? (1980, p. 39). Chomsky explains the preference for H2 over H1, even when no child
is taught the relevant facts, by postulating the existence of innate mental
representations of rules--rules that are structure dependent. "The child need
not consider H 1, it is ruled out by properties of his initial mental state, So"
(Chomsky, 1980, p. 40). Chomsky likens language learning to other
genetically determined physical properties of the human body. In other
words, the different organs of the body are predetermined to function in a
certain way, and the mind/brain is no different in that it is genetically
predetermined to acquire language. The initial state which possesses rules
of grammar provide the resource or foundation for the acquisition of
language. This theory explains why children are never heard to make errors
like those in example (3). Chomsky explains further: [T]hough as in the case of many other genetically determined
properties, (for example, the onset of puberty, the termination of
growth) the appearance of this mental characteristic may be delayed
many years after birth, and may be conditional on the triggering effect On Communicative Competence
58
Phonology Is Governed by Abstract Universal Rules 58 Even at the level of sound structure, there is evidence that abstract
representations are formed and manipulated by a restrictive schematism that
specifies the choice of relevant phonetic properties. In other words, in the
same way that universal rules govern syntax as illustrated above, universal
rules also govern phonology. A careful investigation of sound reveals
general principles of organization governing phonological rules. For
example, it has been observed that certain phonological rules operate in a
cycle. This principle is called the principle of cyclic application (Chomsky,
1972, p. 45). Some simple effects of this principle are illustrated below: a. relaxation, emendation, elasticity, connectivity b. illustration, demonstration, devastation, anecdotal (Chomsky,
1972, p. 44). The unitalicized vowels are reduced to [a] in b, but they retain their
original quality in a. Example a differs from bin that the former are derived
from underlying forms--relax, emend, elastic, connective, that contain primary
stress on the unitalicized vowel. Those in b do not have the same property;
and what Chomsky contends is that vowel reduction is contingent upon lack
of stress. He accounts for the distinction between forms a and b by
employing the principle of cyciic application. In the case of a on the first,
innermost cycle, stress will be assigned by general abstract rules to the
unitalicized vowels. On the next cycle, stress is shifted, but the abstract stress
(the stress on the underlying form) assigned in the first cycle is sufficient to
protect the vowel from reduction. In the case of b the underlying forms do not contain a primary stress In the case of b the underlying forms do not contain a primary stress On Communicative Competence
59
on the unitalicized vowel--illustrate, demonstrate, devastate, anecdote. Therefore, the lack of stress in the first cycle does not protect the vowel from
reduction. "Thus, it is the abstract underlying representation that determines
the phonetic form, a primary role being played by the abstract stress that is
virtually eliminated in the phonetic form" (Chomsky, 1972, p. 44-45). Since it
is difficult to explain how a language learner might derive this principle by
"induction" from the data presented to him, Chomsky concludes that "the
principle of cyclic application of phonological rules is an innate organizing
principle of universal grammar that is used in determining the character of
linguistic experience and in constructing a grammar that constitutes the
acquired knowledge of language" (1972, p. 45). 59 Chomsky Refutes Behaviorism and Constructivism Through a close investigation of language in its 'steady state' (Ss). not
only does Chomsky demonstrate that language is not learned through an
inductive process, as the behaviorists attempt to show, but he also
undermines Piaget's theory of constructivism. According to Piaget, who
considers himself an anti-nativist and anti-behaviorist, cognitive development
is a constructive exchange with the environment. In other words, cognitive
development is the construction of the new in the mind/brain, and through
assimilation, some structure without is turned into some structure within. Once assimilated, the new structure becomes part of the subject's repertoire,
and then can enter as a component into more complex constructions which
then build upon themselves, so that the subject can create constructions of
constructions within the mind/brain. For Piaget the initial state consists of the 60 On Communicative Competence
60 On Communicative Competence
60
hereditary mechanism of autoregulation, the process by which we construct emes of action via sensorimotor intelligence. Piaget explains further: [CJognitive autoregulation makes use of the general systems of
organic regulation such as are found at every genetic, morphogenetic,
physiological, and nervous level, and forthwith adapts them to their
new situation (new, that is, by relation to the preceding levels, but still
present in every animal series).This situation constitutes the
exchanges with environment that form the basis of behavior. ... [T]he operational structures of the intelligence are transformation
systems of a kind which maintains the system as an invariant totality. This same definition could be applied to the living organism itself,
since its two basic properties are that it serves as the field for multiple
interactions {=transformations), though at the same time leaving
unchanged both the overall form (=conservation) and even a certain
number of invariant relationships. (1971, p. 34) However, based on his investigation of the steady state (Ss),Chomsky
argues that the process of language development cannot be fully explained
by Piaget's theory of constructivism. Chomsky's principles and parameters
theory, first known as Government/Binding (GB) theory (1981 ), makes the
claim that language knowledge consists of principles universal to all
languages and parameters that vary from one language to another. These
principles reveal the existence of a fixed nucleus or innate knowledge of
language which when exposed to primary linguistic data organizes the input
so that it is phonologically, syntactically, and semantically comprehensible. Chomsky Refutes Behaviorism and Constructivism Piaget admits that there is something innate as far as functioning {but not
structure) is concerned: "no one has ever been able to make an intelligent
man out of an idiot'' {Piaget, 1980, p. 168). However, Chomsky argues that if
there are elements of innateness involved in the structure of language, then
one must postulate innate structures; you cannot have it both ways. On Communicative Competence
Fodor Argues Against Constructivism 61 In a continuation of the rebuttal to Piaget's theory of constructivism,
Fodor argues "On the Impossibility of Acquiring 'More Powerful' Structures"
(Fodor, 1980, p. 142). While Piaget is in favor of some kind of compromise
between innatism and constructivism, Chomsky and Fodor are not. In fact,
Fodor considers himself a radical innatist. As stated earlier Piaget admits
that some structures are innate, but these innate structures are not highly
specific linguistic rules as Chomsky proposes in his theory of UG. Instead,
according to Piaget, these rules are the sophisticated outcome of the
interactions among simpler primitives. The resulting rules are constructed
using the subject's innate repertoire of computational abilities of the mind
interacting among themselves and with the environment. Furthermore,
Piaget claims that richer or stronger concepts can be constructed from
impoverished or weaker concepts. Fodor explains why this inductive learning theory does not fully
explain the origin of concepts. Most learning theories are based on
experiments which demonstrate how a subject maps certain attributes or
characteristics onto an object. For example, the subject, through trial and
error, associates the word miv with a red square. This exemplifies the theory
of inductive learning, but Fodor argues that this says nothing about the origin
of concepts. "What it doesn't tell you is where the hypothesis (and the
concepts that they deploy) come from" (Fodor, 1980, p. 145). Furthermore,
Fodor argues that Piaget's theory of constructing richer structures from
weaker structures is also flawed, because if you define learning as
hypothesis formation and confirmation, it is never possible to learn a ric~er On Communicative Competence
62
logic based on a weaker logic. Fodor explains that in order to get from stage
1 to stage 2 by a process of hypothesis formation and confirmation {the only
learning theory we have) we would have to learn the truth conditions upon
which the hypothesis in stage 1 is based. And to learn these truth conditions
we need to formulate a hypothesis using the conceptual apparatus available
at stage 1. However, such a hypothesis cannot be formulated because the
conceptual apparatus available at stage 1 does not provide the means to
formulate a hypothesis which could then theoretically bridge the gap
between stage 1 and stage 2. In summary, what the above discussion illustrates is that language
learning is different from general learning in that it is not learned inductively. On Communicative Competence
Fodor Argues Against Constructivism In order to explain language acquisition, one must include Chomsky's theory
of principles and parameters, or UG, because grammatical competence, a
component of communication, develops despite the poverty of stimulus. Thus, in the process of acquiring communicative skills we induce from
universal rules of grammar how to structure and organize language. Several questions remain: Is pragmatic competence like grammatical
competence, in that some part of communicative language ability is underlain
by abstract knowledge? Are there universal rules of language use as
suggested by Chomsky (1980) and Grice (1975)? Do we possess
knowledge of pragmatics like we possess grammatical knowledge? In other
words, do certain parts of the brain govern pragmatics like specific modules
of the mind govern grammar (i.e. Broca's and Wernicke's aphasia)? These
are some of the questions I will attempt to answer in the ensuing chapters. In Chapter 41 review Savignon's {1983) theory of CC and Bachman's On Communicative Competence
63
(1990) theory of Communicative Language Ability. Both linguists describe an
integrative theory of CC. Like Chomsky, they make a distinction between
competence and performance, but they combine these two entities into one
theory. Savignon refers to her theory as a theory of CC; whereas, Bachman
avoids the terminological confusion by developing a theory of
C
i
i
L
Abili
(CLA) Integrative Theories of Communicative Competence Both Savignon (1983) and Bachman (1990) develop models of CC
that include grammatical competence as one of the integral components of
CC. They also theorize that we possess pragmatic competence--underlying
knowledge of language use. By theorizing that we possess pragmatic
competence, Bachman and Savignon suggest that language skills are
subserved by competence--tacit knowledge structures severed from ability. This knowledge of language use enters into performance in the same way
that knowledge of grammar enters into performance. Just as there are
organizing principles and parameters for grammar, there are organizing
principles and parameters for pragmatics. Furthermore, Bachman and
Savignon suggest that there is a competence of communication--CC. Communicative Language Ability (CLA). Included in Bachman's theory, and suggested by Savignon, is a theory
of pragmatic competence. They theorize that pragmatic competence may be
like grammatical competence in that there are basic underlying rules for
pragmatics. Through exploring the theories of Savignon (1983) and
Bachman (1990) this paper reaches a more complete picture of what it
means to achieve communicative competence, or communicative proficiency
(Taylor, 1988). It is the contention of this thesis that these theories move
beyond Hymes' theory of CC, a socially constituted linguistic theory. Savignon (1983) and Bachman (1990) provide a more comprehensive
theory of CC, by integrating Chomsky's theory of grammatical competence
into their theory of CC or CLA (Bachman, 1990). In addition, they suggest
that we do possess pragmatic competence in the Chomskyan sense. On Communicative Competence
64
Chapter 4 64 Savignon's Theory and Model of CC As early as 1972 Savignon followed her intuition and developed a
method of teaching that addressed the needs of communication-a
continuous process of expression, interpretation, and negotiation between or
among people (1972, p. 8). In her book, Communicative Competence: An
Experiment in Foreign Language Teaching (1972), Savignon compares
three groups of students' ability to use French in four different situations-
discussion of a school related topic, information getting, reporting about
personal life, and description of the characteristics of an actor. After 18
weeks of institutional teaching, those students who received training in
communicative skills performed at a superior level compared with the other On Communicative Competence
65
two groups who did not --a culture group that discussed French culture and
attended cultural events, and a control group that attended the language
laboratory for two 30-minute sessions a week. These two 30-minute
sessions in the language laboratory were in addition to four 50-minute
lessons using an instructional program based on the audiolingual method of
teaching language which all three groups attended. The experimental group
received a 50-minute supplementary session of communicative acts in place
of the two 30-minute sessions in the language laboratory for the control
group. The results revealed that all groups performed the same (there were
no significant differences) on the CEEB tests of listening and reading. However, the experimental communicative group scored higher on
communication skills. These findings suggest that there is a difference
between linguistic competence an the one hand, and communicative
competence on the other hand. Savignon differentiates linguistic competence from communicative
competence in practice--through her study in foreign language teaching. In
addition, her theory carefully integrates grammatical competence with the
other competencies. At the same time, she acknowledges underlying
grammatical competence in the strict Chomskyan sense as the basis for
language performance or language acquisition. Chomsky defines
grammatical competence as
the cognitive state that encompasses all those aspects of form and
meaning and their relation, including underlying structures that enter
into that relation, which are properly assigned to the specific
subsystem of the human mind that relates representations of form and
meaning. A bit misleadingly perhaps, I will continue to call this
·
subsystem "the language faculty." (1980, p. 59) Savignon differentiates linguistic competence from communicative
competence in practice--through her study in foreign language teaching. In
addition, her theory carefully integrates grammatical competence with the
other competencies. (1980, p. 30). anale and Swain define strategic competence as the following: Canale and Swain define strategic competence as the following: verbal and non-verbal communication strategies that may be called
into action to compensate for breakdowns in communication due to
performance variables or to insufficient competence. Such strategies
will be of two main types: those that relate primarily to grammatical
competence (e.g. how to paraphrase grammatical forms that one has
not mastered or cannot recall momentarily) and those that relate
more to sociolinguistic competence (e.g. various role-playing
strategies, how to address strangers when unsure of their social
status). (1980, p. 30-31) The only difference between Canale and Swain's model and
Savignon's model is that Savignon proposes a separate component for
discourse competence. Later, in 1983, Canale distinguishes sociolinguistic
competence from discourse competence (Canale, 1983, p. 9-10). Thus, by
discussing Savignon's theory of CC which reconfigures Canale and Swain's
theory of CC, I will have outlined the contents and boundaries of each of their
components, and will not discuss Canale and Swain's theory separately. On Communicative Competence On Communicative Competence 67 (1980, p. 30). Savignon's Theory and Model of CC At the same time, she acknowledges underlying
grammatical competence in the strict Chomskyan sense as the basis for
language performance or language acquisition. Chomsky defines
grammatical competence as the cognitive state that encompasses all those aspects of form and
meaning and their relation, including underlying structures that enter
into that relation, which are properly assigned to the specific
subsystem of the human mind that relates representations of form and
meaning. A bit misleadingly perhaps, I will continue to call this
·
subsystem "the language faculty." (1980, p. 59) On Communicative Competence
66
The language faculty is understood to be a particular component of the
human mind; and UG, a theory of linguistic structure that aims to discover the
principles and parameters of attainable human languages, may be regarded
as a characterization of the genetically determined language faculty
(Chomsky, 1986, p. 3). Thus, knowledge of language plays a critical role in language
performance; although as Chomsky explains, and Savignon agrees, a
speaker/hearer's implicit knowledge of language is not evident from his
performance because errors occur in real situations due to "memory
limitations, distractions, shifts of attention and interest ..."
(Chomsky, 1965, p. 3). Since Savignon's focus is L2 acquisition, her model (1983) is based
on Canale and Swain's (1980) theoretical framework for curriculum design
and evaluation in L2 programs. Canale and Swain's theoretical framework
for communicative competence minimally includes three main components:
grammatical competence, sociolinguistic competence, and strategic
competence (1980, p.28). Grammatical competence includes knowledge of
lexical items and of rules of morphology, syntax, sentence-grammar
semantics, and phonology (1980, p. 29). They refer to Chomsky for a
definition of grammatical competence. Sociolinguistic competence consists of two sets of rules: socio
cultural rules of use and rules of discourse. Sociocultural rules specify the
ways in which utterances are produced appropriately within a given context. Rules of discourse are defined in terms of cohesion (i.e. grammatical links)
and coherence (i.e. appropriate combination of communicative functions) Savignon's Grammatical Competence Savignon (1983) defines grammatical competence as "linguistic
competence in the restricted sense of the term as it has been used by
Chomsky ... and most other linguists. It is that part of language performance
with which we are most familiar, that is, the grammatical well-formedness that
has provided the focus of L2 studies for centuries" (Savignon, 1983, p. 36). Savignon explains in more detail: Savignon explains in more detail: Grammatical competence is mastery of the linguistic code, the ability to
recognize the lexical, morphological, syntactic, and phonological
features to form words and sentences. Grammatical competence is
not linked to any single theory of grammar, nor does it assume the
ability to make explicit the rules of usage. A person demonstrates
grammatical competence by using a rule, not by stating a rule" (1983,
p. 37). 68 On Communicative Competence
68
Savignon's definition of grammatical competence fits with Chomsky's
theory that grammar is a system of rules underlying the creative aspects of
language. For Chomsky grammatical competence constitutes knowledge of
tanguage--the mental structures and representations of the mind/brain with
respect to language. The term competence is used because of the problems
relating to knowledge; Chomsky wants to sever competence from the
meaning of 'ability' (1980, p. 59). Grammatical competence is concerned . with those aspects of form and meaning that are determined by the
"language faculty." Universal Grammar provides the basis for developing the
rules of grammar of a particular language and all of this knowledge is tacit or
implicit. As Savignon states above, grammatical competence is
demonstrated by using the rules, not by stating the rules of a language of
which there are hundreds. While Savignon's theory of grammatical competence is used as the
basis for L2 teaching, Chomsky is skeptical that the theoretical underpinnings
of grammatical competence would support a method of language teaching
(Chomsky, 1966, p. 43). Nonetheless, Chomsky believes it is important to
study the processes by which transition takes place from the 'initial state' of
the language faculty prior to any linguistic experience to the 'final state,' that
is, language acquisition (Chomsky, 1980, p. 202). Savlgnon's Sociolinguistic Competence The second component of CC, according to Savignon, is
sociolinguistic competence which is an interdisciplinary field of study that
relates to the socio-cultural rules of language use. Savignon defines it as the On Communicative Competence 69 following: Sociolinguistic competence requires an understanding of the social
context in which language is used: the roles of the participants, the
information they share. and the function of the interaction. Only in full
context of this kind can judgments be made on the appropriateness of
a particular utterance in the terms elaborated by Hymes. (19n, p. 37) Sociolinguistic competence requires an understanding of the social
context in which language is used: the roles of the participants, the
information they share. and the function of the interaction. Only in full
context of this kind can judgments be made on the appropriateness of
a particular utterance in the terms elaborated by Hymes. (19n, p. 37) Savignon admits that we are far from formulating a satisfactory
description of socio-cultural rules of appropriateness. However, one of the
goals of intercultural analysis is to make explicit the rules of a culture in order
to help nonnatives adapt to unfamiliar cultures. Savignon explains sociolinguistic competence further: Judgments of appropriateness involve more than knowing what to
say in a situation and how to say it. They also involve knowing when
to remain silent. Or, in fact, when to appear incompetent.. Women of
my generation may remember being cautioned by their mothers not to
talk up too much in class, not to "show up" the boys, and counseled to
"act dumb» on occasion so as to give the men in their lives a feeling of
superiority. The appearance of incompetence in this instance was
considered appropriate, that is, a sign of sociolinguistic competence. (1983, p. 37). Another example of appropriate behavior is when L2 speakers
deliberately maintain a formal register, where in the same situation an
informal register might be appropriate for a native speaker. These L2
speakers are playing the role of "foreigner," which they believe has been
assigned to them by a native speaker. Thus, there are specific roles to play
in a given social situation, and knowing the social rules provides the speaker/
listener with the tools to use language correctly--according to convention,
and effectively so that s/he may accomplish his/her goals. Savlgnon's Sociolinguistic Competence Both native and
non-native speakers need to know and understand cultural rules of behavior
in order to adapt or assimilate into society. In general, the purpose of On Communicative Competence
achieving sociolinguistic competence is to promote successful
communication. 70 Savignon's Discourse Competence Discourse competence, the third component of CC as defined by
Savignon, is also an interdisciplinary inquiry like sociolinguistic competence. "The theory and analysis of discourse bring together many disciplines--for
example, linguistics, literary criticism, psychology, sociology, philosophy,
anthropology, print, and broadcast media" (Savignon, 1983, p. 38). Discourse competence is concerned with the connections of sentences or
utterances used to form a meaningful whole. Organizational patterns of
discourse differ depending on the nature of the text and the content in which
it appears. Morgan (1981) refers to the various structures underlying
discourse as discourse grammar. As stated above, Canale and Swain
discuss rules of discourse under the heading of sociolinguistic competence;
although they distinguish rules of discourse from socio-cultural rules or rules
of appropriateness (1980, p. 30). However, as mentioned above, in 1983
Canale made a further distinction between sociolinguistic competence
(socio-cultural rules) and discourse competence (cohesion and coherence). Canale and Swain (1980) refer to Halliday and Hasan (1976) and
Widdowson (1978) for a discussion of rules of discourse. These rules are
defined in terms of the cohesion (grammatical links) and coherence
(appropriate combinations of communicative functions) of groups of
utterances (1980, p. 30). Halliday and Hasan (1976) identify and explain
cohesive devices used to create a meaningful sentence. Formal cohesive On Communicative Competence
71
devices used to connect language include: pronouns, conjunctions,
synonyms, ellipsis, comparisons, and parallel structures. These devices will
be discussed in detail in Bachman's (1990) model of CC, since he also relies
on Halliday and Hasan (1976) for a definition of what Bachman refers to as
'textual competence.' Connections or structural links between sentences are often not
explicit--there may be no overt expression of a link between one proposition
and another. However, a listener infers meaning based on knowledge of the
world as well as familiarity with a particular context. The following examples
by Savignon illustrate the role of inference in the interpretation of discourse: 1) Chico suddenly turned and ran because he saw a policeman
coming down the street. 2) Chico saw a policeman coming down the street. Suddenly he
turned and ran (1983 p 39) 1) Chico suddenly turned and ran because he saw a policeman
coming down the street. 2) Chico saw a policeman coming down the street. Suddenly he
turned and ran. (1983, p. 39) In sentence 1) the relationship between the first independent clause
and the second dependent clause is explicit. Savignon's Discourse Competence The use of the conjunction
'because', a cohesive device, makes it clear why Chico ran. However, in
sentence 2) we need to infer why Chico , an because there is no cohesive
device used to make the obvious unambiguous connection, and grammatical
knowledge will not provide this information. Our original interpretation might
be the same as sentence 1), but with more contextual information, this could
be invalidated. To illustrate, Savignon gives the following example of how
the text might continue: In sentence 1) the relationship between the first independent clause
and the second dependent clause is explicit. The use of the conjunction
'because', a cohesive device, makes it clear why Chico ran. However, in
sentence 2) we need to infer why Chico , an because there is no cohesive
device used to make the obvious unambiguous connection, and grammatical
knowledge will not provide this information. Our original interpretation might
be the same as sentence 1), but with more contextual information, this could
be invalidated. To illustrate, Savignon gives the following example of how
the text might continue: 3) Chico saw the policeman coming down the street. Suddenly he
turned and ran. The 5th street bus had just passed him by and he was
going to be late for school again. There was no time to ask about
Pedro. (1983, p. 39) On Communicative Competence
72
Hence, discourse competence is the ability to grasp the meaning of
the text beyond the sentence-level structure. As Savignon's above example
illustrates, a single sentence becomes meaningful only in context, the ref ore
creating a 'global' meaning. Text coherence or a global meaning can either
be created through cohesive devices such as in sentence 1), or by giving
more related information in discourse, as in example 3) above. Furthermore,
discourse competence is the ability to interpret text connected by implicit or
explicit means in order to form a meaningful whole, and to be able to
construct a meaningful whole through cohesion or coherence so that others
may comprehend the global meaning. Successful communication "is
dependent on the knowledge shared by the writer/speaker and the
reader/hearer--knowledge of the real world, knowledge of discourse structure
and knowledge of the social setting" (Savignon, 1983, p. 40). Savignon's Strategic Competence Strategic competence, the fourth component of CC, is analogous to
survival strategies with respect to communication. In other words, survival
strategies are the coping and strategic skills used to successfully
communicate, and to sustain communication. Savignon defines strategic
competence further: There is no such person as an ideal speaker/hearer, who knows the
language perfectly and uses it appropriately in all social interactions . . . . The Strategies that one uses to compensate for imperfect
knowledge of rules--or limiting factors in their application such as
fatigue, distraction, and inattention- -may be characterized as strategic
competence.... The strategies we use to sustain communication
include paraphrasing, circumlocution, repetition, hesitation,
avoidance, and guessing, as well as shifts in register and style. (1983,
p. 40-41) On Communicative Competence
73
Thus, strategic competence is the ability of a native or nonnative
speaker/hearer to rephrase, repeat, emphasize, clarify, avoid unknown
words, topics or situations, and modify the message when a breakdown in
communication occurs. This adaptation in L 1 and L2 requires the
speaker/hearer to ·empathize' with others. Horwitz and Horwitz describe
empathy as the power of imaginatively experiencing others' experiences,
and they believe it is a necessary component for communicative
competence: 73 Given a 'complete' repertoire of all the appropriate linguistic and
sociolinguistic skills, a person without empathy would still be unable to
define from a mutual perspective that of the other person (as well as
his own) what the particular interpersonal context was and what kind
of language it required. (1977, p. 110) In addition to these four linguistic components of CC, there are paralinguistic features of communication to take into consideration. Paralinguistic features include gestures, distance, posture, and facial
expressions which accompany words and facilitate communication. According to Savignon, just as there is a linguistic code, there is also a
gesture code--there are sociolinguistic rules which govern gesture as well as
speech (1983, p. 43). For example, an appropriate gesture may replace a
word as a coping strategy during a moment of silence, and may prevent a
communication breakdown. These paralinguistic features such as gestures
used during speech communication can serve the same purpose as linguistic
features in the framework of CC. Thus, different paralinguistic features may
fall within one of the four main components depending on the function they
serve. On Communicative Competence
7 4
Savignon's Model of Communicative Competence 7 4 The question now remains: How do these four linguistic components
interact to produce CC in a particular setting or context? Figure 4 (below)
shows Savignon's theoretical model of CC. What this diagram proposes is
that even without any grammatical competence, sociolinguistic competence
and strategic competence interact to afford a measure of CC. In other words,
successful communication can occur without the use of words through
gestures, facial expressions, etc., provided there is a willing partner. Savignon includes strategic competence as a component of CC at all levels
because coping strategies are always in play, and "regardless of experience
or level of proficiency one never knows all of a language" (1983, p. 46). She states that the proportions drawn have no empirical basis, but minimally
illustrate that CC is greater than linguistic or grammatical competence, and
that one does not move from one competence to the other. "Rather, an
increase in one component interacts with the other components to produce a
corresponding increase in overall communicative competence" (Savignon,
1983, p. 45). The question now remains: How do these four linguistic components
interact to produce CC in a particular setting or context? Figure 4 (below)
shows Savignon's theoretical model of CC. What this diagram proposes is
that even without any grammatical competence, sociolinguistic competence
and strategic competence interact to afford a measure of CC. In other words,
successful communication can occur without the use of words through
gestures, facial expressions, etc., provided there is a willing partner. Savignon includes strategic competence as a component of CC at all levels
because coping strategies are always in play, and "regardless of experience
or level of proficiency one never knows all of a language" (1983, p. 46). It is true that grammatical competence would increase with respect to
grammatical knowledge of a particular language as the tacit knowledge of
rules governing a particular language became part of one's repertoire in the
process of language acquisition. However, since Savignon defines
grammatical competence in the strict Chomskyan sense it also must begin at
the point of the pyramid, like strategic competence, at least in so far as she
conceives CC. Universal grammar constitutes "'the initial state' of the
language faculty prior to any linguistic experience" (Chomsky, 1986, p. 4). 75 On Communicative Competence
7
Figure 4. Savignon*s Components of Communicative Competence. On Communicative Competence
75
Figure 4. Savignon*s Components of Communicative Competence. Note. On Communicative Competence
7 4
Savignon's Model of Communicative Competence From Savignon, S. J. (1983). Communicative Competence: Theory
and Classroom Practice
Copyright 1983 by Addison Wesley Publishing Company, Inc. Figure 4. Savignon*s Components of Communicative Competence. Note. From Savignon, S. J. (1983). Communicative Competence: Theory
and Classroom Practice
Copyright 1983 by Addison Wesley Publishing Company, Inc. My interpretation of the above model is that we as social animals are
biologically endowed with a predisposition to communicate, and therefore,
we possess innate mechanisms which are designed to use strategies and
conform to sociolinguistic rules. This knowledge--strategic and
sociolinguistic competence, is not the same as Chomsky's language facuity
characterized by UG; however, we possess a general knowledge for
communication. Chomsky (1988) and Piaget (1980) both discuss general
innate learning mechanisms which are engaged during communication. On the other hand, because of the way the model is drawn with strategic
competence and sociolinguistic competence beginning at the point of the
pyramid, it seems possible that Savignon is suggesting that we have
knowledge of underlying rules of pragmatics-pragmatic competence in the On Communicative Competence
76
Chomskyan sense. Bachman (1990) theorizes that we possess pragmatic
competence in the Chomskyan sense of grammatical competence. Under
the heading of Language Competence, which Bachman defines as
knowledge of language, he includes organizational competence (Chomsky's
grammatical competence and textual competence) and pragmatic
competence (illocutionary competence and sociolinguistic competence). Below is a review of Bachman's theory. Bachman's Theory and Model of Communicative Language
Ability Bachman (1990) includes all of the same components in his theory of
CC, but his theoretical models are drawn differently with many more
delineations of the four basic components discussed above from Savignon
(1983) and Canale and Swain (1980). Instead of using the term
communicative competence, Bachman coins his own term--communicative
language ability (CLA). In this respect, he avoids the confusion caused by
using the term CC, since Chomsky entered the term competence as a
technical linguistic term severed from ability. Bachman's framework of CLA
(Figure 5) includes three main components: language competence, strategic
competence, and psychophysiological mechanisms. Bachman describes
CLA in a way that provides a broad basis for the development and use of
language tests and language testing research. He extends the framework of
earlier models of CC by Hymes (1972), who focuses on L1, Savignon {1983),
Canale and Swain {1980), and Canale (1983), all of whom focus on L2. Therefore, Bachman's models are applicable to L 1 and L2. Therefore, Bachman's models are applicable to L 1 and L2. On Communicative Competence
77
Language competence consists of specific knowledge of language
used in communication. Strategic competence refers to the language user's
appropriate implementation of his knowledge of language in a particular
setting. "Psychophysiological mechanisms refer to the neurological and
psychological processes involved in the actual execution of language as a
physical phenomenon (sound, light)" (Bachman, 1990, p. 84). Below is Bachman's diagram of the interaction of these three basic
components of CLA with the language user's knowledge of the world within a
particular context. The diagram illustrates how knowledge of the world and
knowledge of language provide the tools for strategic competence--the ability
to use linguistic knowledge and knowledge of the world to negotiate meaning
so that successful communication takes place between speaker/hearer, and
writer/reader. What the rest of the diagram illustrates is that neurological
and psychological mechanisms interact with strategic competence and
context of situation. In other words, how we employ our brains with respect to
language is impacted by our level of strategic competence as well as the
context in which the communication takes place. Certain psychophysiological mechanisms are engaged when we are
placed in a specific linguistic context; and certain psychophysiological
mechanisms are employed with respect to our level of strategic competence. Bachman's Theory and Model of Communicative Language
Ability On the other hand, our level of strategic competence is impacted by the
condition of our psychophysiological mechanisms, and by the context of
situation. All three components work together and are affected by one
another. Ultimately, they are governed by knowledge structures and It is the interaction of the three main components--language It is the interaction of the three main components--language 78 On Communicative Competence
Figure 5. Bachman's Components of Communicative Language Ability On Communicative Competence
Figure 5. Bachman's Components of Communicative Language Ability
Note. From Bachman, L. F. (1990). Fundamental Considerations in
Language Testing. Copyright 1990 by Oxford University Press. language competence. p
Figure 5. Bachman's Components of Communicative Language Ability gure 5. Bachman's Components of Communicative Language Ability Note. From Bachman, L. F. (1990). Fundamental Considerations in
Language Testing. Copyright 1990 by Oxford University Press competence, strategic competence, and psychophysiological mechanisms,
with context of situation and knowledge of the world that defines Bachman's
Communicative Language Ability. with context of situation and knowledge of the world that defines Bachman's
Communicative Language Ability. Similarly, Savignon states "communicative competence is context
specific. Communication takes place in an infinite variety of situations, and
success in a particular role depends on one's understanding of the context
and on prior experience of a similar kind. It requires making appropriate
choices of register and style in terms of the situation and the other
participantsn (1983, p. 8). Thus, both Savignon and Bachman agree that
communication is like a weaving of all the different competencies and our On Communicative Competence
79
choice of 'design' (style) and 'color' (register) depends on our knowledge of
the world and the context of our situation. Defining Bachman's Language Competence For Bachman, language competence includes some of the
components found in Canale and Swain's (1980) and Savignon's (1983)
models of CC. Language competence is divided into two types:
organizational competence and pragmatic competence, and each of these is
broken down into its constituent parts. Below is a tree diagram which
extends earlier models of CC. Bachman explains that the tree diagram is
intended as a visual metaphor, not a theoretical model. The relationships
among the components of language competence as shown in the diagram
are not in reality independent of each other. Rather, they interact with each
other, and it is the interaction among the various competencies and the
language use context that characterizes CLA. Canale and Swain ( 1980)
and Savignon (1983) make the same point, that it is how these components
interact that characterizes CC. With respect to Bachman's model of language
competence, Bachman and Palmer (1983) developed a battery of tests that
included grammatical competence (morphology and syntax), pragmatic
competence (vocabulary, cohesion, and organization) and sociolinguistic
competence (sensitivity to register, naturalness, and cultural references). The results of their study revealed empirical evidence that grammatical and
pragmatic competence were closely related; whereas, the components of
sociolinguistic competence were distinct. Bachman's model of language
competence is based on the empirical findings of this study. Pragmatic On Communicative Competence
Figure 6: Bachman's Components of Language Competence On Communicative Competence
Figure 6: Bachman's Components of Language Competence 80 On Communicative Competen
Figure 6: Bachman's Components of Language Competence LANGUAGE COMPETENCE
,,/
PRAGMATIC COMPETENCE
ORGANIZATIONAL COMPETENCE
/"~
//~,
ILLOCUTIONARY
SOCIOLINGUISTIC
GRAMMATICAL
TEXTUAL
COMPETENCE
COMPETENCE
~\
·!\·. COMPETENCE
COMPETENCE
//:
/ I . /;1\
Ii~ /\ ///I\ // / \ \.,
Ideal Marip
Hell. mag
Sensit
Sensll
Sc'iSII
Cu!!ural
Cohes Rhet
Voc. Maritt. S)rt ~. Org. Functs.Funcls. Functs. Functs
to Dial lo Reg. lo Nd!. Rcfs.8
or Varoely
Figs or
Speei:,h
Note. From L. F. Bachman (1990). Fundamental Considerations in
Language Testing. Copyright 1990 by Oxford University Press. LANGUAGE COMPETENCE
,,/
PRAGMATIC COMPETENCE
ORGANIZATIONAL COMPETENCE
/"~
//~,
ILLOCUTIONARY
SOCIOLINGUISTIC
GRAMMATICAL
TEXTUAL
COMPETENCE
COMPETENCE
~\
·!\·. COMPETENCE
COMPETENCE
//:
/ I . /;1\
Ii~ /\ ///I\ // / \ \.,
Ideal Marip
Hell. mag
Sensit
Sensll
Sc'iSII
Cu!!ural
Cohes Rhet
Voc. Maritt. S)rt ~. Org. Functs.Funcls. Functs. Functs
to Dial lo Reg. lo Nd!. Rcfs.8
or Varoely
Figs or
Speei:,h LANGUAGE COMPETENCE ,,/
ORGANIZATIONAL COMPETENCE
/" PRAGMATIC COMPETENCE SOCIOLINGUISTIC
COMPETENCE
/ 1\ Note. From L. F. Bachman (1990). Fundamental Considerations in
Language Testing. Copyright 1990 by Oxford University Press. competence is redefined to include not only Bachman and Palmer's (1983)
sociolinguistic competence, but also illocutionary competence--those abilities
related to the functions that are performed through language use. Although
Bachman and Palmer's (1983) study revealed that grammatical and
discourse competence are related, they felt that there is strong theoretical
justification for hypothesizing a distinction between organization--grammar,
vocabulary, and cohesion--and organizational strategies of coherence
(p. 462). Bachman's model of language competence is based on the empirical
findings that vocabulary, morphology, syntax, cohesion, and organization are
related; and these components fall under the heading of organizational
competence. Pragmatic competence is then redefined to include On Communicative Competence
81
sociolinguistic competence and illocutionary competence (see Figure 6). "Language competencies can thus be classified into two types:
organizational competence and pragmatic competence" (Bachman, 1990, p. 86.) In this regard, Bachman extends the definition of competence to include
pragmatic competence as suggested by Chomsky (1980}. Bachman {1990} describes how these competencies interact under
the heading of strategic competence. Thus, while strategic competence is
theoretically conceived as part of CLA, Bachman developed a separate
model which he adapts from Faerch and Kasper (1983) (see p. 91 ). As one
can see, Bachman's theory of CC is not only based on empirical study, but
also expands on the framework of Canale and Swain (1980) and Savignon's
(1983) model of CC. On Communicative Competen
Figure 6: Bachman's Components of Language Competence Remember that Savignon also drew an empirical
distinction between grammatical competence and communicative skills
based on her study in foreign language teaching. Bachman's Grammatical Competence It On Communicative Competence
83
should be noted that if (as here) it is meant to refer to the knowledge of
how the language system is realized as use in social contexts, then it
includes competence in the more restricted Chomskyan sense of the
term. (1978, p.163) 83 Bachman agrees with Widdowson that knowledge of language or
grammatical competence governs " the choice of words to express specific
significations, their forms, their arrangement in utterances to express
propositions and their physical realization, either as sounds or written
symbols" (1990, p. 87). Similarly, Canale and Swain define grammatical
competence as those competencies which provide the "knowledge of how to
determine and express accurately the literal meaning of utterances" (1980, p. 30). Bachman's Grammatical Competence Bachman's grammatical competence is based on the competencies
described by Widdowson (1978). These consist of the same competencies
described by Canale and Swain (1980) with an additional competency~
graphology or written symbols. In Widdowson's chapter on "Usage and Use" he states that "we are
generally required to use our knowledge of the language system in order to
achieve some kind of communicative purpose" (1978, p. 3). In other words,
the abstract system of the language or tacit knowledge of language is
generally not manifested out of context. While we possess the tacit On Communicative Competence
82
knowledge of grammatical rules, and we as students study grammatical
rules, there are hundreds of rules that are too complex to teach, and yet are
employed in instances of language use. Widdowson makes a distinction
between 'usage' and 'use' similar to De Saussure's langue (a system of
psychological signs) and parole (social side of speech) (1959, pp. 14-15). Chomsky makes a similar distinction between competence and performance. Like Chomsky, De Saussure believes that the langue can be studied
separately; "indeed, the science of language is possible only if the other
elements are excluded. Whereas speech is heterogeneous, language
[langue]. as defined is homogeneous. It is a system of signs in which the only
essential thing is the union of meanings and sound-images, and in which
both parts of the sign are psychological" (1959, p. 15). 82 For Widdowson, production of a grammatical sentence out of context is
referred to as 'usage'--making use of grammatical knowledge or what
Chomsky calls grammatical competence in a non-communicative manner. "The notion of competence has to do with a language user's knowledge of
abstract linguistic rules. This knowledge has to be put into effect as behavior;
it has to be revealed through performance" (Widdowson, 1978, p. 3). If we
employ our knowledge of language or grammatical competence in context,
then we are demonstrating 'use,' our ability to use linguistic knowledge for
successful communication. Widdowson maintains that there is a natural
coincidence of 'usage' and 'use.' Thus, Bachman describes grammatical
competence in Widdowson's terms, and Widdowson relies on Chomsky for
his definition. Widdowson states: The term 'communicative competence' is now very much in fashion
and for this reason alone it is as well to be wary of it: particularly since
it does not seem to be used in the same sense by different writers. Bachman's Textual Competence The second component of organizational competence is textual
competence, which is equivalent to Savignon's discourse competence. "Textual competence includes the knowledge of the conventions for joining
utterances together to form a text, which is essentially a unit of language-
spoken or written-consisting of two or more utterances in sentences that are
structured according to rules of cohesion and rhetorical organization"
(Bachman, 1990, p. 88). Text is defined by Halliday and Hasan "as any
passage, spoken or written, of whatever length, that does form a unified
whole" (1976, p. 1). Bachman defines cohesion in terms of cohesive devices
as delineated by Halliday and Hasan (1976). Cohesive devices provide a
way to semantically connect parts of a sentence or a number of complete
sentences in a text. "Cohesive devices may refer either to upcoming text or Example Sadie is a good dog. She stays in
the yard. That was the best dinner ever. She's not as smart as I thought. He told her to run home. She did so. She likes to run. I don't [like to
run]. I thought he could read well, but he
couldn't. The child ran across the street. The
toddler scared me. (Adapted from
McCabe, 1998,p.277) Cohesion also includes the proper ordering of old information and
new information in discourse. For example, a pronoun (new information)
cannot be used unless its reference is known (old information). Rhetorical organization refers to the organizational conventions used
in different forms of writing or speaking, such as narrative, expository,
descriptive, and comparative. Textual competence also includes conventions of conversation often
discussed in terms of Grice's conversational maxims. These maxims
include four unwritten rules for efficient speech: 1. The Maxim of Quality: Make your contribution one that is true. 2. The Maxim of Manner: Be brief and orderly. Avoid obscurity and
ambiguity. 3. The Maxim of Quantity: Make your contribution as informative as
required for the current purposes of the exchange. 4. The Maxim of Relation: Be relevant. (Adapted from Grice, 1975, p. 45) On Communicative Competence
85
(It is important to note that Chomsky (1980) considers Grice's Maxims a part
of pragmatic competence, a system of rules and principles that determine
how knowledge of language is put to use). Thus far, under the main heading of language competence, Bachman
has discussed the necessary organizational competencies of a
speaker/hearer. In addition to grammatical competence or innate
knowledge of language, all of the above abilities associated with textual
competence are essential to achieving the communicative goals of the
interlocutors. However. the ability to organize and create a cohesive text is
only part of communicative language because communication takes place in
context. Knowledge of pragmatics or the conventional rules of language
use in context provide the speaker/hearer or writer/reader with the tools to
make utterances acceptable. Bachman's Pragmatic Competence Bachman refers to the knowledge of pragmatic conventions for
performing acceptable language functions within a specific context as
illocutionary competence; and knowledge of sociolinguistic conventions for
performing language functions appropriately in a given context is called
sociolinguistic competence. Bachman breaks down each of these two
components of pragmatic competence into specific abilities. Bachman's lllocutionary Competence Bachman's definition of illocutionary competence is taken from Searle
(1969) who developed a theory of speech acts. Searle distinguishes three On Communicative Competence 86 types of speech acts: a) Uttering words (morphemes, sentences)= performing utterance
acts. b) Referring and predicating= performing propositional acts. c) Stating, questioning, commanding, promising, etc. = performing
illocutionary acts. (1969, p. 24) What Searle maintains is that when uttering a sentence which might
be a statement, a question, an exclamation, or an order, the speaker is
simultaneously performing three distinct speech acts as listed above. Bachman further defines illocutionary acts in terms of language
functions based on Halliday's (1973, 1977) work. Bachman describes four
functions of language use as it relates to both the expression of language
(speech and writing) and its interpretation (listening and reading). The first
and most widely used function in language use is the ideational function-
expressing meaning in terms of our experience of the real world
(Halliday, 1973, p. 27). For example, language is used ideationally to present
knowledge in lectures or scholarly articles, and language is used to express
feelings either by confiding in a friend or writing in a diary. Manipulative functions are used to effect change and are classified as
instrumental, regulatory, or interactional. An example of an instrumental
function is to get someone to do something by suggestion, a command or a
warning. A regulatory function is used to control the behavior of others by
stating rules, laws or norms of behavior (Halliday, 1973, p. 23). The
interactional function of a language is the use of interpersonal language to
form, maintain or change relationships between people. "Phatic language
use, such as greetings, ritual inquiries about health, or comments on the
weather, is primarily interactional in function. Its propositional content is On Communicative Competence
87
subordinate to the relationship maintaining function" (Bachman, 1990, p. 93). Imaginative functions of language such as telling jokes, story telling,
creating metaphors, as well as attending plays and films enable us to create
or enhance our environment for humorous or aesthetic purposes. On Communicative Competence
87
subordinate to the relationship maintaining function" (Bachman, 1990, p. 93). Imaginative functions of language such as telling jokes, story telling,
creating metaphors, as well as attending plays and films enable us to create
or enhance our environment for humorous or aesthetic purposes. Finally, Bachman emphasizes that these functions are not distinct. Bachman's lllocutionary Competence Like Searle's (1969) theory of speech acts where several speech acts are
performed within one utterance, several functions are performed
simultaneously within one utterance or written expression. Furthermore, in
the majority of cases, utterances seldom stand alone, but are connected and
they perform multiple functions. "[l]t is the connections among these functions
that provide coherence to discourse" (Bachman, 1990, p. 94). Bachman's Sociollngulstlc Competence Thus, illocutionary competence enables us to use language to
express a wide range of functions. The appropriateness of these functions
and how they are performed in context are determined according to socio
cultural and discourse features. Sociolinguistic competence is the sensitivity
to the socio-cultural conventions of language use and the ability to respond
appropriately to the demands of a particular context. According to Bachman,
sociolinguistic competence includes the following abilities: "sensitivity to
differences in dialect or variety, to differences in register and to naturalness,
and the ability to interpret cultural references and figures of speech" (1990, p. 95). An example of sensitivity to variety or different dialect is that of a Black
student who appropriately uses 'Standard American English' in a classroom; On Communicative Competence
88
whereas, outside of the classroom with Black friends, (s)he would use 'Black
English Vernacular.' With respect to discourse, there are important choices
to make in different contexts because the appropriate use of a dialect or
register in a given situation could make the difference between 'acceptability'
and 'unacceptability.' For an understanding of the term 'register,' Bachman
refers to Halliday, McIntosh, and Strevens (1964) who define register as the
variation in language use within a single variety or dialect. Halliday et. al. distinguish differences in register in terms of three aspects of language use in
context: ' field of discourse' (subject matter of the language use), 'mode of
discourse' (spoken and written), and 'style of discourse' (how participants
relate to one another in the language use context) (1964, pp. 90-92). 88 Joos (1967) distinguishes five different levels of style, or register in
language use: frozen, formal, consultative, casual, and intimate. When in
communication with others in spoken or written discourse the speaker or
writer must choose the most appropriate style of language use for the context. An inappropriate choice of style could be interpreted as presumptuous or
rude. The third aspect of sociolinguistic competence is sensitivity to
naturalness which allows the user to interpret and speak like a native
speaker. In other words, a sensitive speaker/hearer will respond in a manner
or style that is culturally appropriate. Stilted or unnatural language not only
sounds strange but could be misinterpreted. Bachman uses the following examples to illustrate his point:
"Compare ... Bachman's Sociollngulstlc Competence 'I wish you wouldn't do that' with 'I would feel better by your not
doing that,' or 'I have my doubts' with 'I have several doubts"' (1990, p. 97). On Communicative Competence
89
The final aspect of sociolinguistic competence is the ability to interpret
cultural references and figures of speech. Knowledge of referential meaning
specific to a culture allows the language user to accurately interpret
discourse. For example, a referential expression such as, 'He met his
Waterloo' can only be adequately understood if the language user knows
what 'Waterloo' symbolizes in American culture. 89 Interpreting figures of speech involves more than knowledge of
referential meaning. For example, interpretation of hyperbola such as. "'It's a
jungle out there,· requires more than a knowledge of the signification of the
words and grammatical structures involved ..." (Bachman, 1990, p. 98). Correct interpretation also involves knowledge of specific meanings and
images that are evoked when using figurative speech that is deeply rooted in
the culture of a given society or speech community (Bachman, 1990, p. 98). Bachman's Strategic Competence Finally, like Canale and Swain (1980) and Savignon (1983), Bachman
recognizes that language is a dynamic process--that the components of
language competence interact with one another. The ability to assess
relevant information in context, and negotiate meaning on the part of the
language user is called 'strategic competence.' According to Bachman, there
are two approaches to defining communication strategies: "the 'interactional'
definition (Tarone, 1980) and the 'psycholinguistic' definition (Faerch and
Kasper, 1984). Tarone defines interactional communication strategies as
the "mutual attempt by two interlocutors to agree on a meaning in situations
where the requisite meaning structures do not seem to be shared" (1980, p. On Communicative Competence
90
419). On the other hand, Faerch and Kasper believe that this definition is too
narrow in scope since it only applies to two interlocutors, and often language
use involves only one individual in the case of reading and writing. Tarone
does describe another type of strategy called 'production strategy' which she
defines as "an attempt to use one's linguistic system efficiently and clearly,
with a minimum of effort" (1980, p. 419). Production strategies are like
communication strategies in that they are distinct from the language user's
language competence, but unlike communicative competence, they lack the
interactional focus on the negotiation of meaning. Faerch and Kasper consider Tarone's interactional definition of
communicative strategies a subset of the strategies encompassed in the
psycholinguistic definition of strategic competence (1984, p. 61 ). Their
psycholinguistic definition of strategic competence provides a more
comprehensive definition of strategic competence. Both Savignon and Bachman incorporate strategic competence within
their framework and view it as a distinct ability separate from language
competence. In addition, Bachman as well as Savignon accept the
interactional definition of strategic competence in the broader sense as
defined by Faerch and Kasper. Similarly, Canale and Swain include strategic competence as a
separate component of CC. They describe strategic competence as being . made up of verbal and nonverbal communicative strategies that may
be called into action to compensate for breakdowns in communication
due to performance variables or to insufficient competence. Such
strategies will be of two types: those that relate primarily to
grammatical competence (e.g. how to paraphrase grammatical forms
that one has not mastered or cannot recall momentarily) and those
that relate more to sociolinguistic competence (e.g. Bachman's Strategic Competence various role
playing strategies, how to address strangers when unsure of their Similarly, Canale and Swain include strategic competence as a
separate component of CC. They describe strategic competence as being . made up of verbal and nonverbal communicative strategies that may
be called into action to compensate for breakdowns in communication
due to performance variables or to insufficient competence. Such
strategies will be of two types: those that relate primarily to
grammatical competence (e.g. how to paraphrase grammatical forms
that one has not mastered or cannot recall momentarily) and those
that relate more to sociolinguistic competence (e.g. various role
playing strategies, how to address strangers when unsure of their 91 On Communicative Competence On Communicative Competence
91
social status). (1980, p. 30-31). social status). (1980, p. 30-31). social status). (1980, p. 30-31). Later Canale extended his definition of strategic competence to
include enhancement characteristics of production strategies--mastery of
verbal and nonverbal strategies to enhance the rhetorical effect of utterances
(1983, p. 339). (1983, p. 339). Figure 7. A Model of Language Use
·---·---
-~
GOAL
1·
Interpret or
express speech
I
with specific
1
!unction. modality. ,
and co_nt_en_t___J
-------.i
_____.,,_ ·•7
'
SITUATIONAL:~...; PLANNING PROCESS ~--
LANGUAGE
ASSESSMENTJ
'. Retrieve items
,
ICOMPETENCE
-
;
from language
t
1
competence
Organizational
competence
--- . ---' - ... --· ·- . ---·1
Pragmatic
PLAN
I
Competence
Composed of items,
,
the realization of
I
which is expected
l
to lead to a
I
communicative goal
,
.... ________ .,, ____J
'·
l
EXECUTION
PSYCHOPHYSIOLOGICAL
A neurological and
MECHANISMS
physiological
process
UTTERANCE
Express or interpret
language
Note. From L F. Bachman {1990). Fundamental Considerations in
Language Testing. Copyright 1990 by Oxford University Press. Figure 7. A Model of Language Use PSYCHOPHYSIOLOGICAL
MECHANISMS UTTERANCE
Express or interpret
language Note. From L F. Bachman {1990). Fundamental Considerations in
Language Testing. Copyright 1990 by Oxford University Press. On Communicative Competence
92
Faerch and Kasper's psycholinguistic model of speech production
includes a planning phase and an execution phase. The planning phase is
described as an interaction of three components--communicative goals,
communicative resources available to the individual. and the assessment of
the communicative situation. "The execution phase of Faerch and Kasper's
model consists of 'neurological and physiological processes· that implement
the plan, resulting in language use" (Bachman, 1990, p. 100). However. Bachman's Strategic Competence Faerch and Kasper's model is limited to the use of communication strategies
in interlanguage communication where language abilities are deficient, and
Bachman views strategic competence to be an important part of all
communicative language use, not just compensatory language use. 92 Furthermore. Bachman claims that the above definitions of strategic
competence are not adequate because they do not describe the mechanisms
by which strategic competence operates. He extends Faerch and Kasper's
formulation by adding a separate assessment component; whereas Faerch
and Kasper include assessment within the planning phase. Bachman
includes three components in his model of strategic competence:
assessment, planning, and execution. Figure 7 (above) is a model of how
these three components interact with other components of CLA to produce
language utterances. Bachman defines the assessment component similar
t
F
h
d K
'
l
i
h to Faerch and Kasper's planning phase: The assessment component enables us to (1) identify the information
including the language variety, or dialect - that is needed for realizing
a particular communicative goal in a given context; (2) determine what
language competencies (native language, second or foreign
language) are at our disposal for most effectively bringing that
information to bear in achieving the communicative goal; (3) ascertain
the abilities and knowledge that are shared by our interlocutor; and· ( 4)
following the communication attempt, evaluate the extent to which the 93 As the model above illustrates, during the planning process of
Bachman's model, the interlocutor retrieves relevant items from language
compc:tence and formulates a plan to achieve the communicative goals
either by using L 1, Li (interlanguage), or L2 (second or foreign language). Like Faerch and Kasper, Bachman defines the planning process as a
dynamic interchange between context and discourse: The interpretation of discourse, in other words, requires the ability to
utilize available language competencies to assess the context for
relevant information and to then match this information to information
in the discourse. (1990, p. 102). Finally, Bachman's execution component, similar to Faerch and
Kasper's execution phase, draws on the psychophysiological mechanisms
(neurological and physiological processes) to implement the plan in the style
and register appropriate to the common goal, and context of situation. Summary Figure 7 (above) illustrates Bachman's perception of the interactional
process of language use, similar to Canale and Swain and Savignon's
models of CC. All of the above linguists include grammatical competence in
the strict Chomskyan sense as part of their theoretical model of CC. In other
words, Chomsky's term grammatical competence (innate knowledge of
language and emergent knowledge of language) is included as one of the
components of communicative competence. Although Chomsky defines
competence as knowledge of the rules of grammar independent of use, these On Communicative Competence
94
rules enter into communication. According to Chomsky, the language faculty
possesses specific properties, structures, and organization in its initial state;
and UG, which characterizes the language f acuity, is accessible upon
exposure to primary linguistic data. In addition, knowledge of the tacit rules
of a particular language are also involved in the communicative process. As
Chomsky states in Rules and Representations, it is the goal of the
investigator to determine the nature of the competence system, and to show
how this abstract system of rules of grammar is put to use (1980, p. 203). In Bachman's theory of language competence, he includes pragmatic
competence, knowledge of language use that subserves performance or
communication. There are neurolinguistic studies that support Bachman's
theory, which I will discuss below. In the following chapter I present my own integrated model and
explanation of communicative proficiency. It is similar to Savignon and
Bachman's models of CC, in that it includes Chomsky's grammatical
competence. However, I place more importance on the organizational
properties of UG, a part of grammatical competence. In addition, as
suggested by Chomsky (1980) UG includes knowledge of universal rules of
language use--Grice's Conversational Maxims (1975), as well as universal
rules of grammar. Thus, UG provides o~anizing principles and parameters
for the development of language in context. The rules and constraints of UG
and knowledge of grammar and pragmatics provide the basis for successful
language acquisition. On Communicative Competence
Chapter 5 On Communicative Competence
Chapter 5 95 Deductive Model of Communicative Proficiency Based on the inferential evidence of innate knowledge of language
provided by Chomsky, I propose a deductive model of communicative
proficiency. Chomsky's theory of UG basically states that in order to create
and understand novel sentences we rely on our internal system of rules and
representations; language learning is a deductive process whereby we
deduce from innate and tacit knowledge of grammar and phonology how to
create and comprehend language. Furthermore, Chomsky states that
"[c]reativity is predicated on a system of rules and forms, in part determined
by intrinsic human capacities. Without such constraints. we have arbitrary
and random behavior, not creative acts" (Chomsky, 1975, p. 133). Figure 8 (below) illustrates that our innate system of language
knowledge prevents chaos, or blocks out chaos that would occur without the
harmonizing system of the mind/brain. On the basis of suggestions by Grice
(1975), Chomsky (1980), and Brown and Levinson (1987), I am extending
the theory of UG to include universal rules of pragmatics--Grice's
Conversational Maxims. These include truthfulness, relevance, brevity, and
informativeness. Brown and Levinson (1987) suggest universal rules of
politeness that deviate from Grice's Maxims depending on the context. However, Yu (1999) and Wierzbicka (1990) claim that Brown and Levinson's
theory is flawed, because it is based on the theory that all cultures are
individually oriented. Yu and Wierzbicka point out that Chinese, Japanese,
and Polish cultures are not individually-oriented. Rather, they are
community-oriented, and that changes how they view politeness (see pp. 13- On Communicative Competence
96
14). These differences could possibly be seen in the same light as
Chomsky's Principles and Parameters Theory. Grice's Maxims would
constitute the basic principles of pragmatic competence, but there would be
parameters like the head parameter for grammar. These pragmatic
parameters could only vary in one of a few ways depending on the culture. For example, in making a request in individually oriented cultures, one would
use indirect speech. However, in a community oriented culture, one would
use direct speech. Yu (1999) determined that when making requests in
China, a community oriented culture, it is polite to use the direct form. Wierzbicka (1991) determined the same with respect to Polish culture (seep. 14). 96 The deductive model (below) illustrates that language learning is
governed by both the environment and the innate properties of the
mind/brain. Knowledge of language and UG intersect with primary linguistic
data and produces or creates CP. Deductive Model of Communicative Proficiency Without UG, in its extended definition,
providing the overall organization of language, we would have "arbitrary and
random behavior, not creative acts" (Chomsky, 1975, p.133). In other words,
the theory of UG provides a schema to which any particular language must
conform, and leads to language acquisition through its interaction with the
cultural and functional aspects of language as outlined by Hymes (1996) and
Halliday (1977), respectively. UG or innate knowledge of language provides
the foundation for language acquisition, and allows language learning to
proceed in an orderly and unchaotic manner. UG affects all the components
of communicative proficiency by providing the underlying rules for organized
development of language in context. On Communicative Competence
97
Like Savignon and Bachman, I maintain a distinction between
competence and performance. Recent studies in neurolinguistics show
Figure 8. Deductive Model of Communicative Proficiency.
Ethnography
of Speaking
Strategic Competence
Sociolinguistic Competence
Discourse Competence
Pragmatic Competence
Grammatical Competence On Communicative Competence
97
Like Savignon and Bachman, I maintain a distinction between
competence and performance. Recent studies in neurolinguistics show
Figure 8. Deductive Model of Communicative Proficiency. 97 Ethnography
of Speaking
Strategic Competence
Sociolinguistic Competence
Discourse Competence
Pragmatic Competence
Grammatical Competence
Note: Mary Lou Emerson (1999). Model of Communicative Proficiency. Copyright 1999 by Mary Lou Emerson. Note: Mary Lou Emerson (1999). Model of Communicative Proficiency. Copyright 1999 by Mary Lou Emerson. Note: Mary Lou Emerson (1999). Model of Communicative Proficiency. Copyright 1999 by Mary Lou Emerson. On Communicative Competence
98
evidence that "(n]ot only is (context-independent) sentence grammar
theoretically separable from other aspects of sentence interpretation in
normal language use, but it has in fact been shown to be clearly separated
neurofunctionally" (Paradis, 1998, p. 4). Neurofunctionally focal left
hemisphere (LH) damage causes context-independent sentence grammar
deficits, and right hemisphere (RH) damage causes deficits in context
dependent interpretations, non-literal interpretations and affect-related
aspects of language processing (Paradis, 1998, p. 4). For example,
pragmatics of reference is preserved in patients with Broca's and Wernicke's
aphasia, despite syndrome specific problems in retrieving content words
such as nouns, verbs, and adjectives, or closed-class grammatical elements
such as the, and, and from (Paradis, 1998, p. 7). 98 Bloom and Obler (1998) reported that patients with right-brain-damage
produced ambiguous and poorly structured discourse that contained less
information, fewer concepts, and more irrelevant remarks than normal control
subjects. Chantraine, Joanette and Ska (1998) found that in general RHO
patients in conversation displayed deficits such as irrelevant comments,
digressions, and inferential problems. On the other hand, the subjects'
grammar remained intact. Dronkers, Ludy, and Redfern (1998) observed that aphasic patients
who were not able to utter a word demonstrated nearly normal pragmatic
competence in communication, exhibiting skills such as maintaining normal
proxemics, turn-taking, paralinguistics such as gesturing, facial expressions,
and eye gaze. From the results of their study with aphasics with left
hemisphere damage, they concluded that pragmatics functions independent On Communicative Competence
99
of grammatical competence; although Paradis (1998), Chomsky (1980) and
this paper argues that pragmatic competence is not completely independent
of grammatical competence. 99 Affecting Pragmatic Competence Paradis (1998) asserts that neither the right side nor the left side of the
brain is sufficient for the processing of language--both are necessary. Recent
studies reveal that deficits in the left hemisphere (LH) affect pragmatics. For
example, Avent, Wertz and Auther (1998) observed that individuals with
aphasia generally display more intact pragmatic skills than they do in the
more formal skills such as syntax. Nonetheless, pragmatic deficits are still
present in individuals with aphasia caused by left hemisphere damage. Prutting and Kirchner (1987) observed that aphasic subjects showed
a mean of 82 % appropriate pragmatic performance. Avent et. al. concluded
the same as Prutting and Kirchner--that aphasic people communicated better
than they talked (1998, p. 217). In general, their sample of aphasic people
displayed better pragmatic performance in conversation than language
ability on a standardized test for aphasics. As with Prutting and Kirchner,
Avent et. al. noted deficits in pragmatic competence. Pragmatic behaviors
that were most impaired were specificity/accuracy, cohesion, and
intelligibility. Avent et. al. associated these deficient aspects of pragmatic
behavior with semantic, syntactic, and phonological measures of linguistic
competence measured by the standardized test, the PICA. Their results indicate pragmatic performance during conversation and
performance on a standardized aphasia test are significantly related in
a sample of aphasic people (left hemisphere damaged patients). · On Communicative Competence
100
Thus, performance on one measure predicts performance on
another. However, the strength of the relationship correlation range
from +.57 to+.68 is not overwhelming. (Avent et al., 1998, p. 219)
The above studies demonstrate what Chomsky (1986) and Bachman
(1990) theorize, that knowledge of grammar affects pragmatic performance. This exemplifies how knowledge of language or in this case how lack of
knowledge of cohesion is put to use--deficits occur in pragmatic behavior. On Communicative Competence
100
Thus, performance on one measure predicts performance on
another. However, the strength of the relationship correlation range
from +.57 to+.68 is not overwhelming. (Avent et al., 1998, p. 219)
The above studies demonstrate what Chomsky (1986) and Bachman This exemplifies how knowledge of language or in this case how lack of
knowledge of cohesion is put to use--deficits occur in pragmatic behavior. Discourse studies address the pragmatic aspects of communication,
as well as linguistic aspects, because they are conducted in a social setting
where linguistics, paralinguistics, and nonverbal skills are observable. Affecting Pragmatic Competence Discourse studies address the pragmatic aspects of communication,
as well as linguistic aspects, because they are conducted in a social setting
where linguistics, paralinguistics, and nonverbal skills are observable. Utalowska, North, and Macaluso-Haynes studied a group of 1 Oaphasics with
left hemisphere (LH) damage and 1Onormals in their production of narrative
and procedural discourse--telling stories, producing summaries, giving
morals to the stories and producing procedures such as brushing teeth. In
general the results of the study showed that mildly aphasic individuals
produced well-structured narratives and procedural discourse; however,
language of the aphasics was reduced in complexity and amount. Aphasics
have difficulty in producing summaries and giving morals for the stories. Content and clarity of discourse were rated lower than those produced by the
normals. More specifically, Content and clarity of discourse were rated lower than those produced by the
normals. More specifically, Sentence level analysis of the summaries showed that aphasics
produced much simpler language than the normals in terms of the
amount of embedding and percentage of dependent clauses, and
nonfinite clauses. The aphasics used more pronouns as compared to
nouns than normals. They also used more deictic expressions such as
up there , and generalized verbs such as get . (Utalowska, et. al.,
1981, p. 358) In narratives, it was the amount of evaluation or elaboration which was
primarily reduced in aphasics. Evaluation (explaining the point of the In narratives, it was the amount of evaluation or elaboration which was
i
il
d
d i
h
i
E
l
ti
(
l i i
th
i t
f th In narratives, it was the amount of evaluation or elaboration whic primarily reduced in aphasics. Evaluation (explaining the point of the On Communicative Competence
101
narrative) involves use of some complex syntactic devices such as
comparatives, negatives, and modals. The authors concluded that this
reduction of evaluation in narratives was related either to its function (less
important information) or its form (more complex language), or a combination
of both (Utalowska, et al., 1981, p. 366). 101 With respect to summaries, the aphasics' inability to produce morals
was not related to a lack of linguistic resources, but rather was associated
with a well documented abstract attitude in aphasics. As stated above,
content and clarity were rated lower for aphasics than for normals. Affecting Pragmatic Competence The
authors posited that the quality of content might correspond to the notion of
coherence; whereas, the clarity of language might depend on utilization of
devices producing linguistic cohesion (Utalowska, et. al., 1981, p. 367). Although Savignon (1983), Canale and Swain (1980), and Halliday and
Hasan (1976) consider cohesion and coherence a part of discourse
competence which falls under the heading of pragmatics, Utalowska et al. are classifying them as part of linguistic competence. In a study in 1983
Bachman and Palmer defined pragmatic competence as vocabulary,
cohesion, and organization; however, the results of the study revealed that
these elements were closely related to grammatical competence
(morphology and syntax) (see pp. 79-80). Hence, Bachman (1990) created
the term organizational competence to include grammatical competence
and textual competence. Pragmatic competence was then redefined to
include illocutionary competence and sociolinguistic competence. Note that
Paradis (1998) also found that patients with Broca's and Wernicke's aphasia
had problems retrieving closed-class words such as the, and, and from, On Communicative Competence
102
which include cohesive devices (seep. 98). Thus, in so far as cohesion is
defined as grammatical links, they fall under the heading of grammatical
competence, or according to Bachman, organizational competence. Although Bachman and Palmer (1983) did not find a separation of the
components of grammar and those of discourse in their study, they believe
there is strong theoretical justification for making a distinction between
organization in terms of grammar, vocabulary, and cohesion, and the
organizational strategies of coherence (p. 462). Thus, the above studies show evidence that grammatical competence
does provide a framework for the production of comprehensible language,
and that grammatical competence plays a significant role in pragmatic
competence--how successfully language is used. The above studies also
suggest that pragmatic competence is like grammatical competence. In the
same way that the left hemisphere is dominant for grammar, the right
hemisphere forms the foundation for pragmatics. The following is a summary
of some of the studies that advance the theory that the right hemisphere
specializes in extralinguistic aspects of communication, like the left
hemisphere specializes in linguistic aspects of language. Pragmatics Is Dominated by the Right Hemisphere Extralinguistic aspects of communication which come under the label
of pragmatics include features of speech, such as intonation, pitch, and voice
quality. These features are referred to as prosody, and disordered prosody
as dysprosody or aprosody (Code, 1987, p. 88). Variations in prosody--pitch
intonation, rhythm and word stress communicate affective information such On Communicative Competence
103
as mood. Prosodic cues also differentiate grammatical and semantic
contrasts such as whether a sentence is a question or a statement, or what a
sentence means depending on the placement of stress. For example, the
sentence, 'She is hot,' has two different meanings depending on whether or
not 'hot' is stressed or 'She' is stressed. 103 Boss (1996) claims the right hemisphere mediates prosody, attitude,
emotion, and gestures. ''These right hemisphere aspects of communication
are collectively known as pragmatics" (Boss, 1996, p. 81). Recent research examines the special role of the right hemisphere in
processing visuospatial, musical, and emotional aspects of communication. Based on their studies on right hemisphere damaged patients, Wapner,
Hamby, and Gardner (1981) propose a theory that the right hemisphere is
responsible for processing context-dependent linguistic entities; whereas, the
left hemisphere subserves context-independent componential aspects of
linguistics. The following discussion supports their theory. Kertesz (1983) reports evidence that visuospatial deficits such as poor
map reading, neglect of the left side of a design or a word, and spatial
disorientation are caused by right hemisphere post-Rolandic lesions, and in
some cases more anterior portions of the right hemisphere are substantially
involved. Code (1987) reports evidence that skilled musicians depend on left
hemisphere processing, and untrained musicians rely on right hemisphere
processing. In a dichotic study, Bever and Chiarello (1974) found a right ear
advantage in trained musicians and a left ear advantage in non-musicians in
a melody recognition task. They concluded that the trained musicians were On Communicative Competence
104
concerned with the separate componential elements of the melodies--the
grammar of music; whereas the non-musicians used a more holistic
approach, not being trained in reading, writing, and transcribing music. Related to music are studies on prosody (pitch, intonation, and rhythm)
and the right hemisphere. Like music, speech sounds possess acoustical
properties. "All speech sounds are composed of complex sound waves; that
is, they contain many different frequencies simultaneously, like a musical
chord that contains many notes" (Yeni-Komshian, 1998, p. 118). Pragmatics Is Dominated by the Right Hemisphere "It is now generally accepted that the right hemisphere is involved in
the processing of prosody" (Code, 1987, p. 94). Results of several studies on
prosody are similar to the studies in music. Van Lancker and Fromkin (1973)
observed a right ear advantage where tone is used phonologically to
distinguish and contrast individual words in tone languages such as Chinese
and Thai. Zurif (197 4) reported similar findings--that the right ear is superior
at linguistics; however, the left ear is better at comprehending non-linguistic
intonational speech. Zurif (1974) states the following: [W]hen the subjects' task was a linguistic one, that is, when they had to
make use of fundamental frequencies to distinguish voiced from
voiceless syllables, they generated a significant right ear advantage. In contrast, when the subjects had to identify the emotional tones of
utterances, and presumably, had to process long-term variations in
fundamental frequency to do so, they produced a significant left ear
superiority... Thus, when the acoustic parameters of intonational
contour or emotional tone must be processed or matched
independently of their linguistic medium, they become tied to the right
hemisphere. In contrast, when these same parameters are used in the
service of linguistic decisions, they are focused upon and utilized by
the language mechanisms of the left hemisphere. (p. 395) Zurif theorizes that intonation by itself is probably processed by acoustic analyzers in the right hemisphere, and thereby enhances the left On Communicative Competence
105
hemisphere's ability to carry out linguistic decisions; thus, language is a
collaborative process between the mind and the environment as well as
within the mind. Certainly the environment interacts with the mind to produce
language; however, pragmatic competence may be like grammatical
competence in that there are specific modules that determine how we
interact with the environment--a language faculty for pragmatics. 105 Based on the studies on right hemisphere damage and prosody, Ross
( 1981) developed a theory of right hemisphere specialization for prosody
which mirrors the classical left hemisphere model for language. He suggests
that prosody is functionally and structurally represented in the right
hemisphere, in the same way as formal linguistic aspects of language are
represented in the left hemisphere. Pragmatic Competence Mirrors Grammatical Competence Pragmatic Competence Mirrors Grammatical Competence Ross (1981) defined different kinds of aprosodias (a general lack of
prosody), and associated them with specific right hemisphere damage. He
further theorized the these aprosodias are analogous to the aphasias
resulting from damage to homogeneous areas of the left hemisphere. Because the eight known categories of aphasia--motor, sensory,
conduction, global, transcortical motor, transcortical sensory, anomic,
and mixed transcortical--can be classified by observations concerning
(1) spontaneous speech (fluency versus nonfluency); (2) repetition
ability; (3) comprehension of spoken language; and (4) visual
language skills (naming and reading), patients with focal right
hemisphere damage might be examined in a similar manner by
evaluating (1) spontaneous prosody and emotional gesturing; (2) the
ability to repeat sentences with prosodic-affective variation; (3) the
ability to comprehend the prosodic-affective components of language;
and (4) the ability to comprehend emotional gesturing. (Ross, 1983, p. 498) On Communicative Competence
106
For example, Ross (1981) discovered that injury to the right frontal
and anterior-inferior parietal lobe produced motor aprosodia--a flat monotone
speech and loss of spontaneous gesturing. This is analogous to lesions in
the left hemisphere known to cause Broca (motor) aphasia. Sensory
aprosodia, characterized by an impaired ability to understand the emotion
and/or mood being conveyed auditorily or visually by gestures and facial
expressions, was associated with damage to the right posterior-superior
temporal and inferior-posterior parietal lobes. "This distribution is consistent
with left hemisphere lesions known to cause Wernicke (sensory) aphasia"
(Ross, 1983, p. 502). Ross (1983) admits that the number of cases are limited; however, he
did observe six different aprosodias--motor, sensory, global, transcortical
motor, transcortical sensory, and mixed transcortical. The lesions in the right
hemisphere associated with these syndromes correspond functionally and
anatomically to lesions in the left hemisphere associated with aphasias of
propositional language. Visuospatial, musical, prosodic and emotional functions are closely
tied together, and the right hemisphere has been shown to underlie the
processes of these affective components of language. Ross theorizes a
language faculty for pragmatics similar to Chomsky's language faculty for
grammar. Ross' (1981) finding that sensory aprosodia is caused by damage
to the right hemisphere lends support to other studies that propose the right
hemisphere is superior in processing emotion. Schwartz, Davidson, and Maer (1975) recorded the lateral eye
movements (LEM) of normal subjects while they were answering emotionally On Communicative Competence
10
charged and neutral questions. Pragmatic Competence Mirrors Grammatical Competence Significantly more leftward LEMs (right
hemisphere) were observed while answering emotional than neutral
questions. 107 Borod, Koff, and Caron (1983) examined normals in facial asymmetry
during eight posed emotional expressions. They selected four that were
communicative--greeting (mild smiling), clowning (silly--to amuse a child),
flirtation ("come hither"), and disapproval (scolding), and four others that were
more reactive--confusion (perplexed), disgust (apprehending a "bad smell"),
horror (terrified), grief (crying). The results of their study revealed that the left
side of the face was more involved during posed emotional expressions. Borod et al. (1983) concluded that facial expression is primarily related to
emotion, and is mediated by the right hemisphere. The significance of these
results is that facial expression, an affective part of language, facilitates
linguistic communication. Results of Wapner, Hamby and Gardner's (1981) study with 16 right
hemisphere brain-damaged patients revealed that right hemisphere patients
had no problem using appropriate phonology and syntax when retelling a
story; however, they were unable to use their own words; they could not infer
a moral for a story; and their mode of delivery was flat. Furthermore, the right
hemisphere patients embellished stories three times as often as left
hemisphere patients and normals (Wapner et al., 1981, p. 23) Wapner found
that those patients with large anterior lesions of the right hemisphere most
frequently embellished the stories. In general, right hemisphere patients had
difficulty separating out the actual plot from their own invention. All groups
were successful in ordering temporal elements of a story. Wapner et al. On Communicative Competence
108
determined that right hemisphere patients suffered from deficits in the
processing of ideational and conceptual factors rather than in terms of
linguistic ones. They concluded: "While the left hemisphere might
appreciate some of Groucho's puns, the right hemisphere might be
entertained by the antics of Harpo, only the two hemispheres can appreciate
a whole Marx Brother's routine" (Wapner et al., 1981, p. 32). 108 Gardner, Brownell, Wapner, and Michelow (1983) conducted a similar
study and corroborated the results of Wapner et al.'s study. Overall, the right
hemisphere patients exhibited great difficulty in handling complex ideational
materials--paraphrasing and interpreting stories, appreciating humor,
inferring the moral of a story, assessing the appropriateness of various facts
and situations, and comprehending emotional forms of information. Gardner
et al. Pragmatic Competence Mirrors Grammatical Competence conclude the following: To be sure, when memory is sufficiently acute, or cues sufficiently
abundant, subjects may well mention all the major points. But their
inability to negotiate noncanonical elements, their frequent
confabulations and injections of personal details, all suggest that the
basic scaffolding of the story has not been apprehended. Without an
organizing principle, the patients are consigned to undirected
rambling, unable to judge which details matter, and what overarching
points they yield. (1983, p.187) Although Gardner et al. (1983) depict the left hemisphere as a context
free machine, and the right hemisphere as context-dependent machine, they
agree with other neuropsychologists that "no functions are housed solely in a
particular region of the brain, that all important human capacities have wide
cortical representation" (1983, p. 188-189). This is a position that is
suggested by Savignon (1983), and theorized by Bachman (1990)--that
language is a dynamic process not only between the mind/brain and the 109 On Communicative Competence
environment, but also between the hemispheres of the brain. Bara, Tirassa, and Zettin (1997), who investigate the possibility of
underlying knowledge for pragmatics, assert that Chomsky's distinction
between competence and performance is a fundamental of cognitive
science. "Ideally, a cognitive theory should describe both the competence
and the performance of the system under analysis" (Bara et al., 1997, p. 9). Bara et al. (1997) maintain that the study of performance impairments after
brain damage helps to constrain the underlying competence theory. Given the above neuropsychological evidence for certain pragmatic
skills, this paper argues that pragmatics is subserved by domain-specific
knowledge structures. Therefore, pragmatic competence is like grammatical
competence in that it is also underlain by competence--knowledge of
language use. Language Is an Interactive Process Between Knowledge
Structures and the Environment Of course, language learning cannot be purely innate because we
don't all speak the same language; we speak the language that we hear. Linguistic data or input is required for language acquisition, and input
determines output to a certain extent. However, as Chomsky and
neurolinguists have shown, innate properties of the mind/brain provide the
principles and parameters of all languages, and make it possible for a five
year old, who has not yet developed formal operations, to master his/her
native language. The top diamond of the above model (see Figure 8) includes UG in its On Communicative Competence
11 O
extended definition, and knowledge of language--grammatical knowledge of
syntax and phonology, and pragmatic knowledge of prosody, emotion and
gestures. Ross (1981, 1983) theorizes that the right hemisphere is
functionally and anatomically like the left hemisphere in that there are
localized areas of the brain that govern pragmatics. Thus, the top diamond
represents our biological endowment--UG (universal rules of grammar and
pragmatics--Grice's Maxims), as well as knowledge of grammar (syntax and
phonology), and knowledge of pragmatics (prosody, emotion and
visuospatial elements of language--gestures). 11 O The brain possesses innate properties that subserve linguistics and
extralinguistics or pragmatics. Without a healthy brain, deficits in
communication result, depending on the location of the injury. Comprehension and production of emotional messages through facial
expressions and prosody is dependent upon an intact right hemisphere. On
the other hand, comprehension and production of grammatical speech is
dependent on an intact left hemisphere. However, in order to achieve communicative proficiency, both
hemispheres must be intact. Language is an interactive process between the
organizational properties of the left and right hemispheres. Achieving
communicative competence is not simply a matter of the mind/orain
interacting with the environment as explained by Hymes (1972) and Halliday
(1977). Language acquisition is a product of two healthy hemispheres
working together, as well the mind/brain interacting with the environment. In addition to innate knowledge of language and UG, mind/orain is
included in the top diamond, because there are other innate learning On Communicative Competence
111
mechanisms besides the language faculty that interact with the environment
to produce CP. These are distinct from Chomsky's UG, and would include
what Bachman (1990) refers to as the psychophysiological mechanisms of
the mind/brain. Language Is an Interactive Process Between Knowledge
Structures and the Environment In the case of the study of language Chomsky states the
following: Primary linguistic data (the environment) include Hymes' (1996)
ethnographic components of language, and Halliday's (1977) functional
aspects of language. While Hymes and Halliday's theories have their merits,
the cultural and functional aspects of language explain only part of the
process of language acquisition. The innate properties of mind, which
include UG in its extended definition, and knowledge of language must
interact with the environment to produce CP which is comprised of five main
components--grammatical competence, pragmatic competence,
sociolinguistic competence, discourse competence, and strategic
competence. Grammatical competence and pragmatic competence form
the base of the pyramid because they are the foundation of communicative
competence. They provide the organizing principles that allow language
acquisition to take place in context. UG, which indudes Chomsky's
universal rules of grammar and Grice's Conversational Maxims, provides the
underlying principles and parameters for the orderly processing of primary
linguistic data and production of language in context. Unlike Bachman, who On Communicative Competence
112
includes Grice's Maxims under textual competence, I consider these maxims
universal rules of pragmatics. In addition, cohesion (grammatical links)
would be subsumed under grammatical competence; and rhetorical
organization and strategies of coherence would come under the heading of
discourse competence. Concluslon In the way that Hymes (1971) defines CC--tacit knowledge of
language and ability for use, he does not address competence in the same
sense as Chomsky (1980) defines it--underlying knowledge of language
severed from ability. While Chomsky maintains the distinction between
competence and performance, knowledge of language enters into
performance. In fact, it allows language acquisition and language use to take
place successfully. How does this reflect on the term CC? Do we possess underlying
knowledge of communication that allows communication to successfully take
place? Based on the neurolinguistic studies presented above, I believe there
is evidence that we possess CC in the Chomskyan sense. My conclusion that there are universal rules of pragmatics is not based
on any evidence. Rather it is based on theories of Chomsky (1980)1 Grice
(1975), and Brown and Levinson (1987). On the other hand,
neuropsychological studies reveal evidence that we possess knowledge of
prosody--intonation, pitch, and rhythm (Code, 1987). Included in pragmatic competence would be knowledge of the
suprasegmentals--pitch, tone, stress and rhythm. Based on Ross' (1981) On Communicative Competence
113
studies we possess specific modules of the mind that allow us to produce
and comprehend prosody of language. How these elements of pragmatics
overlap with grammar to facilitate communication constitutes pragmatic
competence. Communicative behaviors such as hugging, kissing, and crying
would not be included in the theory of pragmatic competence. Only those
aspects of language use that directly overlap with grammar would be
included in pragmatic competence. Therefore, CC is knowledge of prosody,
the musical components of language that express emotion in conjunction
with the linguistic aspects of language. Thus, pragmatic competence and
grammatical competence work together to produce CP--all that is involved in
communication. Since my conclusion as to what is included in pragmatic competence
is based on neuropsychological studies, a limited body of knowledge, it is
clear that more research needs to be done in order to accurately determine
what constitutes pragmatic competence. Further investigation of pragmatic
universals also needs to be pursued. 114 On Communicative Competence
114
References Avent, J. A., Wertz, J. T., & Auther, L. L. (1998). Relationship between
language impairment and pragmatic behavior in aphasic adults. Journal of
Neurolinguistics, 11. 207-221. Bachman, L F. (1990). Fundamental considerations in language
testing. New York, NY: Oxford University Press. Bachman, L. F., & Palmer, A. (1982). The construct validation of some
components of communicative competence. TESOL Quarterly. 16. 449-465. Bara, 8. G., Tirassa, M., & Zettin, M. (1997). Neuropragmatics:
Neuropsychological constraints on formal theories of dialogue. Brain and
Language. 59, 7-49. Bara, 8. G., Tirassa, M., & Zettin, M. (1997). Neuropragmatics:
Neuropsychological constraints on formal theories of dialogue. Brain and
Language. 59, 7-49. Bever, T. G., & Chiarello. A. J. (1974). Cerebral dominance in
musicians and nonmusicians. Science, 185, 137-139. Bever, T. G., & Chiarello. A. J. (1974). Cerebral dominance in
musicians and nonmusicians. Science, 185, 137-139. Bialystok, E. (1990). The competence of processing theories of second
language acquisition. TESOL Quarterly, 24, 635-648. Bialystok, E. (1990). The competence of processing theories of second
language acquisition. TESOL Quarterly, 24, 635-648. Bloom, A. L, & Obler, L. K. (1998) Pragmatic breakdowns in patients
with left and right brain damage: Clinical implications. Journal of
Neurolinguistics. 11, 11-20. Borod, J. C., Koff, E., and Caron, H. S. (1983). Right hemisphere
specialization for the expression and appreciation of emotion: a focus on the
face. In E. Perecman (Ed.), Cognitive processing in the right hemisphere. (pp. 83-110). New York, NY: Academic Press, Inc. Boss, B. J. (1996). Pragmatics: Right brain communication. Axone. 17. 81-85. Boss, B. J. (1996). Pragmatics: Right brain communication. Axone. 17. 81-85. Boss, B. J. (1996). Pragmatics: Right brain communication. Axone. 17. 81-85. Brown, J. (1984). Communicative competence VS. communicative
cognizance. The Canadian Modern Language Journal, 40, 600-615. Brown, J. (1984). Communicative competence VS. communicative
cognizance. The Canadian Modern Language Journal, 40, 600-615. 115 On Communicative Competence
References References Brown, P., & Levinson, S. C. (1987). Politeness: Some universals in
language usage. New York, NY: Cambridge University Press. Canale, M. (1983). On some dimensions of language proficiency. In J. W. Oller (Ed.), Issues in language testing research. (pp. 333-342). Rowley,
Massachusetts: Newbury House Publishers, Inc. Canale, M. (1983). From communicative competence to
communicative language pedagogy. In J. C. Richards & A. W. Schmidt
(Eds.), Language and communication (pp 2-27). New York, NY: Longman
Inc. Canale, M., & Swain, M. (1980). Theoretical bases of communicative
approaches to second language teaching and testing. Applied Linguistics, 1,
1-47. Cazden, C. B. (1996, March). Communicative competence, 1966-
1996
Paper presented at the annual meeting of the American Association Cazden, C. B. (1996, March). Communicative competence, 1966-
1996. Paper presented at the annual meeting of the American Association
for Applied Linguistics.Chicago, Illinois. 1996. Paper presented at the annual meeting of the American Association
for Applied Linguistics.Chicago, Illinois. Chantraine, Y., Joanette, Y., & Ska, B. (1998). Conversational abilities
in patients with right hemisphere damage. Journal of Neurolinguistics, 11,
21-32. Chomsky, N. (1965). A§Qects of the theory of syntax. Cambridge,
Massachusetts: The MIT Press. Chomsky, N. (1965). A§Qects of the theory of syntax. Cambridge,
Massachusetts: The MIT Press. Chomsky, N. (1988). Language and problems of knowledge. Chomsky, N. (1988). Language and problems of knowledge. Chomsky, N. (1988). Language and problems of knowledge. Cambridge, Massachusetts: MIT Press. ridge, Massachusetts: MIT Press. Chomsky, N. (1981). Lectures on Government and Binding. Berlin,
Germany: Walter de Gruyter & Co. Chomsky, N. (1981). Lectures on Government and Binding. Berlin,
Germany: Walter de Gruyter & Co. Chomsky, N. (1966). Linguistic theory. In R. G. Mead, Jr. (Ed.),
Language teaching: Broader concepts (pp. 43-58). Menasha, Wisconsin:
George Banta Company, Inc. Chomsky, N. (1966). Linguistic theory. In R. G. Mead, Jr. (Ed.),
Language teaching: Broader concepts (pp. 43-58). Menasha, Wisconsin:
George Banta Company, Inc. Chomsky, N. (1975). Reflections on language. New York, NY:
Random House, Inc. Chomsky, N. (1975). Reflections on language. New York, NY:
Random House, Inc. Chomsky, N. (1980). Rules and representations. New York, NY:
Columbia University Press. Chomsky, N. (1980). Rules and representations. New York, NY:
Columbia University Press. Code, C. (1987). Language, aphasia, and the right hemisphere. Chichester, Great Britain: John Wiley and Sons, Ltd. Code, C. (1987). Language, aphasia, and the right hemisphere. Chichester, Great Britain: John Wiley and Sons, Ltd. Cook, V. & Newson, M. (1996). Chomsky's universal grammar. Cambridge, Massachusetts: Blackwell Publishers Inc. (
)
y
g
Cambridge, Massachusetts: Blackwell Publishers Inc. Descartes, R. (1970). Third meditation. In Anscombe and Peter
Thomas Geach (Ed.), Philosophical Writings (pp. 75-91 ). London, England:
Thomas Nelson and Sons Limited. De Saussure, F. (1959). Course in general linguistics. New York, NY:
Philosophical Library, Inc. De Saussure, F. (1959). Course in general linguistics. New York, NY:
Philosophical Library, Inc. Dieterich, T. (1999). Cognitive Science Lectures. Portland State
University, Portland, Oregon. On Communicative Competence
116
References Chomsky, N. (1988). Language and problems of knowledge. Cambridge, Massachusetts: MIT Press. Chomsky, N. (1965). A§Qects of the theory of syntax. Cambridge,
Massachusetts: The MIT Press. Chomsky, N. (1986). Knowledge of language: Its nature, origin, and
use. New York, NY: Praeger Publishing. Chomsky, N. (1986). Knowledge of language: Its nature, origin, and
use. New York, NY: Praeger Publishing. Chomsky, N. (1986). Knowledge of language: Its nature, origin, and
use. New York, NY: Praeger Publishing. Chomsky, N. (1980). On cognitive structures and their development:
A reply to Piaget. In M. Piattelli-Palmarini (Ed.), Language and learning (pp
35-67). Cambridge, Massachusetts: Harvard University Press. Chomsky, N. (1980). On cognitive structures and their development:
A reply to Piaget. In M. Piattelli-Palmarini (Ed.), Language and learning (pp
35-67). Cambridge, Massachusetts: Harvard University Press. Chomsky, N. (1972). Language and mind. New York, NY: Harcourt
Brace Jovanovich, Inc. Chomsky, N. (1972). Language and mind. New York, NY: Harcourt
Brace Jovanovich, Inc. 116 On Communicative Competence
11 7
References 11 7 University, Portland, Oregon. Dronkers, N. F., Ludy, C. A., & Redfern, B. B. (1998) Pragmatics in the
absence of verbal language: Description of a severe aphasic and a
language-deprived adult. Journal of Neurolinguistics,11. 179-190. Dronkers, N. F., Ludy, C. A., & Redfern, B. B. (1998) Pragmatics in the
absence of verbal language: Description of a severe aphasic and a
language-deprived adult. Journal of Neurolinguistics,11. 179-190. Halliday, M. AK. (1977). Explorations in the function of language.
New York, NY: Elsevier North Holland, Inc. Halliday, M.A. K. , & Hasan, A. (1976). Cohesion in English. London:
Longman. Halliday, M.A. K. , & Hasan, A. (1976). Cohesion in English. London:
Longman. Halliday, M.A. K., McIntosh, A., & Strevens, P. (1964). The linguistic
sciences and language teaching. Bloomington, Indiana: Indiana University
Press. Halliday, M.A. K., McIntosh, A., & Strevens, P. (1964). The linguistic
sciences and language teaching. Bloomington, Indiana: Indiana University
Press. Faerch, C. & Kasper, G. (1984). Two ways of defining communication
strategies. Language Learning. 34, 45-63. Faerch, C. & Kasper, G. (1984). Two ways of defining communication
strategies. Language Learning. 34, 45-63. Gardner, H., Brownell, H. H., Wapner, W., & Michelow, D. (1983). Missing the point: The role of the right hemisphere in the processing of
complex linguistic materials. In E. Perecman (Ed.), Cognitive processing in
the right hemisphere. (pp. 169-191). New York, NY: Academic Press. Gardner, H., Brownell, H. H., Wapner, W., & Michelow, D. (1983). Missing the point: The role of the right hemisphere in the processing of
complex linguistic materials. In E. Perecman (Ed.), Cognitive processing in
the right hemisphere. (pp. 169-191). New York, NY: Academic Press. Geis, M. L. (1995). Speech acts and conversational interaction. Cambridge, Great Britain: Cambridge University Press. Grice, H. P. (1975). Logic and conversation. Syntax and Semantics:
Speech Acts, 3, 41-58. Grice, H. P. (1975). Logic and conversation. Syntax and Semantics:
Speech Acts, 3, 41-58. Horwitz, E. K. & Horwitz, M. B. (1977). Bridging individual differences:
empathy and communicative competence. In A. A. Schulz (Ed.),
Personalizing foreign language instruction: Learning styles and teaching
options (pp.109-118). Skoki, Illinois: National Textbook Company. Hymes, D. (1971). Competence and performance in linguistic theory. In A. Huxley & E Ingram (Ed.), Language acquisition: Models and methods
(pp. 3-28}. London, Great Britain: Academic Press Inc. On Communicative Competence
11
References 118 Hymes, D. (1996). Ethnography, linguistics, narrative, ineguality. Bristol, PA: Taylor and Frances Inc. Bristol, PA: Taylor and Frances Inc. Hymes, D. (1972). On communicative competence. In J.B. Pride &
Janet Holmes (Ed.), Sociolinguistics (pp. 269-293). New York, NY: Viking
Penguin Inc. Hymes, D. (1972). On communicative competence. In J.B. Pride &
Janet Holmes (Ed.), Sociolinguistics (pp. 269-293). New York, NY: Viking
Penguin Inc. Hymes, D. (1989). Postscript. Applied Linguistics, 10. 244-250. Jakobson, A. (1960). Closing statement: Linguistics and poetics. In T A. Sebeok (Ed.), Style in language (pp 350-385). Cambridge, Massachusetts: The MIT Press. Massachusetts: The MIT Press. Massachusetts: The MIT Press. Joos, M. (1967). The five clocks. New York, NY: Harcourt, Brace and
World Inc. Joos, M. (1967). The five clocks. New York, NY: Harcourt, Brace and
World Inc. Kertesz, A. (1983). Right hemisphere lesions in constructional apraxia
and visuospatial deficit. In A. Kertesz (Ed.) Localization in Neuropsychology
(pp. 455-467). New York, NY: Academic Press, Inc. Kertesz, A. (1983). Right hemisphere lesions in constructional apraxia
and visuospatial deficit. In A. Kertesz (Ed.) Localization in Neuropsychology
(pp. 455-467). New York, NY: Academic Press, Inc. Leibniz, G. W. (1949). New essays concerning human understanding. La Salle, Illinois: The Open Court Publishing Company. Leibniz, G. W. (1949). New essays concerning human understanding. La Salle, Illinois: The Open Court Publishing Company. Leibniz, G. W. (1949). New essays concerning human understanding. La Salle, Illinois: The Open Court Publishing Company. Lenneberg, E. H. (1967). Biological foundations of language. New
York, NY: John Wiley & Sons, Inc. Lenneberg, E. H. (1967). Biological foundations of language. New
York, NY: John Wiley & Sons, Inc. Locke, J. (1975). An Essay concerning human understanding. Oxford,
England: Oxford University Press. Locke, J. (1975). An Essay concerning human understanding. Oxford,
England: Oxford University Press. Malinowski, B. {1949). The problem of meaning in primitive languages. In C. K. Ogden & I. A. Richards {Ed.), The meaning of meaning (pp. 296-336). London, England: Routledge and Kegan Paul Ltd. Malinowski, B. {1949). The problem of meaning in primitive languages. In C. K. Ogden & I. A. Richards {Ed.), The meaning of meaning (pp. 296-336). London, England: Routledge and Kegan Paul Ltd. Macnamara, J. (1990). Ideals and psychology. Canadian Psychology,
fil.,_ 14-25. Macnamara, J. (1990). Ideals and psychology. Canadian Psychology,
fil.,_ 14-25. Macnamara, J. (1990). Ideals and psychology. Canadian Psychology,
fil.,_ 14-25. 119 On Communicative Competence
References Martohardjono, G. & Flynn, S. (1995). Language transfer: What do we
really mean? Current State of lnterlanguage: The Studies in Honor of
William E. Rutherford. 205-218. McCabe, A. (1998). Sentences combined: Text and Discourse. In J.B. Gleason, & N. B. Ratner (Eds.), Psycholinguistics {pp. 275-308). Orlando,
Florida: Harcourt Brace College Publishers. Morgan, J. L. (1981). Analyzing discourse: Text and Talk. In D. Tannen (Ed.), Georgetown University Round Table on Languages and
Linguistics {pp. 196-204). Washington, DC: Georgetown University Press. Morgan, J. L. (1981). Analyzing discourse: Text and Talk. In D. Tannen (Ed.), Georgetown University Round Table on Languages and
Linguistics {pp. 196-204). Washington, DC: Georgetown University Press. Newport, E. L., Gleitman, H., & Gleitman, L R. (1977). Mother, I'd rather
do it myself: Some effects and non-effects of maternal speech style. In C. E. Snow & C. A. Ferguson (Ed.), Talking to Children. ( pp. 109-149). Cambridge,
Great Britain: Cambridge University Press. Newport, E. L., Gleitman, H., & Gleitman, L R. (1977). Mother, I'd rather
do it myself: Some effects and non-effects of maternal speech style. In C. E. Snow & C. A. Ferguson (Ed.), Talking to Children. ( pp. 109-149). Cambridge,
Great Britain: Cambridge University Press. Paradis, M. (1998). The other side of language: Pragmatic
competence. Journal of Neurolinguistics, 11. 1-10. Paradis, M. (1998). The other side of language: Pragmatic
competence. Journal of Neurolinguistics, 11. 1-10. Paradis, M. (1998). The other side of language: Pragmatic
competence. Journal of Neurolinguistics, 11. 1-10. Piaget, J. (1971 ). Biology and knowledge. Chicago, Illinois: The
University of Chicago Press. Piaget, J. (1980). The Psychogenesis of knowledge and its
epistemological significance. In M. Piatelli-Palmarini (Ed.), Language and
learning. Cambridge, Massachusetts: Harvard University Press. Prutting, C.H., & Kirchner, D. M. (1987). A clinical appraisal of the
pragmatic aspects of language. Journal of Speech and Hearing Disorders,
52, 105-119. Radford, A (1988). Transformational grammar: A first course. New
York, NY: Cambridge University Press. On Communicative Competence
References On Communicative Competence
References 120 Ross, E. D. (1981). The aprosodias: Functional-anatomic organization
of the affective components of language in the right hemisphere. Archives of
Neurology 38, 561-569. Ross, E. D. (1983). Right-hemisphere lesions in disorders of affective
language. In A. Kertesz (Ed.), Localization in Neuropsychology. New York,
NY: Academic Press, Inc. Savignon, S. J. (1972). Communicative competence: An experiment in
foreign language teaching. Philadelphia: Center for Curriculum
development. Savignon, S. J. (1972). Communicative competence: An experiment in
foreign language teaching. Philadelphia: Center for Curriculum
development. Savignon, S. J. (1983). Communicative competence: Theory and
classroom practice. Reading, Massachusetts: Addison-Wesley Publishing
Company, Inc. Schwartz, G., Davidson, R., & Maer, F. (1975). Right hemisphere
lateralization for emotion in the human brain: Interaction with cognition. Science, 190, 286-288. Schwartz, G., Davidson, R., & Maer, F. (1975). Right hemisphere
lateralization for emotion in the human brain: Interaction with cognition. Science, 190, 286-288. Searle, J. R. (1969). Speech acts: An essay in the philosophy of
language. New York, NY: Cambridge University Press. Searle, J. R. (1969). Speech acts: An essay in the philosophy of
language. New York, NY: Cambridge University Press. Spolsky, B. (1989). Communicative competence, language
proficiency, and beyond. Applied Linguistics, 10. 138-156. Spolsky, B. (1989). Communicative competence, language
proficiency, and beyond. Applied Linguistics, 10. 138-156. Tarone, E. (1980). Communicative strategies, foreigner talk, repair in
interlanguage. Language Learning 30. 417-431. Tarone, E. (1980). Communicative strategies, foreigner talk, repair in
interlanguage. Language Learning 30. 417-431. Tarone, E. (1980). Communicative strategies, foreigner talk, repair in
interlanguage. Language Learning 30. 417-431. Taylor, P. (1988). The meaning of communicative competence. Applied Linguistics. 9, 148-168. Taylor, P. (1988). The meaning of communicative competence. Applied Linguistics. 9, 148-168. Taylor, P. (1988). The meaning of communicative competence. Applied Linguistics. 9, 148-168. 121 On Communicative Competence
References Utalowska, H.K., North, A. J. & Macaluso-Haynes, S. (1981). Production of narrative and procedural discourse in aphasics. Brain and
Language, 13, 345-371. Van Lancker, D, & Fromkin, V. A. (1973). Hemispheric specialization
for pitch and 'tone': Evidence from Thai. Journal of Phonetics, 1. 101-109. Wapner, W .. Hamby, S., & Gardner, H. (1981). The role of the right
hemisphere in the apprehension of complex linguistic materials. Brain and
Language, 14. 15-33. White, L. (1990). Second language acquisition and universal
grammar. Studies in Second Language Acguisition, 12, 121-133. White, L. (1990). Second language acquisition and universal
grammar. Studies in Second Language Acguisition, 12, 121-133. White, L. & Genesee, F. (1996). How native is near-native? The issue
of ultimate attainment in adult second language acquisition. Second
Language Research. 12, 233-65. White, L. & Genesee, F. (1996). How native is near-native? The issue
of ultimate attainment in adult second language acquisition. Second
Language Research. 12, 233-65. Widdowson. H. G. (1989). Knowledge of language and ability for use. Applied Linguistics, 10. 128-137. Widdowson. H. G. (1989). Knowledge of language and ability for use. Applied Linguistics, 10. 128-137. Widdowson, H. G. (1978). Teaching language as communication. Oxford, England: Oxford University Press. Widdowson, H. G. (1978). Teaching language as communication. Oxford, England: Oxford University Press. Widdowson, H. G. (1978). Teaching language as communication. Oxford, England: Oxford University Press. Wierzbicka, A. (1991). Cross-cultural pragmatics: The semantics of
human interaction. Berlin, Germany: Mouton de Gruyter. Wierzbicka, A. (1991). Cross-cultural pragmatics: The semantics of
human interaction. Berlin, Germany: Mouton de Gruyter. Wierzbicka, A. (1991). Cross-cultural pragmatics: The semantics of
human interaction. Berlin, Germany: Mouton de Gruyter. Yeni-Komshian, G. H. (1998). Speech perception. In J. B. Gleason &
N. 8. Ratner (Eds.), Psycholinguistics (pp. 107-156). Orlando, Florida:
Harcourt Brace College Publishers. On Communicative Competence
122
References 122 Yu, M. C. (1999). Universalist and culture-specific perspectives on
variation in the acquisition of pragmatic competence in a second language. Pragmatics, 9. 281-312. Zurif, E. B. (1974). Auditory lateralization: Prosodic and syntactic
factors. Brain and Language, 1, 391-404.
|
https://openalex.org/W3165600736
|
https://link.springer.com/content/pdf/10.1007/s12024-021-00379-9.pdf
|
English
| null |
The handling of SARS-CoV-2 associated deaths - infectivity of the body
|
Forensic science, medicine and pathology
| 2,021
|
cc-by
| 5,341
|
Abstract The body of a deceased with Severe Acute Respiratory Syndrome Coronavirus 2 (SARS-CoV-2) infection is considered
infectious. In this study, we present the results of infectivity testing of the body and testing of mortuary staff for SARS-
CoV-2. We performed real-time quantitative polymerase chain reaction (RT-qPCR) for SARS-CoV-2 on 33 decedents with
ante mortem confirmed SARS-CoV-2 infection. Swabs of the body surface from five different body regions and from the
body bag or coffin were examined. A subset of the swabs was brought into cell culture. In addition, screening of 25 Institute
of Legal Medicine (ILM) personnel for ongoing or past SARS-CoV-2 infection was performed at two different time points
during the pandemic. Swabs from all locations of the body surface and the body environment were negative in cases of
negative post mortem nasopharyngeal testing (n=9). When the post mortem nasopharyngeal swab tested positive (n=24),
between 0 and 5 of the body surface swabs were also positive, primarily the perioral region. In six of the cases, the body bag
also yielded a positive result. The longest postmortem interval with positive SARS-CoV-2 RT-qPCR at the body surface
was nine days. In no case viable SARS-CoV-2 was found on the skin of the bodies or the body bags. One employee (autopsy
technician) had possible occupational infection with SARS-CoV-2; all other employees were tested negative for SARS-CoV-2
RNA or antibody twice. Our data indicate that with adequate management of general safety precautions, transmission of
SARS-CoV-2 through autopsies and handling of bodies is unlikely. Keywords Coronavirus · SARS-CoV-2 · COVID-19 · Autopsy · Infectivity · External Examination Ann Sophie Schröder1 · Carolin Edler1 · Benjamin Ondruschka1 · Klaus Püschel1 · Julia Schädler1 · Axel Heinemann1 ·
Fabian Heinrich1 · Marc Lütgehetmann2 · Susanne Pfefferle2 · Martin Aepfelbacher2 · Antonia Fitzek1 ·
Jan‑Peter Sperhake1 Ann Sophie Schröder1 · Carolin Edler1 · Benjamin Ondruschka1 · Klaus Püschel1 · Julia Schädler1 · Axel Heinemann1 ·
Fabian Heinrich1 · Marc Lütgehetmann2 · Susanne Pfefferle2 · Martin Aepfelbacher2 · Antonia Fitzek1 ·
Jan‑Peter Sperhake1 Accepted: 7 April 2021
© The Author(s) 2021
/ Published online: 2 June 2021 Accepted: 7 April 2021
© The Author(s) 2021
/ Published online: 2 June 2021 2
Institute of Medical Microbiology, Virology and Hygiene,
University Medical Center Hamburg-Eppendorf,
Martinistraße 52, 20251 Hamburg, Germany 1
Institute of Legal Medicine, University Medical Center
Hamburg-Eppendorf, Butenfeld 34, 22529 Hamburg,
Germany * Ann Sophie Schröder
as.schroeder@uke.de ORIGINAL ARTICLE ORIGINAL ARTICLE https://doi.org/10.1007/s12024-021-00379-9
Forensic Science, Medicine and Pathology (2021) 17:411–418 https://doi.org/10.1007/s12024-021-00379-9
Forensic Science, Medicine and Pathology (2021) 17:411–418 Introduction infection-causing) virus can also be found in cadavers [1–6]. The predominant routes of transmission of SARS-CoV-2 via
droplet infection and aerosols are unlikely to be important
in non-invasive handling of a deceased person (e.g. external
necropsy, coffining). Consideration should be given to smear
and contact infections from the body fluids that may be pre-
sent in the mouth, on the skin, and surrounding of the body. The body of a deceased person with ante mortem confirmed
infection with severe acute respiratory syndrome coronavi-
rus 2 (SARS-CoV-2) is considered contagious. It has been
shown that PCR-based postmortem detection of SARS-
CoV-2 RNA is possible and that viable (and thus potentially However, autopsies and ablutions of SARS-CoV-2
decedents may produce infectious droplets or aerosols. To date, we are not aware of any safely confirmed occu-
pational SARS-CoV-2 infections of autopsy teams during
autopsies of SARS-CoV-2 positive decedents [7–10]. Since
the beginning of the pandemic, the potential infectivity of
the body has led to widespread adoption of a restrictive
approach to deaths associated with coronavirus disease
2019 (COVID-19), avoiding any contact with the body. In the
interim, there have been several recommendations. Dijkhuizen
et al. provide an overview of various recommendations
in the management of SARS-CoV-2 associated deaths [11]. Ann Sophie Schröder and Carolin Edler share first authorship
Antonia Fitzek and Jan-Peter Sperhake share last authorship
* Ann Sophie Schröder
as.schroeder@uke.de
1
Institute of Legal Medicine, University Medical Center
Hamburg-Eppendorf, Butenfeld 34, 22529 Hamburg,
Germany
2
Institute of Medical Microbiology, Virology and Hygiene,
University Medical Center Hamburg-Eppendorf,
Martinistraße 52, 20251 Hamburg, Germany Ann Sophie Schröder and Carolin Edler share first authorship
Antonia Fitzek and Jan-Peter Sperhake share last authorship Ann Sophie Schröder and Carolin Edler share first authorship Antonia Fitzek and Jan-Peter Sperhake share last authorship * Ann Sophie Schröder
as.schroeder@uke.de (0121 3456789)
3 412 Forensic Science, Medicine and Pathology (2021) 17:411–418 However, there are no legally binding rules for the manage-
ment of SARS-CoV-2 associated deaths. In this study, we present the results of our COVID-19
cadaveric infection investigations and a staff test for SARS-
CoV-2. The aim was to investigate the relevance and effec-
tiveness of infection control measures in the management
of SARS-CoV-2-associated deaths in Hamburg, Germany. Introduction Despite initial recommendations released in the spring of
2020 to avoid autopsies due to the risk of infection, numer-
ous autopsies have been performed at the Institute of Legal
Medicine in Hamburg (ILM) of the University Medical
Center Hamburg-Eppendorf (UKE) since the first COVID-
19 deaths occurred in Hamburg. Many confirmed SARS-
CoV-2 infected decedents, as well as suspected cases, have
been investigated [12–14]. Handling of known COVID-19
deaths was performed with extended personal protective
equipment, including category 2 or 3 filtering face pieces
(FFP2, FFP3), disposable gloves, and protective gowns. For
autopsies, additional eye protection, head covering, and pro-
tective footwear were worn by all personnel. Autopsies were
performed in a separate autopsy room equipped with a table
exhaust device, low-pressure ventilation, and an air exchange
circulation system with a minimum of 10 air changes per
hour. The cranial cavity was opened using an oscillating saw
with suction, or a hand saw. In deceased who tested
positive for SARS-CoV-2 incidentally, often no masks, or
only a simple mouthguard (as opposed to FFP2- or FFP3-
Masks) was worn during the external examination. Fig. 1 Location of the swaps
taken from the skin of the body Results The results of body and body environment testing for SARS-
CoV-2 are shown in Table 1. The mean age of the cohort of
33 decedents was 79 years (range 55–99 years). Seventeen
patients died during hospitalization, 16 in the outpatient
setting. On average, swabs were collected 3.5 days post-
mortem (range 0–17 days). Overall, 24 deceased (72.7%)
tested RT-qPCR positive for SARS-CoV-2 in the postmor-
tem nasopharyngeal swab (highlighted in orange in Table 1),
indicating SARS-CoV-2 infection at the time of death, and
nine tested negative (highlighted in blue in Table 1). Con-
sistently, in all cases with RT-qPCR-negative nasopharyn-
geal swabs, all other swabs from the body surface and cadav-
eric environment were also negative. In cases with positive
postmortem nasopharyngeal swab, most frequently perio-
ral swabs were confirmed positive (21/24; 87.5%). In six
of these cases, the body bag tested positive (at least > 1000
copies/mL). SARS-CoV-2 RNA loads in swabs from the
immediate cadaveric environment were found to correlate
significantly with nasopharyngeal viral loads, as shown by
simple linear regression (region 2 - perioral: p < 0.0001,
region 3 - hands: p = 0.0005, region 4 - wrist: p = 0.0005,
region 5- shoulder/hip: p = 0.002). However, the viral RNA
loads detected on the body bags did not significantly cor-
relate with the nasopharyngeal SARS-CoV-2 RNA loads of
each body (site 1: p = 0.10). The longest PMI with a positive
test result from the body surface was 9 days in two cases,
while this PMI was examined in three individuals. One of
the deceased also tested positive at regions 2 to 5, and the
other case was weakly positive at the perioral region. For virus viability testing, 500 µl of each swab medium
(modified Amies medium) was used for virus adsorption
onto a well of a 24-well plate containing ~ 80% conflu-
ent Vero cells (ATCC CCL-81) for 1 h. Cells were then
washed once with phosphate-buffered saline (PBS) and
fresh DMEM (Dulbecco’s Modified Eagle’s Medium con-
taining 3% fetal calf serum, 1% penicillin–streptomycin, 1%
L-glutamine [200 mM], 1% sodium pyruvate, and 1% non-
essential amino acids [all from Gibco/Thermo Fisher Sci-
entific, Waltham, MA, USA]) was added. After incubation
at 37 °C for 72 h, virus growth was analyzed as previously
described [19]. The following data were collected on our cohort:
Age, place of death (outpatient vs. Methods Between October 27, 2020 and November 15, 2020, the
swabs of regions 1 to 5 were collected twice from 15 of
the deceased patients. RT-qPCR for SARS-CoV-2 RNA was
performed in one swab and the second swab was stored at
-80°C. When RT-qPCR results were positive, cell culture
experiments of the second swab were set up in a biosafety
level 3 (BSL-3) laboratory in 30 specimens out of 11 cases. Between October 27, 2020 and November 15, 2020, the
swabs of regions 1 to 5 were collected twice from 15 of
the deceased patients. RT-qPCR for SARS-CoV-2 RNA was
performed in one swab and the second swab was stored at
-80°C. When RT-qPCR results were positive, cell culture
experiments of the second swab were set up in a biosafety
level 3 (BSL-3) laboratory in 30 specimens out of 11 cases. For virus viability testing, 500 µl of each swab medium
(modified Amies medium) was used for virus adsorption
onto a well of a 24-well plate containing ~ 80% conflu-
ent Vero cells (ATCC CCL-81) for 1 h. Cells were then
washed once with phosphate-buffered saline (PBS) and
fresh DMEM (Dulbecco’s Modified Eagle’s Medium con-
taining 3% fetal calf serum, 1% penicillin–streptomycin, 1%
L-glutamine [200 mM], 1% sodium pyruvate, and 1% non-
essential amino acids [all from Gibco/Thermo Fisher Sci-
entific, Waltham, MA, USA]) was added. After incubation
at 37 °C for 72 h, virus growth was analyzed as previously
described [19]. Methods Between June 2, 2020, and November 15, 2020, 33 dece-
dents who were tested positive for SARS-CoV-2 ante mortem and
who were clinically considered to have died of COVID-19
were examined post mortem at the ILM. A nasopharyngeal
swab and swabs from the following regions were collected
prior to autopsy or other invasive procedures or cleaning:
1 - body bag or coffin, 2 - perioral, 3 - hands (dorsal and
palmar), 4 - wrists, and 5 - shoulder and hip regions (com-
bined) (Fig. 1). If the deceased was wrapped in two body
bags, the outer body bag was examined. If there was no
body bag but a coffin, the latter was examined externally. Gloves were changed after each swabbing. To avoid further
contamination, all contact with the body and surfaces was
avoided. For the external surfaces (region 1 to 5), the 1 3
Fig. 1 Location of the swaps
taken from the skin of the body 1 3 Forensic Science, Medicine and Pathology (2021) 17:411–418 413 swab (COPAN eSwab™, Brescia, Italy) was moistened in
the liquid transport medium of the swab tube before col-
lection. Swabs were collected with circular movements and
gentle pressure for 15 s. The swabs were examined as part
of routine diagnostic procedures at the Institute of Medical
Microbiology, Virology and Hygiene (IMV) of the UKE. Detection and quantification of viral ribonucleic acid (RNA)
was performed by quantitative real-time polymerase chain
reaction (RT-qPCR) as previously described [15–18]. 5%. Therefore, a second assay was performed targeting the
viral spike protein (Anti-SARS-CoV-2 (S1/S2), Liaison
XL, DiaSorin, Saluggia, Italy). A second round was per-
formed six months later. These analyses were performed
at the IMV of the UKE. The following data were col-
lected from the employees: Sex, age, position, and symp-
toms of general illness in the last seven days before the
tests. The data were analyzed descriptively. 5%. Therefore, a second assay was performed targeting the
viral spike protein (Anti-SARS-CoV-2 (S1/S2), Liaison
XL, DiaSorin, Saluggia, Italy). A second round was per-
formed six months later. These analyses were performed
at the IMV of the UKE. The following data were col-
lected from the employees: Sex, age, position, and symp-
toms of general illness in the last seven days before the
tests. The data were analyzed descriptively. Results inpatient), postmor-
tem interval (PMI) between death and swab collection. SARS-CoV-2 RNA loads of the swabs were categorized
as follows: Negative (-), low positive (+ : < 1000 copies/ml),
positive (+ + : 1000–100,000 copies/ml), and high positive
(+ + + > 100,000 copies/ml). Data were analyzed descrip-
tively and statistical analysis was performed using Graph-
Pad Prism software version 9.0.0 (GraphPad Software, CA,
U.S.A.). After 3½ months of daily work with SARS-CoV-
2 positive decedents at ILM and several crematoria,
including external examinations and 163 conventional
autopsies, 25 ILM personnel were tested for active or
past SARS-CoV-2 infection. RT-qPCR was performed
from a throat swab in universal transport medium as pre-
viously described [15]. SARS-CoV-2 antibodies (IgG/
IgM/IgA) directed against the viral nucleocapsid were
tested using the Cobas e411 system (Roche Diagnostics,
Manheim, Germany) according to the manufacturer’s rec-
ommendations. To confirm positive serologic reactions,
we used an orthogonal testing strategy as recommended
by the Centers for Disease Control and Prevention
(USA) for regions with SARS-CoV-2 prevalence below Viable virus could not be detected in any of the 30
specimens examined in cell culture with viral RNA loads
of < 1000 up to > 100,000 (Table 1). The results of screening employees for active or past
SARS-CoV-2 infection are shown in Table 2. After 3½
months of the ongoing pandemic, no SARS-CoV-2 infec-
tion or SARS-CoV-2 antibodies were detected in any of
the ILM employees. Results Six months later, RT-qPCR testing for
SARS-CoV-2 infection was still negative in all 25 employees
tested, but IgM antibodies to SARS-CoV-2 were detected in 1 3 Forensic Science, Medicine and Pathology (2021) 17:411–418 414 Table 1 SARS-CoV-2 presence and copy numbers on the body and the body environment
Case
Age
[years]
Place of
death
PMI
[days]
Naso-
pharyngeal
Body
bag
Perioral
Hands
Wrists
Shoulder
& hips
1
94
Hospital
4
-
-
-
-
-
-
2
99
Hospital
9
++
-
+
-
-
-
3
84
Outpatient
1
-
-
-
-
-
-
4
62
Hospital
2
-
-
-
-
-
-
5
78
Hospital
9
-
-
-
-
-
-
6
55
Hospital
17
-
-
-
-
-
-
7
62
Hospital
4
++
-
-
-
-
-
8
93
Hospital
5
-
-
-
-
-
-
9
89
Hospital
0
+++
-
-
-
-
-
10
68
Hospital
3
++
-
-
-
-
-
11
76
Hospital
1
-
-
-
-
-
-
12
81
Hospital
3
+++
+++
+
+
+
++
13
85
Hospital
5
+++
-
+
+
+
+
14
84
Outpatient
3
+++
-
++
+
+
+
15
59
Outpatient
3
++
-
++
-
+
-
16
87
Outpatient
0
-
-
-
-
-
-
17
71
Hospital
6
+++
-
++
-
-
-
18
80
Outpatient
9
++
-
++
++
++
++
19
67
Outpatient
1
+++
++
+++*
++*
++*
++*
20
98
Outpatient
3
+++
-
++*
++*
++*
++
21
79
Outpatient
5
+++
+++*
++*
++*
++*
++*
22
75
Outpatient
2
+++
++*
+++*
+
+*
++*
23
79
Outpatient
1
+++
-#
++*
+*
++*
-
24
76
Hospital
2
++
-
+
-
-
-
25
94
Hospital
5
+++
-
+++*
+
++
++*
26
83
Hospital
3
+++
-#
++
++
+
-
27
80
Outpatient
2
++
++
++*
++
-
++*
28
74
Outpatient
1
++
-
++*
-
-
-
29
82
Outpatient
2
+++
-
+
-
-
-
30
92
Outpatient
3
-
-
-
-
-
-
31
60
Hospital
0
+++
-
++*
+
-
+
32
81
Outpatient
2
+++
+++
++*
-
+
++
33
86
Outpatient
1
+++
-
++*
++*
++*
++*
SARS-CoV-2 RNA copies: +++: > 1000000 copies/ml, ++: 1000- 1000000 copies/ml, +: < 1000 copies/ml, -: negative
#Coffin not Body bag
*Specimen with inoculation of a cell culture for pathogen cultivation Table 1 SARS-CoV-2 presence and copy numbers on the body and the body environment 1 3 Forensic Science, Medicine and Pathology (2021) 17:411–418 415 Table 2 Testing of the employees for SARS-CoV-2
Case
Position
Age
[years]
Sex
Disease
symptoms*
SARS-CoV-2 qPCR
SARS-CoV-2 antibodies
1
Autopsy assistent
25
f
-
-
-
2
Autopsy assistent
26
f
-
-
-
3
Autopsy assistent
20
f
y
-
-
4
Autopsy assistent
21
f
y
-
-
5
Autopsy assistent
39
f
-
-
y
6
Autopsy assistent
27
f
y
-
-
7
Autopsy assistent
36
f
-
-
-
8
Autopsy assistent
51
m
-
-
-
9
Physician
40
f
y
-
-
10
Physician
51
m
y
-
-
11
Physician
34
f
-
-
-
12
Physician
35
f
-
-
-
13
Physician
28
f
-
-
-
14
Physician
42
f
-
-
-
15
Physician
29
f
-
-
16
Physician
33
m
-
-
17
Physician
34
f
-
-
18
Physician
36
f
-
-
19
Physician
33
m
-
-
-
20
Physician
38
f
y
-
-
21
Physician
68
m
-
-
-
22
Physician
47
f
-
-
23
Physician
51
m
-
-
-
24
Student
29
f
-
-
-
25
Student
21
f
y
-
-
*Diseases symptoms: Any symptom of illness in the last 7 days before the first test. Results The following symptoms of were reported: headache, diarrhe Table 2 Testing of the employees for SARS-CoV-2 one employee (an autopsy technician). However, it remains
unclear whether transmission occurred in a private or occu-
pational context. surfaces are wood (coffin), plastic (body bag), textiles, and
skin. In addition, there may be a particular risk of trans-
mission through infectious body fluids. Under laboratory
conditions, viable viruses have been detected in three stud-
ies on wood between 24 h and 7 days after contamination,
on plastic between 3 and 7 days, and on textiles or clothing
between 24 h and 4 days [20–22]. The study by Liu et al. consistently showed longer survival times of the virus on
all surfaces compared to the other two studies. One reason
for this could be the higher amount of virus used for in vitro
contamination. In practice, shorter viral survival times are
more likely due to UV radiation, temperature fluctuations,
as well as varying humidity and a lower amount of virus. In
a study by Harbourt et al. the stability of SARS-CoV-2 was
tested on the skin of pigs, and of clothing placed on the pigs
[23]. The virus was found to be stable on skin at 4 °C for the
duration of the experiment of 14 days and on clothing for at
least 96 h. This is similar to the temperature of refrigerated Discussion SARS-CoV-2 infections are usually transmitted by drop-
let infection and aerosols. However, transmission of the
virus via surfaces is possible in principle. The stability of
coronaviruses in the environment depends on temperature,
humidity, surface properties, virus quantity, and the virus
strain. Specifically for SARS-CoV-2, Chin et al. showed high
stability at temperatures of 4 °C, with more rapid inactiva-
tion observed at increasing temperatures (inactivation in the
medium at 37 °C after two days, after five minutes at 70 °C);
high stability was also shown at pH values between 3 and 10
and high humidity [20]. When handling bodies, the relevant 1 3 1 Forensic Science, Medicine and Pathology (2021) 17:411–418 416 religions, are not performed. Baj et al. provide recommenda-
tions on precautions around burial [27]. ILM staff follow the
guidelines of the Robert Koch Institute, Germany’s central
scientific institution in the field of biomedicine, which recom-
mend FFP2 masks, eye and face protection, body protection
including clean, long-sleeved, liquid-tight or impervious pro-
tective clothing, double-layered gloves, and appropriate work
shoes [28]. However, in our daily routine, the recommended
protective measures (e.g. FFP2) were not always fully applied
while handling bodies that were incidentally known to be
infected only after arrival at the ILM. bodies, indicating a possible risk of infection emanating
from the human body. At higher temperatures, inactivation
occurred more rapidly - on skin after 96 h at 22 °C and 8 h
at 37 °C [23]. Although conditions may be different in vivo,
viral stability on skin underscores the need for continuous
hand hygiene to minimize the possibility of viral transmis-
sion in daily routine. In our study, in all cases with a negative postmortem
nasopharyngeal swab, all other swabs from the body and
body bag were also negative. In deceased cases with a posi-
tive postmortem nasopharyngeal swab, between 0–5 swabs
from the body surface and cadaveric environment tested
positive in RT-qPCR, most commonly in the perioral area. Nevertheless, we did not find viable virus on the skin of
deceased COVID-19 patients or on surfaces, including body
bags. Moreover, viable virus was not detected in any of the
samples from bodies that had a short PMI (1 day) either. All bodies transported to the ILM were consecutively
screened for SARS-CoV-2 upon arrival. ’Normal’ means of
protection in the morgue are body protection and gloves. Discussion This
way of handling a body applies to the usual daily work of
morticians and crematory workers. In our institute, since the
beginning of the pandemic, there has been a suspicion that the
risk of infection of COVID-19 deceased may have been over-
estimated. If protective measures are complied with, the risk of
transmission should be minimal at best. Deceased persons with
potentially aerogenously transmissible infectious diseases (e.g. tuberculosis) are autopsied daily by pathologists worldwide,
taking safety precautions into account. Nevertheless, infec-
tions may occur in the autopsy room due to aerosol-forming
measures. Ultimately, however, apart from the autopsy itself,
the handling of a deceased person’s body, e.g. during transport,
careful washing, or burial, is likely to be relatively harmless
("a body does not cough"). Consistent with the distribution of RT-qPCR-positive test
results in the nasopharyngeal and perioral areas, possible
contamination via the nasopharyngeal-perioral route is one
explanation for the SARS-CoV-2 detection on the other sur-
faces. The absence of viable virus in cell culture suggests
that no infectivity emanated from the body surface, although
SARS-CoV-2 RNA was detected by RT-qPCR. Neverthe-
less, infection via contaminated skin or other surfaces cannot
be completely excluded. There were limitations to this study. Firstly, samples
were only collected from five body regions. However, these
regions are the most exposed regions when handling a
deceased person in daily practice and all other body regions
are usually touched less frequently while examining, mov-
ing, or transporting a deceased. Secondly, the sam-
ple size was rather small and the cell culture experiments
were only performed on a subset of 11 cases or 30 samples,
respectively. In international comparison the ILM in Hamburg has
autopsied a relatively large number of COVID-19 cases [12]. The ILM staff all tested negative for SARS-CoV-2 after 3½
months, even after exposure to numerous COVID-19 dece-
dents. After 9½ months, one autopsy assistant tested positive
for IgM antibody. The mode of transmission remains unclear. However, this occurred at a time when the disease was gener-
ally very prevalent in Germany. We believe that autopsies in COVID-19-related deaths are
an indispensable tool for obtaining scientific data that can
contribute critically to a deeper understanding of the disease
[10, 24]. Nevertheless, there was considerable reluctance
to perform autopsies, particularly at the beginning of the
pandemic, which continues to some extent [25, 26]. References 1. Barton LM, Duval EJ, Stroberg E, Ghosh S, Mukhopadhyay
S. COVID-19 autopsies, Oklahoma, USA. Am J Clin Pathol. 2020;153:725–33.f Our data shows, that with reasonable management of gen-
eral safety precautions, SARS-CoV-2 transmission risk
from handling bodies, including external examinations
and autopsies, is very low. 2. Braun F, Lütgehetmann M, Pfefferle S, Wong MN, Carsten A,
et al. SARS-CoV-2 renal tropism associates with acute kidney
injury. Lancet. 2020;396:597–8. 3. Heinrich F, Meißner K, Langenwalder F, Püschel K, Nörz D, et al. Postmortem stability of SARS-CoV-2 in nasopharyngeal mucosa. Emerg Infect Dis. 2020. https://doi.org/10.3201/eid2701.203112. Discussion This
was partly because the risk of infection posed by bodies was
difficult to assess. Concerns exist not only among physi-
cians who perform autopsies, but also technical personnel
and physicians who only perform external post mortems. In
contrast to these concerns, however, there are also reports
indicating that autopsy personnel are not actually exposed
to any particular risk when protective measures are applied
[7, 9]. In our cohort, we found no evidence of an increased risk
of transmission of the infection to funeral personnel and
health care professionals who have to handle SARS-CoV-
2-infected deceased persons. The greatest risk likely comes
from unprotected contact with relatives and the unavailabil-
ity of infection control measures. However, further research
is needed, particularly in the often overlooked funeral indus-
try, to analyze, for example, the prevalence of SARS-CoV-2
antibodies among workers in this field and adherence to
the use of protective measures in daily practice. It must be
acknowledged that the department’s own risk assessment
was a rather optimistic estimate for which no evidence was
available at the onset of the pandemic. In particular, little
was known about the potential infectivity of surfaces and
instruments. However, the present results underline the cor-
rectness of this assessment. Concerns about the handling of the potentially infectious
body also relate to burial practices. Open casket burials are
not permitted in some cases. Ritual washing and embalming
of the deceased, which are common in various cultures and 3 3 417 Forensic Science, Medicine and Pathology (2021) 17:411–418 Key Points 4. Lindner D, Fitzek A, Bräuninger H, Aleshcheva G, Edler C, et al. Association of cardiac Infection with SARS-CoV-2 in confirmed
COVID-19 autopsy cases. JAMA Cardiol. 2020. https://doi.org/
10.1001/jamacardio.2020.3551. 1. No viable virus was found on the skin of deceased
COVID-19 patients nor surfaces, including body bags. 5. Puelles VG, Lütgehetmann M, Lindenmeyer MT, Sperhake JP,
Wong MN, et al. Multiorgan and renal tropism of SARS-CoV-2. N Engl J Med. 2020;383:590–2. 2. If usual safety precautions (personal protective equip-
ment and appropriate autopsy room) are respected, there
is no concern about performing full autopsies. 6. Wichmann D, Sperhake J-P, Lütgehetmann M, Steurer S, Edler C,
et al. Autopsy findings and venous thromboembolism in patients
with COVID-19. A prospective cohort study. Ann Intern Med. 2020;173:268–77. 3. Open-casket farewells may also be permitted, although
unprotected touching of the body should be avoided. 7. Davis GG, Williamson AK. Risk of COVID-19 transmission dur-
ing autopsy. Arch Pathol Lab Med. 2020;144:1445a–1445. 4. The infection risk from transporting an infected body in
a body bag is low. 8. European Center for Disease Prevention and Control (ECDC). Considerations related to the safe handling of bodies of deceased
persons with suspected or confirmed COVID-19. 2020. https://
www.ecdc.europa.eu/sites/default/files/documents/COVID-19-
safe-handling-of-bodies-or-persons-dying-from-COVID19.pdf. 5. Washing and embalming procedures can be performed
by trained personnel if safety precautions analogous to
autopsies are taken. 9. Han B, Bhall F, da Silva LF, Van der Heide RS, Love GL, et al. Coronavirus disease 2019 autopsies and personal protective equip-
ment. Arch Pathol Lab Med. 2020;144:1295a–1295. 10. Sperhake J-P. Autopsies of COVID-19 deceased? Absolutely! Leg Med (Tokyo). 2020. https://doi.org/10.1016/j.legalmed.2020.
101769 Funding Open Access funding enabled and organized by Projekt
DEAL. The Institute of Legal Medicine was supported by a grant from
the Authorities for Social Welfare, Hamburg, Germany and the Federal
Ministry for Education and Research (BMBF), Germany and report on
grants from the Authorities for Social Welfare, Hamburg, Germany. AF
was supported by a grant from the ExStra-Fonds of the University of
Hamburg, funded by the BMBF. 11. Dijkhuizen LGM, Gelderma HT, Duijst WLJM. Review: The safe
handling of a corpse (suspected) with COVID-19. J Forensic Leg
Med. 2020. https://doi.org/10.1016/j.jflm.2020.101999. 12. Edler C, Schröder AS, Aepfelbacher M, Fitzek A, Heinemann A,
et al. Dying with SARS-CoV-2 infection—an autopsy study of the
first consecutive 80 cases in Hamburg. Germany Int J Leg Med. 2020;134:1275–84. Declarations 13. Fitzek A, Sperhake J, Edler C, Schröder AS, Heinemann A,
et al. Evidence for systematic autopsies in COVID-19 positive
deceased. Case report of the first German investigated COVID-19
death. Rechtsmedizin. 2020;184–9. Ethical approval This study was approved by the ethics commission of
the Hamburg Medical Association (PV7311). 14. Heinrich F, Sperhake J-P, Heinemann A, Mushumba H, Lennartz
M, et al. Germany`s first COVID-19 deceased: a 59-year-old man
presenting with diffuse alveolar damage due to SARS-CoV-2
infection. Virchows Arch. 2020;477:335–9. Open Access This article is licensed under a Creative Commons Attri-
bution 4.0 International License, which permits use, sharing, adapta-
tion, distribution and reproduction in any medium or format, as long
as you give appropriate credit to the original author(s) and the source,
provide a link to the Creative Commons licence, and indicate if changes
were made. The images or other third party material in this article are
included in the article’s Creative Commons licence, unless indicated
otherwise in a credit line to the material. If material is not included in
the article’s Creative Commons licence and your intended use is not
permitted by statutory regulation or exceeds the permitted use, you will
need to obtain permission directly from the copyright holder. To view a
copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. 15. Nörz D, Fischer N, Schultze A, Kluge S, Mayer-Runge U, et al. Clinical evaluation of a SARS-CoV-2 RT-PCR assay on a fully
automated system for rapid on-demand testing in the hospital set-
ting. J Clin Virol. 2020. https://doi.org/10.1016/j.jcv.2020.104390. 16. Nörz D, Frontzek A, Eigner U, Oestereich L, Wichmann D, et al. Pushing beyond specifications: Evaluation of linearity and clinical
performance of the cobas 6800/8800 SARS-CoV-2 RT-PCR assay
for reliable quantification in blood and other materials outside
recommendations. J Clin Virol. 2020. https://doi.org/10.1016/j.
jcv.2020.104650. 17. Loeffelholz MJ, Alland D, Butler-Wu SM, Pandey U, Perno CF,
et al. Multicenter evaluation of the Cepheid Xpert Xpress SARS-
CoV-2 Test. J Clin Microbiol. 2020;58:e00926-e1020. 1 3 Forensic Science, Medicine and Pathology (2021) 17:411–418 418 18. Pfefferle S, Reucher S, Nörz D, Lütgehetmann M. Evaluation of
a quantitative RT-PCR assay for the detection of the emerging
coronavirus SARS-CoV-2 using a high throughput system. Euro
Surveill. 2020. https://doi.org/10.2807/1560-7917.ES.2020.25.9.
2000152. 25. Sapino A, Facchetti F, Bonoldi E, Gianatti A, Barbareschi M, et al. The autopsy debate during the COVID-19 emergency: the Italian
experience. Virchows Arch. 2020;476:821–3. 26. Teresiński G, Jurek T. Publisher’s Note Springer Nature remains neutral with regard to
jurisdictional claims in published maps and institutional affiliations. Declarations Recommendations of the Polish Society
of Forensic Medicine and Criminology and National Consultant
for Forensic Medicine with regard to performing forensic post-
mortem examinations in case of confirmed COVID-19 disease and
suspected SARS CoV-2 infections. Arch Med Sadowej Kryminol. 2019;69:147–57. 19. Pfefferle S, Huang J, Nörz D, Indenbirken D, Lütgehetmann
M, et al. Complete genome sequence of a SARS-CoV-2 strain
isolated in Northern Germany. Microbiol Resour Announc. 2020;9:e00520-e620. 27. Baj J, Ciesielka M, Buszewicz G, Maciejewski R, Budzyńska
B, et al. COVID-19 in the autopsy room–requirements, safety,
recommendations and pathological findings. Forensic Sci Med
Pathol. 2020. https://doi.org/10.1007/s12024-020-00341-1. 20. Chin AWH, Chu JTS, Perera MRA, Hui KPY, Yen H-LY, et al. Stability of SARS-CoV-2 in different environmental conditions. Lancet Microbe. 2020; https://doi.org/10.1016/S2666-5247(20)
30003-3 21. Liu Y, Li T, Deng, Y Liu S, Zhang D, et al. Stability of SARS-
CoV-2 on environmental surfaces and in human excreta. J Hosp
Infect. 2021;107:105–7. 28. Robert Koch Institute. Empfehlungen zum Umgang mit SARS-
CoV-2-infizierten Verstorbenen. 2021. https://www.rki.de/DE/
Content/InfAZ/N/Neuartiges_Coronavirus/Verstorbene.html. Accessed 19 Jan 2021. 22. Van Doremalen N, Bushmaker T, Morris DH, Holbrook MG,
Gamble A, et al. Aerosol and surface stability of SARS-CoV-2
as compared with SARS-CoV-1. N Engl J Med. 2020. https://doi.
org/10.1056/NEJMc2004973.i Publisher’s Note Springer Nature remains neutral with regard to
jurisdictional claims in published maps and institutional affiliations. 23. Harbourt DE, Haddow AD, Piper AE, Bloomfield H, Kearney BJ,
et al. Modeling the stability of severe acute respiratory syndrome
coronavirus 2 (SARS-CoV-2) on skin, currency, and clothing. PLoS Negl Trop Dis. 2020. https://doi.org/10.1371/journal.pntd.
0008831. 24. Pomara C, Li Volti G, Cappello F. COVID-19 deaths: Are we sure
it is pneumonia? Please, autopsy, autopsy, autopsy! J Clin Med. 2020;9:1259. 1 3
|
https://openalex.org/W3128506704
|
https://journal.microbe.ru/jour/article/download/1399/1160
|
Russian
| null |
Lessons Learned from and Prospects of Using Mobile Laboratories for Epidemiological Surveillance over Plague, Other Particularly Dangerous, Natural-Focal, Zoonotic Infectious Diseases
|
Problemy osobo opasnyh infekcij
| 2,021
|
cc-by
| 8,206
|
DOI: 10.21055/0370-1069-2020-4-26-33 И.Н. Шарова1, Т.Ю. Красовская1, Е.В. Казорина1, А.В. Казанцев1, М.В. Проскурякова1, В.Е. Куклев1,
С.А. Щербакова1, В.В. Кутырев1, Р.И. Адилов2, Е.В. Булычева2, А.А. Троицкая2, Б.Л. Агапов2,
И.С. Акимова3, О.Л. Балган3, Н.А. Чумакова3, В.А. Ткаченко3, Э.А. Глушков3, Е.Н. Рождественский4,
Г.Х. Базарова4, А.И. Мищенко4, Г.Б. Мухтургин5 g
5Irkutsk Research Anti-Plague Institute of Siberia and Far East, Irkutsk, Russian Federation g
y y
Altai Plague Control Station, Gorno-Altaisk, Russian Federation; ОБЗОРЫ ОБЗОРЫ Проблемы особо опасных инфекций. 2020; 4 g
2Astrakhan Plague Control Station, Astrakhan, Russian Federation; Опыт и перспективы использования мобильных лабораторий
при проведении эпидемиологического надзора за чумой,
другими особо опасными, природно-очаговыми, зоонозными
инфекционными болезнями 1ФКУЗ «Российский научно-исследовательский противочумный институт «Микроб», Саратов, Российская Федерация;
2ФКУЗ «Астраханская противочумная станция», Астрахань, Российская Федерация; 3ФКУЗ «Тувинская противочумная станция»,
Кызыл, Российская Федерация; 4ФКУЗ «Алтайская противочумная станция», Горно-Алтайск, Российская Федерация;
5ФКУЗ «Иркутский научно-исследовательский противочумный институт Сибири и Дальнего Востока», Иркутск,
Российская Федерация Представлены материалы по использованию мобильных лабораторий, разработанных в РФ, в рамках четырех
направлений: мониторинг территорий с целью выявления циркуляции возбудителей природно-очаговых инфек-
ционных болезней; мониторинг территорий в период обострения эпизоотической ситуации; участие в ликвидации
вспышек инфекционных болезней; мониторинг территории с целью контроля и прогноза эпидемиологической
и эпизоотологической ситуации при подготовке к проведению массовых мероприятий. Рассмотрены тактико-
технические характеристики и порядок организации работ мобильной лаборатории мониторинга и диагностики,
размещенной на базе автомобиля КамАЗ. Отличительной особенностью лаборатории от имеющихся российских
и зарубежных аналогов является наличие необходимых условий для проведения исследований с использованием
бактериологического анализа, методов экспресс- и ускоренной диагностики, выполнения полного цикла работ –
от подготовительного этапа до деструкции инфицированного материала. Высокотехнологичное оборудование по-
зволяет использовать две схемы проведения исследования: первая – бактериологический анализ совместно с по-
становкой ПЦР, что обеспечивает высокую достоверность полученных результатов; вторая – проведение на пер-
вом этапе ПЦР, а при выявлении генетических маркеров возбудителя – выполнение бактериологического анализа
положительных проб с целью выделения культуры возбудителя и ее последующей идентификации. Вторая схема
позволит сократить объем бактериологических исследований, внести изменения в тактику эпизоотологического
обследования. Испытания мобильной лаборатории показали эффективность ее использования при эпизоотологи-
ческом обследовании природных очагов чумы, в том числе трансграничных. Благодаря применению мобильной
лаборатории в Горно-Алтайском высокогорном природном очаге чумы выявлен новый эпизоотический участок,
расположенный на отдаленной территории, используемый населением в качестве летнего пастбища для выпаса
домашних животных. Применение мобильных лабораторий обеспечит усиление лабораторной базы учреждений,
осуществляющих мониторинг особо опасных, природно-очаговых и других опасных инфекционных болезней,
будет способствовать приближению современных диагностических технологий непосредственно к природному
очагу, снижению риска развития эпидемических осложнений по чуме и другим особо опасным инфекциям в
трансграничных природных очагах. Ключевые слова: мобильная лаборатория, индикация, бактериологический анализ, ПЦР, ИФА, ИХА, эпиде-
миологический надзор, эпизоотологический мониторинг, обеспечение биологической безопасности. рр
ру щ
р
р
р
,
p @
Для цитирования: Шарова И.Н., Красовская Т.Ю., Казорина Е.В., Казанцев А.В., Проскурякова М.В., Куклев В.Е., Щербакова С.А., Кутырев В.В., Адилов
Р.И., Булычева Е.В., Троицкая А.А., Агапов Б.Л., Акимова И.С., Балган О.Л., Чумакова Н.А., Ткаченко В.А., Глушков Э.А., Рождественский Е.Н., Базарова Г.Х.,
Мищенко А.И., Мухтургин Г.Б. Опыт и перспективы использования мобильных лабораторий при проведении эпидемиологического надзора за чумой, другими
особо опасными, природно-очаговыми, зоонозными инфекционными болезнями. у
@
Для цитирования: Шарова И.Н., Красовская Т.Ю., Казорина Е.В., Казанцев А.В., Проскурякова М.В., Куклев В.Е., Щербакова С.А., Кутырев В.В., Адилов
Р.И., Булычева Е.В., Троицкая А.А., Агапов Б.Л., Акимова И.С., Балган О.Л., Чумакова Н.А., Ткаченко В.А., Глушков Э.А., Рождественский Е.Н., Базарова Г.Х.,
Мищенко А.И., Мухтургин Г.Б. Опыт и перспективы использования мобильных лабораторий при проведении эпидемиологического надзора за чумой, другими
особо опасными, природно-очаговыми, зоонозными инфекционными болезнями. Проблемы особо опасных инфекций. 2020; 4:26–33. DOI: 10.21055/0370-1069-
2020-4-26-33 1Russian Research Anti-Plague Institute “Microbe”, Saratov, Russian Federation;
2Astrakhan Plague Control Station, Astrakhan, Russian Federation; 1Russian Research Anti-Plague Institute “Microbe”, Saratov, Russian Federation;
2A t
kh
Pl
C
t
l St ti
A t
kh
R
i
F d
ti Russian Research Anti Plague Institute Microbe , Saratov, Russian Federation;
2Astrakhan Plague Control Station, Astrakhan, Russian Federation;
3 g
,
,
uva Plague Control Station, Kyzyl, Russian Federation; Опыт и перспективы использования мобильных лабораторий
при проведении эпидемиологического надзора за чумой,
другими особо опасными, природно-очаговыми, зоонозными
инфекционными болезнями Проблемы особо опасных инфекций. 2020; 4:26–33. DOI: 10.21055/0370-1069-
2020-4-26-33 2020 4 26 33
Поступила 13.12.18. Отправлена на доработку 18.01.19. Принята к публ. 11.09.20. Поступила 13.12.18. Отправлена на доработку 18.01.19. Принята к публ. 11.09.20. Corresponding author: Irina N. Sharova, e-mail: rusrapi@microbe.ru.
Citation: Sharova I.N., Krasovskaya T.Yu., Kazorina E.V., Kazantsev A.V., Proskuryakova M.V., Kuklev V.E., Shcherbakova S.A., Kutyrev V.V., Adilov R.I., Bulycheva
E.V., Troitskaya A.A., Agapov B.L., Akimov I.S., Balgan O.L., Chumakova N.A., Tkachenko V.A., Glushkov E.A., Rozhdestvensky E.N., Bazarova G.Kh., Mishchenko
A.I., Mukhturgin G.B. Lessons Learned from and Prospects of Using Mobile Laboratories for Epidemiological Surveillance over Plague, Other Particularly Dangerous,
Natural-Focal, Zoonotic Infectious Diseases. Problemy Osobo Opasnykh Infektsii [Problems of Particularly Dangerous Infections]. 2020; 4:26–33. (In Russian). DOI:
10.21055/0370-1069-2020-4-26-33
Received 13.12.18. Revised 18.01.19. Accepted 11.09.20. I.N. Sharova1, T.Yu. Krasovskaya1, E.V. Kazorina1, A.V. Kazantsev1, M.V. Proskuryakova1,
V.E. Kuklev1, S.A. Shcherbakova1, V.V. Kutyrev1, R.I. Adilov2, E.V. Bulycheva2, A.A. Troitskaya2,
B.L. Agapov2, I.S. Akimov3, O.L. Balgan3, N.A. Chumakova3, V.A. Tkachenko3, E.A. Glushkov3,
E.N. Rozhdestvensky4, G.Kh. Bazarova4, A.I. Mishchenko4, G.B. Mukhturgin5
Lessons Learned from and Prospects of Using Mobile Laboratories for Epidemiological
Surveillance over Plague, Other Particularly Dangerous, Natural-Focal, Zoonotic Infectious
Diseases
1Russian Research Anti-Plague Institute “Microbe”, Saratov, Russian Federation;
2Astrakhan Plague Control Station, Astrakhan, Russian Federation;
3Tuva Plague Control Station, Kyzyl, Russian Federation;
4Altai Plague Control Station, Gorno-Altaisk, Russian Federation;
5Irkutsk Research Anti-Plague Institute of Siberia and Far East, Irkutsk, Russian Federation 26 Problemy Osobo Opasnykh Infektsii [Problems of Particularly Dangerous Infections]. 2020; 4 obo Opasnykh Infektsii [Problems of Particularly Dangerous Infections]. 2020; 4 Reviews Abstract. The review presents the materials on the use of mobile laboratories, developed in the Russian Federation, in
the framework of four main areas: monitoring of territories to identify the circulation of pathogens of natural-focal infec-
tious diseases; monitoring of territories during the exacerbation of the epizootic situation; participation in the elimination
of outbreaks of infectious diseases; monitoring of territories to control and predict the epidemiological and epizootiologic
situation in preparation for mass events. The tactical and technical characteristics and the procedure for organizing the
operation of the mobile laboratory for monitoring and diagnostics mounted on the platform of the KamAZ chassis are
considered. A distinctive feature of the laboratory from the existing Russian and foreign counterparts is the availability
of the necessary conditions for conducting research using bacteriological analysis, rapid and accelerated diagnostic
methods, and performing a full cycle of works – from the preparatory stage to the destruction of infected material. High-
tech equipment allows the realization of two research schemes: the first – bacteriological analysis alongside the PCR,
which ensures high reliability of the results; the second – conducting the PCR at the first stage, and when identifying
genetic markers of the pathogen – performing bacteriological analysis of positive samples in order to isolate the culture
of the pathogen and identify it subsequently. The second scheme will reduce the volume of bacteriological studies; make
changes in the tactics of epizootiological survey. Tests of the mobile laboratory have demonstrated the effectiveness of its
use in the epizootiological examination of natural plague foci, including cross-border ones. Owing to the use of a mobile
laboratory in the Gorno-Altaisk high-mountain natural focus of plague, a new epizootic site was identified, located in a
remote area, used by the population as a summer pasture for grazing domestic animals. The use of mobile laboratories
will strengthen the laboratory base of institutions that monitor particularly dangerous, natural-focal and other dangerous
infectious diseases; will help to bring the advanced diagnostic technologies directly to the natural focus, reduce the risk
of epidemic complications due to plague and other particularly dangerous infections in cross-border natural foci. Key words: mobile laboratory, indication, bacteriological analysis, PCR, ELISA, ICA, epidemiological surveillance,
epizootiological monitoring, provision of biological safety. Conflict of interest: The authors declare no conflict of interest. Problemy Osobo Opasnykh Infektsii [Problems of Particularly Dangerous Infections]. 2020; 4 зовалась при эпидемиологическом расследовании
вспышки лептоспироза в д. Полянки Октябрьского
района городского округа Саранск Республики
Мордовия. Был установлен источник инфекции и
фактор передачи, реализован комплекс противоэпи-
демических и профилактических мероприятий по
локализации и ликвидации очага. зовалась при эпидемиологическом расследовании
вспышки лептоспироза в д. Полянки Октябрьского
района городского округа Саранск Республики
Мордовия. Был установлен источник инфекции и
фактор передачи, реализован комплекс противоэпи-
демических и профилактических мероприятий по
локализации и ликвидации очага. у
р
Второе направление – мониторинг территорий в
период обострения эпизоотической ситуации. Для ре-
шения этой задачи мобильная лаборатория использо-
валась в 2007 г. в высокогорных районах Кабардино-
Балкарской Республики на территории Центрально-
Кавказского природного очага чумы. В период работы
на базе мобильной лаборатории методом ПЦР в двух
пробах блох (Citellophilus tesquorum) с очеса горного
суслика и из входов нор выявлена ДНК возбудителя
чумы и впервые положительный результат ПЦР под-
твержден бактериологическим методом в стационар-
ной лаборатории Былымского эпидотряда [16]. Еще одно направление использования мобиль-
ной лаборатории – мониторинг территории с целью
контроля и прогноза эпидемиологической и эпизоо-
тологической ситуации при подготовке к проведе-
нию массовых мероприятий. В рамках этого направ-
ления лаборатория была использована в 2013 г. в
период подготовки к проведению XXVII Всемирной
летней Универсиады в Казани [18, 19]. Осуществлен
мониторинг циркуляции возбудителей туляремии,
лептоспироза, ГЛПС, ЛЗН и других инфекционных
болезней, актуальных для Республики Татарстан. ной лаборатории Былымского эпидотряда [16]. В Астраханской области в 2014–2015 гг. эффек-
тивность использования мобильной лаборатории и
методов диагностики, применяемых в лаборатории,
подтверждены в ходе эпидемиологического надзора
за чумой на территории Прикаспийского песчаного
природного очага чумы при возникновении разлитой
эпизоотии этой инфекции. При проведении эпизоото-
логического мониторинга ПЦР использовали как на
этапе индикации при исследовании нативного мате-
риала, так и при идентификации выделенных куль-
тур возбудителя чумы. Полученные результаты сви-
детельствовали о высокой информативности этого
метода при работе с полевым материалом и культура-
ми возбудителя. Отмечена высокая информативность
ПЦР для поиска эпизоотийных участков. Анализ
распределения положительных в ПЦР проб по секто-
рам давал возможность корректировать направление
поиска таких участков, повышал вероятность выде-
ления культуры возбудителя. Быстрота получения
ответа при использовании ПЦР позволяла координи-
ровать работу зоогрупп, осуществляющих эпизоото-
логический мониторинг, своевременно и оперативно
вносить коррективы в календарно-территориальные
планы [17]. Установлена высокая корреляция резуль-
татов ИФА, направленного на выявление ФI чумного
микроба, с результатами бактериологического анали-
за. Подтверждена эффективность и быстрота получе-
ния ответа при исследовании методом ИХА суспен-
зий органов трупов грызунов. Современные модификации мобильной лабора-
тории на базе автошасси, тактико-технические
характеристики лабораторий. Problemy Osobo Opasnykh Infektsii [Problems of Particularly Dangerous Infections]. 2020; 4 Shcherbakova S.A., ORCID: https://orcid.org/0000-0003-1143-4069
Kutyrev V.V., ORCID: https://orcid.org/0000-0003-3788-3452 ведки и индикации на базе автомашины ГАЗ-2705,
разработанная ФКУЗ РосНИПЧИ «Микроб» [8]. ведки и индикации на базе автомашины ГАЗ-2705,
разработанная ФКУЗ РосНИПЧИ «Микроб» [8]. Важными стратегическими направлениями со-
временной Концепции функционирования системы
противочумных учреждений Федеральной службы
по надзору в сфере защиты прав потребителей и бла-
гополучия человека, принятой до 2020 г., остаются
совершенствование эпидемиологического надзо-
ра за чумой, другими особо опасными, природно-
очаговыми, зоонозными инфекционными болезня-
ми, а также совершенствование системы оператив-
ного реагирования и предупреждения ЧС санитарно-
эпидемиологического характера [1–7]. Реализации
обоих направлений способствует разработка и вне-
дрение в практику противочумных учреждений мо-
бильных лабораторий, оснащенных высокотехноло-
гичным оборудованием и обеспечивающих проведе-
ние диагностических исследований непосредствен-
но в очаге инфекции [8–10]. Эффективность исполь-
зования мобильных лабораторий не раз доказана
при ликвидации вспышек инфекционных болезней,
вызванных особо опасными вирусами [11–14]. р
р
р
За время эксплуатации лаборатории с 2007 г. можно выделить четыре основных направления ее
использования. Одно из них – мониторинг терри-
торий с целью выявления циркуляции возбудителей
природно-очаговых инфекционных болезней. До настоящего времени мобильная лаборатория
эпидразведки и индикации используется при прове-
дении эпизоотологического мониторинга природных
очагов опасных инфекционных болезней на терри-
тории Саратовской области. Районы области контро-
лируются на возможность заноса, распространения
и циркуляции возбудителей туляремии, лихорадки
Западного Нила, инфекций, передаваемых клещами
(иксодового клещевого боррелиоза, клещевого эн-
цефалита, гранулозитарного анаплазмоза человека,
моноцитарного эрлихиоза человека), геморрагиче-
ской лихорадки с почечным синдромом, гриппа птиц
и других инфекций. В 2007, 2011, 2015 гг. лаборатория использо-
валась с целью мониторинга циркуляции возбуди-
теля чумы на территории Прикаспийского Северо-
Западного степного природного очага в Республике
Калмыкия и Волго-Уральского степного, Волго-
Уральского песчаного и Прикаспийского песчаного
природных очагов чумы в Астраханской области [15]. В Ставропольском крае в 2007 г. лаборатория была В 2007, 2011, 2015 гг. лаборатория использо-
валась с целью мониторинга циркуляции возбуди-
теля чумы на территории Прикаспийского Северо-
Западного степного природного очага в Республике
Калмыкия и Волго-Уральского степного, Волго-
Уральского песчаного и Прикаспийского песчаного
природных очагов чумы в Астраханской области [15]. В Ставропольском крае в 2007 г. лаборатория была Опыт использования мобильной лаборатории
эпидемиологической разведки и индикации. Первой
мобильной лабораторией, в которой не только осу-
ществлялись исследования с использованием совре-
менных методов лабораторной диагностики (ПЦР,
ИФА, ИХА, МФА), но и обеспечивался необходимый
уровень биологической безопасности работ, стала
мобильная лаборатория эпидемиологической раз- 27 Проблемы особо опасных инфекций. 2020; 4 ОБЗОРЫ ОБЗОРЫ задействована для определения мест циркуляции
возбудителей КГЛ, ЛЗН, лептоспироза [16]. Problemy Osobo Opasnykh Infektsii [Problems of Particularly Dangerous Infections]. 2020; 4 Опыт конструиро-
вания и эксплуатации мобильной лаборатории эпид
разведки и индикации использован при создании
следующего поколения лабораторий на шасси ав-
томобиля «Газель» – микробиологической лабора-
тории экспресс-диагностики (МЛЭД). Инженерно-
техническое оснащение лаборатории обеспечивало
повышение уровня биологической безопасности и
улучшение эргономических характеристик. у у
р
р
р
В октябре 2014 г. вступило в силу распоряжение
Правительства Российской Федерации № 1965‑р по
оказанию в 2015–2016 гг. государствам-участникам
СНГ материально-технической и методической
поддержки внедрения положений Международных
медико-санитарных правил (2005 г.) в целях укреп
ления национального потенциала в сфере борьбы с
инфекционными болезнями. В рамках реализации
данного распоряжения создано 10 лабораторий,
которые поставлены в пять стран СНГ (Беларусь,
Казахстан, Армению, Кыргызстан, Таджикистан). Еще четыре лаборатории поставлены в Казахстан,
Узбекистан, Кыргызстан и Монголию в рамках
реализации распоряжения Правительства РФ от
26.05.2017 № 1060-р [20]. Третьим направлением использования мобиль-
ной лаборатории является участие в ликвидации
вспышек инфекционных болезней. В 2008 г. мо-
бильная лаборатория эпидразведки и индикации
была использована при проведении эпидемиологи-
ческого расследования вспышки сибирской язвы в
Янаульском районе Республики Башкортостан, что
позволило своевременно осуществить комплекс
противоэпидемических и профилактических меро-
приятий и ликвидировать вспышку сибирской язвы
в предельно короткие сроки. Зимой того же года
мобильная лаборатория была задействована при
проведении эколого-эпизоотологического обследо-
вания лесных массивов, прилегающих к г. Аткарску
Саратовской области, в период вспышки ГЛПС в
районе. В 2014 г. мобильная лаборатория исполь- р
В 2017 г. в соответствии с двухсторонним со-
глашением о сотрудничестве ФКУЗ «Российский
научно-исследовательский
противочумный
ин-
ститут «Микроб» (РосНИПЧИ «Микроб») с Рес
публиканским центром карантинных и особо опас-
ных инфекций (РЦКиООИ) Министерства здравоох-
ранения Кыргызской Республики и в ответ на запрос
директора Центра, специалистами сезонного проти-
воэпидемического отряда «Манас» совместно со спе-
циалистами ФКУЗ РосНИПЧИ «Микроб» проведено
эпизоотологическое обследование Манасского ме-
зоочага Таласского высокогорного природного очага
чумы Кыргызской Республики, в ходе которого задей-
ствована микробиологическая лаборатория экспресс-
диагностики на базе автошасси [21]. Исследования 28 Problemy Osobo Opasnykh Infektsii [Problems of Particularly Dangerous Infections]. 2020; 4 Reviews ный блок и технический отсек, изолированный от
помещений лаборатории. методами ПЦР и ИФА осуществляли в мобильной
лаборатории, бактериологический анализ – в ла-
боратории эпидотряда. В 2018 г. лаборатория была
использована при проведении эпизоотологического
мониторинга Центрального и Южного мезоочагов
Аксайского высокогорного очага чумы, долины реки
Тарагай, а также в обеспечении эпидемиологическо-
го надзора во время проведения III Всемирных игр
кочевников в Кыргызской Республике. Problemy Osobo Opasnykh Infektsii [Problems of Particularly Dangerous Infections]. 2020; 4 р
р
МЛМД обеспечена холодным и горячим водо-
снабжением, электричеством, отоплением, обору-
дована системой приточно-вытяжной вентиляции с
автоматическим поддержанием разницы давления
между помещениями, оснащенной высокоэффектив-
ными фильтрами очистки воздуха класса Н14. ф
р
у
Лабораторный блок включает: ф
р
у
Лабораторный блок включает: ф
р
у
Лабораторный блок включает: р
у
В 2019 г. для проведения эпизоотологического
обследования приграничного Хархира-Тургенского
природного очага чумы на территории Монголии
использована мобильная микробиологическая ла-
боратория экспресс-диагностики, подаренная Рос
сийской Федерацией Национальному центру зооноз
ных инфекций Министерства здравоохранения Мон
голии. На базе лаборатории для выявления маркеров
Yersinia pestis российско-монгольскими специали-
стами исследовано более 200 проб полевого мате-
риала [22]. - помещение для снятия личной, надевания ра-
бочей и защитной одежды; - душевую; - амбур-шлюз (помещение для снятия защитной
одежды); - помещение для микробиологических исследо-
ваний; - шлюзовую камеру для приема и передачи ма-
териала. Для осуществления диагностических исследо-
ваний методами ПЦР, ИФА, МФА, бактериологи-
ческого анализа, проведения паразитологических
работ, деструкции заразного материала лаборатория
оснащена: р
В рамках реализации мер по борьбе с панде-
мией новой коронавирусной инфекции (COVID-19)
использование МЛЭД позволило расширить и укре-
пить лабораторную сеть в республиках Казахстан,
Узбекистан, Кыргызстан, Таджикистан и обеспечить
увеличение объема исследований клинического и
биологического материала на наличие возбудителя
SARS-CoV-2 методом ПЦР [23, 24]. - боксом
микробиологической
безопасности
БМБ-II «Ламинар-С»-1,5 (БМБ (1,5)); - боксом
микробиологической
безопасности
БМБ-II «Ламинар-С»-1,2 (БМБ (1,2)); - боксом абактериальной воздушной среды для
работы с реакционными смесями при проведении
ПЦР-диагностики БАВ-ПЦР «Ламинар-С» (ПЦР-
бокс); - боксом абактериальной воздушной среды для
работы с реакционными смесями при проведении
ПЦР-диагностики БАВ-ПЦР «Ламинар-С» (ПЦР-
бокс); В соответствии с распоряжением Правительства
Российской Федерации от 05.09.2016 № 1864-р в
2017 г. создана следующая модификация мобильной
лаборатории – мобильная лаборатория мониторин-
га и диагностики (МЛМД). Ее отличительной осо-
бенностью от имеющихся российских и зарубежных
аналогов является наличие необходимых условий
для проведения исследований с использованием
бактериологического анализа, методов экспресс- и
ускоренной диагностики, выполнения полного цик-
ла работ – от подготовительного этапа (розлива пи-
тательных сред) до деструкции инфицированного
материала [25–27]. )
- 2 лабораторными термостатами; - 3 автомобильными холодильниками с поддер-
жанием температур от +3 °С до минус 20 °С; - микроволновой системой обеззараживания ме-
дицинских отходов или автоклавом; - оборудованием, позволяющим осуществлять
выделение культур, индикацию и идентификацию
возбудителей опасных инфекционных болезней; Следует отметить, что инженерно-техническое
обеспечение мобильной лаборатории позволяет ис-
пользовать для проведения исследований современ-
ное высокотехнологичное оборудование, что прибли-
жает передовые диагностические технологии к при-
родному очагу. Problemy Osobo Opasnykh Infektsii [Problems of Particularly Dangerous Infections]. 2020; 4 В мобильных лабораториях в
автономном режиме методами бактериологическо-
го анализа, ИФА и/или ПЦР исследованы 297 проб
суспензий органов млекопитающих (сурок, суслик
длиннохвостый, даурская пищуха, полуденная и гре-
бенщиковая песчанки, серый хомячок), 94 объеди-
ненные пробы суспензий эктопаразитов, счесанных
с грызунов и собранных из входов нор. С использо-
ванием мобильной лаборатории, работающей в авто-
номном режиме, в Горно-Алтайском высокогорном
природном очаге чумы в августе 2018 г. выявлен но-
вый эпизоотический участок Жумалы, расположен-
ный на отдаленной, труднодоступной территории,
используемый населением района в качестве летнего
пастбища для выпаса домашних животных. В 2018 г. мобильная лаборатория мониторинга и диагностики
Алтайской противочумной станции использована при
проведении совместного эпизоотологического обсле-
дования монгольской части (Баян-Ульгийский аймак
Монголии) трансграничного Сайлюгемского при-
родного очага чумы на территории, расположенной в
непосредственной близости от государственной гра-
ницы РФ. В ходе обследования на базе лаборатории
выделено 47 культур возбудителя чумы [21]. - подготовку проб к исследованию (концентри-
рование материала путем центрифугирования, пе-
ревод сухих и плотных материалов в жидкую фазу
и др.); р )
- индикацию возбудителей инфекционных бо-
лезней методами ПЦР, ИФА и МФА; - выявление антител к возбудителям в серологи-
ческих реакциях; - выделение культур возбудителей инфекцион-
ных болезней бактериальной этиологии; - идентификацию выделенных культур возбуди-
телей по сокращенной схеме; р
- деструкцию инфицированных объектов; - подготовку
дифференциально-диагностиче
ских питательных сред и сред накопления. Для выполнения каждого раздела регламентиро-
ванных работ определены рабочие места. Проведение
подготовительных работ, а также работы с необезза-
раженным материалом и выделенными культурами
микроорганизмов следует осуществлять в БМБ (1,5). Для выделения НК используют БМБ (1,2). После за-
вершения всех работ и проведения текущей дезин-
фекции боксы можно использовать для розлива пи-
тательных сред. Приготовление реакционных смесей
для ПЦР выполняют в ПЦР‑боксе. Для учета резуль-
татов реакций, проведения паразитологических ис-
следований используют соответствующие рабочие
места, организованные на лабораторных столах. С целью повышения эффективности и обеспе-
чения биологической безопасности работ проведе-
ние исследований биологического материала и проб
объектов окружающей среды, отобранных в ходе
эпизоотологического мониторинга природного оча-
га, следует осуществлять в два этапа: первичную
подготовку проб, приготовление и посев на пита-
тельные среды суспензий эктопаразитов и органов
мелких млекопитающих, проб объектов окружаю-
щей среды необходимо выполнять до перерыва; ис-
следования методом ПЦР, ИФА, МФА, просмотр по-
севов на чашках, розлив питательных сред – после
проведения текущей дезинфекции, обеззараживания
помещения УФ-облучением и перерыва. При проведении испытаний определен ряд важ-
ных характеристик мобильной лаборатории и по-
рядок организации работ. Problemy Osobo Opasnykh Infektsii [Problems of Particularly Dangerous Infections]. 2020; 4 Объемно-планировочные решения и
размещение оборудования лаборатории обеспечива-
ют поточность продвижения ПБА и персонала, со-
блюдение требований биологической безопасности
при выполнении работ. В лаборатории имеются не-
обходимые условия для работы с микроорганизмами
I (кроме вирусов) – IV групп патогенности. р
[
]
Лаборатория предназначена для осуществле-
ния лабораторной диагностики чумы и других
опасных инфекционных болезней бактериальной и
вирусной этиологии при проведении эпидемиоло-
гического надзора за природными очагами инфек-
ционных болезней, в том числе трансграничными. Функциональные возможности лаборатории позво-
ляют использовать ее для усиления лабораторной
базы стационарных лабораторий или как самостоя-
тельную единицу при проведении мероприятий по
обеспечению санитарно-эпидемиологического бла-
гополучия населения в случае обострения эпидеми-
ческой ситуации и/или при проведении массовых
мероприятий. Испытания мобильной лаборатории монито-
ринга и диагностики, порядок организации работ. Функциональные и технические характеристики
мобильной лаборатории определили номенклатуру
диагностических исследований, которая включает:
б
б б р
р
Лаборатория размещена на базе кузова-фургона,
установленного на шасси автомобиля КамАЗ, моди-
фицированного с учетом особенностей конструкции
лаборатории. Внутри кузов разделен на лаборатор- - лабораторные исследования проб биологиче-
ского материала и объектов окружающей среды, ото- 29 Проблемы особо опасных инфекций. 2020; 4 ОБЗОРЫ ОБЗОРЫ тор) и зоопаразитолог. бранных в ходе эпизоотологического обследования
территории природного очага особо опасных и оча-
гов других опасных инфекционных болезней; тор) и зоопаразитолог. тор) и зоопаразитолог. Порядок проведения исследований в мобильной
лаборатории предусматривает: - прием, сортировку и регистрацию зоологопа-
разитологического или клинического материала; - прием, сортировку и регистрацию зоологопа-
разитологического или клинического материала; - лабораторные исследования проб, в том числе
клинического материала, при проведении экстрен-
ных противоэпидемических мероприятий по выяв-
лению, локализации и ликвидации очагов опасных
инфекционных болезней бактериальной и вирусной
этиологии, в том числе возникших вследствие акти-
визации природных очагов инфекций или в период
проведения массовых мероприятий. - первичную подготовку зоологопаразитологи-
ческого материала к лабораторному исследованию
(определение видовой принадлежности млекопи-
тающих и эктопаразитов, показателей, характери-
зующих генеративное и физиологическое состояние,
формирование проб для группового или индивиду-
ального исследования, очес и вскрытие грызунов,
разбор гнезд и др.); Тестовые испытания трех из пяти мобильных ла-
бораторий проведены на базе Алтайской, Тувинской
ПЧС, а также Яндыковского противочумного отде-
ления и Досангского противоэпидемического отряда
Астраханской ПЧС в период эпизоотологического
обследования территорий Горно-Алтайского высо-
когорного природного очага чумы (участки: окрест-
ности озер Каракуль и Зерликоль-Нур, Жумалы,
Восточная и Центральная части Курайского хребта),
урочищ Кургак, Доргун и Боро-Шивеки Тувинского
природного очага чумы, Волго-Уральского песчано-
го и Прикаспийского песчаного природных очагов
чумы соответственно. Problemy Osobo Opasnykh Infektsii [Problems of Particularly Dangerous Infections]. 2020; 4 Для эффективного функ-
ционирования МЛМД при осуществлении лабора-
торной диагностики в рамках профилактических и
противоэпидемических мероприятий в природных
очагах чумы, сочетанных природных очагах инфек-
ционных болезней бактериальной и вирусной этио-
логии и обеспечения режима работы в одну смену
в штатный состав лаборатории должны входить не
менее 4 специалистов лабораторного звена (2 врача,
2 лаборанта или лаборант и медицинский дезинфек- Высокая информативность ПЦР при эпизоото-
логическом мониторинге природных очагов инфек-
ционных болезней позволяет рассматривать возмож-
ность применения двух схем исследования полевого 30 Problemy Osobo Opasnykh Infektsii [Problems of Particularly Dangerous Infections]. 2020; 4 Reviews в 2013 г. Сообщение 1. Эпидемиологические риски и основ-
ные направления мероприятий по обеспечению санитарно-
эпидемиологического благополучия в период подготовки к про-
ведению Саммита. Проблемы особо опасных инфекций. 2013;
4:5–10. DOI: 10.21055/0370-1069-2013-4-5-10. в 2013 г. Сообщение 1. Эпидемиологические риски и основ-
ные направления мероприятий по обеспечению санитарно-
эпидемиологического благополучия в период подготовки к про-
ведению Саммита. Проблемы особо опасных инфекций. 2013;
4:5–10. DOI: 10.21055/0370-1069-2013-4-5-10. материала: первая – использование бактериологи-
ческого метода совместно с постановкой ПЦР, что
обеспечивает высокую достоверность полученных
результатов; вторая – проведение на первом этапе
ПЦР, а при выявлении генетических маркеров воз-
будителя – выполнение бактериологического анали-
за положительных проб с целью выделения культу-
ры возбудителя и ее последующей идентификации. Использование второй схемы позволит внести изме-
нения в тактику эпизоотологического обследования,
сократить объем бактериологических исследований,
что важно при работе мобильной лаборатории в ав-
тономном режиме на отдаленных территориях или в
полевых условиях. Перспективность такого подхода
показана при проведении эпизоотологического об-
следования трансграничных природных очагов чумы
Северо-Западной Монголии [22, 28]. 6. Онищенко Г.Г., Кузькин Б.П., Ракитин И.А., Башкетова
Н.С., Коржаев Ю.Н., Гречанинова Т.А., Дятлов И.А., Кутырев
В.В., Топорков А.В., Карнаухов И.Г., Топорков В.П., Щербакова
С А
С
Об 6. Онищенко Г.Г., Кузькин Б.П., Ракитин И.А., Башкетова
Н.С., Коржаев Ю.Н., Гречанинова Т.А., Дятлов И.А., Кутырев
В.В., Топорков А.В., Карнаухов И.Г., Топорков В.П., Щербакова
С.А., Казакова Е.С., Шарова И.Н. Обеспечение санитарно-
эпидемиологического благополучия в период подготовки и
проведения саммита «Группы двадцати» в Санкт-Петербурге в
2013 г. Сообщение 2. Организация и приоритетные направления
работы в период проведения Саммита. Проблемы особо опасных
инфекций. 2013; 4:11–5. DOI: 10.21055/0370-1069-2013-4-11-15. С.А., Казакова Е.С., Шарова И.Н. Обеспечение санитарно-
эпидемиологического благополучия в период подготовки и
проведения саммита «Группы двадцати» в Санкт-Петербурге в
2013 г. Сообщение 2. Организация и приоритетные направления
работы в период проведения Саммита. Проблемы особо опасных
инфекций. 2013; 4:11–5. DOI: 10.21055/0370-1069-2013-4-11-15. ф
ц
;
7. Problemy Osobo Opasnykh Infektsii [Problems of Particularly Dangerous Infections]. 2020; 4 Носков А.К., Акимова И.С., Вержуцкий Д.Б., Климов
В.Т., Чеснокова М.В., Косилко С.А., Балахонов С.В. Обеспечение
эпидемиологического благополучия при проведении региональ-
ного мероприятия с международным участием. Эпидемиология
и вакцинопрофилактика. 2016; 15(2):34–9. DOI: 10.31631/2073-
3046-2016-15-2-34-39. 8. Кутырев В.В., Топорков А.В., Карнаухов И.Г. Применение
мобильных лабораторий для противоэпидемического обеспече-
ния населения в условиях чрезвычайных ситуаций. Проблемы
особо опасных инфекций. 2007; 1:27–9. ф
ц
;
9. Шарова И.Н., Карнаухов И.Г., Казакова Е.С., Щербаков
Д.А., Пчелинцева М.В., Чекашов В.Н., Поршаков А.М., Глазков
А.Н., Щербакова С.А., Топорков А.В., Кутырев В.В. Разработка
мобильной лаборатории индикации для осуществления эпизоо-
тологического мониторинга природно-очаговых и других опас-
ных инфекционных болезней. Проблемы особо опасных инфек-
ций. 2009; 4:45–8. DOI: 10.21055/0370-1069-2009-4(102)-45-48. Таким образом, использование мобильных ла-
бораторий обеспечит усиление лабораторной базы
учреждений, осуществляющих мониторинг особо
опасных, природно-очаговых и других опасных ин-
фекционных болезней, будет способствовать прибли-
жению современных диагностических технологий
непосредственно к природному очагу и совершен-
ствованию эпидемиологического надзора за инфек-
ционными болезнями в целом, а также реализации
научно-практических программ взаимодействия, на-
правленных на снижение риска развития эпидемиче-
ских осложнений по чуме и другим особо опасным
инфекциям в трансграничных природных очагах. ц
;
(
)
10. Parsons A., Matero P., Adams M., Yeh K.B. Examining
the utility and readiness of mobile and field transportable labora-
tories for biodefence and global health security-related purposes. Global Security: Health, Science and Policy. 2018; 3(1):1–13. DOI:
10.1080/23779497.2018.1480403. 11. Grolla A., Jones S.M., Fernando L., Strong J.E., Ströher
U., Möller P., Paweska J.T., Burt F., Pablo Palma P., Sprecher A.,
Formenty P., Roth C., Feldmann H. The use of a mobile laboratory
unit in support of patient management and epidemiological surveil-
lance during the 2005 Marburg Outbreak in Angola. PLoS Negl. Trop. Dis. 2011; 5(5):e1183. DOI: 10.1371/journal.pntd.0001183. ; ( )
j
p
12. Grolla A., Jones S., Kobinger G., Sprecher A., Girard G.,
Yao M., Roth C., Artsob H., Feldmann H., Strong J.E. Flexibility
of mobile laboratory unit in support of patient management during
the 2007 Ebola-Zaire outbreak in the Democratic Republic of Congo. Zoonoses Public Health. 2012; 59(Suppl 2):151–7. DOI: 10.1111/
j.1863-2378.2012.01477.x. Конфликт интересов. Авторы подтверждают
отсутствие конфликта финансовых/нефинансовых
интересов, связанных с написанием статьи. j
13. Wölfel R., Stoecker K., Fleischmann E., Gramsamer B.,
Wagner M., Molkenthin P., Di Caro A., Glünther S., Ibrahim S., Genzel
G.H., Ozin-Hofsäss A.J., Formenty P., Zöller L. Mobile diagnostics
in outbreak response, not only for Ebola: a blueprint for a modular
and robust field laboratory. Euro Surveill. 2015; 20(44):pii=30055. Список литературы 1. Попова А.Ю., Ежлова Е.Б., Демина Ю.В., Пакскина Н.Д.,
Скударева О.Н., Карнаухов И.Г., Топорков В.П., Удовиченко С.К.,
Шиянова А.Е., Кедрова О.В., Казакова Е.С., Щербакова С.А.,
Кутырев В.В. Совершенствование научно-обоснованной модели
обеспечения санитарно-эпидемиологического благополучия при
массовых мероприятиях на примере чемпионата мира по футбо-
лу в России в 2018 г. Проблемы особо опасных инфекций. 2019;
1:6–16. DOI: 10.21055/0370-1069-2019-1-6-16. 14. Попова А.Ю., Кутырев В.В., редакторы. Ликвидация эпи-
демии Эбола в Гвинейской Республике: опыт работы специали-
зированной противоэпидемической бригады Роспотребнадзора. М.: ООО «Творческий информационно-издательский центр»;
2016. 354 с. 15. Шарова И.Н., Кутырев И.В., Красовская Т.Ю., Чекашов
В.Н., Матросов А.Н., Шилов М.М., Удовиков А.И., Дмитриенко
В.В., Жуковская А.П., Бачаев Б.М., Тюнникова В.Д., Санджиев
В.Б., Кулик А.А., Гайворонский И.Н., Подсвиров А.В., Журавлев
В.И., Богданова Т.А., Лещук В.А., Кабин В.В., Топорков А.В.,
Щербакова С.А., Кутырев В.В. Полевые испытания мобильной
лаборатории эпидразведки и индикации. Сообщение 2. Полевые
испытания мобильной лаборатории эпидразведки и индикации на
территории Астраханской и Саратовской областей, Республики
Калмыкия. Проблемы особо опасных инфекций. 2009; 3:34–8. DOI: 10.21055/0370-1069-2009-3(101)-34-38. 2. Смоленский В.Ю., Удовиченко С.К., Топорков В.П.,
Кутырев В.В. О рисках возникновения чрезвычайных ситуаций
в области биологической безопасности международного значе-
ния и их предикторах. Проблемы особо опасных инфекций. 2017;
3:5–11. DOI: 10.21055/0370-1069-2017-3-5-11. 3. Попов Н.В., Карнаухов И.Г., Пакскина Н.Д., Ерошенко
Г.А., Кузнецов А.А., Матросов А.Н., Поршаков А.М., Куклев
Е.В., Иванова А.В., Корзун В.М., Косилко С.А., Зенкевич
Е.С., Попов В.П., Лопатин А.А., Аязбаев Т.З., Балахонов С.В.,
Кутырев В.В. Оценка современной эпидемиологической обста-
новки в природных очагах чумы мира. Повышение эффектив-
ности эпидемиологического надзора в природных очагах чумы
Российской Федерации и прогноз их эпизоотической активно-
сти на 2019 г. Проблемы особо опасных инфекций. 2019; 1:81–8. DOI: 10.21055/0370-1069-2019-1-81-88. 3. Попов Н.В., Карнаухов И.Г., Пакскина Н.Д., Ерошенко
Г.А., Кузнецов А.А., Матросов А.Н., Поршаков А.М., Куклев
Е.В., Иванова А.В., Корзун В.М., Косилко С.А., Зенкевич
Е.С., Попов В.П., Лопатин А.А., Аязбаев Т.З., Балахонов С.В.,
Кутырев В.В. Оценка современной эпидемиологической обста-
новки в природных очагах чумы мира. Повышение эффектив-
ности эпидемиологического надзора в природных очагах чумы
Российской Федерации и прогноз их эпизоотической активно-
сти на 2019 г. Проблемы особо опасных инфекций. 2019; 1:81–8. DOI: 10.21055/0370-1069-2019-1-81-88. (
)
16. Шарова И., Сурхаев Д., Бредгауер Л., Горелкина Л.,
Коржов П., Казаков А., Беппаев Ю., Шинкарева В., Пшихачев Н.,
Карнаухов И., Топорков А., Щербакова С., Бабий А., Жарникова
И., Цыганкова Е., Кутырев И., Куклев В., Красовская Т., Чекашов
В., Матросов А., Шилов М., Яковлев С., Куличенко А., Ефременко
В., Тихенко Н., Жданова Е., Кутырев В. Problemy Osobo Opasnykh Infektsii [Problems of Particularly Dangerous Infections]. 2020; 4 DOI: 10.2807/1560-7917.ES.2015.20.44.30055. (
)
17. Кутырев В.В., Попова А.Ю., Ежлова Е.Б., Демина
Ю.В., Пакскина Н.Д., Безсмертный В.Е., Топорков В.П., Попов
Н.В., Кабин В.В., Яшкулов К.Б., Бамматов Д.М., Ковтунов А.И.,
Санджиев Д.Н., Зенкевич Е.С., Гражданов А.К., Матросов А.Н.,
Кузнецов А.А., Шарова И.Н., Лопатин А.А., Григорьев М.П., Список литературы Epidemiologiya
i Vaktsinoprofilaktika [Epidemiology and Vaccinal Prevention]. 2016;
15(4):42–8. DOI: 10.31631/2073-3046-2016-15-4-42-48 18. Чекашов В.Н., Патяшина М.А., Яковлев С.А., Красовская
Т.Ю., Шилов М.М., Захаров К.С., Шарова И.Н., Попов Н.В.,
Зиатдинов В.Б., Садреева Л.Ф., Гайнуллин А.А., Сайфуллина
Г.Ш. Организация и проведение эпизоотологического обследо-
вания в условиях массовых мероприятий (на примере ХХVII
Всемирной летней универсиады 2013 г. в Казани). Проблемы
особо опасных инфекций. 2015; 2:37–40. DOI: 10.21055/0370-
1069-2015-2-37-40. 4. Balakhonov S.V., Korzun V.M., Kosilko S.A., Mikhailov E.P.,
Shchuchinov L.V., Mishchenko A.I., Zarubin I.V., Rozhdestvensky
E.N., Denisov A.V. [Actual aspects of anti-plague epidemiological
well-being support for population in Altai Republic]. Epidemiologiya
i Vaktsinoprofilaktika [Epidemiology and Vaccinal Prevention]. 2016;
15(4):42–8. DOI: 10.31631/2073-3046-2016-15-4-42-48 19. Онищенко Г.Г., Кутырев В.В., редакторы. XXVII
Всемирная летняя универсиада 2013 года в Казани. Обеспечение
санитарно-эпидемиологического благополучия. Тверь: ООО
«Издательство «Триада»; 2013. 528 с. ( )
5. Onishchenko G.G., Kuz’kin B.P., Rakitin I.A., Bashketova
N.S., Korzhaev Yu.N., Grechaninova T.A., Dyatlov I.A., Kutyrev V.V.,
Toporkov A.V., Karnaukhov I.G., Toporkov V.P., Shcherbakova S.A.,
Kazakova E.S., Sharova I.N. [Sanitary-epidemiological welfare pro-
vision in the preparations to and management of the “G‑20” Summit
in Saint-Petersburg, 2013. Communication 1. Epidemiological risks
and core operations for sanitary-epidemiological welfare provision in
the preparations to the Summitъ. Problemy Osobo Opasnykh Infektsii
[Problems of Particularly Dangerous Infections]. 2013; (4):5–10. DOI: 10.21055/0370-1069-2013-4-5-10 р
;
20. Карнаухов И.Г., Шарова И.Н., Казакова Е.С., Морозов
К.М., Щербакова С.А., Кутырев В.В. Использование мобильных
лабораторий биологического профиля за рубежом и в России:
реалии сегодняшнего дня и перспективы. Проблемы особо опас-
ных инфекций. 2018; 3:16–24. DOI: 10.21055/0370-1069-2018-3-
16-24. 21. Кутырев В.В., Попова А.Ю., редакторы. Обеспечение
эпидемиологического благополучия в природных очагах чумы
на территории стран СНГ и Монголии в современных услови-
ях. Ижевск: ООО «Издательство «Принт»; 2018. 336 с. DOI:
10.23648/PRNT.2445. 6. Onishchenko G.G., Kuz’kin B.P., Rakitin I.A., Bashketova
N.S., KorzhaevYu.N., Grechaninova T.A., Dyatlov I.A., Kutyrev
V.V., Toporkov A.V., Karnaukhov I.G., Toporkov V.P., Shcherbakova
S.A., Kazakova E.S., Sharova I.N. [Sanitary-epidemiological
welfare provision in the preparations to and management of the
“G‑20” Summit in Saint-Petersburg, 2013. Communication 2. Management and priority areas of anti-epidemic activities as regards
“G‑20”Summit Campaign]. Problemy Osobo Opasnykh Infektsii
[Problems of Particularly Dangerous Infections]. 2013; (4):11–5. DOI: 10.21055/0370-1069-2013-4-11-15 22. Холин А.В., Шаракшанов М.Б., Вержуцкий Д.Б.,
Корзун В.М., Оргилбаяр Л., Ганхуяг Ц., Гандболд Д., Цогбадрах
Н Цэрэнноров Д Цэрэндулам Б Эрдэнэдэлгэр Г Пагмадулам 22. Список литературы Холин А.В., Шаракшанов М.Б., Вержуцкий Д.Б.,
Корзун В.М., Оргилбаяр Л., Ганхуяг Ц., Гандболд Д., Цогбадрах
Н., Цэрэнноров Д., Цэрэндулам Б., Эрдэнэдэлгэр Г., Пагмадулам
Н., Бадамцэцэг М., Бужинлхам Л., Эрдэнэцэцэг Я., Амарсанаа
Г., Алтангэрэл Я., Балахонов С.В. Результаты эпизоотологиче-
ского обследования приграничной с Россией части Хархира-
Тургенского природного очага чумы Монголии в 2019 г. Проблемы особо опасных инфекций. 2020; 2:129–34. DOI:
10.21055/0370-1069-2020-2-129-134. 23 С
С С
М
б
Д С
М
М М , Ц р
р
Д , Ц р
ду
,
рд
д
р
,
ду
Н., Бадамцэцэг М., Бужинлхам Л., Эрдэнэцэцэг Я., Амарсанаа
Г., Алтангэрэл Я., Балахонов С.В. Результаты эпизоотологиче-
ского обследования приграничной с Россией части Хархира-
Тургенского природного очага чумы Монголии в 2019 г. Проблемы особо опасных инфекций. 2020; 2:129–34. DOI:
10.21055/0370-1069-2020-2-129-134. 23 С
С С
М
б
Д С
М
М М 7. Noskov A.K., Akimova I.S., Verzhutsky D.B., Klimov V.T.,
Chesnokova M.V., Kosilko S.A., Balakhonov S.V. [Support of epi-
demiological well-being during regional event with the international
participation]. Epidemiologiya i Vaktsinoprofilaktika. [Epidemiology
and Vaccinal Prevention]. 2016; 15(2):34–9. DOI: 10.31631/2073-
3046-2016-15-2-34-39. 23. Саидалиев С.С., Мирзабаев Д.С., Мадаминов М.М. Опыт борьбы с коронавирусной инфекцией в Республике
Узбекистан. Проблемы особо опасных инфекций. 2020; 2:138–40. DOI: 10.21055/0370-1069-2020-2-138-140. 8. Kutyrev V. V., Toporkov A.V., Karnaukhov I. G. [Application
of mobile laboratories for anti-epidemic support of the population
under emergency situations]. Problemy Osobo Opasnykh Infektsii
[Problems of Particularly Dangerous Infections]. 2007; (1):27–9. 24. Хегай С.В., Джапарова А.К., Дуйшеналиева Э.М.,
Калмырзаев Б., Касымбекова К.Т., Кучук Т.Э., Усенбаев Н.Т.,
Жунушов А.Д. Молекулярная диагностика коронавирусной ин-
фекции в Кыргызской Республике. Проблемы особо опасных ин-
фекций 2020; 2:141–3 DOI: 10 21055/0370-1069-2020-2-141-143 Жунушов А.Д. Молекулярная диагностика коронавирусной ин-
фекции в Кыргызской Республике. Проблемы особо опасных ин-
фекций. 2020; 2:141–3. DOI: 10.21055/0370-1069-2020-2-141-143. 25 C d
M
Oli
i
VG M
S
R B
d
P
l
R L [
f
y
g
f
]
; ( )
9. Sharova I.N., Karnaukhov I.G., Kazakova E.S., Scherbakov
D A Pchelintseva M V Chekashov VN Porshakov A M Glazkov фекции в Кыргызской Республике. Проблемы особо опасных ин-
фекций. 2020; 2:141–3. DOI: 10.21055/0370-1069-2020-2-141-143. 25 C d
M
Oli
i
VG M
S
R B
d
P
l
R L 9. Sharova I.N., Karnaukhov I.G., Kazakova E.S., Scherbakov
D.A., Pchelintseva M.V., Chekashov V.N., Porshakov A.M., Glazkov
A.N., Scherbakova S.A., Toporkov A.V., Kutyrev V.V. [Development
of mobile indication laboratory for carrying out the epizootiological
monitoring of natural-focal and other dangerous infectious diseas-
es]. Список литературы 2018; 1:79–84. DOI: 10.21055/0370-1069-2018-1-79-84. j
13. Wölfel R., Stoecker K., Fleischmann E., Gramsamer B.,
Wagner M., Molkenthin P., Di Caro A., Glünther S., Ibrahim S., Genzel
G.H., Ozin-Hofsäss A.J., Formenty P., Zöller L. Mobile diagnostics
in outbreak response, not only for Ebola: a blueprint for a modular
and robust field laboratory. Euro Surveill. 2015; 20(44):pii=30055. DOI: 10.2807/1560-7917.ES.2015.20.44.30055. 3. Popov N.V., Karnaukhov I.G., Pakskina N.D., Eroshenko
G.A., Kuznetsov A.A., Matrosov A.N., Porshakov A.M., Kouklev Список литературы Problemy Osobo Opasnykh Infektsii [Problems of Particularly
Dangerous Infections]. 2009; (4):45–8. DOI: 10.21055/0370-1069-
2009-4(102)-45-48. 25. Cardozo M., Oliveira V.G.M., Sousa R.B., de Paula R.L. Chemical and biological mobile laboratory: infrastructure employed
by Brazilian Army in emergency response actions. J. Phys.: Conf. Ser. 2018; 975(1):012003. DOI: 10.1088/1742-6596/975/1/012003. Ch
Ch
G
h
Ch
S ;
( )
26. Chen Z.L., Chang G.H., Zhang W.Y., Chen Y., Wang X.S.,
Yang R.F., Liu C. Mobile laboratory in Sierra Leone during out-
break of Ebola: practices and implications. Sci. China Life Sci. 2015;
58:918–21. DOI: 10.1007/s11427-015-4912-6. (
)
10. Parsons A., Matero P., Adams M., Yeh K.B. Examining
the utility and readiness of mobile and field transportable labora-
tories for biodefence and global health security-related purposes. Global Security: Health, Science and Policy. 2018; 3(1):1–13. DOI:
10.1080/23779497.2018.1480403. 27. Онищенко Г.Г., Кутырев В.В., Топорков А.В., Карнаухов
И.Г., Щербаков Д.А., Казакова Е.С., Щербакова С.А. Обеспечение
модернизации
специализированных
противоэпидемических
бригад (СПЭБ) на современном этапе. Проблемы особо опасных
инфекций. 2009; 3:10–8. DOI: 10.21055/0370-1069-2009-3(101)-
10-18. 11. Grolla A., Jones S.M., Fernando L., Strong J.E., Ströher
U., Möller P., Paweska J.T., Burt F., Pablo Palma P., Sprecher A.,
Formenty P., Roth C., Feldmann H. The use of a mobile laboratory
unit in support of patient management and epidemiological surveil-
lance during the 2005 Marburg Outbreak in Angola. PLoS Negl. Trop. Dis. 2011; 5(5):e1183. DOI: 10.1371/journal.pntd.0001183. 28. Корзун В.М., Балахонов С.В., Денисов А.В., Ярыгина
М.Б., Рождественский Е.Н., Абибулаев Д.Э., Шефер В.В.,
Косилко С.А., Отгонбаяр Д., Байгалмаа М., Оргилбаяр Л.,
Уржих Ч., Тоголдор Н., Махбал А., Дауренбек Х., Цогбадрах Н.,
Цэрэнноров Д., Ганболд Х. Монгольская часть трансграничного
С й
2017
С
б
1 28. Корзун В.М., Балахонов С.В., Денисов А.В., Ярыгина
М.Б., Рождественский Е.Н., Абибулаев Д.Э., Шефер В.В.,
Косилко С.А., Отгонбаяр Д., Байгалмаа М., Оргилбаяр Л.,
Уржих Ч., Тоголдор Н., Махбал А., Дауренбек Х., Цогбадрах Н.,
Цэрэнноров Д., Ганболд Х. Монгольская часть трансграничного
Сайлюгемского природного очага чумы в 2017 г. Сообщение 1. Эпизоотическая ситуация. Проблемы особо опасных инфекций. 2018; 1:79–84. DOI: 10.21055/0370-1069-2018-1-79-84. ; ( )
j
p
12. Grolla A., Jones S., Kobinger G., Sprecher A., Girard G.,
Yao M., Roth C., Artsob H., Feldmann H., Strong J.E. Flexibility
of mobile laboratory unit in support of patient management during
the 2007 Ebola-Zaire outbreak in the Democratic Republic of Congo. Zoonoses Public Health. 2012; 59(Suppl 2):151–7. DOI: 10.1111/
j.1863-2378.2012.01477.x. Сайлюгемского природного очага чумы в 2017 г. Сообщение 1. Эпизоотическая ситуация. Проблемы особо опасных инфекций. Список литературы Полевые испытания мо-
бильной лаборатории эпидразведки и индикации. Сообщение 1. Полевые испытания мобильной лаборатории эпидразведки и ин-
дикации на территории Саратовской области, Ставропольского
края и Кабардино-Балкарской Республики. Проблемы особо
опасных инфекций. 2009; 2:30–7. DOI: 10.21055/0370-1069-2009-
2(100)-30-37. 4. Балахонов
С.В.,
Корзун
В.М.,
Косилко
С.А.,
Михайлов Е.П., Щучинов Л.В., Мищенко А.И., Зарубин И.В.,
Рождественский Е.Н., Денисов А.В. Актуальные аспекты обе-
спечения эпидемиологического благополучия по чуме населе-
ния Республики Алтай. Эпидемиология и вакцинопрофилактика. 2016; 15(4):42–8. DOI: 10.31631/2073-3046-2016-15-4-42-48. ;
( )
5. Онищенко Г.Г., Кузькин Б.П., Ракитин И.А., Башкетова 5. Онищенко Г.Г., Кузькин Б.П., Ракитин И.А., Башкетова
Н.С., Коржаев Ю.Н., Гречанинова Т.А., Дятлов И.А., Кутырев
В.В., Топорков А.В., Карнаухов И.Г., Топорков В.П., Щербакова
С.А., Казакова Е.С., Шарова И.Н. Обеспечение санитарно-
эпидемиологического благополучия в период подготовки и
проведения саммита «Группы двадцати» в Санкт-Петербурге (
)
17. Кутырев В.В., Попова А.Ю., Ежлова Е.Б., Демина
Ю.В., Пакскина Н.Д., Безсмертный В.Е., Топорков В.П., Попов
Н.В., Кабин В.В., Яшкулов К.Б., Бамматов Д.М., Ковтунов А.И.,
Санджиев Д.Н., Зенкевич Е.С., Гражданов А.К., Матросов А.Н.,
Кузнецов А.А., Шарова И.Н., Лопатин А.А., Григорьев М.П., С.А., Казакова Е.С., Шарова И.Н. Обеспечение санитарно-
эпидемиологического благополучия в период подготовки и
проведения саммита «Группы двадцати» в Санкт-Петербурге 31 Проблемы особо опасных инфекций. 2020; 4 ОБЗОРЫ ОБЗОРЫ E.V., Ivanova A.V., Korzun V.M., Kosilko S.A., Zenkevich E.S.,
Popov V.P., Lopatin A.A., Ayazbaev T.Z., Balakhonov S.V., Kutyrev
V.V. [Analysis of the current epidemiological situation in natural
plague foci around the world. Enhancement of the effectiveness of
epidemiological surveillance in natural plague foci of the Russian
Federation and forecast of their epizootic activity for 2019]. Problemy
Osobo Opasnykh Infektsii [Problems of Particularly Dangerous
Infections]. 2019; (1):81–8. DOI:10.21055/0370-1069-2019-1-81-88 Куличенко А.Н. Обеспечение эпидемиологического благополу-
чия по чуме в условиях обострения эпизоотической обстановки
в Прикаспийском песчаном природном очаге в 2014 г. Проблемы
особо опасных инфекций. 2015; 4:22–9. DOI: 10.21055/0370-
1069-2015-4-22-29. E.V., Ivanova A.V., Korzun V.M., Kosilko S.A., Zenkevich E.S.,
Popov V.P., Lopatin A.A., Ayazbaev T.Z., Balakhonov S.V., Kutyrev
V.V. [Analysis of the current epidemiological situation in natural
plague foci around the world. Enhancement of the effectiveness of
epidemiological surveillance in natural plague foci of the Russian
Federation and forecast of their epizootic activity for 2019]. Problemy
Osobo Opasnykh Infektsii [Problems of Particularly Dangerous
Infections]. 2019; (1):81–8. DOI:10.21055/0370-1069-2019-1-81-88
4. Balakhonov S.V., Korzun V.M., Kosilko S.A., Mikhailov E.P.,
Shchuchinov L.V., Mishchenko A.I., Zarubin I.V., Rozhdestvensky
E.N., Denisov A.V. [Actual aspects of anti-plague epidemiological
well-being support for population in Altai Republic]. References 1. Popova A.Yu., Ezhlova E.V., Demina Yu.V., Pakskina N.D.,
Skudareva O.N., Karnaukhov I.G., Toporkov V.P., Udovichenko S.K.,
Shiyanova A.E., Kedrova O.V., Kazakova E.S., Shcherbakova S.A.,
Kutyrev V.V. [Improvement of the scientifically-substantiated model
of sanitary-epidemiological welfare provision during mass events by
the example of FIFA World Cup-2018 in Russia]. Problemy Osobo
Opasnykh Infektsii [Problems of Particularly Dangerous Infections]. 2019; (1):6–16. DOI: 10.21055/0370-1069-2019-1-6-16 14. Popova A.Yu., Kutyrev V.V., editors. [Elimination of
the Ebola Epidemic in the Republic of Guinea: Experience of the
Specialized Anti-Epidemic Team of the Rospotrebnadzor]. Moscow:
“Creative Information and Publishing Center”, LLC; 2016. 354 p. 1
Sh
k
Ch k
h g
p
15. Sharova I.N., Kutyrev I.V., Krasovskaya T.Yu., Chekashov
V.N., Matrosov A.N., Shilov M.M., Udovikov A.I., Dmitrienko V.V.,
Zhukovskaya A.P., Bachaev B.M., Tyunnikova V.D., Sandzhiev
V.B., Kulik A.A., Gayvoronskiy I.N., Podsvirov A.V., Zhuravlev
V.I., Bogdanova T.A., Leschuk V.A., Kabin V.V., Toporkov A.V.,
Scherbakova S.A., Kutyrev V.V. [Field trial of mobile laboratory of
epidemiologic survey and indication. Communication 2. Field trial
of mobile laboratory of epidemiologic survey and indication on the ; ( )
2. Smolensky V.Yu., Udovichenko S.K., Toporkov V.P., Kutyrev
V.V. [Regarding the risks of occurrence of emergency situations in the
sphere of biological safety of international concern and their predic-
tors]. Problemy Osobo Opasnykh Infektsii [Problems of Particularly
Dangerous Infections]. 2017; (3):5–11. DOI: 10.21055/0370-1069-
2017-3-5-11 32 Problemy Osobo Opasnykh Infektsii [Problems of Particularly Dangerous Infections]. 2020; 4 Problemy Osobo Opasnykh Infektsii [Problems of Particularly Dangerous Infections]. 2020; 4 Reviews territory of Astrakhan and Saratov regions, Republic of Kalmykia]. Problemy Osobo Opasnykh Infektsii [Problems of Particularly
Dangerous Infections]. 2009; (3):34–8. DOI: 10.21055/0370-1069-
2009-3(101)-34-38. Zhunushov A.T. [Molecular diagnostics of coronavirus infec-
tion in the Kyrgyz Republic]. Problemy Osobo Opasnykh Infektsii
[Problems of Particularly Dangerous Infections]. 2020; (2):141–3. DOI: 10.21055/0370-1069-2020-2-141-143. d
li
i
d
l (
)
16. Sharova I., Surkhaev D., Bredgauer L., Gorelkina L.,
Korzhov P., Kazakov A., Beppaev Yu., Shinkareva V., Pshikhachev
N., Karnaukhov I., Toporkov A., Scherbakova S., Babiy A.,
Zharnikova I., Tsygankova E., Kutyrev I., Kouklev V., Krasovskaya
T., Chekashov V., Matrosov A., Shilov M., Yakovlev S., Kulichenko
A., Efremenko V., Tikhenko N., Zhdanova E., Kutyrev V. [Field
trial of mobile laboratory for epidemiologic survey and indication. Communication I. Field trial of mobile laboratory for epidemiologic
survey and indication in the territory of Saratov Region, Stavropol
Region and Kabardino-Balkaria Republic]. Problemy Osobo
Opasnykh Infektsii [Problems of Particularly Dangerous Infections]. 2009; (2):30–7. DOI: 10.21055/0370-1069-2009-2(100)-30-37. References 17 K
VV P
A Y
E hl
E B D
i
Y V ,
g
,
g
,
,
g
,
Yang R.F., Liu C. Mobile laboratory in Sierra Leone during out-
break of Ebola: practices and implications. Sci. China Life Sci. 2015;
58:918–21. DOI: 10.1007/s11427-015-4912-6. i
h
k
k 27. Onischenko
G.G.,
Kutyrev
V.V.,
Toporkov A.V.,
Karnaukhov I.G., Scherbakov D.A., Kazakova E.S., Scherbakova
S.A. [Provision of Specialized Anti-Epidemic Teams (SAET) mod-
ernization at the present stage]. Problemy Osobo Opasnykh Infektsii
[Problems of Particularly Dangerous Infections]. 2009; (3):10–8. DOI: 10.21055/0370-1069-2009-3(101)-10-18. 28 Korzun
VM
Balakhonov
S V
Denisov
A V 17. Kutyrev V.V., Popova A.Yu., Ezhlova E.B., Demina Yu.V.,
Pakskina N.D., Bezsmertny V.E., Toporkov V.P., Popov N.V., Kabin
V.V., Yashkulov K.B., Bammatov D.M., Kovtunov A.I., Sandzhiev
D.N., Zenkevich E.S., Grazhdanov A.K., Matrosov A.N., Kuznetsov
A.A., Sharova I.N., Lopatin A.A., Grigor’ev M.P., Kulichenko A.N. [Provision of epidemiological welfare on plague under aggravation
of epizootic situation in the Pre-Caspian sandy natural plague focus in
2014]. Problemy Osobo Opasnykh Infektsii [Problems of Particularly
Dangerous Infections]. 2015; (4):22–9. DOI: 10.21055/0370-1069-
2015-4-22-29. 28. Korzun
V.M.,
Balakhonov
S.V.,
Denisov
A.V.,
Yarygina M.B., Rozhdestvensky E.N., Abibulaev D.E., Shefer V.V.,
Kosilko S.A., Otgonbayar D., Baigalmaa M., Orgilbayar L., Urzhikh
C., Togoldor N., Makhbal A., Daurenbek H., Tsogbadrakh N.,
Tserennorov D., Ganbold K. [Mongolian part of the transbound-
ary Sailugem natural plague focus in 2017. Communication 1. Epizootic
condition]. Problemy
Osobo
Opasnykh
Infektsii
[Problems of Particularly Dangerous Infections]. 2018; (1):79–84. DOI: 10.21055/0370-1069-2018-1-79-84. 18. Chekashov V.N., Patyashina M.A., Yakovlev S.A.,
Krasovskaya T.Yu., Shilov M.M., Zakharov K.S., Sharova I.N.,
Popov N.V., Ziatdinov V.B., Sadreeva L.F., Gainullin A.A., Saifullina
G.S. [Management of epizootiological investigation in the context
of mass event (by the example of the XXVII Worldwide Summer
Universiade in Kazan, 2013)]. Problemy Osobo Opasnykh Infektsii
[Problems of Particularly Dangerous Infections]. 2015; (2):37–40. DOI: 10.21055/0370-1069-2015-2-37-40. Zhunushov A.T. [Molecular diagnostics of coronavirus infec-
tion in the Kyrgyz Republic]. Problemy Osobo Opasnykh Infektsii
[Problems of Particularly Dangerous Infections]. 2020; (2):141–3.
DOI: 10.21055/0370-1069-2020-2-141-143.
25 C d
M
Oli
i
VG M
S
R B
d
P
l
R L 25. Cardozo M., Oliveira V.G.M., Sousa R.B., de Paula R.L.
Chemical and biological mobile laboratory: infrastructure employed
by Brazilian Army in emergency response actions. J. Phys.: Conf.
Ser. 2018; 975(1):012003. DOI: 10.1088/1742-6596/975/1/012003.
26. Chen Z.L., Chang G.H., Zhang W.Y., Chen Y., Wang X.S., Authors:
Sh
I Sharova I.N., Krasovskaya T.Yu., Kazorina E.V., Kazantsev A.V.,
Proskuryakova M.V., Kuklev V.E., Shcherbakova S.A., Kutyrev V.V. Russian
Research Anti-Plague Institute “Microbe”. 46, Universitetskaya St., Saratov,
410005, Russian Federation. E‑mail: rusrapi@microbe.ru. Adil
R I
B l
h
E V
T
it k
A A
A
B L A t kh 410005, Russian Federation. E‑mail: rusrapi@microbe.ru. Adilov R.I., Bulycheva E.V., Troitskaya A.A., Agapov B.L. Astrakhan 410005, Russian Federation. E mail: rusrapi@microbe.ru. Adilov R.I., Bulycheva E.V., Troitskaya A.A., Agapov B.L. Astrakhan
Plague Control Station. 3, Kubanskaya St., Astrakhan, 414000, Russian
F d
ti
E
il
ti h
@
t
t 19. Onishchenko G.G., Kutyrev V.V., editors. [XXVII
World Summer Universiade 2013 in Kazan.Provision of Sanitary-
Epidemiological Welfare]. Tver: LLC “Publishing House “Triada”;
2013. 528 p. 20
kh
G
Sh
k
S Adilov R.I., Bulycheva E.V., Troitskaya A.A., Agapov B.L. Astrakhan
Plague Control Station. 3, Kubanskaya St., Astrakhan, 414000, Russian
Federation. E-mail: antichum@astranet.ru. Akimov I S Balgan O L Chumakova N A Tkachenko V A Glushkov Akimov I.S., Balgan O.L., Chumakova N.A., Tkachenko V.A., Glushkov
E.A. Tuva Plague Control Station. 13, Moskovskaya St., Kyzyl, 667010,
Russian Federation. E-mail: pchs@tuva.ru. p
20. Karnaukhov I.G., Sharova I.N., Kazakova E.S., Morozov
K.M., Shcherbakova S.A., Kutyrev V.V. [Usage of mobile laborato-
ries of biological expertise abroad and in Russia: present day reali-
ties and prospects]. Problemy Osobo Opasnykh Infektsii [Problems
of Particularly Dangerous Infections]. 2018; (3):16–24. DOI:
10.21055/0370-1069-2018-3-16-24. Russian Federation. E-mail: pchs@tuva.ru. Rozhdestvensky E.N., Bazarova G.Kh., Mishchenko A.I. Altai Plague
Control Station
2
Zavodskaya St
Gorno Altaisk
649002
Russian p
@
Rozhdestvensky E.N., Bazarova G.Kh., Mishchenko A.I. Altai Plague
Control Station
2
Za odska a St
Gorno Altaisk
649002
R ssian Rozhdestvensky E.N., Bazarova G.Kh., Mishchenko A.I. Altai Plague
Control Station. 2, Zavodskaya St., Gorno-Altaisk, 649002, Russian
Federation. E-mail: chumagorny@mail.ru. M kh
G B I k
k R
h A i Pl
I
i
f Sib i Mukhturgin G.B. Irkutsk Research Anti-Plague Institute of Siberia
and Far East. 78, Trilissera St., Irkutsk, 664047, Russian Federation. E-mail:
adm@chumin.irkutsk.ru. 21. Kutyrev V.V., Popova A.Yu., editors. [Provision of
Epidemiological Welfare in Natural Foci of Plague in the Territory of
the CIS Countries and Mongolia under Current Conditions]. Izhevsk:
“Print” Publishing House, LLC; 2018. 336 p. DOI: 10.23648/
PRNT.2445. territory of Astrakhan and Saratov regions, Republic of Kalmykia].
Problemy Osobo Opasnykh Infektsii [Problems of Particularly
Dangerous Infections]. 2009; (3):34–8. DOI: 10.21055/0370-1069-
2009-3(101)-34-38. 25. Cardozo M., Oliveira V.G.M., Sousa R.B., de Paula R.L.
Chemical and biological mobile laboratory: infrastructure employed
by Brazilian Army in emergency response actions. J. Phys.: Conf.
Ser. 2018; 975(1):012003. DOI: 10.1088/1742-6596/975/1/012003.
26. Chen Z.L., Chang G.H., Zhang W.Y., Chen Y., Wang X.S.,
Yang R.F., Liu C. Mobile laboratory in Sierra Leone during out-
break of Ebola: practices and implications. Sci. China Life Sci. 2015;
58:918–21. DOI: 10.1007/s11427-015-4912-6.
27 O i
h
k
G G
K t
VV
T
k
A V Об авторах:
Ш
И Н Об авторах:
Шарова И.Н., Красовская Т.Ю., Казорина Е.В., Казанцев А.В.,
Проскурякова М В , Куклев В Е , Щербакова С А , Кутырев В В Об авторах:
Шарова И.Н., Красовская Т.Ю., Казорина Е.В., Казанцев А.В.,
Проскурякова М.В., Куклев В.Е., Щербакова С.А., Кутырев В.В. Российский
научно-исследовательский
противочумный
институт
«Микроб». Российская Федерация, 410005, Саратов, ул. Университетская,
46. E‑mail: rusrapi@microbe.ru. Шарова И.Н., Красовская Т.Ю., Казорина Е.В., Казанцев А.В.,
Проскурякова М.В., Куклев В.Е., Щербакова С.А., Кутырев В.В. 22. Kholin A.V., Sharakshanov M.B., Verzhutsky D.V., Korzun
V.M., Orgilbayar L., Gankhuyag T., Gandbold D., Tsogbadrakh N.,
Tserennorov D., Tserendulam B., Erdenedelger G., Pagmadulam N.,
Badamtsetseg M., Buzhinlkham L., Erdenetsetseg Y., Amarsanaa G.,
Altangerel Y., Balakhonov S.V. [Results of epizootiological survey
along the border areas of Kharkhira-Turgensky natural plague focus
between Russia and Mongolia in 2019]. Problemy Osobo Opasnykh
Infektsii [Problems of Particularly Dangerous Infections]. 2020;
(2):129–34. DOI: 10.21055/0370-1069-2020-2-129-134. Российский
научно-исследовательский
противочумный
институт
«Микроб». Российская Федерация, 410005, Саратов, ул. Университетская,
46. E‑mail: rusrapi@microbe.ru. Адилов Р.И., Булычева Е.В., Троицкая А.А., Агапов Б.Л. Астраханская противочумная станция. Российская Федерация, 414000,
Астрахань, ул. Кубанская, 3. E-mail: antichum@astranet.ru. А
И С Б
О Л Ч
Н А Т
В А Г Акимова И.С., Балган О.Л., Чумакова Н.А., Ткаченко В.А., Глушков
Э.А. Тувинская противочумная станция. Российская Федерация, 667010,
Кызыл, ул. Московская, 13, E-mail: pchs@tuva.ru. Р
д
й Е Н
Б
Г Х
М
А И Алтайская ( )
23. Saidaliev S.S., Mirzabaev D.S., Madaminov M.M. [Lessons Learned from fighting coronavirus disease in the Republic
of Uzbekistan]. Problemy Osobo Opasnykh Infektsii [Problems
of Particularly Dangerous Infections]. 2020; (2):138–40. DOI:
10.21055/0370-1069-2020-2-138-140. Рождественский Е.Н., Базарова Г.Х., Мищенко А.И. Алтайская
противочумная станция. Российская Федерация, 649002, Горно-Алтайск,
ул. Заводская, 2. E-mail: chumagorny@mail.ru. Мухтургин Г Б Иркутский научно исследовательский противо Мухтургин Г.Б. Иркутский научно-исследовательский противо-
чумный институт Сибири и Дальнего Востока. Российская Федерация,
664047, Иркутск, ул. Трилиссера, 78. E-mail: adm@chumin.irkutsk.ru. 24. Khegay S.V., Dzhaparova A.K., Dushenalieva E.M.,
Kalmyrzaev B., Kasymbekova K.T., Kuchuk T.E., Usenbaev N.T., 33
|
https://openalex.org/W4255159418
|
https://zenodo.org/record/3346123/files/38009__1_208032_LE_318444.pdf
|
English
| null |
History of surgery: the evolution of views on the formation of intestinal stoma
|
Istoriâ mediciny
| 2,019
|
cc-by
| 6,195
|
history of medicine, history of surgery, coloproctological diseases, intestinal stoma history of medicine, history of surgery, coloproctological diseases, intestinal stoma An intestinal stoma is an anastomosis (link) between the
intestines and the skin surface, created by a surgeon (ar
tificially) or which is a complication of a wound or the
natural course of a pathological process (for example, a
tumour). When literally translated “stoma” is Greek for
“mouth”. Stoma surgery relates to the field of coloproc
tology, which morphed into a separate area of surgery in
the middle of the last century. the development of surgery was haphazard and empirical,
and usually boiled down to the accumulation and sharing
of isolated facts and personal experiences. Against this
backdrop, the evolution of views on the intestinal stoma,
in our opinion, went through five stages. Abstract The history of intestinal stoma surgery spans more than one century. Awareness of the possible benefits of creating an intestinal
stoma came to the medical community long before the practical possibilities of its safe formation. At the same time, the evolution
of the attitude towards the intestinal stoma has passed the stages of understanding the possibility of creating an artificial anus, un
derstanding the need and expediency of such an intervention through the search for optimal techniques and the type of the stoma
itself. Its connotation as the final stage of treatment of various coloproctological diseases has been formed amid the emergence
of modern asepsis and antiseptics. And as a result of improving the operational technique of the main stage of the operation, the
colo-(ileo-)stoma became only a temporary companion of a significant part of patients. The improvement of care methods has led
to a significant improvement in the quality of life, even in life-long stoma patients. i
The analysis of the content of works on the description of the use of intestinal stomas in surgery of the abdomen allows us to
formulate ideas about the evolution of views on the role and importance of an unnatural anus, in the treatment of diseases and
injuries of the intestine. Until the 18th century, professional physicians accumulated isolated personal experience and came to the
realization of the possibility of excretion of feces bypassing the rectum. In the 18th century, the fatalism of passive observation of
the patient is replaced by active tactics of struggle for their life. In the 19th century, surgeons in Europe are searching for the optimal
localization of intestinal stoma and expand the indications for its formation. Since the beginning of the 20th century, there is a
variety of kinds of stomas, expanding the range of indications for it. In the second half of the 20th century, the passion for technical
aspects of stoma-surgery is replaced by stoma-therapy to improve the quality of life patients with a permanent stoma. History of Medicine, 2019, 6(2): 111–117
DOI: 10.17720/2409-5834.v6.2.2019.07g History of Medicine, 2019, 6(2): 111–117
DOI: 10.17720/2409-5834.v6.2.2019.07g Received: 04 March 2019 Accepted: 06 May 2019 Published online: 15 July 2019 Received: 04 March 2019 Accepted: 06 May 2019 Published online: 15 July 2019 Citation: Garmanova TN, Kazachenko EA, Krylov NN (2019) History of surgery: the evolution of views on the formation
of intestinal stoma. History of Medicine 6(2): 111–117. https://doi.org/10.17720/2409-5834.v6.2.2019.07g Tatiana N. Garmanova1, Ekaterina A. Kazachenko1, Nikolay N. Krylov1 1 FSAEI HE I.M. Sechenov First MSMU MOH Russia (Sechenov University)
8 Trubetskaya St., building 2, Moscow 119991, Russia 1 FSAEI HE I.M. Sechenov First MSMU MOH Russia (Sechenov University)
8 Trubetskaya St., building 2, Moscow 119991, Russia Corresponding author: Nikolay N. Krylov (nnkrylov01@yandex.ru) History of surgery: the evolution of views on the
formation of intestinal stoma Tatiana N. Garmanova1, Ekaterina A. Kazachenko1, Nikolay N. Krylov1 Second stage: fatalism replaced
by active tactics Until the early 18th century, in case of intestinal injury,
a wait and see tactic was used with respect to the natural
course of a pathological process. The first attempts of ac
tive intervention in the course of intestinal diseases and
injuries - the purposeful formation of an intestinal stoma
– relate to this period only. These attempts comprised
the pulling out and fixation of the edges of the opening
in the intestine on the anterior abdominal wall, which
facilitated the discharge of faecal matter. The ideas of
passionary physicians gradually came into fruition. More reliable is the account of the first attempt at su
turing an intestinal defect after injury and interrupting the
natural course of events, made in the late 15th century
by Hieronymus Brunschwygk (Loria 1948). Still, in the
16th century, the father of military medicine, Ambroise
Paré, kept with tradition and recommended to only stick
to the elimination of the present eventration without
colorrhaphy (Dunphy 1970, Paré 1951). Only Paracelsus
suggested creating an artificial path into the intestines af
ter observing the self-healing of intestinal stomas after
abdominal injury. In 1701, Jean Méry, a surgeon at the
Hôtel-Dieu hospital in Paris, probably for the first time in
the world, was forced to form an “anus contre nature” in
a female patient with a strangulated inguinal hernia. He
cut out the necrotised portion of the strangulated intes
tine, and a colic stoma was formed in the pubic region.i In France, in 1776, following his plan rather than re
lying on the long arm of coincidence, H. Pillore was able
to form the first ever colostomy. Until then, attempts had
been made to resolve the intestinal obstruction of his pa
tient by administering a large amount of laxatives and
mercury, which turned out to be ineffective. During digi
tal examination, Pillore detected stricture mimicking rec
tal cancer and created a cecostoma on the wine merchant,
Morel, by sewing the edge of the opening in the caecum
to the anterior abdominal wall. The patient died on the
28th day due to complications caused by taking a large
amount of mercury. The autopsy showed that the stoma
was tightly fixed to the skin (Dinnick 1934). First stage: realization of the
possibility of excretion of faeces Surgery evolved from a craft into medical science and
became an art after the emergence of anaesthesia (gen
eral and local), the emergence of topographic anatomy,
the emergence of ideas about asepsis and antiseptics, as
well as transfusion medicine. Until then, i.e., before the
second half of the 19th century and the early 20th century, In the early days of the advent of medical knowledge
and skills, people had to rely on folk medicine and pro
fessional healers. However, for a long time, diseases
and injuries of internal organs of the chest and abdo armanova, EA Kazachenko, NN Krylov. This is an open access article distributed under the terms of the Creative Commons Attribution License (CC BY 4.0) Garmanova TN, Kazachenko EA, Krylov NN: History of surgery: the evolution of views on the formation of intestinal stoma The names of the first few patients whose treatment
comprised the forced creation of an intestinal fistula are
known. The first among them was George Deppу, who
had sustained an abdominal wound during the Battle of
Ramilles on 23 May 1706, after which he had a colostomy
formed, which functioned for the remaining 14 years of
his life. In 1737, the Queen of Great Britain, Caroline of
Brandenburg-Ansbach, the wife of George II, had a spon
taneous intestinal stoma (“Royal stoma”) after rupturing
the membrane of strangulated umbilical hernia. Because
the strangulation led not only to obstruction, but bowel
gangrene as well, she died three days later. In 1750, Wil
liam Cheselden operated on 73-year old Margaret White
for strangulated umbilical hernia related to incoercible
vomiting and cut out 55 cm of the intestine, which was
fixed at the level of the hernial orifice. Despite the horri
ble hygiene conditions, she survived and for a long time
cared for the peristomal skin with a towel and a rag (Wu
2012, Cromar 1968 Kingsnorth 2006, Cheselden 1750). men remained terra incognita. In case of a penetrating
abdominal wound with the opening of a bowel lumen,
ancient physicians (Hippocrates, Celsus, Galen) could
only rely on the demarcation of the wound from the va
cant abdominal cavity and the natural formation of an
intestinal stoma (Graney and Graney 1980), which in
rare cases could close on its own. More often than not,
until the 19th century inclusively, most penetrating ab
dominal wounds were considered fatal (Adams 1983). First stage: realization of the
possibility of excretion of faeces Celsus is said to have tried to sew up abdominal wall
wounds, but usually witnessed a fatal outcome. He, there
fore, came to the idea that nothing could be done once the
small intestines are injured. However, if the large intes
tine was attached to the abdominal wall at the point of the
wound, the patient would survive. Furthermore, he noted
that constricted hernia sometimes formed its own outlet
through the intestinal stoma (Dinnick 1934). However, Caelius Aurelianus (the 2nd century B.C.)
cited Praxagoras (the 4th century B.C.) – the mentor of
Herophilos and the cousin of Hippocrates – who argued
that, in the absence of the effect of medical treatment
of intestinal obstruction, an abdominal incision had to
be made in the pubic region, the large intestine had to
be opened, its contents removed and the would sewn up
(Caelius Aurelianus… 1950, Wu 2012).i Second stage: fatalism replaced
by active tactics He sutured the edges of the intestinal wound to
the anterior abdominal wall and left the patient until full
recovery (Cataldo 1999, Larrey 1823).i colon through an incision in the lumbar region near
the edge of the lumbar quadrate muscle and the forma
tion of an artificial anus at that point was a question
able solution. However, it was easier to reach the large
intestine particularly at that point than in the pelvic
area (Callisen 1800). Abdominal gunshot wounds with intestinal injury
were associated with an unfavourable outcome. Hopes for
the spontaneous formation of a stoma or the Larrey oper
ation were still considered less feasible. L. J.-B. Baudens
performed probably the first laparotomy in the history
of surgery for a gunshot wound with suture of the in
testinal wound during the French conquest of Algeria in
1830. One of the two patients survived (Baudens 1836). Encouraged by this success, with increasing frequency,
the surgeon performed digital exploration of wounds
during the Crimean War (1853–1856). And upon detec
ting faeces and gases, he insisted on laparotomy under
anaesthesia, arguing that celiotomy would be used more
frequently in case of injury to internal organs of the abdo
men (Baudens 1858).i The first reference to special-purpose faecal collectors
was made in 1795. Through an operation, M. Daguesceau
formed an intestinal stoma in the pelvic area of a farmer
who had sustained injury with damage to the intestines. The farmer was subsequently fitted with a small leather
bag for collecting faeces, with which he lived until the
age of 81 (Daguesceau 1844). Almost nothing is known
about how other patients coped with the sanitation of the
stoma and peristomial area.i In the first half of the 19th century, the formation of
a colostomy during disease and not intestinal wounds,
gradually transformed from one-off interventions into
a category of operations familiar to a wider circle of
physicians. However, due to the risk of peritonitis, not
all surgeons were willing to perform it. In 1839, French
surgeon Jean Zùlema Amussat analysed 29 case studies
of the formation of a colostomy from 1776 (i.e., descrip
tions of the first cases of colostomy by H. Pillore), where
only four patients survived. In all cases, the operation was
performed using abdominal approach (Amussat 1839,
р. 204). Shaken by the death of his friend from obstruc
tive rectal cancer, J.Z. 1
Translated by N.N. Krylov.
2
Stages of J.Z. Amussat’s operation: https://commons.wikimedia.
org/wiki/File:Amassat%27s_lumber_colostomy,_stages_in_the_
operation._Wellcome_L0010081.jpg Second stage: fatalism replaced
by active tactics In 1710, French surgeon Alexis Littré for the first time
described the death of a six-day-old infant with an imper
forate anus as a result of rectal atresia and suggested the
formation of an intestinal stoma as a method of treating
this birth defect (Littre 1710). The idea was too revolu
tionary and it was only in 1757 that German anatomist
and surgeon, Lorenz Heister, returned to the idea of the
need and the possibility of creating an intestinal stoma
in the event intestinal injury or disease (Tebala 2015,
Heister 1743). He argued that, since the edge of the in
testinal wound can spontaneously fuse with the edge of
abdominal wall wound, this tip from nature had to be
utilised. Colleagues argued that the exteriorisation of the
intestines was extremely unpleasant for the patient. His
argument was that it was better to give up one of the con
veniences of life than life itself (Cataldo 1999). In 1783, A. Dubois unsuccessfully attempted to realise
Littré’s idea: his three-day old patient lived just 10 days
after the colostomy (Amussat 1839, р. 88). It was only
three years later, in 1793, when a newborn with proctatre
sia was successfully operated on for the first time. C. Duret
created a colostomy in the left iliac region of a four-day-
old infant, who went on to live with the colostomy for 45
years (until his death). Duret initially used this technique
on a deceased 15-year old patient, and then decided to use
the experience in clinical practice (Duret 1798). 112 History of Medicine, 2019, 6(2): 111–117 Double-barrel colostomy was formed for the first time
in 1797 by P. Fine in Geneva on a 63-year old woman
with an obstructive tumour of the rectosigmoid junc
tion. The patient lived for 3.5 months after the operation. During the autopsy, it turned out that the surgeon had cre
ated a transverse colostoma instead of an ileostomy as
intended (Amussat 1839, р. 109, 114). During the Battle
of Abukir in 1799, Dominique Larrey fixed the damaged
intestines that were lying freely in the abdominal cavi
ty of a soldier that had sustained an abdominal gunshot
wound. Second stage: fatalism replaced
by active tactics Amussat set out to find a way to
treat colorectal cancer: “I was well prepared to no longer
remain a passive spectator of death by obstruction of the
rectum...”1 (Magill 1895, р. 34). p
Individual and collective experience in this field was
gradually accumulated. Despite the risks, it became clear
that colostomy prolongs the life of patients with intesti
nal obstruction caused by colon cancer, with abnormal
development of the rectum, as well as with penetrating
abdominal wounds, at a time when the creation of an in
testinal anastomosis was not yet possible. In cases with
cancerous diseases, the formation of a stoma could cer
tainly not prolong the life of patients, since no radical
surgery was performed and the tumour was not removed
from the patient. At this stage of the development of med
icine, the formation of an intestinal fistula was a forced
measure in cases when non-surgery treatment was im
possible. Furthermore, there were no special techniques
for caring for the stoma and the risk of complications
was high due to the rudimentary equipment, as a result
of which surgeons themselves opted not to perform the
operation. Among physicians, attitude towards this tech
nique was rather negative. One would agree with S.S. Yudin’s opinion of the surgery of that time: “In those old
days, the determination of surgeons had to contend with
the inflexible will to live of the patients themselves” (Iu
din 1955, p. 16). In order to eliminate the risk of peritonitis, he elaborated
the idea of the extraperitoneal formation of a colostomy via
a transverse cut in the lumbar region.2 The change of ap
proach enabled to expand indications for the formation of a
stoma. Although, J.Z. Amussat did not put forward a meth
od of treating colorectal cancer, he considered the easing
of the suffering of patients with acute intestinal obstruction
(Amussat 1856) to be his main achievement. In England in 1841, independent of the French sur
geon’s work, J. Erichsen, based on previously published
data, articulated the expanded indications for the forma
tion of a colostomy: rectal atresia, treatment-resistant
constipation, colon obstruction and rectal cancer with
severe pain (Erichsen 1841). These indications in parti
cular were taken into account by T. Billroth, who opera Third stage: the search for the
optimal localization of intestinal
stoma (analysis of alternatives)
and expansion of indications for it Fourth stage: variety of kinds of
stomas, wide range of indications The first half of the 20th century is associated with the
rapid development of new areas of surgery, including
colorectal surgery. By that time, results (successes and
failures) of the use of the intestinal stoma had been ac
cumulated, which enabled to develop a new tactic. A non-radical analogue of this operation, but sim
pler in terms of technical execution, was the formation
of an end colostomy in 1884 by O. Madelung from
Rostock and M. Polloson from Lyon for treating rec
tal cancer. It was performed through laparotomy with
complete cut-off of the sigmoid colon loop, where the
afferent end was pulled into the wound onto the ante
rior abdominal wall, leaving the lumen open, and the
distal end was sewn tightly and sunk into the abdomi
nal cavity. The creation of such a colostomy marked a
new stage in the development of colon surgery, since
it enabled to avoid the creation of an intestinal anas
tomosis after its cutting. It also prevented contents of
the intestines from entering the distal segment directly
above tumour, and it could be a palliative alternative to
emergency surgery for an inextricable tumour (Made
lung 1884, Polloson 1884). The alternative radical operations for colon can
cer that had been developed required the formation
of a colostomy for temporary or permanent removal
of faeces in the postoperative period. The established
position was to perform as the first stage, in the most
severely stricken, debilitated patients, preliminary in
testinal decompression with a preventive (discharge)
stoma – cecostoma (according to G.F. Zeidler, 1897)
or transversosigmostomy (according to H. Schloffer,
1903). This enabled to plan and implement the two- or
three-stage tactic for treating tumorous intestinal ob
struction in the approaching 20th century. The second
stage comprised resection of the intestine carrying the
tumour, after which the safety intestinal fistula was re
moved at the third stage. The creation of a temporary
intestinal stoma prevented intestinal contents from en
tering the distal segment of the intestines during the
healing of the intestinal anastomosis sutures (Tebala
2015, Cataldo 1999). An alternative to single-barrel colostomy was pro
posed for the first time in 1885 by Russian surgeon
A. Kni from Moscow. He suggested that double-barrel
colostomy, which removes faeces, had to be performed,
since the spurs separating the two parts of the intestines
are enough to prevent faeces from entering the distal
efferent limb. Third stage: the search for the
optimal localization of intestinal
stoma (analysis of alternatives)
and expansion of indications for it In 1800, H. Callisen from Copenhagen insisted on the
need for translumbar approach when performing co
lostomy since he considered the transabdominal ap
proach dangerous due to the high risk of peritonitis. He explained that access to the caecum or descending 113 Garmanova TN, Kazachenko EA, Krylov NN: History of surgery: the evolution of views on the formation of intestinal stoma ted on N.A. Nekrasov on 12 April 1879 for progressive
rectal obstruction, caused by stricture mimicking cancer. Colostomy under chloroform anaesthesia (Belogolovy
1878) was conducted in the poet’s apartment (36 Liteyny
Prospect, Saint Petersburg) by retroperitoneal approach
as required by J.Z. Amussat. The use of such a rod enabled to create an artificial anus
which protrudes above the surface of the body, which
enabled complete discharge of the contents of the intes
tines and became the next stage in the evolution of the
quest for the most effective and safest intestinal stoma
(Allingham 1887).i The first ileostomy was formed nearly 150 years after
the first colostomy, in 1879, by German surgeon W.G. Baum. A patient with intestinal obstruction during
proximal colon cancer had an ileostomy formed as the
first stage of treatment. After 8 weeks, resection of the
ileocecal segment with ileocolostomy was performed. Unfortunately, the patient died on the 9th day after the
operation due to the failure of anastomosis sutures and
peritonitis (Cataldo 1999, Baum 1879). The general atmosphere in those days was vividly
described by German surgeon G. Wegner in 1876, who
stressed that, like himself, his contemporaries were
brought up in fear of God and peritonitis. This fear would
loom over surgeons, right until the advent of antibiotics. In 1879, obstructive resection of the colon with a tu
mour was performed for the first time in Austria: colonic
– T. Billroth, and sigmoid – Carl Gussenbauer, with su
ture of the peripheral end, its sinking into the abdominal
cavity and the pulling out of the proximal end onto the
abdominal wall in the form of an end colostomy. Due
to the absence of an entero-entero anastomosis and the
possible risk of failure of its suture, this way of ending
the operation enabled to drastically reduce postoperative
lethality (Billroth 1879, Magill 1895, Maydl 1888). Fourth stage: variety of kinds of
stomas, wide range of indications The widespread use of temporary intestinal stoma fa
cilitated the accumulation of data on the nature, sever
ity and frequency of complications which significantly
influence mortality rate. D. Patey (1951) and C. Butler
(1952) offered to perform abdominoperineal extirpa
tion of the rectum during cancerous diseases with the
formation of a skin-intestinal suture. The introduction
of this technology into practice and the extraperitoneal
location of the colostomy enabled to lower the risk of
such dangerous complications as prolapse and stenosis. In 1952, B. Brooke proposed pulling out the mucous
lining of the stump of the ileum and attaching it to the
anterior abdominal wall by suture, thereby reducing the
probability of the common dilatation of the stenosed
“column” of the ileum (Brooke 1952).fi i
Successes in the surgery of rectal and colon can
cer occurred concurrently with the improvement of
the technique of creating stomas. C.H. Mayo in 1904
(Mayo and Dixon 1928) and W.Е. Miles in 1908 (Miles
1908) explained the creation of a terminal colostomy
when completing abdominoperineal extirpation of the
rectum. It enabled to perform the operation as much
radically as possible, which in turn reduced the fre
quency of tumour recurrence and improved the long-
term outcome. Thus, colostomy gained its place in the
treatment of rectal cancer. J.P. Lockhart-Mummery in
1907 developed a technique for two-stage intermediate
resection of the rectum: a loop colostomy was created
10 days prior to the intermediate resection of the rec
tum (Lockhart-Mummery 1923).i Caring for the stoma was extremely difficult until the
1950s, when R. Turnbull introduced the concept of the
rehabilitation of stoma patients (Turnbull and Turnbull
1991). Various modifications of the creation of intesti
nal stomas were subsequently proposed, although from
the second half of the 20th century the basic concept of
their use did not change significantly. Technical inno
vations (particularly the now commonplace mechani
cal, staple, intestinal suture) enabled to standardise the
results of operations performed by surgeons worldwide,
reduce the risk of postoperative complications asso
ciated with both the presence of the stoma and the pos
sible failure of anastomosis sutures, which undoubtedly
considerably improved the overall results, length and
quality of life of patients. In 1921 H. Fourth stage: variety of kinds of
stomas, wide range of indications The surgeon tested his ideas during ex
periments on animals (Knie 1885). In 1888, K. Maydl
published the description of a new technique of form
ing a loop stoma in clinical practice. The intestine loop
was pulled out of the abdominal cavity and, through
the mesentery; a support rod was placed underneath
it. Even a goose quill was used emergency situations
(Maydl 1888). The idea was also used by H.W. Alling
ham in 1887. He described the formation of a colostomy
using a glass rod which was passed underneath a middle
intestine loop, which prevented its retraction into the
abdominal cavity until the edge of the intestines were
fused with the edge of the wound of the abdominal wall. The colostomy played the same role during J. Miku
licz’s multi-stage treatment of colon cancer. Not satis
fied with the results of single-step resection with forma
tion of a primary anastomosis, he described three-stage
treatment of colon cancer in 1903. The first stage com
prised pulling out part of the intestines with the tumour
and creating a colostomy from the proximal end. The
pulled loop with the tumour was cut out and the two
limbs of the intestines (proximal and distal) were sewn
together with the subsequent extended restoration of
the continuity of the intestines. J. Mikulicz published
material on 16 cases of this operation (one fatal case) in
1903 (Mikulicz 1903). 114 History of Medicine, 2019, 6(2): 111–117 widespread use of this technique. This turned out to be
critical in patients with pancolitis, the removal of which
required the life-long presence of an ileostomy. How
ever, after A. Parks proposed the creation of an ileal
pouch (“neorectum” from the ileum) with preservation
of the anal sphincter, ileostomy evolved into a category
of a temporary measure for removal of faeces (Parks et
al. 1980). With time, the relative advantages and shortcomings
of extraperitoneal resection with colostomy became
clear, since the main operation becomes shorter, the
likelihood of infectious complications is lower and the
probability of the patient recovering quickly is higher. He argued that all this outweighs the inconvenience of
a colostomy on the anterior abdominal cavity. The cre
ation of a preventive stoma enabled him to reduce the
frequency of lethal complications associated with sin
gle-step resection from 50% to 12.5% – based on the
results of the first 100 operations (Mikulicz 1937). Fourth stage: variety of kinds of
stomas, wide range of indications Hartmann proposed a modification of
the radical treatment of pelvic colon cancer, which in
cludes the resection of the rectosigmoid segment, tight
ly sewing the distal end, placing the rectal stump below
the pelvic peritoneum and creating a terminal colosto
my from the proximal end. This operation essentially
embodied the previous idea put forward by T. Billroth
and C. Gussenbauer, albeit in an area more difficult for
manoeuvre. This operation was proposed as an alter
native to abdominoperineal rectum resection. H. Hart
mann followed the concept of delayed formation of an
entero-entero anastomosis with elimination of the sto
ma. However, he admitted the extremely high technical
difficulty of restoring faecal flow. As a result, nearly a
hundred years from the description of the operation,
Hartmann allows for the formation of the continent co
lostomy, since later on up to 30–50% of patients do not
return to have the stoma closed (Hartmann 1931). Fifth stage: stoma surgery gives
rise to stoma therapy The creation of temporary or permanent intestinal sto
mas became a common operation in the 20th century. However, right up to the 1970–1980s, there were no
special tools for caring for stomas. In 1924, a proposal
was made to wash the colostomy, which was the only
way of looking after stomas. The attachable colosto
my bag was invented by Danish nurse Elise Sørensen
in 1954. Norma Gill, a patient with an ileostomy, who
had been operated on by American surgeon Turnbull
for ulcerative colitis, became the first professional in
providing care to stoma patients in 1958. The first de
vice for collecting intestinal contents with odour con
tainment was invented in the 1980s. Stoma patients
now had a choice between the standard procedure of The use of indications to ileostomy became wide
spread in the 20th century. Ileostomy could be tem
porary during aggravation of ulcerative colitis, and the
natural flow of the faecal stream was restored after the
onset of remission. The technique was proposed in 1913
by J.Y. Brown (Brown 1913). After the publication of
the work of C.C. Miller et al in 1949, with increasing
frequency surgeons resorted to total colproctectomy
with permanent ileostomy for radical treatment of se
vere ulcerative colitis (Miller et al. 1949). The lack or temporary bypass of the colon in such
patients normally led to complications (uncontrolled
dehydration, peristomal dermatitis), which hampered 115 Garmanova TN, Kazachenko EA, Krylov NN: History of surgery: the evolution of views on the formation of intestinal stoma in just 15–25% of rectal cancer patients that have un
dergone radical surgical treatment. washing the stoma or a tool for collecting intestinal
contents (Cataldo 1999). Therefore, the history of intestinal stoma surgery
spans more than one century. The recognition of the
possible benefits of creating an intestinal stoma came
to the medical community long before the practical
possibilities of its safe formation. At the same time, the
evolution of the attitude towards the intestinal stoma
has passed the stages of understanding the possibility of
creating an artificial anus, understanding the need and
expediency of such an intervention through the search
for optimal techniques and the type of the stoma itself. Its connotation as the final stage of treatment of var
ious coloproctological diseases was formed amid the
emergence of modern asepsis and antiseptics. References Adams DB (1983) Abdominal Gunshot Wounds in Warfare: A Historical
Review. Military Medicine 148 (1): 15–20. https://doi.org/10.1093/
milmed/148.1.15 Callisen H (1800) Chirurgia imperforationis ani. Systema Chirurgiae
Hodiernae in Usum Publicum Et Privatum Adornatum. Hafniae. P. 688–689. Cataldo P (1999) Intestinal stomas: 200 years of digging. Diseases of
the Colon and Rectum 42 (2):137–142. https://doi.org/10.1007/
BF02237118 Allingham HW (1887) Inguinal colotomy; its advantages over the lum
bar operation, with special reference to a method for preventing
fæces passing below the artificial anus. British Medical Journal 2:
874–878. Cheselden W (1750) The anatomy of the human body. Case report of
Margaret White. London. 324 p. Amussat JZ (1839) Mémoire sur la possibilité d’établir un anus artificiel
dans la région lombaire sans pénétrer dans le péritoine. Paris. Cromar CDL (1968) The evolution of colostomy. Diseases of the Colon
and Rectum 11 (6): 423–446. doi: 10.1007/BF02616774 Amussat JZ (1856) Memoires sur l’enterotomie du gros inestin. G. Baillière Paris. 484 p. Daguesceau M (1844) Artificial anus. The Medical Times and Ga
zette10: 446 р. Baudens LJ-B (1836) Clinique des plaies d’armes à feu. Paris: Jean-Bap
tiste Baillière. 610 p. Dinnick T (1934) The origins and evolution of colostomy. British journal
of Surgery 22: 142–154. Baudens LJ-B (1858) La Guerre de Crimée. Les campements, les bris,
les ambulances, les hôpitaux. Paris: Michel Lévy frères. 412 p. Baudens LJ-B (1858) La Guerre de Crimée. Les campements, les (
)
p
les ambulances, les hôpitaux. Paris: Michel Lévy frères. 412 p. Dunphy JE (1970) The cut gut. The American Journal of Surgery 119: 1–8. Baum WG (1879) Resection eines carcinomatosen Dickdarmstuckes. Centralblatt fur Chirugie 6: 169–176. Duret C (1798) Observation sur un enfant ne sans anus. Receuil Pério
dique 4: 45–50. Erichsen J (1841) On the formation of artificial anus in adults, for the
relief of retention of the faeces. London Medical Gazette 2: 223–227. Belogolovy NA (1878) Bolezn Nikolaya Alekseevicha Nekrasova [Dis
ease of Nikolai Alekseevich Nekrasov]. Otechestvennye zapiski 10:
314–340. (In Russ.) Graney MJ, Graney CM (1980) Colorectal surgery from the antiquity to
the modern era. 23: 432–441. Billroth T (1879) Anus praeternaturalis; Enteroteraraphie; Heilung. Arch. J. Klin. Chir. Berl. 18 (9): 582–585. Hartmann PH (1931) Chirurgie du rectum. Masson. 398 р. Brooke BN (1952) The management of an ileostomy including its com
plications. Lancet 2: 102–104. Heister L (1743) A general system of surgery in three parts. London: W. Innys, C. Davis, J. Clark, R. Fifth stage: stoma surgery gives
rise to stoma therapy And as
a result of improving the operational technique of the
main stage of the operation, the colo-(ileo-)stoma be
came only a temporary companion of a significant part
of patients. The improvement of care methods has led
to a significant improvement in the quality of life, even
in life-long stoma patients. Attempts were made to create an alternative to colosto
my bags by creating reservoirs and continent stomas. The
technique of creating a “containment” ileostomy was first
proposed by N. Kock in 1969 (Kock 1969). Numerous
attempts were subsequently made to create the so-called
continent stoma. However, most of the attempts were un
successful. New complications emerged and the degree of
containment left a lot to be desired. The proposed tech
niques did not grain widespread currency. In the early 21st century, with the emergence of
sphincter-saving operations, the need for intestinal
stomas dropped drastically; operations are increasing
ly performed with the primary creation of an intestinal
anastomosis. However, due to its “low” position, the
frequency of failure of its mechanical sutures is rela
tively high. Hence the creation of a preventive stoma
became the cornerstone of success in preventing this
complication. Thanks to the development of new treat
ment techniques, today a permanent stoma is necessary References International abstracts of surgery 87: 21–549. Polloson M (1884) Nouvelle méthode opératoire pour la cure radicale de
cancer du rectus. Lyon Medical 17: 28–31. Madelung О (1884) Über eine Modifikation der Colotomie wegen Car
cinoma recti. Centralblatt Chir 11: 68–69. Tebala GD (2015) History of colorectal surgery. A comprehensive his
torical review from the ancient Egyptians to the surgical robot. Inter
national Journal of Colorectal Disease 30 (6): 723–748. doi: 10.1007/
s00384-015-2152-7. Magill WS (1895) Resection of the Ileo-Caecal Coil of the Intestine;
Its Indications, Results, and Modus Operandi, with a Review of 102
reported Cases and two heretofore Unpublished. Annals of surgery
642–675. Turnbull RW, Turnbull GB (1991) The history and current status of para
medical support for the ostomy patient. Seminars in Colon and Rec
tal Surgery 2: 131–140. Maydl K (1888) Zur Technik der Kolotomie. Centralblatt Chir 24: 433–
439. Mayo CH, Dixon C (1928) New type of permanent colostomy. Annals of
Surgery 87 (5): 711–717. Wu JS (2012) Intestinal Stomas. Hitorical Owervier. Atlas of Intestinal
Stomas. Ed. V.W. Fazio, J.M. Church, J.S. Wu. Springer. P. 1–38. References Manby & J. Whiston. 338 p. Access mode:
https://archive.org/details/generalsystemofs1743heis/ Brown JY (1913) The value of complete physiological rest of the large
bowel in the treatment of certain ulcerative and obstructive lesions of
this organ. Surgery, gynecology and obstetrics 16: 610–613. Iudin SS (1955) Etyudy zheludochnoy khirurgii [Etudes of Gastric Sur
gery]. Moscow: Medgiz. (In Russ.) this organ. Surgery, gynecology and obstetrics 16: 610–613. Kingsnorth AN (2006) Hernia Management. Fundamentals of Surgical
Practice. Ed. A.N. Kingsnorth and A.A. Majid. Cambridge University
Press. 265 p. Kingsnorth AN (2006) Hernia Management. Fundamentals of Su Caelius Aurelianus. On acute diseases and on chronic diseases (1950). Edited and translated by Drabkin I.E. Chicago: The University of
Chicago Press. P. 403. 116 History of Medicine, 2019, 6(2): 111–117 Knie A (1885) Zur Technik der Kolotomie. Centralblatt Chir 25: 433–
436. Mikulicz von J (1903) Chirurgische Erfahrungen über das Darmcarci
nom. Arch klin Chir 69: 28–47. Mikulicz von J (1903) Chirurgische Erfahrungen über das Darmcarci
nom. Arch klin Chir 69: 28–47. Kock NG (1969) Intra-abdominal “reservoir” in patients with permanent
ileostomy. Preliminary observations on a procedure resulting in fecal
“continence” in five ileostomy patients. The Archives of Surgery 99
(2): 223–231. Mikulicz von J (1937) Surgical experiences with intestinal carcinoma. Medical Classics 2: 210–229. Miles WE (1908) A method of performing abdomino-perineal excision
for carcinoma of the rectum and of the terminal portion of the pelvic
colon. Lancet 2: 1812–1813. Larrey DJ (1823) Surgical Essays. Sonic observations on wounds of the
intestines. Translated from French by John Revere. Baltimore: N. G. Maxwell. 335 p. Miller CC, McGardner C, Ripstein GB (1949) Primary resection of the colon
in ulcerative colitis. Canadian Medical Association Journal 60: 584–585. Littre A (1710) Diverses observations anatomiques. Histoire de l’Acadé
mie Royale de Science. Paris. P. 36–37. Paré A (1951) The apologie and treatise of Ambroise Paré, containing
the voyages made into divers places with many of his writings upon Lockhart-Mummery JP (1923) Diseases of the rectum and colon and
their surgical treatment. London: Baillière Tindall & Cox. 872 р. surgery. Ed. G. Keynes. London: Falcon Educational Books. 206 р. Parks AG, Nicholls RJ, Belliveau P (1980) Proctocolectomy with ileal res
ervoir and anal anastomosis. British Journal of Surgery 67: 533–538. Loria FL (1948) Historical aspects of penetrating wounds of the Loria FL (1948) Historical aspects of penetrating wounds of the abdo
men. International abstracts of surgery 87: 21–549.i men. About the authors Tatiana Nikolaevna Garmanova – Candidate of Medical Sciences, Docent at the Department of Surgery, Faculty of
Medicine and Prevention, FSAEI HE I.M. Sechenov First MSMU MOH Russia (Sechenov University), Moscow. Email: tatianagarmanova@gmail.com Ekaterina Aleksandrovna Kazachenko – 4th-year student at the Medical faculty, FSAEI HE I.M. Sechenov First MSMU
MOH Russia (Sechenov University), Moscow. Email: ekaterina.k.97@mail.ru Ekaterina Aleksandrovna Kazachenko – 4th-year student at the Medical faculty, FSAEI HE I.M. Sechenov F
(
h
)
l
k
k
l Aleksandrovna Kazachenko – 4th-year student at the Medical faculty, FSAEI HE I.M. Sechenov First MSMU
ussia (Sechenov University), Moscow. Email: ekaterina.k.97@mail.ru Ekaterina Aleksandrovna Kazachenko
4th year student at the Medical faculty, FSAEI HE I.M. Sechenov F
MOH Russia (Sechenov University), Moscow. Email: ekaterina.k.97@mail.ru Nikolay Nikolaevich Krylov – Doctor of Medical Sciences, Professor at the Department of Human Studies, Insti
tute of Social Science, FSAEI HE I.M. Sechenov First MSMU MOH Russia (Sechenov University), Moscow. Email: nnkrylov01@yandex.ru 117 117
|
https://openalex.org/W4312287883
|
https://www.mongoliajol.info/index.php/JIS/article/download/2402/2599
|
Mongolian
| null |
“Монголын тухай БХК(б)Н-ын баримт бичигт” (1920-1932) архивын баримт бичгийн эмхэтгэлийн тухай
|
Olon uls sudlal
| 2,002
|
cc-by
| 964
|
НОМЫНШҮҮМЖ НОМЫНШҮҮМЖ НОМЫНШҮҮМЖ 157 ,О.Батсайхан - ОУСХ-ийн эрдэм шинжилгээний тэргүүлэх ажилтан, доктор(Зс.О),
профессор «Монголын тухай БХК(б)Н-ын баримт бичигг»
(1920 一 1932) архивын баримт бичгийн эмхтгэлийн тухай О.Батсайхан Ардчилал шинэчлэлийн үрээр ОХУ - аас урьд хаалттай байсан
архивын фондуудыг, ялангуяа БХК(б)Н-ын Төв Хорооны Улс төрийн
Товчооны маш нууцын онцгой зэрэглэл бүхий тэмдэгтэй «тусгай хавтаст»
баримтуудыг нээлттэй болгосны ачаар түүхийн үнэн бодит мэдээлэл,
сурвалж агуулсан баримт бичгүүдийг судлаачид судлан илрүүлж,
улмаар өргөн олон түмний хүртээл болгох сайхан боломж нээгдсэн
билээ, 1992 онд байгуулагдсан Архивын салбарт хамтран ажиллах
Монгол - Оросын Засгийн газар хоорондын хамтарсан комиссын ажлын
хүрээнд доктор С.Дамдинсүрэн, доктор Шепелев В.Н, нарын хоёр
улсын судлаачид сүүлийн жилүүдэд Оросын төрийн нийгэм улс төрийн
түүхийн архив (РГАСПИ - Российский государственный архив
соииально-политической истории) 一 ын фондуудад хайлт судалгаа
хийж, ОК(б)Н, БХК(б)Н -аас Монголын талаар явуулж байсан бодлого,
үйл ажидлагаанд холбогдох 1920 - 1952 оны үеийн олон мянган
хуудас баримт бичгийг олж ирүүлсэн юм. Үүний үр дүнл «Монголын
тухай БХК(б)Н-ын баримт бичигт» гэсэн архивын эх сурвгшж баримт
бичгийн эмхтгэлийн 1 дүгээр ботийг (1920-1932) 2002 онд, 2 дугаар
ботийг (1933-1952) 2003 онд тус тус хэвлэн нийтлэх, дараагийн он
жилүүдайн өөрөөр хэлбэл 1953-1991 оны баримт бичгүүдайг нээлтгэй
болгохын хэрээр судлаж илрүүлж үргэлжлүүдэн боть болгож дэс
дараатайгаар хэвлүүлэхээр төлөвлөсөн болно. Энэ 2002 онд хэвлэгдэн гарч буй дээрх баримт бичгийн
эмхтгэлийн нэгдүгээр боть болбоос Монголын түүхийн нэгэн онцлог үе
болох 1920 онд Монгол Ардын Намын төлөөлөгчид ОК(б)Н-ын Төв
Хорооны Сибирийн Товчоотой холбоо тогтоосон үеэс 1932 онд
БХК(б)Н-ын Төв Хорооны Улс Төрийн Товчооны Монголын комиссыг
байгуулж Монголд явуулах бодлогыг үндсээр нь өөрчилж «Шинэ
эргэлтийн бодлого» хэмээхийг хэрэгжүүлж эхэлсэн үеийг хамарч байна. - Энэхүү эмхтгэлд ОК(б)Н - БХК(б)Н-ын Төв Хорооны Улс
Төрийн Товчоо, Зохион байгуулах Товчоо, Нарийн бичгийн дарга
нарын газар зэрэг дээд удирдлагын түвшинд болон ОК(б)Н-ын ,О.Батсайхан - ОУСХ-ийн эрдэм шинжилгээний тэргүүлэх ажилтан, доктор(Зс.О),
профессор тсайхан - ОУСХ-ийн эрдэм шинжилгээний тэргүүлэх ажилтан, доктор(Зс.О),
ссор 158 OnOHWICCWLWI Сибирийн Товчоо, Алс Дорнодын Товчоо зэрэг бүс нутгийн
байгууллагуу/1ын хүрээнд Монголын талаар гаргаж байсан тоггоол,
шийдвэр, протокол, тэмдэглэл, удирдамж, зөвдөмжү\щ5 ЗСБНХУ-ын
Ардын комиссариатын Зөвлөлиин зарим чухал шийдвэр, хоёр орны
удирдагчид, төлөөлөгчдийн янз бүрийн түвшний уулзалт ярианы
тэмдэглэл, харилцсан захидал, бичиг цахилгаанууд зэрэг урьд өмнө
нийтлэгдээгүй үлэмж хэмжээний чухал баримт, эх сурвалжууд орсон
байна. Эмхтгэлийн хэвлэгдэн буи нэгдүгээр ботид нийт 191 баримтыг
сонгон оруулсаны дөч шахам хувь нь ОК(б)Н -ын Төв Хорооны Улс
Төрийн Товчооны «тусгай хавтаст» багтсан шийдвэрүүд байна. «Монголын тухай БХК(б)Н-ын баримт бичигг»
(1920 一 1932) архивын баримт бичгийн эмхтгэлийн тухай - үү
ОК(б)Н - БХК(б)Н-ын Төв Хорооны Улс Төрийн Товчоо, Зохион
байгуулах Товчоо, Нарийн бичгийн дарга нарын газрын хура/шаанаас
ЗХУ болон Монгол улсын цэрэг, yzic төр, эдийн засаг, гадаад
харилиааны төдийгуи Монго/ш ажиллуулах боловсон хүчний асуудал,
Монголын удирдлагын бүрэттдхүүн, уил ажиллагааны тухай асуудлыг
ч авч хэлэлцэж, тодорхой шийдвэр гарган хэрэгжүүлж байсаныг
эмхтгэ/щ орсон баримтуудаас харж болно. Монголын талаар Коминтерний бодлогыг боловсруулах,
Монгол дахь Коминтерний төлөөлөгчдийн ажиллагааг чиглүүлэн
үнэлэлт дүгнэлт өгч, залж, жолоодож байсан тухай ЗСБНХУ-ын дээд
уиирдагчдын шийдвэрүүд эл эмхтгэ/щ тодорхой байр зззлж байна. Эмхтгэ/тд Коминтерн болон ГХАК-ын шугамаар Монготщ ажитшах чухал
боловчон хүчнийг ОК(б)Н-ын Төв Хорооны Зохион байгуулах Товчоо,
Нарийн бичгийн дарга нарын газар, Улс Төрийн Товчоогоор хэрхэн
шалгаруулан томилж ажлын удирдамжийг хянан боловсруулж байсан
тухай баримт бичгүүд, мөн Улс Төрийн Товчоо Коминтерний Гүйцэтгэх
Хороогоор зуучлуулалгүй Монголын амьдралын чухал асуудлуудыг
шууд шийдвэрлэж байсаныг харуулсан эх сурвалж бичгүүд орсон байна. Монголын ард түмний үндэсний эрх чөлөө, тусгаар тогтнолын
төлөө тэмцэл, үндэсний ардаилсан хувьсгал, Монгол улсын дотоодын
хийгээд олон улсын амьдралд тулгарч байсан чухал зангилаа
асуухшуудын талаарх Зөвлөлтийн нам, төрийн дээд удир/шагын байр
суурь, бодлогыг тусгасан баримт бичгуүдийг багтаасан нь эл эмхтгэлийн
бас нэгэн онцлог болжээ. Монголчуудын үндэсний нэгдлийн тухай түухэн ёсоор
дэвшигдэж, Монгол үндэстний х^ваагдмал байдлыг гэтлэн давах гэсэн
зүй ёсны сонирхлыг илэрхийлсэн үзэл санааг бусад улс үндэстний эсрэг
хандсан харгис үзэл мэтээр зэмлэн бурууггах, түүнд панмонголизм гэсэн
нэр зүүж, үзэл суртал, улс төрийн хэт туйлширсан утга өгч хэрхэн
гажуудуулах болсоныг харуулсан эх сурвалж бичгүүд цөөнгүй орсон
нь баримт бичгийн эмхтгэлийн үнэ цэнийг улам өргөж байна. НОМЫНШҮҮМЖ НОМЫНШҮҮМЖ 159 Тус архивын баримт бичгийн эмхтгэлд томоохон байр эзэлж
байгаа нэг гол чиглэл бол Монгол улсын эдийн засгийн амьдралыг
төлөвшүүлэх, түүний дотор Монгол улсын банк санхүүгийн системийг
шинээр үүсгэн байгуулахад онцгой анхаарал тавьж байсан тухай ба
Зөвлөлт Монголын худалдаа эдийн эдийн засгийн харилцааг хөгжүүлэх
чигдэлээр БХК(б)Н-ын Төв Хорооны болон ЗСБНХУ-ын АКнЗ-ийн
гаргаж байсан тогтоол шийдвэрүүд юм. Иэрэг, батлан хамгаалах асуудал, эрүүл мэнд, боловсрол, соёл
шинжлэх ухааны асуудлаар БХК(б)Н-ын Төв Хороо, удирдах төв
байгууллагууд их анхаарал тавьж, тогтоол шийдвэр гаргаж байсан
тухай баримтууд тусдаа бие даасан эмхтгэл болгохоор бэлтгэж байгаа
тул энэ талын баримт бичгүудийг оруулаагүй болно. БХК(б)Н Монголын талаарх бүх талыг хамарсан бодлого
хэрэгжүүлэхдээ Монголд ажиллах ЗСБНХУ^ын бүрэн эрхт төлөөлөгч,
КИГХ-ны төлөөлөгч, худалдааны төлөөлөгч, Монгол банкны ерөнхий
хорооны дарга, төрөл бүрийн комисс, экспедицид ажиллаж байсан
хумүүсийн бүрэлдхүүнийг хэрхэн хянан бата/тж байсан тухай тэдгээрийн
ажлын удирдамж, заавар, тайлан зэрэг баримтууд мөн Монголын
өөрийнх нь боловсон хүчнийг бэлтгэхэд анхаарал тавьж байсныг
харуулсан баримт бичгүүд эмхтгэлд тодорхой байр эзэлсэн байна. Энэхүү эмхтгэлд орж буй баримт бичгүүд бүхэ/шээ БХК(б)Н,
Зөвлөлт төрөөс Монголын талаар явуулсан бодлого, үйл ажиллагаа,
хоёр улсын хооронд тогтсон онцгой хэв маягийн харилцааны тухай
урьд да/щ хаалттай байсан арвин баялаг мэдээллийн санг нээн өгч
судлаач, сэхээтэн, оюутан, уншигч, өргөн олон түмний хүртээл болгож,
хоёр улсын харилцааны түүхэн үнэнийг сэргээх, бидний танин мэдэхүйг
уламжлал болсон өрөөсгөл ойлголт, элдэв гажуудлаас чөлөөлөх
төдийгүй Монгол, Оросын найрсаг харилцаа, хоёр ард түмний өнөөгийн
зорьж буй ардчилал, зах зээл, хүмүүнлэгийн харилцааны хөгжилд
сургамж болох утгаараа үнэлж баршгүи ач холбогдолтой болжээ. Энэ ботид Зөвлөлт Орос улсаас Монголын талаар хийгээд
Дорнодахинд явуулж баисан бодлого, Монгол Зөвлө/гг Ороснн хооронд
тогтсон өвөрмөц харилцааны зарим асуудлуудыг тусгасан олон тооны
барим бичгүүд анх удаа орж байна. Энэ ботид хамаарсан баримт бичгүүдийг судлаач түүх сонирхогч
хэн бүхэнд үзэж таницдах боломж нээснээрээ юуны өмнө 1920 иод оны
үеийн Зөвлөлт Орос улсаас Ази дахин, улмаар дэлхий дахинд явуулж
байсаны бодаогыг улам тодруулах боломж өгөхийн зэрэшээ Монгол
улсын түүх бодит байдлаар бичигдэх нөхцөл бурдэх юм.
|
https://openalex.org/W3000317114
|
https://findresearcher.sdu.dk/ws/files/159589959/s12955_019_1264_0.pdf
|
English
| null |
Psychometric properties of the Danish Hospital Anxiety and Depression Scale in patients with cardiac disease: results from the DenHeart survey
|
Health and quality of life outcomes
| 2,020
|
cc-by
| 10,109
|
Citation for pulished version (APA):
Christensen, A. V., Dixon, J. K., Juel, K., Ekholm, O., Rasmussen, T. B., Borregaard, B., Mols, R. E., Thrysøe,
L., Thorup, C. B., & Berg, S. K. (2020). Psychometric properties of the Danish Hospital Anxiety and Depression
Scale in patients with cardiac disease: results from the DenHeart survey. Health and Quality of Life Outcomes,
18, Article 9. https://doi.org/10.1186/s12955-019-1264-0 Download date: 24. Oct. 2024 Open Access Open Access Psychometric properties of the Danish
Hospital Anxiety and Depression Scale in
patients with cardiac disease: results from
the DenHeart survey Anne Vinggaard Christensen1*
, Jane K. Dixon2, Knud Juel3, Ola Ekholm3, Trine Bernholdt Rasmussen4,
Britt Borregaard5, Rikke Elmose Mols6, Lars Thrysøe7, Charlotte Brun Thorup8 and Selina Kikkenborg Berg1,3,9 Abstract Background: Anxiety and depression symptoms are common among cardiac patients. The Hospital Anxiety and
Depression Scale (HADS) is frequently used to measure symptoms of anxiety and depression; however, no study on
the validity and reliability of the scale in Danish cardiac patients has been done. The aim, therefore, was to evaluate
the psychometric properties of HADS in a large sample of Danish patients with the four most common cardiac
diagnoses: ischemic heart disease, arrhythmias, heart failure and heart valve disease. Methods: The DenHeart study was designed as a national cross-sectional survey including the HADS, SF-12 and
HeartQoL and combined with data from national registers. Psychometric evaluation included analyses of floor and
ceiling effects, structural validity using both exploratory and confirmatory factor analysis and hypotheses testing of
convergent and divergent validity by relating the HADS scores to the SF-12 and HeartQoL. Internal consistency
reliability was evaluated by Cronbach’s alpha, and differential item functioning by gender was examined using
ordinal logistic regression. Results: A total of 12,806 patients (response rate 51%) answered the HADS. Exploratory factor analysis supported
the original two-factor structure of the HADS, while confirmatory factor analysis supported a three-factor structure
consisting of the original depression subscale and two anxiety subscales as suggested in a previous study. There
were floor effects on all items and ceiling effect on item 8. The hypotheses regarding convergent validity were
confirmed but those regarding divergent validity for HADS-D were not. Internal consistency was good with a
Cronbach’s alpha of 0.87 for HADS-A and 0.82 for HADS-D. There were no indications of noticeable differential item
functioning by gender for any items. Conclusions: The present study supported the evidence of convergent validity and high internal consistency for
both HADS outcomes in a large sample of Danish patients with cardiac disease. There are, however, conflicting
results regarding the factor structure of the scale consistent with previous research. Trial registration: ClinicalTrials.gov: NCT01926145. Trial registration: ClinicalTrials.gov: NCT01926145. Keywords: Hospital anxiety and depression scale, Psychometric evaluation, Cardiac patients, Validity, Reliability * Correspondence: anne.vinggaard.christensen@regionh.dk * Correspondence: anne.vinggaard.christensen@regionh.dk p
gg
@ g
1Department of Cardiology, Rigshospitalet, Copenhagen University Hospital
Blegdamsvej 9, 2100 Copenhagen, Denmark
Full list of author information is available at the end of the article p
gg
g
1Department of Cardiology, Rigshospitalet, Copenhagen University Hospital,
Blegdamsvej 9, 2100 Copenhagen, Denmark
Full list of author information is available at the end of the article University of Southern Denmark Citation for pulished version (APA):
Christensen, A. V., Dixon, J. K., Juel, K., Ekholm, O., Rasmussen, T. B., Borregaard, B., Mols, R. E., Thrysøe,
L., Thorup, C. B., & Berg, S. K. (2020). Psychometric properties of the Danish Hospital Anxiety and Depression
Scale in patients with cardiac disease: results from the DenHeart survey. Health and Quality of Life Outcomes,
18, Article 9. https://doi.org/10.1186/s12955-019-1264-0 Go to publication entry in University of Southern Denmark's Research Portal Terms of use
This work is brought to you by the University of Southern Denmark. Unless otherwise specified it has been shared according to the terms for self-archiving. If no other license is stated, these terms apply: g
y
y
y
Unless otherwise specified it has been shared according to the terms for self-archiving. If no other license is stated, these terms apply: • You may download this work for personal use only • You may download this work for personal use only. Y
t f
th
di t ib t
th
t
i l
it f y
y p
g
• You may freely distribute the URL identifying this open access version If you believe that this document breaches copyright please contact us providing details and we will investigate your claim. Please direct all enquiries to puresupport@bib.sdu.dk If you believe that this document breaches copyright please contact us providing details and we will investigate your claim. Please direct all enquiries to puresupport@bib.sdu.dk (2020) 18:9 Christensen et al. Health and Quality of Life Outcomes (2020) 18:9
https://doi.org/10.1186/s12955-019-1264-0 Christensen et al. Health and Quality of Life Outcomes
https://doi.org/10.1186/s12955-019-1264-0 Data collection and sample Data was collected as part of the DenHeart study. The
design and methods have been described in the pre-
published protocol [25]. The DenHeart study was de-
signed as a national cross-sectional survey combined
with data from national registers at baseline and one
year follow-up. Over a period of one year (April 2013–
April 2014) all patients discharged or transferred from
one of five national heart centers were asked to fill out a
questionnaire at hospital discharge. Excluded were pa-
tients under the age of 18, patients without a Danish
civil registration number, patients who did not under-
stand Danish and patients who were unconscious when
transferred from a heart center. The Hospital Anxiety and Depression Scale (HADS)
was developed for patients with somatic illness admitted
to the hospital [5] and is often used as a self-rating scale
to screen for anxiety and depression symptoms across a
wide range of patient and general populations. The scale
includes two subscales, HADS-A and HADS-D measur-
ing anxiety and depression symptoms, respectively. The
scale is focused on the psychic symptoms of mood disor-
ders, leaving out physical symptoms that can be con-
fused with physical illness [5]. This is an advantage in
cardiac populations where symptoms such as palpita-
tions or dizziness might be related to the underlying
cardiac disease and not a potential mood disorder. Based on their discharge diagnosis from the Danish
National Patient Register [26], patients were divided into
diagnostic sub-groups [2]. Included in the current ana-
lyses are patients with ischemic heart disease, arrhyth-
mias, heart failure and heart valve diseases. Furthermore, co-morbidity characteristics were col-
lected from the Danish National Patient Register [26]. The Tu co-morbidity index was calculated including
congestive heart failure, cardiogenic shock, arrhythmia,
pulmonary oedema, malignancy, diabetes, cerebrovascu-
lar disease, acute/chronic renal failure and chronic ob-
structive pulmonary disease – all calculated ten years
back [27]. HADS has been extensively tested for validity and
reliability in English and other language versions, with
satisfactory results across different patient populations,
e.g. cardiac disease, cancer, psychological illness and in
general populations [6–8]. Looking at previous valid-
ation studies of HADS in cardiac populations, however,
there are differing results regarding the factor structure
of the scale, Table 1. Background most common cardiac diagnoses: ischemic heart disease,
arrhythmias, heart failure and heart valve diseases. Anxiety and depression symptoms are common among
cardiac patients with prevalence rates of up to 30 and
20%, respectively, at hospital discharge and up to three
months after hospitalization. This reflects the possible
severity of the physical illness on other aspects of health
[1, 2]. Previous studies have shown that anxiety and
depression symptoms can predict future morbidity and
mortality among cardiac patients [3, 4] underlining the
importance of identifying these symptoms in order to
initiate interventions to reduce them. A prerequisite for
this
is
having
a
valid
instrument
to
identify
the
symptoms. © The Author(s). 2020 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0
International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and
reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to
the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver
(http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. Christensen et al. Health and Quality of Life Outcomes (2020) 18:9 Page 2 of 13 Page 2 of 13 Christensen et al. Health and Quality of Life Outcomes (2020) 18:9 Data collection and sample The originally proposed two-factor
structure is confirmed in six studies [9–14], but eight
studies find different versions of a three-factor structure
to have the best fit depending on the analytic method
used [12, 13, 15–20]. By contrast, one study finds a one-
factor structure to have the best fit [21]. Information
on
demographic
characteristics
were
collected from the Civil Registration System [28] and the
Danish Education Register [29]. The HADS questionnaire The HADS is a 14 item questionnaire originally devel-
oped to measure anxiety and depression symptoms in
patients with somatic disease [5]. The instrument offers
two subscales, HADS-A and HADS-D, each consisting
of seven items and measuring anxiety and depression
symptoms, respectively. HADS-A is focused on symp-
toms relating to generalized anxiety and HADS-D on
symptoms relating to anhedonia, a central aspect of
depression [30]. Each item is scored on a scale of 0–3
with each subscale score ranging from 0 to 21. Eight
items are reverse scored with higher scores indicating a
better response. These are reversed when summing the
two subscales. The recommended cut-off values are 8–
10 for possible presence of a mood disorder and ≥11
for probable presence of a mood disorder [5]. It has
previously been found that among cardiac patients the
minimal clinically important difference on the HADS is
1.7 points [31]. Differential item functioning (DIF) is a form of meas-
urement error at item level by which patients from dif-
ferent groups with the same level of a construct being
measured do not have the same scores. The presence of
DIF by gender has been examined for HADS, but the
results are not consistent [22–24]. HADS has been translated into Danish and is fre-
quently used in clinical research but the psychometric
properties of the Danish version have not been evalu-
ated. Even though the scale has been found to be valid
and reliable in previous studies, this is no assurance of
equivalent validity when used in a different language,
culture or context. Therefore, the aim of the current
study was to evaluate the psychometric properties of the
Danish HADS in a large population of patients with the Christensen et al. Health and Quality of Life Outcomes (2020) 18:9
Page 3 of 13 Christensen et al. Health and Quality of Life Outcomes (2020) 18:9 Page 3 of 13 Table 1 Previous validations of HADS in patients with cardiac disease
Cronbach’s alpha
Reference
Language
Population
Analytic
methods
Number
of factors
Sub scale content
HADS-A
HADS-D
Correlation
between
sub scales
Ayis et al. 2018 [9]
English
Stroke (n = 1443)
ML
PCA
CFA
(and IRT)
2
Anxiety:
1,3,5,7,9,11,13
Depression: 2,4,6,8,10,12,14
Kaur et al. The HADS questionnaire 2015 [15]
Malaysian
Coronary artery
disease (n = 189)
PCA
CFA
3
Anxiety:
1,3,5,7,9,11,13
Anhedonia:
2,4,6,14
Psychomotor retardation: 8,
10,12
0.89
0.69
Anhedonia: 0.70
Psychomotor
retardation: 0.51
Anhedonia –
psychomotor
retardation:
0.35
Anhedonia –
anxiety:
0.47
Psychomotor
retardation –
anxiety:
0.39
De Smedt
et al. 2013 [10]
22
European
countries
CABG, PCI, AMI,
myocardial
ischemia
(n = 8745)
CFA
2
Anxiety: 1,3,5,7,9,11,13
Depression: 2,4,6,8,10,12,14
0.82
0.74
0.60
Cosco et al. 2012 [21]
English
Cardiovascular
disease (n = 893)
MSA
1
1,2,3,4,5,6,7,9,10,11,12,13
Emons et al. 2012 [16]
Dutch
Cardiac patients
(n = 534)
MSA
EFA CFA
3
Anxiety: 1,3,5,9,13
Depression: 2,4,6,8,10,12
Restlessness: 7,11,14
Depression –
restlessness:
0.62
Restlessness
– anxiety:
0.68
Depression
– anxiety:
0.66
Kendel et al. 2010 [22]
German
CABG
(n = 1271)
Rasch
(HADS-D
only)
Depression: 2,4,6,12
Hunt-Shanks
et al. 2010 [17]
English
Cardiac patients
(n = 801)
CFA
3
Negative affect: 1,5,7,11
Autonomic anxiety: 3,9,13
Depression: 2,4,6,8,10,12,14
Martin et al. 2008 [18]
German
Chinese
English
Coronary heart
disease
(n = 1793)
MGCFA
3
Antonomic anxiety:
3,9,13 Negative affectivity: 1,
5,7,11Anhedonic depression:
2,4,6,8,10,12,14
Pais-Ribeiro
et al. 2007 [11]
Portuguese Mixed patients
incl. Coronary
heart disease
(n = 1322)
EFA
CFA
2
Anxiety:
1,3,5,7,9,11,13
Depression: 2,4,6,8,10,12,14
0.76
0.81
0.58
Wang et al. 2006 [12]
Chinese
Coronary heart
disease (n = 154)
CFA
2 or 3
2: Anxiety: 1,3,5,9,11
Depression: 2,4,6,7,8,10,12,14
3: Antonomic anxiety:
3,9,13
Negative affectivity: 1,5,7,11
Anhedonic depression: 2,4,6,
8,10,12,14
Barth and
Martin 2005 [13]
German
Coronary heart
disease (n = 1320)
EFA
CFA
EFA: 2
CFA: 3
EFA:
Anxiety:
1 3 5 7 9 11 13
0.82
(between
HADS A
d Table 1 Previous validations of HADS in patients with cardiac disease Ayis et al. 2018 [9]
English
Stroke (n = 1443)
ML
PCA
CFA
(and IRT)
2
Anxiety:
1,3,5,7,9,11,13
Depression: 2,4,6,8,10,12,14
Kaur et al. 2015 [15]
Malaysian
Coronary artery
disease (n = 189)
PCA
CFA
3
Anxiety:
1,3,5,7,9,11,13
Anhedonia:
2,4,6,14
Psychomotor retardation: 8,
10,12
0.89
0.69
Anhedonia: 0.70
Psychomotor
retardation: 0.51
Anhedonia –
psychomotor
retardation:
0.35
Anhedonia –
anxiety:
0.47
Psychomotor
retardation –
anxiety:
0.39
De Smedt
et al. 2013 [10]
22
European
countries
CABG, PCI, AMI,
myocardial
ischemia
(n = 8745)
CFA
2
Anxiety: 1,3,5,7,9,11,13
Depression: 2,4,6,8,10,12,14
0.82
0.74
0.60
Cosco et al. 2012 [21]
English
Cardiovascular
disease (n = 893)
MSA
1
1,2,3,4,5,6,7,9,10,11,12,13
Emons et al. The HADS questionnaire 2012 [16]
Dutch
Cardiac patients
(n = 534)
MSA
EFA CFA
3
Anxiety: 1,3,5,9,13
Depression: 2,4,6,8,10,12
Restlessness: 7,11,14
Depression –
restlessness:
0.62
Restlessness
– anxiety:
0.68
Depression
– anxiety:
0.66
Kendel et al. 2010 [22]
German
CABG
(n = 1271)
Rasch
(HADS-D
only)
Depression: 2,4,6,12
Hunt-Shanks
et al. 2010 [17]
English
Cardiac patients
(n = 801)
CFA
3
Negative affect: 1,5,7,11
Autonomic anxiety: 3,9,13
Depression: 2,4,6,8,10,12,14
Martin et al. German
Coronary heart
MGCFA
3
Antonomic anxiety: 0.39
De Smedt
et al. 2013 [10]
22
European
countries
CABG, PCI, AMI,
myocardial
ischemia
(n = 8745)
CFA
2
Anxiety: 1,3,5,7,9,11,13
Depression: 2,4,6,8,10,12,14
0.82
0.74
0.60
Cosco et al. 2012 [21]
English
Cardiovascular
disease (n = 893)
MSA
1
1,2,3,4,5,6,7,9,10,11,12,13
Emons et al. 2012 [16]
Dutch
Cardiac patients
(n = 534)
MSA
EFA CFA
3
Anxiety: 1,3,5,9,13
Depression: 2,4,6,8,10,12
Restlessness: 7,11,14
Depression –
restlessness:
0.62
Restlessness Depression –
restlessness:
0.62
Restlessness
– anxiety:
0.68
Depression
– anxiety:
0.66 0.66
Kendel et al. 2010 [22]
German
CABG
(n = 1271)
Rasch
(HADS-D
only)
Depression: 2,4,6,12
Hunt-Shanks
et al. 2010 [17]
English
Cardiac patients
(n = 801)
CFA
3
Negative affect: 1,5,7,11
Autonomic anxiety: 3,9,13
Depression: 2,4,6,8,10,12,14
Martin et al. 2008 [18]
German
Chinese
English
Coronary heart
disease
(n = 1793)
MGCFA
3
Antonomic anxiety:
3,9,13 Negative affectivity: 1,
5,7,11Anhedonic depression:
2,4,6,8,10,12,14
Pais-Ribeiro
et al. 2007 [11]
Portuguese Mixed patients
incl. Coronary
heart disease
(n = 1322)
EFA
CFA
2
Anxiety:
1,3,5,7,9,11,13
Depression: 2,4,6,8,10,12,14
0.76
0.81
0.58
Wang et al. 2006 [12]
Chinese
Coronary heart
disease (n = 154)
CFA
2 or 3
2: Anxiety: 1,3,5,9,11
Depression: 2,4,6,7,8,10,12,14
3: Antonomic anxiety:
3,9,13
Negative affectivity: 1,5,7,11
Anhedonic depression: 2,4,6,
8,10,12,14
Barth and
Martin 2005 [13]
German
Coronary heart
disease (n = 1320)
EFA
CFA
EFA: 2
CFA: 3
EFA:
Anxiety:
1,3,5,7,9,11,13
Depression: 2,4,6,8,10,12,14
CFA:
Psychomotor agitation: 1,7,
11
Psychic anxiety:
0.82
(between
HADS-A and
HADS-D) Christensen et al. Health and Quality of Life Outcomes (2020) 18:9 Page 4 of 13 Table 1 Previous validations of HADS in patients with cardiac disease (Continued)
Cronbach’s alpha
Reference
Language
Population
Analytic
methods
Number
of factors
Sub scale content
HADS-A
HADS-D
Correlation
between
sub scales
3,5,9,13
Depression: 2,4,6,8,10,12,14
Martin et al. 2004 [52]
Chinese
Acute coronary
syndrome
(n = 138)
CFA
3
Different models apply
0.79
0.55
Martin et al. Psychometric properties of HADS The following psychometric properties of the HADS
were evaluated. Floor and ceiling effects occur if more than 15% of the
patients select the lowest or highest possible score on an
item. Floor and ceiling effects can be an indication that
extreme items are missing in either end of the scale,
which can possibly limit its validity [39, 40]. p
y
y
Construct validity is defined as the degree to which an
instrument measures what it is intended to measure. It
is evaluated by testing hypotheses about an instrument –
for example, relationships between parts of an instru-
ment, relationships with scores of other instruments or
differences between relevant groups [41]. An aspect of
construct validity is structural validity, which is the
degree to which the sub-scale scores of an instrument
are an adequate reflection of the dimensions of the
construct to be measured [41]. Structural validity was
evaluated using exploratory factor analysis (EFA) and
confirmatory factor analyses (CFA). CFA was conducted
for
the
original
two-factor
structure
suggested
by
Zigmond and Snaith [5], and also for four three-factor
models [15, 42–44] and one one-factor model [21] found
in previous studies including cardiac patients. The HADS questionnaire 2003 [19]
English
MI
(n = 335)
CFA
3
Anhedonia: 2,4,6,8,10,12,14
Psychic anxiety:
3,5,9,13
Psychomotor agitation: 1,7,
11
0.83–0.86
(3 timepoints)
0.76–0.80
(3 timepoints)
Roberts et al. 2001 [14]
English
Female cardiac
patients (n = 167)
CFA
2
Anxiety:
1,3,5,7,9,11,13
Depression: 2,4,6,8,10,12,14
0.85
0.80
0.60
Martin and
Thompson
2000 [20]
English
MI
(n = 194)
EFA
3
1: 2,4,6,7,8,10,12,14
2: 3,9,13
3: 1,5,11
0.76
0.72
0.54
ML maximum likelihood; PCF principal component analysis; CFA confirmatory factor analysis; IRT item response theory; MSA Mokken scale analysis; EFA exploratory
factor analysis; CABG coronary artery bypass graft; PCI percutaneous coronary intervention; AMI acute myocardial infarction; MGCFA meta group confirmatory
factor analysis; MI myocardial infarction Table 1 Previous validations of HADS in patients with cardiac disease (Continued) ML maximum likelihood; PCF principal component analysis; CFA confirmatory factor analysis; IRT item response theory; MSA Mokken scale analysis; EFA exploratory
factor analysis; CABG coronary artery bypass graft; PCI percutaneous coronary intervention; AMI acute myocardial infarction; MGCFA meta group confirmatory
factor analysis; MI myocardial infarction Cronbach’s alpha of 0.87 for the emotional subscale and
0.91 for the physical one [38]. The Danish version of HADS has been frequently used
for research purposes, both in observational studies and
randomized controlled trials, as well as for screening
purposes in clinical practice [2, 3, 32–36]. Furthermore, two single items on anxiety and depres-
sion allowed patients to rate anxiety and depression on a
10-point Likert scale. The translation of the HADS from English into Danish
was evaluated by five independent assessors who were
fluent in both English and Danish. For each item the
equivalence of the translation was evaluated on a scale
from 1 to 4, with higher numbers indicating stronger
equivalence. The Translation Validity Index (TVI) was
calculated as the proportion of assessments rated posi-
tively with score of 3 or 4 [37]. Other instruments The Short-Form 12 health survey (SF-12) is a brief, gen-
eric measure of health-related quality of life that gener-
ates both a physical (PCS) and a mental component
score (MCS). Higher scores indicate better health status
[16]. The SF-12 has been validated in a population of pa-
tients with coronary heart disease from 22 European
countries with satisfactory results for construct validity
and a Cronbach’s alpha of 0.87 for PCS and 0.84 for
MCS, respectively, indicating high internal consistency
reliability [10]. HeartQoL is a disease-specific question-
naire that measures quality of life in cardiac patients and
produces a global score and two subscales: a physical
and an emotional scale ranging from 0 to 3 with higher
scores indicating better quality of life status [18–20]. The instrument has been validated in a large sample of
coronary patients with results confirming both discrim-
inative and convergent validity and high reliability with a Construct validity was also examined through hypoth-
eses testing by looking at HADS scores in relation to the Christensen et al. Health and Quality of Life Outcomes (2020) 18:9 Page 5 of 13 Page 5 of 13 Page 5 of 13 Christensen et al. Health and Quality of Life Outcomes (2020) 18:9 MCS on SF-12, the emotional subscale of HeartQoL and
a single item on anxiety and a single item on depression
(convergent construct validity), and in relation to the
PCS and physical subscale of HeartQoL (divergent con-
struct validity). HADS, SF-12 and HeartQoL subscales was examined by
stratifying mean scores of MCS, PCS, and HeartQoL
emotional and HeartQoL physical by HADS-A and
HADS-D scores above and below 8. HADS, SF-12 and HeartQoL subscales was examined by
stratifying mean scores of MCS, PCS, and HeartQoL
emotional and HeartQoL physical by HADS-A and
HADS-D scores above and below 8. Internal
consistency
was
evaluated
by
calculating
Cronbach’s alpha for subscales and also by corrected
item-total correlations. We hypothesized high correlations (r > 0.60) between
both HADS-A and HADS-D and the MCS score and the
HeartQoL emotional score and high correlations be-
tween HADS-A and a single item measuring anxiety,
and between HADS-D and a single item measuring de-
pression. Furthermore, we hypothesized low correlations
(r < 0.30) between HADS-A and HADS-D and PCS and
HeartQoL physical as these measures were not supposed
to be related to the HADS subscales. Demographic and clinical profile Demographic and clinical characteristics are presented
as frequencies or means with standard deviations (SD). Item score distributions are presented as means with
SD, frequencies for each response category and missing
data. Histograms and the Kolmogorov-Smirnov test were
used to determine whether item scores deviated from
the normal distribution. Out of 25,241 eligible patients, 12,806 had complete re-
sponses to the HADS questionnaire giving a response
rate of 51%. Demographic and clinical characteristics are
presented in Table 2. Item score statistics and translation validity index Exploratory factor analysis was conducted using prin-
cipal axis extraction based on eigenvalues greater than 1. Oblimin rotation was applied with a cut-off point of 0.30
as designating loading on a factor. The item score statistics are presented in Table 3. Item
8 showed markedly different scores compared to the rest
of the items, with more patients using high response cat-
egories, Table 3. There were floor effects on all items
and a ceiling effect on item 8, Table 3. Confirmatory
analyses
were
conducted
with
the
weighted least squared means and variance (WLSMV)
estimator. A Root Mean Square Error of Approximation
(RMSEA) estimate below 0.06 along with Comparative
Fit Index (CFI) and Tucker Lewis Index (TLI) estimates
above 0.95 indicated a good model fit [46]. Of the 14 items, 12 had an TVI of 100%, and two
(items 3 and 11) had TVI of 60% (both of these were a
part of HADS-A. The TVI for the total scale was 94%,
Additional file 1: Table S1. Other instruments DIF was examined using multivariate ordinal logistic
regression with items as the dependent variable and
gender and total score (HADS-A or HADS-D depend-
ing on the item) as the independent variables. Because
the proportional odds assumption was not fulfilled a
partial proportional odds model was used. DIF was
evaluated by different criteria. Uniform DIF can be con-
sidered if the odds ratio (OR) for gender is statistically
significantly different from 1 [45]. Interactions between
gender and total score were included to evaluate pos-
sible non-uniform DIF. A statistically significant inter-
action can be an indication of non-uniform DIF [45]. Because of the large sample size and the risk of finding
statistically significant results with no or very little clin-
ical meaning, DIF was also evaluated by Nagelkerke’s
R.2 A difference in R2 of more than 0.03 between
models was an indication of noticeable DIF (both uni-
form and non-uniform) [45]. Internal consistency reliability is an indicator of the
extent to which the items of an instrument are internally
correlated and therefore measure the same construct. This can be evaluated by calculating Cronbach’s alpha. A Cronbach’s alpha of between 0.70 and 0.95 is an indi-
cation of good internal consistency [40]. DIF is a form of measurement invariance at item
level. DIF means that there are items for which patients
from different groups with the same level of the con-
struct being measured do not have the same scores. This can indicate that the item measures different
things in the different groups. DIF can be uniform or
non-uniform depending on whether the differences are
present for all values of the scale or just for some values
of the scale [45]. Only patients with complete responses to the HADS
were included in the analyses. Analyses were conducted using SAS version 9.4, IBM
SPSS version 25 and Mplus version 7.4. Differential item functioning There were indications of DIF for item 3, 4 and 13
where women were more likely to have high item scores
compared to men and for items 11 and 14 where men
were more likely to have high item scores compared to
women. There were significant interactions between
item and subscale for items 1, 2, 5, 7, 8, 9 and 12, which
is an indication of non-uniform DIF. However, in ana-
lysis using Nagelkerke’s R2 there was no noticeable DIF
for any item, Table 7. The CFA indicated that the three-factor structure sug-
gested by Friedman et al. [44] showed the best fit for the
models tested, Table 5. The diagram from the CFA of
the three-factor structure suggested by Friedman et al. [44] is presented in Fig. 1. Internal consistency For HADS-A mean inter-item correlation was 0.50
(range 0.35–0.61) and Cronbach’s alpha was 0.87. The
corrected item-total correlations ranged from 0.52 to
0.71. Cronbach’s alpha would not be improved by the
deletion of any item. For HADS-D mean inter-item correlation was 0.41
(range 0.24–0.58). Cronbach’s alpha was 0.82. The cor-
rected item-total correlations ranged from 0.44 to 0.67. Cronbach’s alpha would not be improved by the deletion
of any item. For all HADS items the mean inter-item correlation
was 0.40 (range 0.24–0.61). Looking at the three-factor structure, the Cronbach’s
alpha for the psychomotor agitation subscale was 0.74
and 0.83 for the psychic anxiety subscale. The HADS-D
subscale was unchanged with a Cronbach’s alpha of
0.82. Cronbach’s alpha would not be improved by the
deletion of any item. Factor structure Both the EFA and the CFA were conducted on the
total population. Extensive previous literature exists that
provide suggestions for models to be tested in the CFA. The results from the EFA indicate that the original two-
factor structure of the HADS seems to fit in this cardiac
population. However, item 7 showed almost the same
loading on each subscale, Table 4. The correlation be-
tween HADS-A and HADS-D was 0.66. Spearman’s rank-order correlations were used to de-
termine convergent and divergent validity as data were
not normally distributed. Convergent validity between Christensen et al. Health and Quality of Life Outcomes (2020) 18:9 Christensen et al. Health and Quality of Life Outcomes (2020) 18:9 Page 6 of 13 Page 6 of 13 Table 2 Demographic and clinical characteristics
n
12,806
Male, n (%)
8953 (69.9)
Age, mean (SD)
65.1 (12.1)
Marital status (n,%)
Married
Divorced
Widowed
Unmarried
8307 (64.9)
1728 (13.5)
1533 (12.0)
1238 (9.6)
Educational level (n,%)
Basic school
Upper secondary or vocational school
Higher education
Missing
3903 (30.5)
5595 (43.7)
3018 (23.5)
290 (2.3)
Cardiac diagnosis (n,%)
Ischemic heart disease
Arrhythmias
Heart failure
Heart valve diseases
6832 (53.3)
4121 (32.2)
917 (7.2)
936 (7.3)
Co-morbidity (n,%)
Hypertension
4424 (34.6)
Ventricular arrhythmia
589 (4.6)
Ischemic heart disease
5544 (43.3)
Myocardial infarction
2408 (18.8)
Diabetes
1257 (9.8)
Heart failure
2210 (17.3)
Renal disease
426 (3.3)
Chronic obstructive pulmonary disease
837 (6.5)
Tu comorbidity score (n,%)
0
5271 (41.2)
1
4378 (34.2)
2
2062 (16.1)
≥3
1095 (8.5) HADS-A and the single item on anxiety was 0.68 and be-
tween HADS-D and the single item on depression it was
0.59. This confirmed the stated hypotheses about conver-
gent validity. However, the two single items were highly
correlated (0.76). Correlations between HADS-A and PCS and Heart-
QoL physical were 0.25 and 0.35, respectively. Correla-
tions between HADS-D and PCS and HeartQoL physical
were 0.50 and 0.55, respectively. This did not confirm
the hypotheses on divergent validity for HADS-D. Discussion Looking at MCS, PCS, HeartQoL emotional and Heart-
QoL physical scores in relation to HADS scores, patients
with scores below 8 on both HADS-A or HADS-D had
high scores on MCS and HeartQoL emotional. Con-
versely, patients with HADS-A and HADS-D scores
above 8 have the lowest scores. The same pattern is
found in PCS and HeartQoL physical scores, Table 6. In the present study the psychometric properties of the
HADS in a large sample of Danish cardiac patients were
evaluated. Floor effects were found on all items and ceiling
effect on item 8. The original two-factor structure of the
scale was confirmed in EFA, but CFA indicated a three-
factor structure. The hypotheses proposed were supported
for both subscales, providing evidence for convergent
validity. However, for HADS-D the hypotheses proposed
for divergent validity were not supported. Thus, divergent
validity is not indicated. Internal consistency was good for
both HADS-A and HADS-D. Correlations between HADS-A and MCS and HeartQoL
emotional were 0.67 and 0.75, respectively. Correlations
between HADS-D and MCS and HeartQoL emotional
were 0.66 and 0.63, respectively. The correlation between Christensen et al. Health and Quality of Life Outcomes (2020) 18:9 Page 7 of 13 Table 3 Item and score statistics
Score distribution, n (%)
Mean (SD)
0
1
2
3
Missing
HADS-A
n = 12,806
5.79
(4.19)
1. I feel tense or ‘wound up’*
1.05
(0.83)
3471
(25.8)
6413
(47.6)
2662
(19.8)
745
(5.5)
172
(1.3)
3. I get a sort of frightened feeling as if something awful is about to happen*
1.09
(0.90)
4050
(30.1)
4702
(34.9)
3754
(27.9)
361
(5.7)
196
(1.5)
5. Worrying thoughts go through my mind*
0.90
(0.89)
5189
(38.5)
5027
(37.3)
2244
(16.7)
790
(5.9)
213
(1.6)
7. I can sit at ease and feel relaxed
0.73
(0.73)
5673
(42.1)
5746
(42.7)
1721
(12.8)
156
(1.2)
167
(1.2)
9. I get a sort of frightened feeling like ‘butterflies’ in the stomach
0.62
(0.72)
6596
(50.0)
5354
(39.8)
1009
(7.5)
304
(2.3)
200
(1.5)
11. I feel restless as I have to be on the move*
0.88
(0.81)
4874
(36.2)
5549
(41.2)
2444
(18.2)
413
(3.1)
183
(1.4)
13. I get sudden feelings of panic*
0.52
(0.69)
7691
(57.1)
4355
(32.4)
1035
(7.7)
163
(1.2)
219
(1.6)
HADS-D
n = 12,806
4.29
(3.65)
2. Discussion I still enjoy the things I used to enjoy
0.72
(0.78)
6080
(41.2)
5332
(39.6)
1428
(10.6)
433
(3.2)
190
(1.4)
4. I can laugh and see the funny side of things
0.37
(0.64)
9403
(69.8)
2991
(22.2)
766
(5.7)
131
(1.0)
172
(1.3)
6. I feel cheerful*
0.51
(0.65)
8309
(61.7)
3358
(24.9)
1417
(10.5)
209
(1.6)
170
(1.3)
8. I feel as if I am slowed down*
1.40
(0.93)
2078
(15.4)
5912
(43.9)
3177
(23.6)
2122
(15.8)
174
(1.3)
10. I have lost interest in my appearance*
0.43
(0.69)
8983
(66.7)
3076
(22.9)
1080
(8.0)
138
(1.0)
186
(1.4)
12. I look forward with enjoyment to things
0.52
(0.74)
8119
(60.3)
3593
(26.7)
1313
(9.8)
225
(1.7)
213
(1.6)
14. I can enjoy a good book or radio or TV program
0.37
(0.69)
9654
(71.7)
2608
(19.4)
705
(5.2)
289
(2.2)
207
(1.5)
Each item is scored on a scale of 0–3 with each subscale ranging from 0 to 21. For six items higher scores indicate a worse response. The eight items highlighted
with * are reverse scored. These are reversed when summing the subscales Table 3 Item and score statistics 14. I can enjoy a good book or radio or TV program Each item is scored on a scale of 0–3 with each subscale ranging from 0 to 21. For six items higher scores indicate a worse respo
with * are reverse scored. These are reversed when summing the subscales of 0–3 with each subscale ranging from 0 to 21. For six items higher scores indicate a worse response. The eight items highlighted
se are reversed when summing the subscales The factor analyses indicate that the factor structure
of the HADS is not completely clear. The EFA con-
firmed the original two-factor structure suggested by
Zigmond and Snaith [5], but the CFA showed that the
three-factor structure as found by Friedman et al. [44] in
a French sample of patients suffering from major depres-
sion had the best model fit. The same result was found
by Barth and Martin in a German coronary heart disease
population [13]. Several other studies have found varia-
tions of a three-factor structure to have the best model
fit for the HADS as indicated in Table 5. Discussion The differences
in factor structure found across studies might be ex-
plained by different methodology such as data extraction
method, model fit criteria, translation or type of patients
included. (item 1, 7, 11), psychic anxiety (item 3, 5, 9, 13) and de-
pression (item 2, 4, 6, 8, 10, 12, 14), the division of items
from the original HADS-A into two factors can make
sense as relating to two different dimensions of anxiety
disorder. The items in the psychomotor agitation sub-
scale relate to physical feelings of restlessness and agita-
tion while the items in the psychic anxiety subscale
relate to emotional representation of anxiety with worry-
ing and nervous thoughts. Agitation is, however, also a
common symptom among patients with depressive dis-
orders and can occur as a side effect of antidepressant
medication [47]. The interrelatedness between symptoms of anxiety
and depression is further evident in the high correla-
tions between HADS-A and HADS-D. This did not
change when looking at the three-factor structure
instead. It has previously been argued that a high When considering the content of the three factors sug-
gested by Friedman et al. [44]; psychomotor agitation Christensen et al. Health and Quality of Life Outcomes (2020) 18:9
Page 8 of 13 Christensen et al. Health and Quality of Life Outcomes (2020) 18:9 Page 8 of 13 Table 4 Exploratory factor analysis - rotated factor matrixa Table 4 Exploratory factor analysis - rotated factor matrixa
Factor
1
2
Item 9. I get a sort of frightened feeling like ‘butterflies’ in the stomach
0.81
Item 3. I get a sort of frightened feeling as if something awful is about to happen
0.80
Item 5. Worrying thoughts go through my mind
0.69
Item 13. I get sudden feelings of panic
0.71
Item 1. I feel tense or ‘wound up’
0.60
Item 7. I can sit at ease and feel relaxed
0.41
0.36
Item 11. I feel restless as I have to be on the move
0.46
Item 12. I look forward with enjoyment to things
0.79
Item 6. I feel cheerful
0.67
Item 2. I still enjoy the things I used to enjoy
0.72
Item 4. I can laugh and see the funny side of things
0.62
Item 8. I feel as if I am slowed down
0.54
Item 10. I have lost interest in my appearance
0.55
Item 14. I can enjoy a good book or radio or TV program
0.45
Cumulative % of variance explained
45.22
53.99
Eigenvalue
6.33
1.23
aExploratory factor analyses using principal axis extraction based in eigenvalues
greater than 1, Oblimin rotation and cut-off point of 0.30
Loadings> 0.40 in bold Table 5 Fit indices for confirmatory factor analyses of factor structures proposed in previous studies
RMSEA
Models
Number of factors
Sub scale content
RMSEA
90% CI
p-value
CFI
TLI
Zigmond and Snaith 1983 [5]
2
HADS-A:
1,3,5,7,9,11,13
HADS-D:
2,4,6,8,10,12,14
0.071
0.069;0.072
< 0.001
0.973
0.968
Dunbar et al. 2000 [43]
3
Negative affect:
1,5,7,11
Autonomic anxiety:
3,9,13
Depression:
2,4,6,8,10,12,14
0.061
0.059;0.062
< 0.001
0.981
0.976
Friedman et al. 2001 [44]
3
Psychomotor agitation:
1,7,11
Psychic anxiety:
3,5,9,13
Depression:
2,4,6,8,10,12,14
0.060
0.058;0.061
< 0.001
0.981
0.977
Caci et al. 2003 [42]
3
Anxiety:
1,3,5,9,13
Depression:
2,4,6,8,10,12
Restlessness:
7,11,14
0.064
0.062;0.065
< 0.001
0.979
0.974
Kaur et al. 2015 [15]
3
Anxiety:
1,3,5,7,9,11,13
Anhedonia:
2,4,6,14
Psychomotor retardation:
8,10,12
0.069
0.068;0.071
< 0.001
0.975
0.969
Cosco et al. 2012 [21]
1
1,2,3,4,5,6,7,9,10,11,12,13
0.111
0.109;0.113
< 0.001
0.945
0.932 Table 5 Fit indices for confirmatory factor analyses of factor structures proposed in previous studies Christensen et al. Health and Quality of Life Outcomes (2020) 18:9 Page 9 of 13 Page 9 of 13 (2020) 18:9 Fig. 1 Diagram from the confirmatory factor analysis presenting the
model with the best fit. Standardized loadings (SE). Table 4 Exploratory factor analysis - rotated factor matrixa PAn = psychic
anxiety; Dep = depression; PAg = psychomotor agitation In the EFA item 7 was found to load almost equally on
both factors. This has been found in previous studies as
well [13]. Item 7 reads ‘I can sit at ease and feel relaxed’;
this may reflect aspects of both anxiety and depression. Eight items in the HADS are reversely scored. This is
a recommended method to avoid acquiescence bias
which is the tendency for respondents of a survey to
agree with statements regardless of their content. How-
ever, research suggests that individual differences in
response styles can systematically affect the factor
structure [49]. The uncertainty of the factor structure
of the HADS is not necessarily a reason to discard the
instrument, but rather to be clear on the purpose of
using the scale. The two-factor structure may prove
useful as a simple indication of either anxiety or de-
pression. The possible presence of a third factor indi-
cates that the scale may provide more refined results
regarding different aspects of anxiety, rather than just
an indication of generalized anxiety. Because the results
regarding factor structure were not clear, the two-
factor structure originally proposed was used in the
remaining analyses for the paper. There were floor effects on all items, which may indi-
cate that the number of extreme response categories is
not sufficient. As the HADS was developed to detect in-
dications of a mood disorder, which is not present in the
majority of the population, even a population with se-
vere illness, it is not surprising that there are floor ef-
fects. Item 8 also showed a ceiling effect. The item reads
‘I feel as if I am slowed down’. In a population of elderly,
severely ill patients just discharged, it is not surprising
that this feeling would be prevalent. This item is suscep-
tible to influence from either age or disease which is a
bias in terms of validity as an indicator of mood. Fig. 1 Diagram from the confirmatory factor analysis presenting the
model with the best fit. Standardized loadings (SE). PAn = psychic
anxiety; Dep = depression; PAg = psychomotor agitation correlation between anxiety and depression is to be ex-
pected, not because of common symptoms but because
it is possible that anxiety can lead to depression and
that depression can lead to anxiety. Table 4 Exploratory factor analysis - rotated factor matrixa It is also possible
that the two disorders result from a common cause. The causality of this relationship cannot, however, be
determined from cross-sectional data [48]. y
The analyses of DIF indicated that there could be po-
tential problems with DIF for several items. Table 4 Exploratory factor analysis - rotated factor matrixa However, Table 6 HADS scores in relation to SF-12 and HeartQoL scores Table 6 HADS scores in relation to SF-12 and HeartQoL scores
HADS-A
< 8
≥8
HADS-D
n (%)
8211 (64.1)
553 (4.3)
< 8
MCS, mean (SD)
53.03 (7.96)
42.96 (8.63)
PCS, mean (SD)
44.13 (10.43)
34.11 (9.07)
HeartQoL emotional, mean (SD)
2.50 (0.56)
1.56 (0.68)
HeartQoL physical, mean (SD)
1.83 (0.83)
1.47 (0.81)
n (%)
2147 (16.8)
1895 (14.8)
≥8
MCS, mean (SD)
42.01 (9.16)
34.11 (9.07)
PCS, mean (SD)
33.44 (9.93)
35.53 (10.03)
HeartQoL emotional, mean (SD)
1.92 (0.70)
1.04 (0.69)
HeartQoL physical, mean (SD)
1.02 (0.71)
0.95 (0.70)
HADS Hospital Anxiety and Depression Scale; SF-12 = Short Form 12; HADS-A = Hospital Anxiety and Depression Scale – Anxiety; HADS-D = Hospital Anxiety and
Depression Scale – Depression; MCS = Mental Component Scale; PCS = Physical Component Scale; SD = Standard deviation
The cut-off of 8 is used as an indicator of possible mood disorder Table 6 HADS scores in relation to SF-12 and HeartQoL scores
HADS-A
< 8
≥8
HADS-D
n (%)
8211 (64.1)
553 (4.3)
< 8
MCS, mean (SD)
53.03 (7.96)
42.96 (8.63)
PCS, mean (SD)
44.13 (10.43)
34.11 (9.07)
HeartQoL emotional, mean (SD)
2.50 (0.56)
1.56 (0.68)
HeartQoL physical, mean (SD)
1.83 (0.83)
1.47 (0.81)
n (%)
2147 (16.8)
1895 (14.8)
≥8
MCS, mean (SD)
42.01 (9.16)
34.11 (9.07)
PCS, mean (SD)
33.44 (9.93)
35.53 (10.03)
HeartQoL emotional, mean (SD)
1.92 (0.70)
1.04 (0.69)
HeartQoL physical, mean (SD)
1.02 (0.71)
0.95 (0.70)
HADS Hospital Anxiety and Depression Scale; SF-12 = Short Form 12; HADS-A = Hospital Anxiety and Depression Scale – Anxiety; HADS-D = Hospital Anxiety and
Depression Scale – Depression; MCS = Mental Component Scale; PCS = Physical Component Scale; SD = Standard deviation
The cut-off of 8 is used as an indicator of possible mood disorder HADS Hospital Anxiety and Depression Scale; SF-12 = Short Form 12; HADS-A = Hospital Anxiety and Depression Scale – Anxiety; HADS-D = Hospital Anxiety and
Depression Scale – Depression; MCS = Mental Component Scale; PCS = Physical Component Scale; SD = Standard deviation
The cut-off of 8 is used as an indicator of possible mood disorder HADS Hospital Anxiety and Depression Scale; SF-12 = Short Form 12; HADS-A = Hospital Anxiety and Depression Scale – Anxiety; HADS-D = Hospital Anxiety and
Depression Scale – Depression; MCS = Mental Component Scale; PCS = Physical Component Scale; SD = Standard deviation
The cut-off of 8 is used as an indicator of possible mood disorder HADS Hospital Anxiety and Depression Scale; SF-12 = Short Form 12; HADS-A = Hospital Anxiety and Depression Scale – Anxiety; HADS-D = Hospital Anxiety and
Depression Scale – Depression; MCS = Mental Component Scale; PCS = Physical Component Scale; SD = Standard deviation
The cut-off of 8 is used as an indicator of possible mood disorder Christensen et al. Table 4 Exploratory factor analysis - rotated factor matrixa Health and Quality of Life Outcomes (2020) 18:9 Page 10 of 13 Table 7 Differential item functioning tested for gender
OR (95% CI)a
for item
responses
1, 2 and 3
Overall
p-value
Significant interaction
between gender and
sub scale
Nagelkerke’s R2
Step 1
Nagelkerke’s R2
Step 2
Nagelkerke’s R2
Step 3
DIF R2 b
HADS-A
Item 1. I feel tense or ‘wound up’
X
0.6712
0.6714
0.6717
0.0005
Item 3. I get a sort of frightened feeling
as if something awful is about to
happen
1: 0.948
(0.782;1.149)
2: 0.801
(0.719;0.892)
3: 0.916
(0.820;1.023)
0.0007
0.6287
0.6293
0.6295
0.0008
Item 5. Worrying thoughts go through
my mind
X
0.6924
0.6930
0.6932
0.0008
Item 7. I can sit at ease and feel relaxed
X
0.6008
0.6011
0.6018
0.0010
Item 9. I get a sort of frightened feeling
like ‘butterflies’ in the stomach
X
0.6718
0.6726
0.6730
0.0012
Item 11. I feel restless as I have to be on
the move
1:1.670
(1.315;2.122)
2: 1.385
(1.240;1.545)
3: 1.423
(1.289;1.571)
<.0001
0.4746
0.4785
0.4788
0.0042
Item 13. I get sudden feelings of panic
1: 0.667
(0.462;0.963)
2: 0.712
(0.600;0.845)
3: 0.781
(0.703;0.868)
<.0001
0.6291
0.6307
0.6308
0.0017
HADS-D
Item 2. I still enjoy the things I used
to enjoy
X
0.6107
0.6112
0.6116
0.0009
Item 4. I can laugh and see the funny
side of things
1: 0.865
(0.587;1.274)
2: 0.917
(0.765;1.099)
3: 0.805
(0.719;0.902)
0.0025
0.5739
0.5747
0.5747
0.0008
Item 6. I feel cheerful
1: 1.079
(0.750;1.551)
2: 1.089
(0.937;1.266)
3: 1.071
(0.956;1.200)
0.5055
0.6381
0.6381
0.6385
0.0004
Item 8. I feel as if I am slowed down
X
0.5660
0.5676
0.5684
0.0024
Item 10. I have lost interest in my
appearance
1: 0.813
(0.561;1.177)
2: 1.050
(0.905;1.218)
3: 0.956
(0.866;1.054)
0.3345
0.4235
0.4237
0.4239
0.0003
Item 12. I look forward with enjoyment
to things
X
0.6136
0.6142
0.6143
0.0007
Item 14. I can enjoy a good book or
radio or TV program
1: 2.132
(1.558;2.918)
2: 1.612
(1.361;1.909)
3: 1.431
(1.289;1.587)
<.0001
0.3805
0.3853
0.3855
0.0050
a P
i l
i
l
dd
d l
i h i
d
d
i bl
d
d
d
b
l
i d
d
i bl
M
f Acknowledgements To the patients who took the time to participate in the survey, the 800
cardiac nurses involved in data collection and the heart centres for
prioritizing this study in a busy clinic. And to Sangchoon Jeon, Yale School
of Nursing for statistical support. The large sample size in this study is an advantage be-
cause of statistical power and because it allows a hetero-
geneous sample. There is, however, a risk of finding
statistically significant results of minimal clinical import-
ance. Therefore, we have not only looked at p-values to
determine validity, but rather measures of strength of
correlation, internal consistency and Nagelkerke’s R2 for
analyses of DIF. Conclusions because of the risk of finding statistically significant re-
sults of minimal clinical importance in this large popula-
tion, changes in Nagelkerke’s R2 between models were
given priority. These indicated no noticeable DIF for any
items. The presence of DIF for gender has been explored
in previous studies [22–24, 50], but only one study
found substantial DIF for item 14, with men being more
likely to endorse this item [22]. The findings of this study supported the validity and re-
liability of the HADS in a sample of Danish patients with
cardiac disease. EFA supported the original two-factor
structure of the scale, while CFA supported a three-
factor structure consisting of the original depression
subscale and two anxiety subscales; psychomotor agita-
tion and psychic anxiety. The hypotheses regarding con-
vergent validity were confirmed, but those regarding
divergent validity were not confirmed for HADS-D. Internal consistency was good with a Cronbach’s alpha
of 0.87 for HADS-A and 0.82 for HADS-D. There were
no indications of noticeable DIF by gender for any
items. When considering the usefulness of the HADS in clin-
ical practice it should also be noted that HADS has been
shown to predict morbidity and mortality in this patient
population and similar patient populations [3, 4, 51]. Funding This work was supported by Helsefonden; the Heart Centre, Rigshospitalet, The
Danish Heart Association, the Novo Nordisk Foundation and Familien Hede
Nielsens Fond. The funders played no part in planning or conducting the
research. HADS-D Page 11 of 13 Page 11 of 13 Christensen et al. Health and Quality of Life Outcomes (2020) 18:9 Christensen et al. Health and Quality of Life Outcomes (2020) 18:9 Abbreviations CFA: Confirmatory factor analysis; CFI: Comparative Fit Index; DIF: Differential
item functioning; EFA: Exploratory factor analysis; HADS: Hospital Anxiety and
Depression Scale; MCS: Mental component score; OR: Odds ratio;
PCS: Physical component score; RMSEA: Root Mean Square Error of
Approximation; SD: Standard deviation; SF-12: Short-Form 12; TLI: Tucker
Lewis Index; WLSMV: Weighted least squared means and variance Newer methods for exploring internal consistency
exist, e.g. the use of McDonalds omega. However, for
consistency with the methods chosen throughout this
paper and for comparison with other HADS validation
studies we chose to include Cronbach’s alpha. Authors’ contributions SKB conceived the overall idea for the DenHeart study and all authors
designed the study. AVC performed the statistical analyses under the
supervision of JKD and wrote the first draft of the manuscript. All revised the
manuscript critically. All have given their final approval of the version to be
published. The response rate was 51%, which is to be expected in
a population of severely ill patients on the day of hos-
pital discharge. This may raise concerns about represen-
tativeness, however, the proportions of patients in the
diagnostic sub-groups were similar to that of the entire
eligible population, and responders and non-responders
were comparable in terms of their demographic and
clinical profiles, suggesting a representative sample [2]. We did, however, find a higher mortality rate in non-
responders compared to responders [4]. Availability of data and materials Danish legislation on data security prohibits sharing of data. Danish legislation on data security prohibits sharing of data. Supplementary information Supplementary information accompanies this paper at https://doi.org/10. 1186/s12955-019-1264-0. Additional file 1: Table S1. Translation Validity Index (TVI) for the
Danish translation of Hospital Anxiety and Depression Scale (HADS) Ethics approval and consent to participate The DenHeart study complies with the Declaration of Helsinki. Danish
legislation does not require surveys to be approved by an ethics committee
system but rather by the Danish Data Protection Agency (2007-58-0015/30–
0937). The Danish National Board of Health permitted the use of register
data. DenHeart is registered at ClinicalTrials.gov (NCT01926145). Patients
provided informed consent. In the present study we used a single question on anx-
iety and depression to measure convergent validity. However, the two questions were highly correlated. In-
cluding more comprehensive instruments to measure
anxiety and depression would have been optimal to
examine convergent validity. These were, however, not
available in the data. Limitations of the study There is no description of the process of how the HADS
was translated into Danish from the questionnaire
owner, so it is not clear whether the translation has
followed
the
recommended
steps
to
ensure
cross-
cultural validity [45]. The current analyses are, in fact,
the first specific investigation of the psychometric prop-
erties of the Danish language version of HADS. For the
current study, we evaluated the TVI for each item and
the total scale with satisfactory results. Items 3 and 11
(both in HADS-A) received the lowest rating (60%). References 23. Djukanovic I, Carlsson J, Årestedt K. Is the hospital anxiety and depression
scale (HADS) a valid measure in a general population 65–80 years old? A
psychometric evaluation study Health Qual Life Outcomes. 2017;15:193. 1. Moser DK, Dracup K, Evangelista LS, Zambroski CH, Lennie TA, Chung ML,
et al. Comparison of prevalence of symptoms of depression, anxiety, and
hostility in elderly patients with heart failure, myocardial infarction, and a
coronary artery bypass graft. Heart Lung. 2010;39:378–85. 24. Cameron IM, Crawford JR, Lawton K, Reid IC. Differential item functioning of the
HADS and PHQ-9: an investigation of age, gender and educational background
in a clinical UK primary care sample. J Affect Disord. 2013;147:262–8. 2. Berg SK, Rasmussen TB, Thrysoee L, Lauberg A, Borregaard B, Christensen
AV, et al. DenHeart: differences in physical and mental health across cardiac
diagnoses at hospital discharge. J Psychosom Res. 2017;94:1–9. 25. Berg SK, Svanholm J, Lauberg A, Borregaard B, Herning M, Mygind A, et al. Patient-reported outcomes at hospital discharge from heart Centres, a
national cross-sectional survey with a register-based follow-up: the
DenHeart study protocol. BMJ Open. 2014;4:e004709. 3. Berg SK, Thygesen LC, Svendsen JH, Christensen AV, Zwisler AD. Anxiety
predicts mortality in ICD patients: results from the cross-sectional National
Copenheart Survey with register follow-up. Pacing Clin Electrophysiol. 2014;
37:1641–50. 26. Lynge E, Sandegaard JL, Rebolj M. The Danish National Patient Register. Scand J Public Health. 2011;39:30–3. 4. Berg SK, Thorup CB, Borregaard B, Christensen AV, Thrysoee L, Rasmussen
TB, et al. Patient-reported outcomes are independent predictors of one-year
mortality and cardiac events across cardiac diagnoses: findings from the
national DenHeart survey. Eur J Prev Cardiol. 2019;26:624–37. 27. Tu JV, Austin PC, Walld R, Roos L, Agras J, McDonald KM. Development and
validation of the Ontario acute myocardial infarction mortality prediction
rules. J Am Coll Cardiol. 2001;37:992–7. 5. Zigmond AS, Snaith RP. The hospital anxiety and depression scale. Acta
Psychiatr Scand. 1983;67:361–70. 28. Pedersen CB. The Danish civil registration system. Scand J Public Health. 2011;39:22–5. 29. Jensen VM, Rasmussen AW. Danish education registers. Scand J Public
Health. 2011;39:91–4. 6. Herrmann C. International experiences with the hospital anxiety and
depression scale - a review of validation data and clinical results. J
Psychosom Res. 1997;42:17–41. 30. Snaith RP. The hospital depression and anxiety scale. Health Qual Life
Outcomes. 2003;1:29. 7. Bjelland I, Dahl AA, Haug TT, Neckelmann D. The validity of the hospital
anxiety and depression scale. Competing interests
h
h
d
l
h Competing interests
The authors declare that they have no competing interests. The authors declare that they have no competing interests. Page 12 of 13 Page 12 of 13 Page 12 of 13 Christensen et al. Health and Quality of Life Outcomes (2020) 18:9 Author details
1
f 16. Emons WHM, Sijtsma K, Pedersen SS. Dimensionality of the hospital
anxiety and depression scale (HADS) in cardiac patients. Assessment. 2012;19:337–53. 1Department of Cardiology, Rigshospitalet, Copenhagen University Hospital,
Blegdamsvej 9, 2100 Copenhagen, Denmark. 2Yale School of Nursing, Yale
University, 400 West Campus Drive, Orange, CT 06477, USA. 3National
Institute of Public Health, University of Southern Denmark, Studiestræde 6,
1455 Copenhagen, Denmark. 4Department of Cardiology, Herlev and
Gentofte University Hospital, Kildegaardsvej 28, 2900 Hellerup, Denmark. 5Cardiothoracic- and Vascular Department, Odense University Hospital, J.B.-
Winslows Vej 4, 5000 Odense, Denmark. 6Department of Cardiology, Aarhus
University Hospital, Palle Juul-Jensens Blv. 99, 8200 Aarhus, Denmark. 7Department of Cardiology, Odense University Hospital, University of
Southern Denmark, J.B. Winsløws Vej 4, 5000 Odense, Denmark. 8Department
of Cardiology and Cardiothoracic Surgery, Clinical Nursing Research Unit,
Aalborg University Hospital, Hobrovej 18-22, 9000 Aalborg, Denmark. 9Institute of Clinical Medicine, University of Copenhagen, Blegdamsvej 3B,
2200 København N, Denmark. 17. Hunt-Shanks T, Blanchard C, Reid R, Fortier M, Cappelli M. A psychometric
evaluation of the hospital anxiety and depression scale in cardiac patients:
addressing factor structure and gender invariance. Br J Health Psychol. 2010
15:97–114. 18. Martin CR, Thompson DR, Barth J. Factor structure of the hospital anxiety
and depression scale in coronary heart disease patients in three countries. J
Eval Clin Pract. 2008;14:281–7. 19. Martin CR, Lewin RJP, Thompson DR. A confirmatory factor analysis of the
hospital anxiety and depression scale in coronary care patients following
acute myocardial infarction. Psychiatry Res. 2003;120:85–94. 20. Martin CR, Thompson DR. A psychometric evaluation of the hospital anxiety
and depression scale in coronary care patients following acute myocardial
infarction. Psychol Health Med. 2000;5:193–201. 21. Cosco TD, Doyle F, Watson R, Ward M, McGee H. Mokken scaling analysis of
the hospital anxiety and depression scale in individuals with cardiovascular
disease. Gen Hosp Psychiatry. 2012;34:167–72. Received: 5 June 2019 Accepted: 19 December 2019 22. Kendel F, Wirtz M, Dunkel A, Lehmkuhl E, Hetzer R, Regitz-Zagrosek V. Screening for depression: Rasch analysis of the dimensional structure of the
PHQ-9 and the HADS-D. J Affect Disord. 2010;122:241–6. References An updated literature review. J Psychosom
Res. 2002;52:69–77. 31. Lemay KR. Tulloch HE. Pipe AL: Reed JL. Establishing the Minimal Clinically
Important Difference for the Hospital Anxiety and Depression Scale in
Patients With Cardiovascular Disease. J Cardiopulm Rehabil Prev; 2018. [Epub ahead of print] 8. Cosco TD, Doyle F, Ward M, McGee H. Latent structure of the hospital
anxiety and depression scale: a 10-year systematic review. J Psychosom Res. 2012;72:180–4. 32. Hojskov IE, Moons P, Hansen NV, Greve H, Olsen DB, Cour SL, et al. Early
physical training and psycho-educational intervention for patients
undergoing coronary artery bypass grafting. The SheppHeart randomized 2
x 2 factorial clinical pilot trial. Eur J Cardiovasc Nurs. 2016;15:425–37. 9. Ayis SA, Ayerbe L, Ashworth M, DA Wolfe C. Evaluation of the hospital
anxiety and depression scale (HADS) in screening stroke patients for
symptoms: item response theory (IRT) analysis. J Affect Disord. 2018;228:
33–40. 33. Sibilitz KL, Berg SK, Thygesen LC, Hansen TB, Kober L, Hassager C, et al. High
readmission rate after heart valve surgery: a nationwide cohort study. Int J
Cardiol. 2015;189:96–104. 10. De Smedt D, Clays E, Doyle F, Kotseva K, Prugger C, Pajak A, et al. Validity
and reliability of three commonly used quality of life measures in a large
European population of coronary heart disease patients. Int J Cardiol. 2013;
167:2294–9. 34. Rasmussen TB, Zwisler AD, Thygesen LC, Bundgaard H, Moons P, Berg SK. High readmission rates and mental distress after infective endocarditis -
results from the national population-based CopenHeart IE survey. Int J
Cardiol. 2017;235:133–40. 11. Pais-Ribeiro J, Silva I, Ferreira T, Martins A, Meneses R, Baltar M. Validation
study of a Portuguese version of the hospital anxiety and depression scale. Psychol Health Med. 2007;12:225–37. 35. Berg SK, Herning M, Svendsen JH, Christensen AV, Thygesen LC. The Screen-
ICD trial. Screening for anxiety and cognitive therapy intervention for
patients with implanted cardioverter defibrillator (ICD): a randomised
controlled trial protocol. BMJ Open. 2016;6:e013186. 12. Wang W, Lopez V, Martin CR. Structural ambiguity of the Chinese version of
the hospital anxiety and depression scale in patients with coronary heart
disease. Health Qual Life Outcomes. 2006;4:6. 13. Barth J, Martin CR. Factor structure of the hospital anxiety and depression
scale (HADS) in German coronary heart disease patients. Health Qual Life
Outcomes. 2005;3:15. 13. Barth J, Martin CR. Factor structure of the hospital anxiety and depression
scale (HADS) in German coronary heart disease patients. References Health Qual Life
Outcomes. 2005;3:15. 36. Berg SK, Herning M, Thygesen LC, Cromhout PF, Wagner MK, Nielsen KM,
et al. Do patients with ICD who report anxiety symptoms on hospital
anxiety and depression scale suffer from anxiety? J Psychosom Res. 2019;
121:100–4. 14. Roberts SB, Bonnici DM, Mackinnon AJ, Worcester MC. Psychometric
evaluation of the hospital anxiety and depression scale (HADS) among
female cardiac patients. Br J Health Psychol. 2001;6:373–83. 37. Tang S, Dixon J. Instrument translation and evaluation of equivalence and
psychometric properties: the Chinese sense of coherence scale. J Nurs
Meas. 2002;10:59–76. 15. Kaur S, Zainal NZ, Low WY, Ramasamy R, Sidhu JS. Factor structure of
hospital anxiety and depression scale in Malaysian patients with coronary
artery disease. Asia Pacific J Public Heal. 2015;27:450–60. 38. De Smedt D, Clays E, Hofer S, Oldridge N, Kotseva K, Maggioni AP, et al. Validity and reliability of the HeartQoL questionnaire in a large sample of 38. De Smedt D, Clays E, Hofer S, Oldridge N, Kotseva K, Maggioni AP, et al. Validity and reliability of the HeartQoL questionnaire in a large sample of Page 13 of 13 Christensen et al. Health and Quality of Life Outcomes (2020) 18:9 stable coronary patients: the EUROASPIRE IV study of the European Society
of Cardiology. Eur J Prev Cardiol. 2016;23:714–21. 39. McHorney CA, Tarlov AR. Individual-patient monitoring in clinical practice:
are available health status surveys adequate? Qual Life Res. 1995;4:293–307. 40. Terwee CB, Bot SD, de Boer MR, van der Windt DA, Knol DL, Dekker J, et al. Quality criteria were proposed for measurement properties of health status
questionnaires. J Clin Epidemiol. 2007;60:34–42. 41. Mokkink LB, Terwee CB, Patrick DL, Alonso J, Stratford PW, Knol DL, et al. The COSMIN study reached international consensus on taxonomy,
terminology, and definitions of measurement properties for health-related
patient-reported outcomes. J Clin Epidemiol. 2010;63:737–45. 42. Caci H, Baylé FJ, Mattei V, Dossios C, Robert P, Boyer P. How does the
hospital and anxiety and depression scale measure anxiety and depression
in healthy subjects? Psychiatry Res. 2003;118:89–99. 43. Dunbar M, Ford G, Hunt K, Der G. A confirmatory factor analysis of the
hospital anxiety and depression scale: comparing empirically and
theoretically derived structures. Br J Clin Psychol. 2000;39:79–94. 44. Friedman S, Samuelian JC, Lancrenon S, Even C, Chiarelli P. Three-
dimensional structure of the hospital anxiety and depression scale in a large
French primary care population suffering from major depression. References Psychiatry
Res. 2001;104:247–57. 45. de Vet HC, Terwee CB, Mokkink LB, Knol DL. Measurement in medicine: a
practical guide. 1st ed. Cambridge: Cambridge University Press; 2011. 46. Hu L, Bentler PM. Cutoff criteria for fit indexes in covariance structure
analysis: conventional criteria versus new alternatives. Struct Equ Model A
Multidiscip J. 1999;6:1–55. 46. Hu L, Bentler PM. Cutoff criteria for fit indexes in covariance structure
analysis: conventional criteria versus new alternatives. Struct Equ Model A
Multidiscip J. 1999;6:1–55. 47. Nutt DJ. Care of depressed patients with anxiety symptoms. J Clin
Psychiatry. 1999;60:23–7. 47. Nutt DJ. Care of depressed patients with anxiety symptoms. J Clin
Psychiatry. 1999;60:23–7. y
y
48. Burns DD, Eidelson RJ. Why are depression and anxiety correlated? A test of
the tripartite model. J Consult Clin Psychol. 1998;66:461–73. 48. Burns DD, Eidelson RJ. Why are depression and anxiety correlated? A test of
the tripartite model. J Consult Clin Psychol. 1998;66:461–73. 49. Hidalgo-Rasmussen C, González-Betanzos F. The treatment of acquiescence
and the factorial structure of the brief resilience scale (BRS) in Mexican and
Chilean University students. Ann Psychol. 2019;35:26–32. 50. Pallant JF, Tennant A. An introduction to the Rasch measurement model: an
example using the hospital anxiety and depression scale (HADS). Br J Clin
Psychol. 2007;46:1–18. 50. Pallant JF, Tennant A. An introduction to the Rasch measurement model: an
example using the hospital anxiety and depression scale (HADS). Br J Clin
Psychol. 2007;46:1–18. 51. Berg SK, Rasmussen TB, Thrysoee L, Thorup CB, Borregaard B,
Christensen AV, et al. Mental health is a risk factor for poor outcomes
in cardiac patients: findings from the national DenHeart survey. J
Psychosom Res. 2018;112:66–72. 52. Martin CR, Thompson DR, Chan DS. An examination of the psychometric
properties of the hospital anxiety and depression scale in Chinese patients
with acute coronary syndrome. Psychiatry Res. 2004;129:279–88. Publisher’s Note Springer Nature remains neutral with regard to jurisdictional claims in
published maps and institutional affiliations.
|
https://openalex.org/W2109235069
|
https://ccsenet.org/journal/index.php/ibr/article/download/27521/16646
|
English
| null |
Division Buyout and Refinancing of Event Risk Covenant Bonds: Evidence from the Long-Term Stock Performance
|
International business research
| 2,013
|
cc-by
| 7,122
|
Division Buyout and Refinancing of Event Risk Covenant Bonds:
Evidence from the Long-Term Stock Performance Manish Tewari1
1 School of Business & Economics, State University of New York, Brockport, New York, USA
Correspondence: Manish Tewari, School of Business & Economics, State University of New York, 350 New
Campus Drive, SUNY, Brockport, NY 14420. USA. Tel: 1-585-395-5678. E-mail: mtewari@brockport.edu Accepted: April 27, 2013 Online Published: May 17, 2013
URL: http://dx.doi.org/10.5539/ibr.v6n6p1 Accepted: April 27, 2013 Online P
URL: http://dx.doi.org/10.5539/ibr.v6n6p1 Accepted: April 27, 2013 Online P
URL: http://dx.doi.org/10.5539/ibr.v6n6p1 Received: March 30, 2013
doi:10.5539/ibr.v6n6p1 Received: March 30, 2013
doi:10.5539/ibr.v6n6p1 International Business Research; Vol. 6, No. 6; 2013
ISSN 1913-9004 E-ISSN 1913-9012
Published by Canadian Center of Science and Education International Business Research; Vol. 6, No. 6; 2013
ISSN 1913-9004 E-ISSN 1913-9012
Published by Canadian Center of Science and Education Abstract The focus of this paper is to assess the long-term common stock performance of the parent firms that underwent
divisional buyout (DBO) and had event risk covenant (ERC) bonds outstanding at the announcement of the
DBO. The final sample of 46 parent firms exhibit a common characteristic where all the ERC bonds were
redeemed (either called above par or put on the firm at par) or restructured at a higher cost to the firm around
DBO announcement date due to the presence of ERCs. ERCs are triggered since the parent firms that divest their
assets through a DBO reveal future cash flow volatility, which has potential to lower the value of existing bonds. This refunding of the bonds leads to costly refinancing for the parent firms, which has long-term implications. I
find significantly negative cumulative abnormal returns at the issue date of the ERC bonds for these firms due to
potential managerial entrenchment and foregone transfer of wealth from bondholders to stockholders. Consistent
with the finance literature, I find significantly positive cumulative abnormal returns for parent firms at the
announcement of the DBO. These positive short-term returns at the announcement do not translate into
long-term positive returns. The common stock of these parent firms significantly underperforms the market over
the periods three, four, and five years after the DBO date. This dichotomy can be attributed to the security
market overreaction to the announcement of DBO. The long-term underperformance can be attributed to the
costly refinancing of the ERC bonds. Keywords: event risk covenants, bonds, division buyout, parent firm, long-term performance
1 Introduction Keywords: event risk covenants, bonds, division buyout, parent firm, long-term performance 1. Introduction Hite and Vetsuypens (1989) find that
the shareholders of the parent firms, undergoing DBO, experience positive and significant wealth effect at the
announcement of the DBO. trigger protective covenants in these bonds. Due to the transfer of wealth from bondholders to stockholders, the
lower bond values result into higher returns for the common stockholders. Hite and Vetsuypens (1989) find that
the shareholders of the parent firms, undergoing DBO, experience positive and significant wealth effect at the
announcement of the DBO. The event risk covenants (ERCs) in bonds are intended to deter negative wealth effect for the bondholders in the
event of a major restructuring of the firm including leveraged and divisional buyouts (Cook & Easterwood,
1994). These covenants allow bondholders to put the bonds back at par on the firm undergoing these events. Bondholders can use the presence of ERCs in bonds as a bargaining tool and require the firms to restructure and
reissue the existing bonds or call the bonds at more favorable terms to bondholders. The ERCs are also
commonly referred to as poison puts or super poison puts in finance literature. The ERCs are known to be
effective in achieving their intended purpose. Billet, Jiang, and Lie (2010) finds that the bonds with ERCs
perform significantly better than the bonds without the ERC protection during a leveraged buyout. I investigate a sample of 46 parent firms, with non-convertible ERC bonds outstanding, that underwent DBO. I
find that all the bonds were either refunded (put back by bondholders or called prematurely) or restructured
around the DBO announcement date. This observation is in conformity with the argument by Asquith and
Wizman (1990) who state that the bondholders must be appropriately compensated with a premium for the
covenant protected bonds that are called due to a buyout since the buyout violates the protective covenants. The
ERC protection results in firms refunding the protected bonds at or above premium or restructuring them to the
benefit of the bondholders. This refunding leads to a higher refinancing cost for the firm which has long term
implications (Chatfield & Moyer, 1986). The prime focus of this paper is to study the long-term market performance of the parent firms, with ERC bonds
outstanding at the DBO announcement, over the periods three, four, and five years after the DBO. 1. Introduction Leveraged buyouts (LBOs) have been widely explored in the finance literature. In an LBO the investors buyout
the entire publicly traded firm and take it private primarily with debt financing. Inefficient management and
operations have been cited as primary reasons for taking a firm private through a leveraged buyout (Ambrose &
Winters, 1992). Smith (1990) finds that firm’s operating performance considerably and significantly increased
after the LBO. DeAngelo and DeAngelo (1987) and Kaplan (1989) find that the LBO considerably increases the
market value of the target firms at the announcement of LBO. In a divisional buyout transaction (DBO hereafter), firm’s mangers and/or investor(s) buyout a division of a
publicly traded firm primarily with debt financing and is typically taken private. Subsequently, the division exists
as a separate (new) firm separated from the parent firm which stays public. The net effect of a DBO on the
capital structure of the new firm is a substantial increase in the level of debt on the firm’s books since the assets
of the new firm, including the future cash flows, are used as collateral for the loans obtained in the DBO. The
DBOs are motivated by an opportunity to increase the efficient use of assets for the division at the same time
improving the effectiveness and efficiency of decision making for the slimmer parent firm (Hite & Vetsuypens,
1989). The long-term performance of parent firms after the DBO has remained unexplored in the literature. Since, the parent firm stays public after the DBO, the firm’s common stock can be observed to evaluate the
firm’s long-term performance. Bae and Jo (2002) find that parent firms with high cash flow volatility and high growth are more likely to divest
through a DBO. Conversely, parent firms undergoing DBO likely signal volatile future cash flows. Titman and
Wessels (1988) and Friend and Lang (1988) find that a firm’s ability to raise capital through debt generally
decreases with an increase in the volatility of the firm’s earnings and cash flow due to the increased risk faced by
the bondholders. This increase in risk has potential to lowers the value of outstanding bonds and is likely to 1 1 International Business Research Vol. 6, No. 6; 2013 www.ccsenet.org/ibr trigger protective covenants in these bonds. Due to the transfer of wealth from bondholders to stockholders, the
lower bond values result into higher returns for the common stockholders. 1. Introduction The objective
is to study how the refunding of these bonds affects the long-term returns to the common stockholders. Using
Fama and French (1993) model, I find that these firms significantly underperform the market in the long-term
after the DBO. This result conflicts with the observation of significant positive cumulative abnormal returns
around the announcement of the DBO. This dichotomy can be attributed to the short-term exuberance by the
investors (Barberis, Shleifer, & Vishny, 1998). I also find strong evidence of negative cumulative abnormal
returns around the issue date of the ERC bonds for these firms. This further confirms the finding by Roth and
McDonald (1999) that ERCs in bonds have the potential to induce managerial entrenchment as well as prevent
wealth transfer from bondholders to stockholders. These results have important implications for the bond and
common stock investors and funds. 2.1 DBO and the Parent Firm According to Hite and Vetsuypens (1989), the benefit to the parent firms undergoing DBO accrues largely from
the improved efficiency and lower complexity of the decision-making for the management of the firm. The
expected result after the sale of the division for the parent firm is a smaller, efficient, and more manageable firm. The shareholders of the parent firm, undergoing DBO experience positive wealth effect at the announcement of
the DBO (Hite & Vetsuypens, 1989). In contrast the bondholders of the parent firms are susceptible to a
significant loss of wealth due to the transfer of wealth from bondholders to stockholders. Maxwell and Rao
(2003) find negative abnormal returns for the bondholders of the firms undergoing divisional divestiture in the
announcement month. A significant proportion of the wealth accrued to the stockholders at the DBO
announcement results from the losses incurred by the bondholders. Bae and Jo (2002) find that a parent firm with
higher volatility of cash flow is more likely to divest a division through a DBO. Hence, a parent firm undergoing
DBO is likely to signal high variability of future cash flows consequently, lowering the market value of existing
bonds. The parent firms undergoing DBO are categorized as high growth firms with high cash volatility (Bae &
Jo, 2002) in contrast to non-leveraged divestitures such as spin-offs or equity carve-outs where the specific
characteristics of the parent firms remain largely unclear. .2 ERC Bonds and Negative Wealth Effect for Common Stockholders 2.5 Long-Term Performance after an Event The long-term stock performance after a special event has been well documented in finance literature. Speiss and
Affleck-Graves (1999) evaluate the long-term performance of common stock of the firms after the issue of the
straight debt. They find strong evidence of negative long-term returns. Affleck-Graves and Miller (2003) study
the long-term performance of the firms after the optimal call of the debt. They find evidence of positive
long-term returns. Tewariand Ramanlal (2010) study the long-term performance of firms issuing bonds with both
call and put options embedded in the bonds. They find strong evidence of higher returns from issue date to the
put date but find an evidence of lower returns after the put date. 2.4 Effect of Refunding of ERC Bonds Due to the DBO 2.4 Effect of Refunding of ERC Bonds Due to the DBO All the ERC bonds in our sample of parent firms are redeemed, put back, or restructured around the
announcement of DBO date. This action can be attributed to the presence of ERCs in these bonds. In all the
instances where the bonds are redeemed (called), they are redeemed at a premium. Since this type of redemption
is not optimal (suboptimal) for the firm, it comes at a greater cost. According to Vu (1986), the firm is willing to
pay a premium when the bonds with restrictive covenants are called. This premium is based on the opportunity
cost of terms of covenants. For the bond issues where the terms of the bonds are restructured with new terms more beneficial to the
investors, the long-term cost to the firm can be substantial. According to Chatfield and Moyer (1986), the
inclusion of a put feature on a bond changes the benefits and costs to the issuer. The issuer enjoys an initially
lower anticipated interest cost on the capital raised but faces substantial cost due to the risk of early refunding
and a higher interest rate the firm is likely to pay on new bonds to replace (refinance) the issue put back on the
firm. Once refunded (suboptimal call or put back), the firm can refinance the bonds only at the higher current
market rates. This has potential of substantially increasing long-term financing cost to the parent firm. 2.3 ERC Bonds and Positive Wealth Effect for Common Stockholders The LBOs enable wealth transfer from bondholders to stockholders (Warga & Welch, 1993; Asquith & Wizman,
1990; Cook, Easterwood, & Martin, 1992). Presence of ERCs in bonds effectively limits this transfer of wealth,
thereby reducing the potential conflict of interest between the stockholders and bondholders (Myers, 1977;
Jensen & Meckling, 1976). This reduction in the conflict between the stockholders and bondholders potentially
reduces the financing cost to the firm since the bondholders are willing to accept lower coupon rate for the lower
risk of transfer of wealth (Cremers, Nair, & Wei, 2007). 2.2 ERC Bonds and Negative Wealth Effect for Common Stockholders 2.2 ERC Bonds and Negative Wealth Effect for Common Stockholders According to Kahan and Klaussner (1993), ERCs in bonds lower the probability of takeover which can entrench
the management. Entrenched management is likely to take actions which may not be in the best interest of the
stockholders consequently, increasing the agency cost between the stockholders and managers. This agency
problem can lower the stockholder wealth (Shleifer & Vishny, 1989; Roth & McDonald, 1999). In addition, the
lower probability of takeover effectively reduces the potential of a premium stockholders are likely to earn in the
event of a buyout. This premium largely results from the transfer of wealth from bondholders to stockholders. 2 International Business Research Vol. 6, No. 6; 2013 www.ccsenet.org/ibr This foregone wealth transfer can reduce the stockholder wealth. Perumpral, Davidson, and Sen (1999) attribute
negative announcement effect on the stock price to the presence of ERCs in bonds. This foregone wealth transfer can reduce the stockholder wealth. Perumpral, Davidson, and Sen (1999) attribute
negative announcement effect on the stock price to the presence of ERCs in bonds. 4. Sample Selection The Securities Data Company Platinum database (SDC Platinum) is used to collect the bond data. The
Bloomberg bond data is used to gather details of the terms of redemption of these bonds. The initial sample is
collected for all the firms with ERC bond issues after 1986. The year 1986 is chosen as the starting year since
that is the historical limit on the Bloomberg bond data. The initial sample is further screened for the ERC bond
issuing firms that underwent DBO. The initial sample of firm with ERC bond issues are further screened for the
following conditions. a) At least one year should have elapsed from the issue date to the DBO announcement date in order to eliminate
the bonds issued to finance DBO. b) The cutoff date for the sample parent firms is set as 2007 since the objective is to measure the long-term
performance over the period five years after the DBO announcement date. b) The cutoff date for the sample parent firms is set as 2007 since the objective is to measure the long-term
performance over the period five years after the DBO announcement date. c) The issuing firm must be listed on a US exchange. d) The stock prices must be available on the Center for Research in Security Prices (CRSP) database. d) The stock prices must be available on the Center for Research in Security Prices (CRSP) database. The firms are further screened on Bloomberg to determine if the ERC protected bond issue was called, put, or
restructured and the terms of restructure. The final full sample consists of 46 issues of the parent firms that
underwent DBO and had ERC bonds outstanding that were redeemed or restructured around the DBO date. The firms are further screened on Bloomberg to determine if the ERC protected bond issue was called, put, or
restructured and the terms of restructure. The final full sample consists of 46 issues of the parent firms that
underwent DBO and had ERC bonds outstanding that were redeemed or restructured around the DBO date. 3. Hypotheses Development All the effects of DBO and the refinancing
of the redeemed or restructured ERC bonds on the parent firms are only realized in the long-term. This argument
helps formulate hypothesis 3. H3: In the long-term, the common stock of the parent firm should underperform after the DBO date 5. Research Methods 5.1 Short-Term Event Study (Announcement Effect) 3. Hypotheses Development Lehn and Poulsen (1991) argue that the ERCs are included in the bonds of the issuers where the risk of the LBO
is high. The market’s expectations of the parent firm being involved in an LBO or a DBO is expected to be much
higher for the parent firm that actually undergoes DBO later. Hence, the market’s reaction to the announcement
of bond issues with ERCs for these firms (much prior to the DBO) is expected to be negative since forgone
wealth transfer and managerial entrenchment far outweigh the benefit of lower agency cost associated with
ERCs. This logic formulates hypothesis 1. H1: The common stock cumulative abnormal returns around the issue date of ERC bonds for these firms should
be negative. Hite and Vetsuypens (1989) find positive abnormal returns for the parent firm at the DBO announcement. They
argue that in addition to the premium the parent receives for the divested division, the DBO reduces the
complexity of decision making by reducing the diversity of the assets to be managed by the management team. This potentially provides operational benefit to the parent firm. The common stock investors focused on this
benefit are likely to bid up the stock price upon the DBO announcement. This argument helps formulate
hypothesis 2. H2: The common stock cumulative abnormal returns for the parent firm around the announcement of DBO
should be positive. The DBO reveals the riskiness of the future cash flows for the parent firms, which lowers the value of existing
debt. The future debt is likely to be issued at a higher cost. ERCs in bonds require parent firms to redeem or
restructure these bonds at DBO. The refinancing of these bonds due to the DBO is likely to substantially increase
the long-term financing cost to the parent firm. This financing cost is likely to overshadow any operational 3 International Business Research Vol. 6, No. 6; 2013 www.ccsenet.org/ibr benefit from the sale of the division. The short-term exuberance (positive DBO announcement effect) may not
transform into the positive long-term returns (Barberis et al., 1998). All the effects of DBO and the refinancing
of the redeemed or restructured ERC bonds on the parent firms are only realized in the long-term. This argument
helps formulate hypothesis 3. benefit from the sale of the division. The short-term exuberance (positive DBO announcement effect) may not
transform into the positive long-term returns (Barberis et al., 1998). 5.1.1 Fama-French Model 6; 2013 International Business Research www.ccsenet.org/ibr equation 3 below: equation 3 below: equation 3 below: ܣܴ௧ൌ ܴ௧െ ܴ௧ (3) ܣܴ௧ൌ ܴ௧െ ܴ௧ (3) ܣܴ௧ൌ ܴ௧െ ܴ௧ (3) Where ܴ௧ is the actual return on stock i on day t in the event window. The CAR is calculated using equation 4: Where ܴ௧ is the actual return on stock i on day t in the event window. is the actual return on stock i on day t in the event window. alculated using equation 4: CARሺ௧ଶ,௧ଵሻൌ∑
ܣܴ௧
௧ଶ
௧ଵ
(4) (4) CARሺ௧ଶ,௧ଵሻൌ∑
ܣܴ௧
௧ଶ
௧ଵ Where t1 and t2 represent beginning and the end of the three day trading window, ݐ א ሺݐ1, ݐ2ሻ. 5.1.2 Market Model Where t1 and t2 represent beginning and the end of the three day trading window, ݐ א ሺݐ1, ݐ2ሻ. 5.1.2 Market Model The results for abnormal results are also obtained using the market model in order to check the robustness of
results from the F-F model. The market model uses the equation 5: The market model uses the equation 5: q
൫ܴ௧െܴ௧൯ൌߙߚ൫ܴ௧െܴ௧൯ ߝ௧ (5)
The expected return over the estimation period [-255, -46] is computed using equation 6:
ሺܴ௧െܴ௧ሻൌߙොߚመሺܴ௧െܴ௧ሻ ߝ̂௧ (6) (5) ൫ܴ௧െܴ௧൯ൌߙߚ൫ܴ௧െܴ௧൯ ߝ௧ (5) ൫
௧
௧൯
ߚ൫
௧
௧൯
௧
( )
The expected return over the estimation period [-255, -46] is computed using equation 6:
ሺܴ௧െܴ௧ሻൌߙොߚመሺܴ௧െܴ௧ሻ ߝ̂௧ (6) The expected return over the estimation period [-255, -46] is computed using equation 6:
ሺܴ௧െܴ௧ሻൌߙොߚመሺܴ௧െܴ௧ሻ ߝ̂௧ The expected return over the estimation period [ 255, 46] is computed using equation 6:
ሺܴ௧െܴ௧ሻൌߙොߚመሺܴ௧െܴ௧ሻ ߝ̂௧ (6) ሺܴ௧െܴ௧ሻൌߙොߚመሺܴ௧െܴ௧ሻ ߝ̂௧ The abnormal return is computed using equation 3 and the CAR is computed using equation 4. 5.1.3 Event Study at the Issue Date The abnormal return is computed using equation 3 and the CAR is computed using equation 4. 5 1 3 E
t St d
t th I
D t The abnormal return is computed using equation 3 and the CAR is computed using equation 4. This study uses issue date rather than the announcement date for the bond sample to measure abnormal returns
around the issue date. According to Harvey, Lins, and Roper (2004), the announcement date for a typical bond
issue almost always occurs either on the issue date or after the issue date. 5.1.1 Fama-French Model The focus of this study is to examine the determinants of cumulative abnormal return on the common stock of
the firms over the event period. The abnormal returns are estimated using the Fama and French (1993)
three-factor model (F-F hereafter) with a pre-event estimation window of [–255,–46] trading days prior to the
event date. The F-F model is represented by the equation 1 below: ൫ܴ௧െܴ௧൯ൌߙߚ൫ܴ௧െܴ௧൯ݏܵܯܤ௧݄ܪܯܮ௧ ߝ௧ (1) Where, ܴ௧ = the risk free rate. ܴ௧ = the daily return of the stock i on day t. ܴ௧ = the daily return of the stock i on day t. ܴ௧ = the daily return of the stock i on day t. ܴ௧ = the return on the CRSP value-weighted index on day t. ܴ௧ = the return on the CRSP value-weighted index on day t. ܴ௧ = the return on the CRSP value-weighted index on day t. ܵܯܤ௧ = the return on the mimicking portfolio for size (Small minus Big) on day t. ܵܯܤ௧ = the return on the mimicking portfolio for size (Small minus Big) on day t. ܪܯܮ௧ = the return on the mimicking portfolio for book-to-market (High minus Low). The values and details of the construction of the variablesܴ௧, ܴ௧, ܵܯܤ௧, and ܪܯܮ௧ are obtained from the
Kenneth French website. Equation 1 defines the relationship between the stock returns and the market during the pre-event estimation
period [-255, -46]. Regression analysis using equation 1 is used to predict the expected daily returns for a given
stock on a given day using CRSP value-weighted index on that day. The expected return ( ܴ௧ ) for a stock ion
day t is represented by equation 2 below: ሺܴ௧െܴ௧ሻൌߙොߚመሺܴ௧െܴ௧ሻݏ̂ܵܯܤ௧݄ܪܯܮ௧ ߝ̂௧ (2) (2) The event study captures the effect of some unexpected new information on the firms’ stock prices. The
abnormal return is calculated for each day by subtracting the firm’s expected stock return (i.e. the return you
would expect given its beta or association with the F-F value weighted overall stock market return over the 255
days prior to the event) from the actual observed return (MacKinlay, 1997). For each firm the daily abnormal return (ܣܴ௧) and the cumulative abnormal return (CAR) are calculated in the
event window for examining the extent to which the stocks responds to the event. The ܣܴ௧ is calculated by 4 4 International Business Research
Vol. 6, No. 6; 2013 Vol. 6, No. 5.1.1 Fama-French Model Even in the cases where the
announcement is made prior to the issue date, market is unsure whether the issue will actually take place. In
addition, the details of the contract parameters of the bonds are not revealed until the issue is registered. Therefore, the event window (0, +3) is primarily used to fully capture the reaction of the market after the details
of the debt issue are fully digested by the market. Results for the windows (0, +1) and (0, +2) are also provided
to observe the momentum of abnormal returns. 5.1.4 Event Study at DBO Announcement The abnormal returns are measured around the DBO announcement date with expectations that the market is
likely to react very sharply to the DBO news. A DBO announcement is likely to produce highest abnormal
returns over the (0, +1) window, which is the primary window of focus in this study. The results for the other
windows (-1, +2) and (0, +3) are also provided. The (-1, +2) is chosen in order to capture the abnormal returns
just in case the DBO news was leaked a trading day prior to the announcement date. The (0, +2) window is used
to test whether the momentum of abnormal returns continued for a trading day longer. 5.2 Long-Term Event Study The long-term study to examine the long-run performance of the common stock of the 46 parent firms that
underwent DBO also uses F-F regression method. The fourth factor commonly known as momentum factor
(Brav, Geczy, &Gompers, 2000) is included to account for the presence of any momentum in the return. Since
the objective is to measure the long-term monthly returns after the DBO announcement date, the common stock
returns are examined over the periods three, four, and five years after the DBO announcement date. The four factor model used to determine the long run performance is represented by equation 7:
൫ܴ௧െܴ௧൯ൌߙߚ൫ܴ௧െܴ௧൯ݏ ሺܵܯܤ௧ሻ݄ ሺܪܯܮ௧ሻ ݑ ሺܷܯܦ௧ሻ ߝ௧ actor model used to determine the long run performance is represented by equation 7:
൫ܴ௧െܴ௧൯ൌߙߚ൫ܴ௧െܴ௧൯ݏ ሺܵܯܤ௧ሻ݄ ሺܪܯܮ௧ሻ ݑ ሺܷܯܦ௧ሻ ߝ௧ (7) or model used to determine the long run performance is represented by equation 7:
൫ܴ௧െܴ௧൯ൌߙߚ൫ܴ௧െܴ௧൯ݏ ሺܵܯܤ௧ሻ݄ ሺܪܯܮ௧ሻ ݑ ሺܷܯܦ௧ሻ ߝ௧ (7) Where, Where, ܴ௧= the return on the portfolio of sample firms in month t. It is calculated using the calendar time average
method where each month’s returns represent the monthly average for each stock’s return that falls in that month
(Mitchell & Stafford, 2000). The portfolio of firms is formed for each month that falls in the event period and
monthly portfolio returns are calculated beginning from the month when the DBO announcement is made and
continues over the event period. ܴ௧= the return on the portfolio of sample firms in month t. It is calculated using the calendar time average
method where each month’s returns represent the monthly average for each stock’s return that falls in that month
(Mitchell & Stafford, 2000). The portfolio of firms is formed for each month that falls in the event period and
monthly portfolio returns are calculated beginning from the month when the DBO announcement is made and
continues over the event period. ܷܯܦ௧ = the momentum factor. The explanation of variables ܴ௧, ܴ௧, ܵܯܤ௧, and ܪܯܮ௧ is provided in section 5.1.1. The value and the
details of construction of ܷܯܦ௧ are obtained from the Kenneth French website. The primary focus in the long-term studies is on the intercept term α,which captures the abnormal returns per 5 International Business Research Vol. 6, No. 6; 2013 www.ccsenet.org/ibr month. The monthly average returns (ܴ௧ሻ are calculated by constructing value-weighted (VW) portfolio. The
portfolio is constructed by taking weighted average of the returns of all the firms that fall in a particular month,
weighted by the firm value (market capitalization) (Fama & French, 1993). The results are presented for the
ordinary least squares (OLS) regression method. The results are also presented for the weighted least squares
(WLS) regression method to check the robustness of the results. 6. Results Table 1 depicts the CAR over the windows (0, +3), (0, +2), and (0, +1) around the ERC bonds issue date. These
results are provided to test the hypothesis 1. The results for F-F model as well as the market model are presented
for the equally weighted/value weighted CRSP index. The focus is on the results over the event window (0, +3)
as discussed earlier in section 5.1.3. For the F-F equally weighted model the CAR is -1.26% and statistically
significant at 5%. For the F-F value weighted model the CAR is -1.29% and is statistically significant at 5%. The
CAR for the equally weighted and the value weighted market model is also negative and statistically significant
at 5%. The CAR for (0, +2) and (0, +1) is also negative and statistically significant for both equally weighted and
value weighted F-F and the market model. These results confirm our hypothesis 1. Table 1. Mean cumulative abnormal returns (CAR) around the ERC bonds issue date
Method
Event Window
(Days)
Mean Cumulative
Abnormal Return
Portfolio Time-Series
t-statistic
Percent
Negative
Generalized
Sign Z
Fama-French/Equally
Weighted
(0,+1)
-0.80%
-1.62*
63
-1.29*
(0,+2)
-1.10%
-1.81**
58
-1.86**
(0,+3)
-1.26%
-1.81**
61
-2.06**
Fama-French/Value
Weighted
(0,+1)
-0.77%
-1.55*
59
-0.83
(0,+2)
-1.12%
-1.84**
68
-2.01**
(0,+3)
-1.29%
-1.84**
65
-1.71**
Market Model/Equally
Weighted
(0,+1)
-0.86%
-1.67**
66
-1.55*
(0,+2)
-1.25%
-2.00**
68
-1.88**
(0,+3)
-1.43%
-1.97**
68
-1.88**
Market Model/Value
Weighted
(0,+1)
-0.78%
-1.51*
66
-1.69**
(0,+2)
-1.03%
-1.64**
61
-1.04
(0,+3)
-1.25%
-1.71**
63
-1.36*
Description: The results show average cumulative abnormal returns for the event windows (0,+1), (0,+2), and (0,+3). (+1), (+2), and
(+3)correspond to the first, second, and third trading day after the issue date respectively. Abnormal returns are estimated using returns from
255 days prior to the issue date and ending 46 days before the issue date. The significance of the difference between the proportion of
positive/negative returns in the event period and the fraction of positive/negative returns in the estimation period is measured by Generalized
Sign Z test. ***, **, and * indicate significance at the 1%, 5%, and 10% level, respectively. Table 1. Mean cumulative abnormal returns (CAR) around the ERC bonds issue date Description: The results show average cumulative abnormal returns for the event windows (0,+1), (0,+2), and (0,+3). (+1), (+2), and
(+3)correspond to the first, second, and third trading day after the issue date respectively. 6. Results Abnormal returns are estimated using returns from
255 days prior to the issue date and ending 46 days before the issue date. The significance of the difference between the proportion of
positive/negative returns in the event period and the fraction of positive/negative returns in the estimation period is measured by Generalized
Sign Z test. ***, **, and * indicate significance at the 1%, 5%, and 10% level, respectively. Table 2 depicts the CAR over the windows (-1, +2), (0, +1), and (0, +2) around the DBO announcement date. These results are provided to test the hypothesis 2. The results for F-F model as well as the market model are
presented for the equally weighted/value weighted CRSP index. The focus is on the results over the event
window (0, +1) as discussed earlier in section 5.1.4. For the F-F equally weighted model the CAR is 4.66% and
statistically significant at 1%. For the F-F value weighted model the CAR is 4.78% and is statistically significant
at 1%. The CAR for the equally weighted and the value weighted market model is also positive and statistically
significant at 1%. The CAR for (-1, +2) and (0, +2) is also positive and statistically significant at 1% for both
equally weighted and value weighted, F-F and the market models. These results confirm our hypothesis 2. International Business Research Vol. 6, No. 6; 2013 www.ccsenet.org/ibr Table 2. Mean cumulative abnormal returns around the DBO announcement date
Method
Event Window
(Days)
Mean Cumulative
Abnormal Return
Portfolio Time-Series
t-statistic
Percent
Positive
Generalized
Sign Z
Fama-French/Equally
Weighted
(-1,+2)
4.77%
5.245***
68
2.418***
(0,+1)
4.66%
7.246***
70
2.747***
(0,+2)
4.61%
5.844***
65
2.088**
Fama-French/Value
Weighted
(-1,+2)
4.96%
5.436***
68
2.418***
(0,+1)
4.78%
7.411***
76
3.405***
(0,+2)
4.75%
6.013***
65
2.088**
Market Model/Equally
Weighted
(-1,+2)
4.07%
4.317***
59
1.667**
(0,+1)
4.21%
6.322***
65
2.327***
(0,+2)
4.03%
4.931***
62
1.997**
Market Model/Value
Weighted
(-1,+2)
4.41%
4.671***
65
1.455*
(0,+1)
4.41%
6.603***
62
2.113**
(0,+2)
4.37%
5.353***
61
1.784**
Description: The results show average cumulative abnormal returns for the event windows (-1,+2), (0,+1), and (0,+2). The days in the
windows correspond to a day prior (-1) to the DBO announcement date (0) and the first (+1), and the second (+2) trading day after the DBO
announcement date. Abnormal returns are estimated using returns from 255 days prior to the DBO announcement date and ending 46 days
before the DBO announcement date. 6. Results The significance of the difference between the proportion of positive/negative returns in the event
period and the fraction of positive/negative returns in the estimation period is measured by Generalized Sign Z test. ***, **, and * indicate
significance at the 1%, 5%, and 10% level, respectively. Table 2. Mean cumulative abnormal returns around the DBO announcement date windows correspond to a day prior (-1) to the DBO announcement date (0) and the first (+1), and the second (+2) trading day after the DBO
announcement date. Abnormal returns are estimated using returns from 255 days prior to the DBO announcement date and ending 46 days
before the DBO announcement date. The significance of the difference between the proportion of positive/negative returns in the event
period and the fraction of positive/negative returns in the estimation period is measured by Generalized Sign Z test. ***, **, and * indicate
significance at the 1%, 5%, and 10% level, respectively. Table 3 provides the results for the calendar time average F-F model (with momentum factor) for the sample of
46 firms. These results are provided to test the hypothesis 3. The panels A, B, and C in table 3 provide the OLS
and WLS results for the VW portfolios over the periods three, four, and five years after the DBO announcement
date. The focus in the long-term type event studies is on the intercept estimate α, which measures the abnormal
monthly return. The α for the event period from issue date to three years after the issue date (Panel A) shows
negative monthly return of -0.83%/-0.75%for OLS/WLS methods, statistically significant at 5%. These monthly
returns compound to a significant loss of -26%/ -24% over the entire three year period. The α for the event
period from issue date to four years after the issue date (Panel B) shows negative monthly return of
-0.62%/-0.58%for OLS/WLS methods, statistically significant at 10% and 5% respectively. These monthly
returns compound to a significant loss of -26%/ -24% over the entire four year period. The α for the event period
from issue date to five years after the issue date (Panel C) shows negative monthly return of -0.51%/-0.60%for
OLS/WLS methods, statistically significant at 10% and 5% respectively. These monthly returns compound to
significant loss of -26%/ -30% over the entire five year period. Description: OLS corresponds to Ordinary Least Squares regression. WLS corresponds to Weighted Least Squares regression. Value
weighted returns are used for both OLS and WLS methods where the returns are weighted by the market capitalization of the firm at the
DBO announcement date. White’s method (White, 1980) is used to calculate t-statistics. *** indicates significance at 1% level, ** indicates
significance at 5% level, and * indicates significance at 10% level. 6. Results All the results provide strong evidence that these
firms significantly underperform three, four, and five years after the DBO date. These results confirm hypothesis
3. Table 3. Long-term performance after the DBO announcement date
Event Period
α
β
s
h
u
AdjR²
Panel A: 3 Year Returns
OLS Regression
-0.83
1.11
0.49
0.50
-0.16
39.90%
(-2.03)**
(11.93)***
(3.90)***
(3.05)***
(-2.63)***
WLS Regression
-0.75
1.04
0.53
0.50
-0.21
36.76%
(-1.96)**
(11.36)***
(5.00)***
(4.02)***
(-3.02)***
Panel B: 4 Year Returns
OLS Regression
-0.62
1.13
0.50
0.41
-0.08
42.38%
(-1.59)*
(12.69)***
(4.06)***
(2.58)***
(-2.69)***
WLS Regression
-0.58
1.04
0.45
0.35
-0.28
41.09%
(-1.67)**
(12.41)***
(4.70)***
(3.04)***
(-2.48)***
Panel C: 5 Year Returns
OLS Regression
-0.51
1.15
0.45
0.43
-0.18
49.03%
(-1.47)*
(13.46)***
(3.70)***
(2.80)**
(-3.22)***
WLS Regression
-0.6
1.07
0.43
0.44
-0.09
46.49%
(-1.91)**
(14.17)***
(5.05)***
(4.30)***
(-3.11)***
Description: OLS corresponds to Ordinary Least Squares regression. WLS corresponds to Weighted Least Squares regression. Value
weighted returns are used for both OLS and WLS methods where the returns are weighted by the market capitalization of the firm at the
DBO announcement date. White’s method (White, 1980) is used to calculate t-statistics. *** indicates significance at 1% level, ** indicates
significance at 5% level, and * indicates significance at 10% level. Table 3. Long-term performance after the DBO announcement date Description: OLS corresponds to Ordinary Least Squares regression. WLS corresponds to Weighted Least Squares regression. Value
weighted returns are used for both OLS and WLS methods where the returns are weighted by the market capitalization of the firm at the
DBO announcement date. White’s method (White, 1980) is used to calculate t-statistics. *** indicates significance at 1% level, ** indicates
significance at 5% level, and * indicates significance at 10% level. 7 Vol. 6, No. 6; 2013 International Business Research www.ccsenet.org/ibr 7. Conclusion The protective provisions, such as ERCs in bonds, intended to provide protection to the bondholders from
significant firm restructuring events such as leveraged buyout (LBO) and divisional buyout (DBO) typically,
require the issuing (parent) firms to redeem (make suboptimal call or put back by investors) or restructure these
bonds and reissue with terms favorable to the investors and unfavorable to the firms. Refinancing of redeemed
issues places long-term cost burden on the parent firm (Chatfield & Moyer, 1986). Although, DBO is expected to
provide operational benefits to the parent firm (Hite & Vetsuypens, 1989), the parent firms with ERC bonds
outstanding are likely to face enormous long-term refinancing cost of these bonds. In analyzing the long-term
performance of a sample of 46 parent firms with DBO that had ERC bonds outstanding at the DBO, I find that
the refinancing cost of ERC protected bonds overshadows any operational benefits of the DBO. These firms
significantly underperform the market in the long-term over the periods three, four, and five years after the DBO. I also find strong evidence of short-term positive announcement effect at the announcement of the DBO for these
parent firms. The short-term positive abnormal returns at the DBO announcement do not transform into
long-term positive returns. This dichotomy can be attributed to short-term overreaction by the common stock
investors (Barberis et al., 1998). I also find significantly negative cumulative abnormal returns at the issue date
of the ERC bonds by the parent firms. This confirms the observation by (Perumpral et al., 1999; Billet et al.,
2010) that the presence of ERCs in bonds lowers the stock price due to managerial entrenchment and potential
loss of restructure premium for the stockholders. These results have significant implications for the bond
investors and common stock investors in these types of firms. References Affleck-Graves, J., & Miller, R. E. (2003). The Information Content of Calls of Debt: Evidence from Long-Run
Stock Returns. Journal of Financial Research, 26(4), 421-447. http://dx.doi.org/10.1111/1475-6803.00067 Ambrose, B. W., & Winters, D. B. (1992). Does an Industry Effect Exists for Leveraged Buyouts? Financial
Management, 21(1), 89-101. http://dx.doi.org/10.2307/3665683 Asquith, P., & Wizman, T. A. (1990). Event Risk, Covenants, and Bondholder Returns in Leveraged Buyouts. Journal of Financial Economics, 27(1), 195-213. http://dx.doi.org/10.1016/0304-405X(90)90026-V Bae, S. C., & Jo, H. (2002). Consolidating Corporate Control: Divisional Versus Whole-Company Leveraged
Buyouts. Journal of Financial Research, 25(2), 247-262. http://dx.doi.org/10.1111/1475-6803.t01-1-00006 Barberis, N., Shleifer, A., & Vishny, R. (1998). A Model of Investor Sentiment. Journal of Financial Economics,
49(3), 307-343. http://dx.doi.org/10.1016/S0304-405X(98)00027-0 Billett, M. T., Jiang, Z., & Lie, E. (2010). The Effect of Change-in-Control Covenants on Takeovers: Evidence
from
Leveraged
Buyouts. Journal
of
Corporate
Finance,
16(1),
1-15. http://dx.doi.org/10.1016/j.jcorpfin.2009.09.005 Brav, A., Geczy, C., & Gompers, P. (2000). Is the Abnormal Return Following Equity Issuance Anomalous? Journal of Financial Economics, 56(2), 209-249. http://dx.doi.org/10.1016/S0304-405X(00)00040-4 Chatfield, R. E., & Moyer, R. C. (1986). “Putting” Away Bond Risk: An Empirical Examination of the Value of
the Put Option on Bonds. Financial Management, 15(2), 26-33. http://dx.doi.org/10.2307/3664975 Cook, D. O., & Easterwood, J. C. (1994). Poison Put Bonds: An Analysis of their Economic Role. Journal of
Finance, 49(5), 1905-1920. http://dx.doi.org/10.1111/j.1540-6261.1994.tb04787.x Cook, D. O., Easterwood, J. C., & Martin, J. (1992). Bondholder Wealth Effects of Management Buyouts. Financial Management, 21(1), 102-113. http://dx.doi.org/10.2307/3665684 Cremers, M. K. J., Nair, V. B., & Wie, C. (2007). Governance Mechanisms and Bond Prices. Review of Financial
Studies, 20(5), 1359-1388. http://dx.doi.org/10.1093/revfin/hhm006 DeAngelo, H., & DeAngelo, L. (1987). Management Buyouts of Publicly Traded Corporations. Financial
Analysts Journal, 43(3), 38-49. http://dx.doi.org/10.2469/faj.v43.n3.38 Fama, E., & French, K. (1993). Common Risk Factors in the Returns on Stocks and Bonds. Journal of Financial
Economics, 33(1), 3-56. http://dx.doi.org/10.1016/0304-405X(93)90023-5 Friend, I., & Lang, L. P. (1988). An Empirical Test of the Impact of Managerial Self-interest on Corporate
Capital
Structure. Journal
of
Finance,
43(2),
271-281. http://dx.doi.org/10.1111/j.1540-6261.1988.tb03938.x Harvey, C. R., Lins, K. V., & Roper, A. H. (2004). The Effect of Capital Structure When Expected Agency Costs 8 8 Vol. 6, No. 6; 2013 International Business Research www.ccsenet.org/ibr xtreme. Journal of Financial Economics, 74(1), 3-30. http://dx.doi.org/10.1016/j.jfineco.2003.07.003 Hite, G. L., & Vetsuypens, M. R. (1989). Management Buyouts of Divisions and Shareholder Wealth. Journal of
Finance, 44(4), 953-970. http://dx.doi.org/10.1111/j.1540-6261.1989.tb02632.x Jensen, M. C., & Meckling, W. H. (1976). References Theory of the Firm: Managerial Behavior, Agency Costs, and
Ownership
Structure. Journal
of
Financial
Economics,
3(4),
305-360. http://dx.doi.org/10.1016/0304-405X(76)90026-X Kahan, M., & Klausner, M. (1993). Antitakeover Provisions in Bonds: Bondholder Protection or Management
Entrenchment? UCLA Law Review, 40(1), 931-982. Kaplan, S. (1989). The Effects of Management Buyouts on Operating Performance and Value. Journal of
Financial Economics, 24(2), 217-254. http://dx.doi.org/10.1016/0304-405X(89)90047-0 Lehn, K., & Poulsen, A. (1991). Contractual Resolution of Bondholder-Stockholder Conflicts in Leveraged
Buyouts. Journal of Law and Economics, 34(2), 645-673. http://dx.doi.org/10.1086/467238 MacKinlay, C. A. (1997). Event Studies in Economics and Finance. Journal of Economic Literature, 35(1),
13-39. Maxwell, W. F., & Rao, R. P. (2003). Do Spin-offs Expropriate Wealth from Bondholders? Journal of Finance,
58(5), 2087-2108. http://dx.doi.org/10.1111/1540-6261.00598 Mitchell, M., & Stafford, E. (2000). Managerial Decisions and Long-Term Stock Price Performance. Journal of
Business, 73(3), 287-329. http://dx.doi.org/10.1086/209645 Myers, S. C. (1977). Determinants of Corporate Borrowing. Journal of Financial Economics, 5(2), 147-175. http://dx.doi.org/10.1016/0304-405X(77)90015-0 Perumpral, S., Davidson, D., & Sen, N. (1999). Event Risk Covenants and Shareholder Wealth: Ethical
Implications of the “Poison Put” Provision in Bonds. Journal of Business Ethics, 22(2), 119-132. http://dx.doi.org/10.1023/A:1006091829986 Roth, G., & McDonald, C. G. (1999). Shareholder-Management Conflict and Event Risk Covenants. Journal of
Financial Research, 22(2), 207-225. Shleifer, A., & Vishny, R. W. (1989). Management Entrenchment: The Case of Manager-Specific Investments. Journal of Financial Economics, 25(1), 123-139. http://dx.doi.org/10.1016/0304-405X(89)90099-8 Smith, A. J. (1990). Corporate Ownership Structure and Performance. Journal of Financial Economics, 27(1),
143-164. http://dx.doi.org/10.1016/0304-405X(90)90024-T Spiess, K. D., & Affleck-Graves, J. (1999). The Long-Run Performance of Stock Returns Following Debt
Offerings. Journal
of
Financial
Economics,
54(1),
45-73. http://dx.doi.org/10.1016/S0304-405X(99)00031-8 Tewari, M., & Ramanlal, P. (2010). Is the Put Option in U.S. Structured Bonds Good News for Both
Bondholders and Stockholders? International Research Journal of Finance and Economics, 52(1), 50-59. Titman, S., & Wessels, R. (1988). The Determinants of Capital Structure Choice. Journal of Finance, 43(1),
1-19. http://dx.doi.org/10.1111/j.1540-6261.1988.tb02585.x Vu, J. D. (1986). An Empirical Investigation of Calls of Non-Convertible Bonds. Journal of Financial
Economics, 16(2), 235-265. http://dx.doi.org/10.1016/0304-405X(86)90062-0 Warga, A., & Welch, I. (1993). Bondholder Losses in Leveraged Buyouts. Review of Financial Studies, 6(4),
959-982. http://dx.doi.org/10.1093/rfs/6.4.959 White, H. (1980). A Heteroskedasticity-Consistent Covariance Matrix Estimator and a Direct Test for
Heteroskedasticity. Econometrica, 48(4), 817-838. http://dx.doi.org/10.2307/1912934 9
|
https://openalex.org/W3139047186
|
https://zenodo.org/records/4604799/files/source.pdf
|
English
| null |
A string of marine shell beads from the Neolithic site of Vršnik (Tarinci, Ovče pole), and other marine shell ornaments in the Neolithic of North Macedonia
|
Anthropozoologica
| 2,021
|
cc-by
| 13,335
|
art. 56 (4) — Published on 12 March 2021
www.anthropozoologica.com Directeur de la publication / Publication director : Bruno David
Président du Muséum national d’Histoire naturelle Rédactrice en chef / Editor-in-chief: Joséphine Lesur Rédactrice en chef / Editor-in-chief: Joséphine Lesur Rédactrice / Editor: Christine Lefèvre Responsable des actualités scientifiques / Responsible for scientific news: Rémi Berthon Responsable des actualités scientifiques / Responsible for scientific news: Rémi Berthon Assistante de rédaction / Assistant editor: Emmanuelle Rocklin (anthropo@mnhn.fr) Assistante de rédaction / Assistant editor: Emmanuelle Rocklin (anthropo@mnhn.fr) Mise en page / Page layout: Emmanuelle Rocklin, Inist-CNRS Mise en page / Page layout: Emmanuelle Rocklin, Inist-CNRS Louis Chaix (Muséum d’Histoire naturelle, Genève, Suisse)
Jean-Pierre Digard (CNRS, Ivry-sur-Seine, France)
Allowen Evin (Muséum national d’Histoire naturelle, Paris, France)
Bernard Faye (Cirad, Montpellier, France)
Carole Ferret (Laboratoire d’Anthropologie Sociale, Paris, France)
Giacomo Giacobini (Università di Torino, Turin, Italie)
Lionel Gourichon (Université de Nice, Nice, France)
Véronique Laroulandie (CNRS, Université de Bordeaux 1, France)
Stavros Lazaris (Orient & Méditerranée, Collège de France – CNRS – Sorbonne Université, Paris, France)
Nicolas Lescureux (Centre d’Écologie fonctionnelle et évolutive, Montpellier, France)
Marco Masseti (University of Florence, Italy)
Georges Métailié (Muséum national d’Histoire naturelle, Paris, France)
Diego Moreno (Università di Genova, Gènes, Italie)
François Moutou (Boulogne-Billancourt, France)
Marcel Otte (Université de Liège, Liège, Belgique)
Joris Peters (Universität München, Munich, Allemagne)
François Poplin (Muséum national d’Histoire naturelle, Paris, France)
Jean Trinquier (École Normale Supérieure, Paris, France)
Baudouin Van Den Abeele (Université Catholique de Louvain, Louvain, Belgique)
Christophe Vendries (Université de Rennes 2, Rennes, France)
Denis Vialou (Muséum national d’Histoire naturelle, Paris, France)
Jean-Denis Vigne (Muséum national d’Histoire naturelle, Paris, France) Allowen Evin (Muséum national d’Histoire naturelle, Paris, France) Allowen Evin (Muséum national d’Histoire naturelle, Paris, France Bernard Faye (Cirad, Montpellier, France) Carole Ferret (Laboratoire d’Anthropologie Sociale, Pari (
p
g
Giacomo Giacobini (Università di Torino, Turin, Italie) (
,
,
)
Lionel Gourichon (Université de Nice, Nice, France) Lionel Gourichon (Université de Nice, Nice, France)
Véronique Laroulandie (CNRS, Université de Bordeaux 1, France)
Stavros Lazaris (Orient & Méditerranée, Collège de France – CNRS – Sorbonne Université, Paris, France)
Nicolas Lescureux (Centre d’Écologie fonctionnelle et évolutive, Montpellier, France)
Marco Masseti (University of Florence, Italy)
G
Mét ilié (M
é
ti
l d’Hi t i
t
ll
P
i
F
) (
)
Véronique Laroulandie (CNRS, Université de Bordeaux 1, France) q
(
Stavros Lazaris (Orient & Méditerranée, Collège de France – CN Nicolas Lescureux (Centre d’Écologie fonctionnelle et évolutive, M g
Marco Masseti (University of Florence, Italy) (
y
y)
Georges Métailié (Muséum national d’Histoire naturelle, François Moutou (Boulogne-Billancourt, France) anthropozoologica A string of marine shell beads from the Neolithic site
of Vršnik (Tarinci, Ovče pole), and other marine shell
ornaments in the Neolithic of North Macedonia Vesna DIMITRIJEVIĆ, Goce NAUMOV,
Ljubo FIDANOSKI & Sofija STEFANOVIĆ Vesna DIMITRIJEVIĆ, Goce NAUMOV,
Ljubo FIDANOSKI & Sofija STEFANOVIĆ 56 (4) — Published on 12 March 2021
w.anthropozoologica.com
Vesna DIMITRIJEVIĆ, Goce NAUMOV,
Ljubo FIDANOSKI & Sofija STEFANOVIĆ art. 56 (4) — Published on 12 March 2021
www.anthropozoologica.com Directeur de la publication / Publication director : Bruno David
Président du Muséum national d’Histoire naturelle Directeur de la publication / Publication director : Bruno David
Président du Muséum national d’Histoire naturelle Couverture / Cover : Couverture / Cover :
Le vaisseau anthropomorphe de Vršnik contenant des perles. Crédits photo : Jugoslav Pendić / The anthropomorphic vessel from Vršnik with beads inside. Photo
credits: Jugoslav Pendić. Le vaisseau anthropomorphe de Vršnik contenant des perles. Crédits photo : Jugoslav Pendić / The anthropomorphic vessel from Vršn
credits: Jugoslav Pendić. Anthropozoologica est indexé dans / Anthropozoologica is indexed in: – Social Sciences Citation Index
– Arts & Humanities Citation Index
– Current Contents - Social & Behavioral Sciences
– Current Contents - Arts & Humanities
– Zoological Record
– BIOSIS Previews
– Initial list de l’European Science Foundation (ESF)
– Norwegian Social Science Data Services (NSD)
– Research Bible
Anthropozoologica est distribué en version électronique par / Anthropozoologica is distributed electronically by:
– BioOne® (http://www.bioone.org) – Social Sciences Citation Index – Arts & Humanities Citation Index – Current Contents - Social & Behavioral Sciences – Current Contents - Arts & Humanities – Initial list de l’European Science Foundation (ESF) – Norwegian Social Science Data Services (NSD) Anthropozoologica est distribué en version électronique par / Anthropozoologica is distributed electronically by:
– BioOne® (http://www bioone org) Anthropozoologica est une revue en flux continu publiée par les Publications scientifiques du Muséum, Paris, avec le soutien du CNRS. Anthropozoologica is a fast track journal published by the Museum Science Press, Paris, with the support of the CNRS. Les Publications scientifiques du Muséum publient aussi / The Museum Science Press also publish: Adansonia, Zoosystema, Geodiversitas,
European Journal of Taxonomy, Naturae, Cryptogamie sous-sections Algologie, Bryologie, Mycologie, Comptes Rendus Palevol. Diffusion – Publications scientifiques Muséum national d’Histoire naturelle
CP 41 – 57 rue Cuvier F-75231 Paris cedex 05 (France)
Tél. : 33 (0)1 40 79 48 05 / Fax : 33 (0)1 40 79 38 40
diff.pub@mnhn.fr / https://sciencepress.mnhn.fr Diffusion – Publications scientifiques Muséum national d’Histoire naturelle ff.pub@mnhn.fr / https://sciencepress.mnhn.fr © Publications scientifiques du Muséum national d’Histoire naturelle, Paris, 2021
ISSN (imprimé / print) : 0761-3032 / ISSN (électronique / electronic) : 2107-08817 © Publications scientifiques du Muséum national d’Histoire naturelle, Paris, 2021
ISSN (imprimé / print) : 0761-3032 / ISSN (électronique / electronic) : 2107-08817 KEY WORDS
Personal ornaments,
Spondylus,
Antalis,
scaphopods. Sofija STEFANOVIĆ Sofija STEFANOVIĆ
Biosense Institute, University of Novi Sad,
Dr Zorana Đinđića 1, S-21000 Novi Sad (Serbia)
and Laboratory for Bioarchaeology,
Department of Archaeology, Faculty of Philosophy, University of Belgrade,
Čika Ljubina 18-20, S-11000 Belgrade (Serbia) Submitted on 24 September 2019 | Accepted on 30 September 2020 | Published on 12 March 2021 Submitted on 24 September 2019 | Accepted on 30 September 2020 | Published on 12 March 2021 Dimitrijević V., Naumov G., Fidanoski L. & Stefanović S. 2021. — A string of marine shell beads from the Neolithic site
of Vršnik (Tarinci, Ovče pole), and other marine shell ornaments in the Neolithic of North Macedonia. Anthropozoologica
56 (4): 57-70. https://doi.org/10.5252/anthropozoologica2021v56a4. http://anthropozoologica.com/56/4 A string of marine shell beads from the Neolithic site
of Vršnik (Tarinci, Ovče pole), and other marine shell
ornaments in the Neolithic of North Macedonia Vesna DIMITRIJEVIĆ
Laboratory for Bioarchaeology,
Department of Archaeology, Faculty of Philosophy, University of Belgrade,
Čika Ljubina 18-20, S-11000 Belgrade (Serbia),
and Biosense Institute, University of Novi Sad,
Dr Zorana Đinđića 1, S-21000 Novi Sad (Serbia)
vdimitri@f.bg.ac.rs Goce NAUMOV
Museum of North Macedonia,
Josif Mihailović 7, NM-1000 Skopje (North Macedonia) Ljubo FIDANOSKI
Museum of the City of Skopje
Ss Cyril & Methodius, NM-1000 Skopje (North Macedonia) Sofija STEFANOVIĆ
Biosense Institute, University of Novi Sad,
Dr Zorana Đinđića 1, S-21000 Novi Sad (Serbia)
and Laboratory for Bioarchaeology,
Department of Archaeology, Faculty of Philosophy, University of Belgrade,
Čika Ljubina 18-20, S-11000 Belgrade (Serbia)
bmitted on 24 September 2019 | Accepted on 30 September 2020 | Published on 12 March 2021 1. In this paper, the term annulet is used for circlets of continuous and homoge
nous material of any size, bangle for annulet with a diameter that would allow
wearing it on the arm, wrist or ankle, while the term ring is reserved for smaller
circlets, suitable for wearing on fingers (after Nikolaidou 2003). MOTS CLÉS
Ornements personnels,
Spondylus,
Antalis,
scaphopodes. INTRODUCTION However, these maps usually lack the pre
cision of shell items distribution in a diachronic perspective,
since they usually refer to the Neolithic in a broad sense or
Neolithic and Eneolithic/Chalcolithic periods (but see Rigaud The man’s affinity for personal ornamentation is universal and
known since the distant past and from all continents (Cordwell
1979; Bar-Yosef Mayer 2005, 2008; Balme & Morse 2006;
Zilhão 2007; Kuhn & Stiner 2007; Álvarez-Fernández &
Carvajal-Contretas 2010; Szabó et al. 2014). The manner in
which people were decorating themselves in prehistory is known
mainly on the basis of ornaments made from durable materials. Among those, the most widely distributed and most frequently
used in ornament production are items manufactured from
shells of marine organisms. In addition to insights into fashion,
aesthetic and cultural affinities in prehistory, as well as the social
status of individuals, when reliable contextual information is
available on shell items as personal belongings, ornaments made
of marine shells also tell us about networks of communication
and exchange between different prehistoric populations, and
distances covered by these networks (Dimitrijević & Tripković
2006; Vanhaeren & d’Errico 2006; Álvarez-Fernández 2011;
Rigaud 2011; Micheli 2012; Chapman & Gaydarska 2015). p
g
j
p
The fact that our data are incomplete and sometimes mislead
ing in showing false blank spots on distribution maps, is also
manifested by the region of the Republic of North Macedonia. A single site in this region, Amzabegovo, was included in the
maps of Spondylus distribution in the Neolithic of Europe (e.g.,
Müller 1997). In this paper, we are going to show that the
distribution of marine shell ornaments in North Macedonia is
much greater. We will demonstrate that these ornaments vary
in ornament type and raw material – shell species used in their
production, especially in the case of the assemblage from the
site of Govrlevo. In addition, the collection of shell ornaments
from the Neolithic of North Macedonia includes some excep
tional finds such as beads, probably forming a single string,
found in an anthropomorphic vessel at the site of Vršnik in
Ovče Pole (Fig. 1), almost forgotten since their brief mention in
the original excavation report (Garašanin & Garašanin 1961). g
p
y
Distribution maps of items manufactured from marine shells
found at prehistoric sites testify to this. The best known is the
distribution of personal ornaments made of Spondylus shell
(Willms 1985; Müller 1997: fig. RÉSUMÉ Un collier de perles de coquillages marins provenant du site néolithique de Vršnik (Tarinci, Ovče pole), et
d’autres ornements de coquillages marins du Néolithique de la Macédoine du Nord. q
g
q
L’étude des ornements faits de coquillages marins a une importance remarquable pour la compréhen
sion des sociétés préhistoriques. Ils nous renseignent sur la mode, les affinités esthétiques et culturelles
des individus et des groupes sociaux, ainsi que sur les anciens réseaux de communication et d’échange. Le nombre d’objets en coquillages marins connus de la période néolithique de la Macédoine du Nord
est relativement faible. Bien que peu nombreux, ils varient en termes de type d’ornement, avec des
perles, des bracelets et des pendentifs représentés, et de type de coquillage utilisé comme matière pre
mière, car ils sont constitués de coquilles de bivalves, de gastéropodes et de scaphopodes. La découverte
de 157 perles de coquillages, vraisemblablement issues d’un seul fil, est particulièrement importante. Elles ont été découvertes en 1958 dans un vaisseau anthropomorphe sur le site de Vršnik à Ovče pole. C’est la reconnaissance de cette découverte, et le fait qu’elle était à l’origine mal décrite, puis presque
complètement oubliée, qui ont lancé cette étude. La majorité des perles sont tubulaires et constituées
de coquilles de deux mollusques ayant une morphologie très différente (bivalves et scaphopodes), mais
elles sont étonnamment similaires en taille, forme et couleur. En outre, la collection comprenait des
perles tubulaires en pierre blanche, une perle discoïde à coquille unique et trois escargots perforés. Cette
trouvaille, ainsi que d’autres provenant de la région de Macédoine du Nord, nous permet de mieux
comprendre la distribution des objets en coquillages marins en Europe continentale au Néolithique. De plus, elle ajoute à la visibilité des articles de scaphopodes partagés dans les réseaux d’échange, qui
pourraient être sous-estimés en raison des difficultés de leur reconnaissance. INTRODUCTION 2011; Chapman & Gaydarska 2015), if not prehistory as a
whole. In addition, maps are mainly too general when the
type of ornament is in question (with some exceptions, like
Rigaud 2011: annex 2), and also often lack shell taxonomic
identification. For example, shell bangles
1, one of the most
popular ornament types in the Neolithic, are often auto
matically ascribed to Spondylus, while frequently, the shell of
another bivalve, Glycymeris, was also used in their production
(Dimitrijević & Tripković 2006). Also, scaphopod shells seem
to be uncommon in the greater part of Europe in various pe
riods of prehistory, but this may be the consequence of their
poor recognition (Dimitrijević 2014; Tripković et al. 2016).h The man’s affinity for personal ornamentation is universal and
known since the distant past and from all continents (Cordwell
1979; Bar-Yosef Mayer 2005, 2008; Balme & Morse 2006;
Zilhão 2007; Kuhn & Stiner 2007; Álvarez-Fernández &
Carvajal-Contretas 2010; Szabó et al. 2014). The manner in
which people were decorating themselves in prehistory is known
mainly on the basis of ornaments made from durable materials. Among those, the most widely distributed and most frequently
used in ornament production are items manufactured from
shells of marine organisms. In addition to insights into fashion,
aesthetic and cultural affinities in prehistory, as well as the social
status of individuals, when reliable contextual information is
available on shell items as personal belongings, ornaments made
of marine shells also tell us about networks of communication
and exchange between different prehistoric populations, and
distances covered by these networks (Dimitrijević & Tripković
2006; Vanhaeren & d’Errico 2006; Álvarez-Fernández 2011;
Rigaud 2011; Micheli 2012; Chapman & Gaydarska 2015). Distribution maps of items manufactured from marine shells
found at prehistoric sites testify to this. The best known is the
distribution of personal ornaments made of Spondylus shell
(Willms 1985; Müller 1997: fig. 1; Schuster 2002: map 1;
Borrello & Micheli 2004: fig. 3; Dimitrijević & Tripković
2006: fig. 10; Séfériadés 2009; Rigaud 2011: figs 159, 160;
Siklósi & Csengeri 2011: fig. 1). Ornaments made of Spondylus
get the most attention, due to their relative frequency and
shell impressibility. ABSTRACTh The study of ornaments made of marine shells has remarkable importance for understanding prehis
toric societies. They tell us about fashion, aesthetic and cultural affinities of the individuals and social
groups, as well as ancient networks of communication and exchange. The number of marine shell items
known from the Neolithic period of North Macedonia is relatively low. Albeit few, they vary in orna
ment type, with beads, bangles and pendants represented, and the kind of shell used as raw material, as
they are made of shells of bivalves, gastropods, and scaphopods. Of special importance is a find of 157
shell beads, presumably from a single string, discovered in 1958 in an anthropomorphic vessel at the
site of Vršnik in Ovče pole. It was the recognition of this find, and the fact that it was originally poorly
described, and later almost completely forgotten, that initiated this study. The majority of beads are
tubular and made of shells of two mollusks with very different shell morphology (bivalves and scapho
pods), yet they are strikingly similar in size, shape, and color. In addition, the collection included white
stone tubular beads, a single shell discoid bead, and three perforated snails. This find, as well as others
from the region of North Macedonia, enhance our understanding of marine shell items distribution
in continental Europe in the Neolithic period. Also, it adds to the visibility of scaphopod items share
in exchange networks, which might be underestimated because of the difficulties in their recognition. 57 ANTHROPOZOOLOGICA • 2021 • 56 (4) © Publications scientifiques du Muséum national d’Histoire naturelle, Paris. Dimitrijević V. et al. Dimitrijević V. et al. BACKGROUND – THE NEOLITHIC
OF NORTH MACEDONIA Apart from these social features, the pottery also had a sig
nificant role in symbolic processes and therefore the painted
patterns comprised of semiotic components, but some had
anthropomorphic features, with the vessel from Vršnik be
ing one of few (Naumov 2008, 2015). In terms of symbolic
objects, Neolithic societies modeled a number of anthropo
morphic and zoomorphic figurines, but also house models
and stamps with human and animal representations (Sanev
2006; Chausidis 2010; Naumov 2010). Regarding rituals,
intramural burials were also practiced within the settlements
with an apparent preference for infants, children and women
buried next to or below the dwellings (Naumov 2014). The beginning of the Neolithic in North Macedonia has been
often discussed and some major perspectives are presented. The
first agricultural societies in the region appeared at the end of
the 7th millennium BC as indicated by radiocarbon dates from
several sites, such as Amzabegovo (Gimbutas 1976a; Naumov
2016). Although some dates suggest earlier occupation in the
middle of the 7th millennium, most evidence at the moment
points to 6100 BC as the initial stage of occupation of this
site. The Middle Neolithic starts approximately at 5800 BC
while its transition to Late Neolithic is dated to 5300-5200 BC
(Gimbutas 1976a; Sanev 1995). g
A number of axes indicate forestation and provision of trees
for constructing the buildings that were mainly rectangular,
made of wattle and daub. Daub structures such as ovens,
granaries, and bins used for storing and processing of cere
als, as well as those for bread production, were often installed
within buildings (Stojanova Kanzurova 2008; Tolevski 2009;
Fidanoski 2012; Naumov 2013). A large number of seeds
found in the vicinity of these structures, as well as a number
of flint tools utilized as sickles for agriculture, indicate socie
ties with a distinct focus on cereal-based diet (Hopf 1961;
Renfrew 1976; Beneš et al. 2018; Naumov et al. 2018). In terms of diet, the consumption of cattle, sheep, goat and
pig meat is confirmed, as well as the use of various vegetables
and fruits in the daily cuisine (Bökönyi 1976; Ivkovska 2009;
Naumov et al. 2018). Most likely the Neolithic started with the full set of the
so-called ‘Neolithic package’, as no pre-pottery levels are de
termined so far (Garašanin 1979; Sanev 1994). INTRODUCTION 1; Schuster 2002: map 1;
Borrello & Micheli 2004: fig. 3; Dimitrijević & Tripković
2006: fig. 10; Séfériadés 2009; Rigaud 2011: figs 159, 160;
Siklósi & Csengeri 2011: fig. 1). Ornaments made of Spondylus
get the most attention, due to their relative frequency and
shell impressibility. However, these maps usually lack the pre
cision of shell items distribution in a diachronic perspective,
since they usually refer to the Neolithic in a broad sense or
Neolithic and Eneolithic/Chalcolithic periods (but see Rigaud 58 ANTHROPOZOOLOGICA • 2021 • 56 (4) Marine shell ornaments in the Neolithic of North Macedonia 50 km
N
Govrlevo
Amzabegovo
Vršnik
Mogila
NORTH
MACEDONIA
Fig. 1. — The map of North Macedonia with Neolithic sites mentioned in the text. Fig. 1. — The map of North Macedonia with Neolithic sites mentioned in the text. BACKGROUND – THE NEOLITHIC
OF NORTH MACEDONIA Thus, since
the Early Neolithic, the first agricultural societies produced
pottery, figurines, lithic and stone tools, herded domestic
animals and cultivated plants. The pottery mostly consists
of white-painted vessels with fine fabric in the diversity of
shapes, but also coarse pottery mainly used for cooking or
as storage containers (Fidanoski 2009). Painted pottery
was not only an aesthetical and practical device but also an
indicator of the identity of the societies that employed it
(Naumov 2015). Consequently, the communities inhabiting
a particular region (a valley) had a distinct design of pottery
patterns different from those in the other regions. Thus the so-
called Amzabegovo – Vršnik and Velušina – Porodin cultural
groups were determined, although there is a visual difference
of patterns even within them, and particularly within the
Amzabegovo – Vršnik group (Garašanin 1979; Sanev 1994). In general, the research of the Neolithic in North Macedonia
as an extensive process is still far from sufficient, but current
multidisciplinary projects provide new data which will signifi
cantly help to understand better the first agricultural societies
in the region. Nevertheless, the excavations, cabinet research 59 ANTHROPOZOOLOGICA • 2021 • 56 (4) Dimitrijević V. et al. 16 fragmented bangles, one annulet with a possible outer
diameter of 3 cm (presumably a ring), one fragmented orna
ment pierced at one end, and one small bivalve perforated at
the hinge (Gimbutas 1976b: figs 203.10-13; 218.2, 3, 5, 7;
215.1-7; pl. 27, 28). These items originate from the phase
Anza I, correlated with Early Neolithic (four Spondylus beads,
one ring), Anza II, Middle Neolithic (seven bangles), and
Anza IV, Late Neolithic (three Spondylus beads, six tubular
beads of a fragile white shell, nine bangles, one fragmented
ornament pierced at one end, and one small bivalve perfo
rated at the hinge). Table 1. — Shell ornaments found at the Neolithic sites in North Macedonia. Abbreviations: EN, Early Neolithic; MN, Middle Neolithic; LN, Late Neolithic. to or less than one-third of the diameter (after Nikolaidou 2003).
3. A pendant or an amulet is an item perforated at one end, which cannot
rotate when suspended (after Nikolaidou 2003). 2. A bead is defined as an object perforated along its major rotational axis
(after Nikolaidou 2003). A tubular bead is characterized by the length equal to
or more than three times their diameter, and a discoid bead has the length equal BACKGROUND – THE NEOLITHIC
OF NORTH MACEDONIA Site
Amzabegovo
Govrlevo
Vršnik Tumba Mogila
Chronology
EN MN LN
EN EN/MN
MN
EN/MN
Ornament type
Bangle
–
7
9
–
5
3
–
Ring
1
–
–
–
–
–
–
Pendant
–
–
1
1
–
–
–
Perforated
ornament
–
–
–
–
1
–
–
Spondylus bead
4
3
–
–
–
29
–
Scaphopod bead
–
6
–
–
–
98
–
Gastropod bead
–
–
–
–
–
3
–
Fragmented
ornament
–
–
1
–
–
–
1
Table 1. — Shell ornaments found at the Neolithic sites in North Macedonia. Abbreviations: EN, Early Neolithic; MN, Middle Neolithic; LN, Late Neolithic. A fragmented shell bangle was published from the site of
Govrlevo (Fidanoski 2012: 57, fig. 80). For the purpose of
this paper, we analyzed all shell items from this site. The as
semblage is rather diverse with respect to the ornament types
present and the variability of shell raw material used. There
are five fragments of bangles made of a shell of the bivalve
genus Glycymeris, which is possible to conclude on the basis
of morphological traces preserved: a triangular area with tent-
shaped grooves (Fig. 2A), multiple transversal hinge teeth
diverging outwards (Fig. 2A-C; G), a trace of an adductor
muscle scar (Fig. 2E) and traces of marginal crenulations on
the inner side of the valve (Fig. 2F), showing at the same
time from which part of the valve the fragments come from
(cf. Dimitrijević & Tripković 2006). and laboratory analyses performed so far indicate dynamic
farming communities that were interacting with the natural
environment and involved themselves in complex social and
symbolic processes. The shell ornaments in general, and the
beads deposited within the anthropomorphic vessel from
Vršnik in particular, confirm such vibrant engagement of
people in aesthetics and ritual practices. Three of these five bangle fragments from Govrlevo (Fig. 2E-
G) show dark gray – blackish color, created under the influ
ence of heating. One of them (Fig. 2F) shows a nice uniform
grayish color which seemingly arose under reducing condi
tions. It is possible that the bangles were intentionally heated
to change their natural whitish color to dark grey or black
(cf. annulets at the Late Neolithic settlement of Dimini
[Chapman & Gaydarska 2007], or shells of Tritia neritea
(Linnaeus, 1758) in the Lower Mesolithic of Franchthi cave
[Perlès & Vanhaeren 2010]).h MARINE SHELL ORNAMENTS
IN THE NEOLITHIC OF NORTH MACEDONIA Apart from the exceptional find of beads in an anthropomor
phic vessel at the site of Vršnik, marine shell ornaments are
reported from the Neolithic sites of Amzabegovo in Ovče pole,
Govrlevo in Skopje valley, and Tumba Mogila in Pelagonia
(Gimbutas 1976b; Simoska et al. 1979: fig. 1; Fidanoski
2009, 2012) (Table 1). In the present section, we shall give
an overview of shell items from the collections of the city
museums of Štip and Skopje which were available for study
(Govrlevo and Vršnik), as well as present the data from the
literature for those which were not accessible (Amzabegovo
and Tumba Mogila).h There is one complete valve of Cerastoderma glaucum
(Bruguière, 1789) (Fig. 2H-J), perforated by scraping off
the most elevated part of the umbo. On the inner side of
the valve, there are distinct ridges that diminish towards the
middle of the valve (Fig. 2I). This feature enables differentia
tion from its close relative, Cerastoderma edule (Linnaeus,
1758), previously known as Cardium edule. Although the
perforation suggests that the item was used as a pendant
3,
there are no usage traces on the perforation rims which
would be expected if the item was worn on a cord. The usage
of this kind of shell in the Neolithic of North Macedonia
is also indicated by imprints on ceramic vessel fragments,
presumably made by “Cardium” valve margins found at the
Late Neolithic site of Mogila – Senokos (Temelkoski &
Mitkoski 2008: 59). The studied shell assemblage from Govrlevo comprises the
complete shell material collected in the course of the excava
tion campaigns 1982-2010 and curated in the City Museum
of Skopje. From the site of Vršnik, only the material presented
at the exhibition in the History Museum in Štip was acces
sible and studied. Magnifying lenses with a magnification × 20 were used for
the observation of the details of morphology and manufacture
of ornaments, and for measuring a digital caliper with the pre
cision of 0.1 mm. A more detailed analysis of the Vršnik string
was conducted on the basis of high-resolution photographs. MARINE SHELL ORNAMENTS
IN THE NEOLITHIC OF NORTH MACEDONIA Bangles, beads and other types of pierced shell ornaments
were recorded in Amzabegovo: seven Spondylus tubular and
discoid beads
2, six tubular beads made of a fragile white shell, Magnifying lenses with a magnification × 20 were used for
the observation of the details of morphology and manufacture
of ornaments, and for measuring a digital caliper with the pre
cision of 0.1 mm. A more detailed analysis of the Vršnik string
was conducted on the basis of high-resolution photographs. Another perforated valve fragment (Fig. 2K-M) originates
from a shell similar in size to C. glaucum or edule, but of
different appearance, as it is shiny, like the mother of pearl,
unlike the opaque, chalky Cerastoderma valve. There are Bangles, beads and other types of pierced shell ornaments
were recorded in Amzabegovo: seven Spondylus tubular and
discoid beads
2, six tubular beads made of a fragile white shell, 60 ANTHROPOZOOLOGICA • 2021 • 56 (4) Marine shell ornaments in the Neolithic of North Macedonia h l
i
l
i
d
bl
i
All f h b
l
f
h
i
f G
l
f
h
Fig. 2. — Marine shell ornaments from Govrlevo. A, one third of the diameter fragment of a shell bangle (inv. no 15132), made from a Glycymeris right valve, w
preserved triangular area with tent-shaped grooves and several hinge teeth diverging outwards on both sides of the triangular area; B, the opposite side of the sam
fragment showing the triangular umbonal cavity, i.e. the inner side of the hinge plate; C, one third of the diameter fragment of a shell bangle (inv. no 16212) ma
from a Glycymeris valve, with preserved anterior margin of the valve with a portion of the plate with hinge teeth; D, the same fragment showing the uniform ban
depth; E, a fragment of a Glycymeris bangle (inv. no 16853) with preserved portion of an aductor muscle scar; F, a fragment of a Glycymeris bangle (inv. no 162
with preserved marginal crenulation on the inner side of the valve; G, a fragment of a Glycymeris bangle (inv. no 16302) with preserved hinge teeth; H, left valve
Cerastoderma glaucum (Bruguière, 1789) (inv. no 16574), outer side; I, the same specimen, inner side of the valve; J, the same specimen, the umbonal area w
a perforation made by scraping; K, perforated middle portion of the bivalve (inv. MARINE SHELL ORNAMENTS
IN THE NEOLITHIC OF NORTH MACEDONIA no 16301), outer side; L, the same specimen, inner side; M, the same specime
lateral side, to show the depth of the item and the roundness of the edges. Scale bar: 2 cm. Photos credits: Vesna Dimitrijević (A-G; I-K; M); Ljubo Fidanoski (H,
A
E
I
B
F
J
C
G
K
D
H
L
M orphological traits preserved to enable taxonomic
fication It is the middle part of the valve and the
All of the bangles from the site of Govrlevo are from the
texts defined as Early Middle Neolithic as well as the shell
— Marine shell ornaments from Govrlevo. A, one third of the diameter fragment of a shell bangle (inv. no 15132), made from a Glycymeris right valv
ed triangular area with tent-shaped grooves and several hinge teeth diverging outwards on both sides of the triangular area; B, the opposite side of the
nt showing the triangular umbonal cavity, i.e. the inner side of the hinge plate; C, one third of the diameter fragment of a shell bangle (inv. no 16212)
Glycymeris valve, with preserved anterior margin of the valve with a portion of the plate with hinge teeth; D, the same fragment showing the uniform
E, a fragment of a Glycymeris bangle (inv. no 16853) with preserved portion of an aductor muscle scar; F, a fragment of a Glycymeris bangle (inv. no
served marginal crenulation on the inner side of the valve; G, a fragment of a Glycymeris bangle (inv. no 16302) with preserved hinge teeth; H, left v
derma glaucum (Bruguière, 1789) (inv. no 16574), outer side; I, the same specimen, inner side of the valve; J, the same specimen, the umbonal are
ation made by scraping; K, perforated middle portion of the bivalve (inv. no 16301), outer side; L, the same specimen, inner side; M, the same spe
de, to show the depth of the item and the roundness of the edges. Scale bar: 2 cm. Photos credits: Vesna Dimitrijević (A-G; I-K; M); Ljubo Fidanoski
A
E
I
B
F
J
C
G
K
D
H
L
M A
E
B
C
D A A B C D G I
J
H H J H I J K L M Fig. 2. — Marine shell ornaments from Govrlevo. A, one third of the diameter fragment of a shell bangle (inv. MARINE SHELL ORNAMENTS
IN THE NEOLITHIC OF NORTH MACEDONIA no 15132), made from a Glycymeris right valve, with
preserved triangular area with tent-shaped grooves and several hinge teeth diverging outwards on both sides of the triangular area; B, the opposite side of the same
fragment showing the triangular umbonal cavity, i.e. the inner side of the hinge plate; C, one third of the diameter fragment of a shell bangle (inv. no 16212) made
from a Glycymeris valve, with preserved anterior margin of the valve with a portion of the plate with hinge teeth; D, the same fragment showing the uniform bangle
depth; E, a fragment of a Glycymeris bangle (inv. no 16853) with preserved portion of an aductor muscle scar; F, a fragment of a Glycymeris bangle (inv. no 16214)
with preserved marginal crenulation on the inner side of the valve; G, a fragment of a Glycymeris bangle (inv. no 16302) with preserved hinge teeth; H, left valve of
Cerastoderma glaucum (Bruguière, 1789) (inv. no 16574), outer side; I, the same specimen, inner side of the valve; J, the same specimen, the umbonal area with
a perforation made by scraping; K, perforated middle portion of the bivalve (inv. no 16301), outer side; L, the same specimen, inner side; M, the same specimen,
lateral side, to show the depth of the item and the roundness of the edges. Scale bar: 2 cm. Photos credits: Vesna Dimitrijević (A-G; I-K; M); Ljubo Fidanoski (H, L). All of the bangles from the site of Govrlevo are from the con
texts defined as Early-Middle Neolithic, as well as the shell item
perforated in its middle, while C. glaucum pendant and the fossil
come from the more precisely defined, Early Neolithic settings. no morphological traits preserved to enable taxonomic
identification. It is the middle part of the valve and the
perforation is positioned centrally. The rim of the item is
well rounded. 61 ANTHROPOZOOLOGICA • 2021 • 56 (4) Dimitrijević V. et al. Fig. 3. — Marine shell ornaments from Vršnik. A, more than half of the diameter fragment of a shell bangle (inv. no C/110) made from a Glycymeris valve, with
a preserved part of the triangular umbonal cavity and the hinge plate; B, the same specimen, opposite side, showing the marginal crenulation of the inner side
of the valve; C, one third of the diameter fragment of a shell bangle (inv. MARINE SHELL ORNAMENTS
IN THE NEOLITHIC OF NORTH MACEDONIA no 0/509) made from a Glycymeris valve; D, the same specimen, showing the marginal
crenulation of the inner valve along its whole length; E, outer side of a fragment of a shell bangle made from a Spondylus valve (inv.no B&112) with a perforation;
F, the same specimen, lateral view with a remnant of an adductor muscle scar; G, a Spondylus bead (inv. no 0/7), lateral view; H, the same specimen, front view. Scale bar: 2 cm. Photos credits: Jugoslav Pendić. A
B
C
D
E
F
G
H A
B
C
D B A D D G F H H G Fig. 3. — Marine shell ornaments from Vršnik. A, more than half of the diameter fragment of a shell bangle (inv. no C/110) made from a Glycymeris valve, with
a preserved part of the triangular umbonal cavity and the hinge plate; B, the same specimen, opposite side, showing the marginal crenulation of the inner side
of the valve; C, one third of the diameter fragment of a shell bangle (inv. no 0/509) made from a Glycymeris valve; D, the same specimen, showing the marginal
crenulation of the inner valve along its whole length; E, outer side of a fragment of a shell bangle made from a Spondylus valve (inv.no B&112) with a perforation;
F, the same specimen, lateral view with a remnant of an adductor muscle scar; G, a Spondylus bead (inv. no 0/7), lateral view; H, the same specimen, front view. Scale bar: 2 cm. Photos credits: Jugoslav Pendić. Both Glycymeris bangles were cut out along the margins
of valves. One of them had more than half of the valve di
ameter preserved. A remnant of the triangular hollow below
the hinge is visible on one end, while the opposite end shows
the marginal ornamentation (Fig. 3A, B). Another fragment
bears remnants of the ornamentation from the inner margin
of the valve on its whole length (Fig. 3C, D). At the site of Vršnik, apart from the beads found in the anthro
pomorphic vessel which will be described in the next section, three
fragmented bangles, and one separate bead were also discovered
(Fig. 3). They are previously unpublished and are currently exhib
ited at the Museum of Štip. The bead and one of these fragmented
bangles are made from a Spondylus sp. shell (Fig. 3E-H), and two
other bangles from Glycymeris sp. (Fig. 3A-D). MARINE SHELL ORNAMENTS
IN THE NEOLITHIC OF NORTH MACEDONIA It has been suggested that Vršnik – Amzabegovo II and III
share features and are widely contemporaneous with the
Early and Middle Neolithic Starčevo in the Central Balkans,
and Vršnik – Amzabegovo IV with the beginning of the Late
Neolithic Vinča – Tordoš A (Garašanin 1979; Sanev 1995).h A single fragmented item, probably a pendant made from an
unknown mollusk shell, is published from Tumba – Mogila, a
tell site in Pelagonia (Simoska et al. 1979: 17; Fidanoski 2009). At Amzabegovo and Govrlevo, there were also bangles
made from a material other than shell: fragments of one stone
and one clay bangle from Govrlevo (Fig. 4A, B), and nine
clay bangles from Amzabegovo (Gimbutas 1976b: 250-252;
fig. 216). This is not an unusual find since at a large number of
sites where shell bangles were found, they were accompanied
with bangles of stone, bone or clay. Usually, they are much
fewer than shell bangles, and are often interpreted as their
imitations (cf. Dimitrijević & Tripković 2006: 246, fig. 9).i The anthropomorphic vessel has been discovered in block 1,
in a layer ascribed to Vršnik II (Garašanin & Garašanin
1961). The vessel is in the form of the lower part of a fe
male body, decorated with rows of incisions (Fig. 5). It is a
unique find – there are vessels in the Neolithic of Balkans and
Anatolia with similar traits, but none that we could describe
as similar in both presenting the lower part of a female body,
and in the manner of shaping and ornamentation of the bowl
(Naumov 2008). A find from Govrlevo points to an occurrence of fossil
collection, presumably in the surroundings (Fig. 4C). It is a
small portion of the original form, presumably a cast of the
end of a shell of an uncoiled ammonite. As it has natural spi
ral furrows, it could have been used as a pendant, or simply
collected as a curiosity. “A string of 157 clam and snail beads and one small red
stone bead” (Garašanin & Garašanin 1961: 24, figs 33; 34)
was found in the vessel. While in the reference paper by
Garašanin & Garašanin a single sentence was dedicated to
the description of the find in the vessel, and one small photo
of rather low quality, it appears that it was later completely
forgotten, and not further mentioned in subsequent literature. MARINE SHELL ORNAMENTS
IN THE NEOLITHIC OF NORTH MACEDONIA 62 62 ANTHROPOZOOLOGICA • 2021 • 56 (4) Marine shell ornaments in the Neolithic of North Macedonia A
B
C
Fig. 4. — Bangles made from non-shell materials from Govrlevo. A, fragment of
a clay bangle; B, fragment of a marble bangle; C, fragmented fossil – the cast
of an uncoiled ammonite. Scale bar: 1 cm. Photos credits: Vesna Dimitrijević
(A, C); Ljubo Fidanoski (B). Fig. 5. — The anthropomorphic vessel from Vršnik. A, the vessel with beads
inside to show their mutual relationship; B, drawing of the vessel by Sead Čerkez,
in Benac 1979: pl. XIV, 1a, b. Scale bar: 2 cm. Photo credits: Jugoslav Pendić. A
B A B C B Fig. 4. — Bangles made from non-shell materials from Govrlevo. A, fragment of
a clay bangle; B, fragment of a marble bangle; C, fragmented fossil – the cast
of an uncoiled ammonite. Scale bar: 1 cm. Photos credits: Vesna Dimitrijević
(A, C); Ljubo Fidanoski (B). Fig. 5. — The anthropomorphic vessel from Vršnik. A, the vessel with beads
inside to show their mutual relationship; B, drawing of the vessel by Sead Čerkez,
in Benac 1979: pl. XIV, 1a, b. Scale bar: 2 cm. Photo credits: Jugoslav Pendić. Spondylus bangle bears a pit at the inner side, which is a
remnant of the hollow below the valve hinge. Its color is milky
white, while the outer side is coated with carbonates. It is
perforated on one end. The perforation was performed in two
steps, from the outer, and from the inner side (Fig. 3E, F). port was published shortly afterward (Garašanin & Garašanin
1961). Four horizons of habitation structures were distinguished
(Vršnik I-IV), which were subsequently correlated with the
sequence at the site of Amzabegovo, also known as Anzabegovo,
and interpreted by Garašanin (1979) as a distinct cultural group
(Amzabegovo – Vršnik I-IV), with Amzabegovo – Vršnik I
identified as the Early, Amzabegovo – Vršnik II and III as
Middle, and Amzabegovo – Vršnik IV as the Late Neolithic. The phasing was based primarily on the pottery features. MARINE SHELL ORNAMENTS
IN THE NEOLITHIC OF NORTH MACEDONIA The anthropomorphic vessel was later discussed and illustrated,
but the fact that the beads were found in it was omitted (e.g.,
Garašanin 1979). Given that the original description was scant,
mentioning only that the beads were made from “snails and The context of the discovery of Vršnik beads The context of the discovery of Vršnik beads
Systematic excavations at the site of Vršnik began in 1958. The site is also known as Vršnik – Tarinci, designating a more
precise location. Remains of dwellings built in wattle and daub
technique were recovered, as well as pits and ovens, a large
quantity of pottery, a rather modest amount of stone and bone
tools, and few anthropomorphic figurines. An excavation re 63 ANTHROPOZOOLOGICA • 2021 • 56 (4) Dimitrijević V. et al. C
B
H
D
B
C
D
F
G
H
E
A
Fig. 6. — A, Beads from the Vršnik anthropomorphic vessel in a string, as displayed on the exhibition in the Štip museum. The rectangles designate the magnified
details of the string; B, detail of the string, showing tubular beads – ovoid (the first on the top, and two on the bottom) and cylindrical (the second from the top);
C, a detail of the string with a discoid bead; D, a detail of the string with cylindrical beads with characteristic sinusoidal ends originating from the lines of growth
stagnation in scaphopod shells; E, Antalis vulgaris (da Costa, 1778), the line of growth stagnation is in the middle of the shell; F, G, Tritia neritea (Linnaeus, 1758)
beads; H, a detail of the string with two biconical stone/mineral beads between a cylindrical (first on the right) and an ovoid bead. Scale bars: A, 2 cm; B, 1 cm;
E, 5 mm; F-H, 1 cm. Photos credits: Jugoslav Pendić (A-D, F-H); Raymond Huet (E; http://www.animalbase.uni-goettingen.de/zooweb/servlet/AnimalBase/home/
picture?id=9128, last consultation on 22 February 2021). B
C
D C
B
H
D
A C B D E E F
G
H F
G G F H G Fig. 6. — A, Beads from the Vršnik anthropomorphic vessel in a string, as displayed on the exhibition in the Štip museum. The context of the discovery of Vršnik beads The rectangles designate the magnified
details of the string; B, detail of the string, showing tubular beads – ovoid (the first on the top, and two on the bottom) and cylindrical (the second from the top);
C, a detail of the string with a discoid bead; D, a detail of the string with cylindrical beads with characteristic sinusoidal ends originating from the lines of growth
stagnation in scaphopod shells; E, Antalis vulgaris (da Costa, 1778), the line of growth stagnation is in the middle of the shell; F, G, Tritia neritea (Linnaeus, 1758)
beads; H, a detail of the string with two biconical stone/mineral beads between a cylindrical (first on the right) and an ovoid bead. Scale bars: A, 2 cm; B, 1 cm;
E, 5 mm; F-H, 1 cm. Photos credits: Jugoslav Pendić (A-D, F-H); Raymond Huet (E; http://www.animalbase.uni-goettingen.de/zooweb/servlet/AnimalBase/home/
picture?id=9128, last consultation on 22 February 2021). clams”, and the fact that the report (Garašanin & Garašanin
1961) was published in a local journal, it is not surprising
that this find is not represented on the maps of shell items in
European prehistory. the beads are translucent, thus most probably made from a
contemporary shell, as fossil shells regularly loose transpar
ency and become opaque through the process of fossilization
(cf. Dimitrijević & Tripković 2006). As usual in beads, their manufacture largely destroys the
morphological traits of the original shell, making the taxonomic
identification difficult. However, in some beads, the alterna
tion of transparent and opaque lines is observable, identical
to the appearance of growth lines in bivalves (Fig. 6B, C, G). The width of these lines is uneven, and they are extending at
variable angles in relation to bead axes, similarly to growth
lines in sections observable in items made from Spondylus
shell. Bearing in mind that Spondylus gaederopus Linnaeus,
1758 is one of the most common shell raw material in pre
history of Europe and the Middle East (Borrello & Micheli
2004; Dimitrijević & Tripković 2006), and that the produc
tion of massive beads of this size demanded massive valves,
hardly occurring in any other Spondylus species, this leads to
the assumption that precisely S. gaederopus was used for the
manufacture of these beads. Bead descriptionh The beads put together on a string, are currently on dis
play within the permanent exhibition at the Institute for
Protection of Cultural Monuments and Museum – Štip
(Fig. 6A). We counted 152 pieces, five less than mentioned
in the original excavation report (Garašanin & Garašanin
1961). Three beads are Tritia neritea snails perforated on the
last whorl (Fig. 6F, G). Remaining 149 show regular circular
cross-section. The “small red stone bead” was not found in
the string at the exhibition. g
At first glance, all beads except the perforated snails look
like they were made from the same material. Their color is
whitish. A single one is discoid (Fig. 6D). Two types of shell
tubular beads are present, cylindrical and ovoid (subtypes
B21-1 and B.2 in bead typology after Bonnardin 2009; from
Rigaud 2011: fig. 6) (Fig. 6B). Their differences can be seen
in bead profiles. In the cylindrical subtype, the bead diameter
is uniform along the length, whereas ovoid beads have the
largest diameter in the middle, slightly and gradually taper
ing toward the ends. When observed under a light source, The alternation of growth lines, i.e. the internal shell struc
ture, is regularly visible in ovoid beads. Ovoid beads are also
characterized by regular circular ends standing at the right
angle in relation to bead axes. On the contrary, no growth
lines are visible in cylindrical beads, their surfaces are smooth, 64 ANTHROPOZOOLOGICA • 2021 • 56 (4) Marine shell ornaments in the Neolithic of North Macedonia mm
18
16
14
12
10
8
6
4
2
0
145
133
121
109
97
85
73
61
49
37
25
14
1
length
width
inner
diameter
Number of specimens
Fig. 8. — The length, width and inner diameter of Vršnik beads. Bead type
Raw material
snail perforated
gastropod shell
stone/mineral
biconical
cilindrical
ovoid
Schematic presentation
bivalve shell
discoid
cf. Spondylus
gaederopus
Tritia neritea
bivalve shell
cf. Spondylus
gaederopus
bivalve shell
cf. Antalis
vulgaris
at the last whorl
Fig. 7. — The typology of beads from the Vršnik string. Fig. 8. — The length, width and inner diameter of Vršnik beads. we leave the question of species attribution of the shell mate
rial of cylindrical Vršnik beads open. To make matters even more complex, a certain number of
tubular white beads differ from both types described above
(Fig. 6H). They were made of homogenous semitranspar
ent material. Bead descriptionh This “sinusoidal” appearance of ends is characteristic
for beads originating from the shells of scaphopods. Namely,
in scaphopod shells, usually a single or several growth lines are
found, most often in the form of sinusoidal curves (Fig. 6E). Scaphopod shells break most easily along these growth lines. Accordingly, scaphopod beads, no matter whether the shells
were collected already broken on the beach, or obtained by
breaking shell by pressure, very often have this kind of si
nusoidal ends (Dimitrijević et al. 2010; Dimitrijević 2014;
Tripković et al. 2016). The surface of cylindrical beads is
smooth – it is without longitudinal ribs that characterize
the shell of most of the scaphopods. Based on this fact, we
could speculate that cylindrical beads might originate from
the anterior (wider) end of Antalis vulgaris (da Costa, 1778),
given that the shell of this species is ornamented with longi
tudinal ribs in the posterior end, but soon disappearing, thus
the anterior end is smooth. Antalis vulgaris is one of c. ten
scaphopod species living in the Mediterranean and the larg
est among them, with maximal length of 60 mm (Ozturk
2011; Martínez-Ortí & Cádiz 2012; Kurzawska et al. 2013:
appendix A and references therein). The size of the scaphopod
shell used in the production of Vršnik beads had to be quite
massive, and maybe even larger then maximal size recorded in
recent animals. However, in their study of Natufian scapho
pod ornaments, Kurzawska et al. (2013) claim that some of
the Antalis vulgaris shells found at archaeological sites seem
to be thicker and larger than recent specimens, which also
might be true for the European Neolithic sites. In any case, Accordingly, Vršnik beads are made from shells of three
very different marine mollusks – gastropod coiled snails,
Tritia neritea, bivalves, most probably Spondylus gaederopus,
scaphopods, possibly Antalis vulgaris, and some sort of whit
ish semitransparent stone. They belong to five different bead
types – perforated snails, discoid, ovoid, cylindrical and bi
conical (Fig. 7). Bead descriptionh They do not have growth lines like the beads
made from bivalves, and they differ from scaphopod beads
by very regular straight ends. In addition, they are slightly
but clearly biconical, thus unlikely made from a scaphopod
shell tapering toward one end. Probably, these beads were not
made from mollusk shell, but from some sort of whitish, soft,
semitransparent stone or mineral. Their number is smaller
compared to ovoid beads made from bivalves and cylindrical
beads originating from scaphopods. Fig. 7. — The typology of beads from the Vršnik string. while their ends are oblique or curved in a sinusoidal line
(Fig. 6D). This “sinusoidal” appearance of ends is characteristic
for beads originating from the shells of scaphopods. Namely,
in scaphopod shells, usually a single or several growth lines are
found, most often in the form of sinusoidal curves (Fig. 6E). Scaphopod shells break most easily along these growth lines. Accordingly, scaphopod beads, no matter whether the shells
were collected already broken on the beach, or obtained by
breaking shell by pressure, very often have this kind of si
nusoidal ends (Dimitrijević et al. 2010; Dimitrijević 2014;
Tripković et al. 2016). The surface of cylindrical beads is
smooth – it is without longitudinal ribs that characterize
the shell of most of the scaphopods. Based on this fact, we
could speculate that cylindrical beads might originate from
the anterior (wider) end of Antalis vulgaris (da Costa, 1778),
given that the shell of this species is ornamented with longi
tudinal ribs in the posterior end, but soon disappearing, thus
the anterior end is smooth. Antalis vulgaris is one of c. ten
scaphopod species living in the Mediterranean and the larg
est among them, with maximal length of 60 mm (Ozturk
2011; Martínez-Ortí & Cádiz 2012; Kurzawska et al. 2013:
appendix A and references therein). The size of the scaphopod
shell used in the production of Vršnik beads had to be quite
massive, and maybe even larger then maximal size recorded in
recent animals. However, in their study of Natufian scapho
pod ornaments, Kurzawska et al. (2013) claim that some of
the Antalis vulgaris shells found at archaeological sites seem
to be thicker and larger than recent specimens, which also
might be true for the European Neolithic sites. In any case, while their ends are oblique or curved in a sinusoidal line
(Fig. 6D). Bead dimensions and stringingf Tubular beads from shell do not differ significantly, especially
if their width and the inner diameter is considered (Fig. 8). Their average length is 10 mm, the average width in the middle
is 5.7 mm, and the average depth of the bead wall is 2.8 mm. The length of the beads ranges from maximal 15.9 mm
to minimal 4.3 mm, the latter observed in a single discoid
bead. In that range, the length is very variable. The width of
the beads shows less variation, from 4.3 to 8 mm, and once
again the width of a single discoid bead is exceptional, being
the largest. The inner diameter is uniform, with an average
of c. 3 mm. This uniformity of the inner diameter suggests
that all beads most likely originate from the same string. Certainly, this hypothesis is further supported by the fact
that all beads were found on a pile and in a vessel, therefore,
if not literally strung on a single thread, obviously deposited
as a whole. Of course, particular beads could have also been
strung on two or more threads, whether in the moment of
their deposition in the vessel or during their previous usage. 65 ANTHROPOZOOLOGICA • 2021 • 56 (4) Dimitrijević V. et al. 3.5
4
4.5
5
5.5
6
6.5
7
7.5
8
8.5
Scaphopoda
Bivalvia
Gastropoda
stone
16
14
12
10
8
6
4
Width (mm)
Length (mm)
Fig. 9. — The length/width ratio of Vršnik beads. we take a look at figurines from Pelagonia, we may observe
that some of them bear representations of ornaments. Judging
by their size and shape, it might be assumed that Spondylus
items (such as pendants, necklaces or belts) were depicted
(Todorova & Vajsov 1993: fig. 170), speaking in the favor
of Spondylus appreciation, and probably its actual presence
in the region.i g
Individual shell finds are mostly attributed to one of the
four established Neolithic phases in the region, whereas
the chronological attribution of a few specimens is only
noted as the Neolithic (Table 1). From the Early Neolithic
(Amzabegovo – Vršnik I), four Spondylus beads and one ring
originate from the site Amzabegovo, and one perforated
Cerastoderma glaucum was found at Govrlevo. Five Glycymeris
bangles and one perforated bivalve from Govrlevo and fragment
ed ornament from Tumba Mogila were attributed to the Early
or Middle Neolithic. Bead dimensions and stringingf Seven Spondylus and Glycymeris bangles,
three Spondylus and six scaphopod beads from Amzabegovo
are dated to the Middle Neolithic (Amzabegovo – Vršnik II),
as well as one Spondylus and two Glycymeris bangles. A find
of beads in an anthropomorphic vessel at this site is also
related to the Middle Neolithic. From the Late Neolithic
(Amzabegovo – Vršnik IV), there are nine bangles, one frag
mented ornament pierced on one end, and one small bivalve
perforated at the hinge from Amzabegovo. Fig. 9. — The length/width ratio of Vršnik beads. But, in any case, they were ultimately combined as a whole,
which is important for our further discussion. p
If we consider the length/breadth proportion (Fig. 9), we
observe that the discoid bead is separate, while all the others
show a positive correlation. Stone beads tend to be smaller
than average, while bivalve beads tend to be larger than av
erage. Scaphopod beads are most numerous and of all sizes. Consequently, it should be noted that the chronological
resolution for this study is fairly low. The Neolithic period
is too complex and long, and the shell collection available
for study does not allow for a discussion on the diachronic
distribution of ornaments, i.e. such questions as: when did
the discussed types of ornaments first appear in the region,
were there local differences, and how did their value change
through time? Instead, we shall point to the appearance of the
same or similar types of ornaments in adjacent regions, the
Mediterranean and continental parts of the Balkan Peninsula, in
order to connect the finds from North Macedonia with regions
which yielded much more data on this type of ornaments.h MARINE SHELL ORNAMENTS FROM THE
NEOLITHIC PERIOD IN NORTH MACEDONIA
AND COMPARATIVE FINDINGS
FROM ADJACENT AREAS Having in mind that the number of Neolithic settlements
discovered in North Macedonia is quite large, with some of
them excavated extensively, the number of discovered shell
ornaments is rather small. However, it should be borne in
mind that the probability of omitting potential finds of shell
ornaments would have been very high, for multiple reasons. In the first place, small and fragile shell items are often over
looked if sieving and flotation are not performed, which was
largely the case in the excavation strategies of these sites. Even
in cases when they were found and curated, mostly shell items
were not identified and published, but rather, according to
common archaeological practice, they were often lumped to
gether with stone or bone tools or remained unselected from
animal bones. Besides the shell ornaments described, there
were no other finds of marine shells which would indicate
that marine mollusks were used in the diet. Therefore, shells
were probably perceived as artefacts and prestige materials,
opposite to the shells of mollusks collected for the subsistence
(cf. Dupont 2019). They were most probably imported as fin
ished products obtained by exchange with coastal populations. The best-represented ornament class are bangles. As in
Greece (Infantidis 2019: xxx), they occur in North Macedonia
from the Middle Neolithic and are made from Spondylus and
Glycymeris, more precisely only from Glycymeris at Govrlevo. The Amzabegovo collection contains 16 bangles. Although
they were originally all identified as Spondylus (Gimbutas
1976b), it is very likely that at least one of them is made from
Glycymeris. Namely, in the published drawing (Gimbutas
1976b: fig. 215.6), a fragment of a hinge is shown, with a
series of hinge teeth which are concordant with Glycymerys
hinge teeth. On the other hand, such teeth are non-existent
in Spondylus, which is characterized by two large cardinal
teeth and two sockets. Bangles are found throughout the Neolithic Europe (Rigaud
2011: fig. 160; Chapman & Gaydarska 2015). At many sites
in Greece (Infantidis 2019) and Balkans (Dimitrijević &
Tripković 2006) they represent the dominant class of orna
ments. They are often accompanied with bangles made from
clay or stone, supposedly imitations of shell bangles, which
were also found at Amzabegovo and Govrlevo. g
Somewhat larger assemblages are only known from
Amzabegovo in Ovče Pole and Govrlevo in Skopje Valley. MARINE SHELL ORNAMENTS FROM THE
NEOLITHIC PERIOD IN NORTH MACEDONIA
AND COMPARATIVE FINDINGS
FROM ADJACENT AREAS On the other hand, beads from Vršnik,
although presumed to be A. vulgaris, were made from mas
sive and obviously much larger shells. They were made from
shell segments where the narrowing of the shell characteris
tic for scaphopods is not easily observed. One can imagine
that this type of bead is not easily identified as a scaphopod
bead, and even easily taken for granted as Spondylus bead, as
our description in the above section has shown. In any case,
we failed to find analogies for the Vršnik type of scaphopod
beads in literature. An item made from the middle part of the valve of an
unidentified bivalve from Govrlevo is also a single find of its
kind in North Macedonia. It was also most likely an element
of a string. However, it was probably suspended differently,
since the perforation is positioned in the middle of the item,
therefore the bead would not rest comfortably against the body
of a wearer, as beads or pendants with a balanced perforation
do. One possibility is that it was placed on the separate end
of a string with the knot, but even more appealing would be
the hypothesis that it represented one of the elements of a
string for producing noise, as documented in ethnographic
examples (Kolotourou 2007; Rainio & Mannermaa 2014). A similar example could have been pieced which were also
perforated in the middle, but made of a different material
(marble and C. glaucum valve), found in association at Dispilio
(Infantidis 2019: fig. 4.62). i g
When scaphopods used as beads are concerned, they were
discovered at Amzabegovo and Govrlevo. Whole shells of
scaphopods or segments of variable length were used as beads
in the wider area of Europe and were found at a relatively
large number of sites, especially in Greece (Karali 1999;
Nikolaidou 2003; Infantidis 2019). In Neolithic Greece,
they are most often identified as Dentalium sp., although
probably in the sense of Scaphopoda indet., rather than
actually referring to the genus Dentalium. They were also
found in the Western Mediterranean and Central Europe
(Rigaud 2011: 251, 263), where they were mostly identi
fied as Antalis sp. or Antalis vulgaris. The distance from the
Mediterranean coast probably influenced their quantity,
therefore, they were rarely found in the hinterlands. Along
the Black Sea coast, scaphopods identified as Antalis sp. MARINE SHELL ORNAMENTS FROM THE
NEOLITHIC PERIOD IN NORTH MACEDONIA
AND COMPARATIVE FINDINGS
FROM ADJACENT AREAS From the vast valley of Pelagonia, where many Neolithic tumba
(tell) sites are found, there is a single shell find from Tumba
Mogila (Simoska et al. 1979; Fidanoski 2009). However, if 66 ANTHROPOZOOLOGICA • 2021 • 56 (4) Marine shell ornaments in the Neolithic of North Macedonia Marine shell ornaments in the Neolithic of North Macedonia A perforated valve made from Cerastoderma glaucum from
Govrlevo is a single find of this kind in North Macedonia. In Neolithic Greece, shells of this bivalve species are amongst
the most commonly used jewelry raw material (Infantidis
2019: 153). There are a few examples of a direct analogy to
the Govrlevo specimen if the location of the perforation and
the way it was produced are considered. At the Neolithic site
of Dispilio, a necklace was found, consisting of seven valves
of this species perforated in the exactly same manner as the
Govrlevo specimen – by rubbing the clam beak against a
rough surface (Infantidis 2019: fig. 4.43). A possible necklace
made from Cerastoderma glaucum is also mentioned from Nea
Nikomedia (Infantidis 2019: 218). In some instances, scaphopod beads were found in piles, thus
probably originally forming necklaces or strings. To mention
just a few, six scaphopod beads and one marble pendant were
found in Stavroupoli Thessaloniki (Infantidis 2019), and a
group of 22 scaphopod beads in Sitagroi Drama (Nikolaidou
2003: 346, 347; pl. 9.13). Analogous to Vršnik, beads de
posited in ceramic vessels were found in a vase at Gyalos of
Spata, Aticca (Infantidis 2019: 76). Also, the jewelry was
placed in a ceramic vessel in the Early Neolithic hoard from
Galabnik (Western Bulgaria), with more than 10000 beads
made of scaphopods, stone, and bone, along with the annulets
manufactured from Spondylus and nephrite (Chapman 2000). Scaphopod beads, jointly with Spondylus beads and perfo
rated plates of a belt, were also found at the Late Neolithic
site of Čepin in Croatia, in this case, deposited in a large
Spondylus valve (Tripković et al. 2016). The scaphopods were
identified as Antalis vulgaris, due to the preservation of ante
rior openings and a larger portion of the shell body in most
of the specimens. These were tiny shells, less than 1.5 cm
long and very thin. Scaphopod beads from Amzabegovo are
very similar, and it is possible that they originate from shells
of the same species. MARINE SHELL ORNAMENTS FROM THE
NEOLITHIC PERIOD IN NORTH MACEDONIA
AND COMPARATIVE FINDINGS
FROM ADJACENT AREAS occur
in large numbers starting with the fifth millennium, probably
due to the maritime trade with the Aegean (Ivanova 2012). Ornaments deposited in graves, especially at the necropolis
of Durankulak and Varna (Avramova 2002; Todorova 2002),
offered particular insights regarding the manner they were
assembled and worn. Apart from contemporary, fossil shells
were also used, especially in the middle Danube area and in
the Carpathian Basin (Todorova 1995; Sztancs & Beldiman
2010; Dimitrijević et al. 2010) sometimes continuously
during a considerable period of time (Dimitrijević 2014). In Italy, fossil scaphopods were used in the region of the
river Po basin, while contemporary shells were recorded in
Liguria and Campaign (Micheli 2004, 2012). Acknowledgements Borrello M. A. & Micheli R. 2004. — Spondylus gaederopus, gioiello
dell’ Europa preistorica. Preistoria Alpina 40 (Suppl 1): 71-82. C
J
F
A h
l
P
l
Pl We would like to express our gratitude to colleagues and
staff of the Institute for Protection of Cultural Monuments
and Museum – Štip and the Museum of the City of Skopje,
for permission to work on shell items from their collec
tions. We thank Ivana Živaljević for her help in English
editing, Predrag Filipović for the artwork in illustrations
(Figs. 2-5; 7), as well as the authors of the photographs used
in illustrations. We deeply respect invested efforts and qual
ity of publication aspired by editors and Publishing service
of the journal Anthropozoologica. Finally, we appreciate valu
able and regardful comments received from the reviewers,
Catherine Dupont and Louis Chaix.This paper is a result of
the Project “BIRTH: Births, mothers and babies: prehistoric
fertility in the Balkans between 10 000-5000 BC”, funded by
the European Research Council (ERC) under the European
Union’s Horizon 2020 research and innovation programme
(Grant Agreement no 640557). Chapman J. 2000. — Fragmentation in Archaeology: People, Places
and Broken Objects in the Prehistory of Southeastern Europe. Rout
ledge, London, New York, 296 p. Chapman J. & Gaydarska B. 2007. — Parts and Wholes. Frag
mentation in Prehistoric Context. Oxbow Books, Oxford, 233 p. https://doi.org/10.5334/pia.312 Chapman J. & Gaydarska B. 2015. — Spondylus gaederopus/Gly
cymeris exchange networks in the European Neolithic and Chal
colithic, in Fowler J., Harding J. & Hofmann D. (eds), The
Oxford Handbook of Neolithic Europe. https://doi.org/10.1093/
oxfordhb/9780199545841.013.014i Chausidis N. 2010. — Neolithic ceramic figurines in the shape of
a woman – house from the Republic of Macedonia, in Gheo
rghiu D. & Cyphers A. (eds), Anthropomorphic and zoomor
phic miniature figures in Eurasia, Africa and Meso-America:
morphology, materiality, technology, function and context. BAR
International Series 2138: 25-35.h Cordwell J. M. 1979. — The very human arts of transformation, in
Cordwell J. M. & Schwarz R. A. (eds), The Fabrics of Culture. The Anthropology of Clothing and Adornment. Mouton Publishers,
The Hague: 47-75. https://doi.org/10.1515/9783111631523.47h h
Dimitrijević V. 2014. — The provenance and use of fossil scapho
pod’s shells at the Late Neolithic/Eneolithic site Vinča – Belo
Brdo, in Szabó K., Dupont C., Dimitrijević V., Gastélum
Gómez L. G. & Serrand N. (eds), Archaeomalacology: shells in
the archaeological record. CONCLUSION Albeit small, the collection of marine shell ornaments from
North Macedonia is nevertheless quite diverse in terms of or
nament types and raw material – i.e. the shell species used in
their production. Bangles made from Spondylus and Glycymeris
valves were found at most sites. In addition, beads made from
Tritia neritea, Spondylus and scaphopod shells occur, as well
as a ring and perforated ornaments made from Cerastoderma
glaucum in one case, and from unknown bivalve species in
three more cases. In the anthropomorphic vessel at the site of Vršnik, more
than 150 beads made from shells of gastropods, bivalves,
scaphopods, and some sort of whitish semitransparent stone
were found. Judging by the size of beads, especially their
uniform inner diameter, along with the fact that they were
found deposited in a pile in a vessel, it can be assumed that
they probably formed a single string. When considering body
decorations in the archaeological record, obviously we only
have a partial insight into their original appearance, and it is
often difficult to reconstruct the manner in which they were
worn. This is due to the fact that as a rule, we are missing
perishable materials or their traces, by which the preserved
ornaments of durable materials were assembled. Moreover, 67 ANTHROPOZOOLOGICA • 2021 • 56 (4) Dimitrijević V. et al. Bar-Yosef Mayer D. E. 2008. — Invertebrate analysis, in Pears
all D. (ed.), Encyclopedia of Archaeology. Academic Press, New
York: 1560-1565. we usually find elements of composite ornaments separated. A string from Vršnik is a rare exception, as it offers an insight
into aesthetic preferences and manufacturing skills that we
rarely have the opportunity to discover in the archaeological
record. In this case, the skill was manifested by combining
materials from very different raw material with a single com
mon feature – their white color, into elements masterfully
modified into a similar shape. Benac A. (ed.) 1979. — Praistorija jugoslavenskih zemalja. II: Neolit
sko doba. Svjetlost, Sarajevo, 705 p. Beneš J., Naumov G., Majerovičová T., Budilová K.,
Živaljević I., Dimitrijević V., Bumerl J., Komárková V.,
Kovárník J., Vychronová M. & Stefanović S. 2018. —
Onsite bioarchaeological knowledge of the Neolithic settlements
in the Balkans: the case of Vrbjanska Čuka, a tell-site in Pelagonia,
Republic of Macedonia. Interdisciplinaria Archaeologica Natural
Sciences in Archaeology 9 (1): 121-145. Acknowledgements Proceedings of the 11th ICAZ Interna
tional Conference – Archaeomalacology working group, 23-28
August 2010, France. BAR International Series 2666: 33-41. https://doi.org/10.13140/2.1.4388.7368 zenodo.1260412 Bökönyi S. 1976. — The vertebrate fauna from Anza, in Gimbu
tas M. (ed.), Anza, Neolithic Macedonia, as reflected by Excavation
at Anza, Southeast Yugoslavia. Institute of Archaeology, University
of California, Los Angeles: 313-363. Bonnardin S. 2009. — La parure funéraire au Néolithique ancient
dans les Bassins parisien et rhénan. Rubané, Hinkelstein et Vil
leneuve-Saint-Germain. Société préhistorique française (coll. Mémoire de la SPF ; 49), Paris, 322 p. https://doi.org/10.1016/j. anthro.2010.03.003 CONCLUSION https://doi.org/10.5281/ i
Our data also shows that what looked like almost empty
space on the maps of the distribution of Spondylus/marine
shell items in Neolithic Europe, no longer appears to have
been excluded from prehistoric exchange networks. The re
gion of North Macedonia communicated with neighboring
territories, most likely primarily with Aegean Macedonia,
judging by its proximity and convenient communication
route through Vardar/Axios valley. zenodo.1260412 REFERENCES j j g
j
Garašanin M. & Garašanin D. 1961. — Neolitska naselba Vršnik
kaj selo Tarinci. Zbornik na Štipskiot Narode nmuzej 2: 7-40.l Naumov G. 2015. — Early Neolithic communities in the Republic
of Macedonia. Archeologické Rozhledy 67 (3): 331-355. Gimbutas M. (ed.) 1976a. — Neolithic Macedonia as Reflected by
Excavation at Anza, Southeast Yugoslavia. Institute of Archaeol
ogy, University of California, Los Angeles, 502 p.i Naumov G. 2016. — Kalibrirana hronologija na neolitskite tumbi
vo Pelagonija, in Naumov G. & Fidanoski L. (eds), Neolit vo
Makedonija: novi soznanija i perspektivi. Centar za istražuvanje
na predistorijata, Skopje: 67-96. Gimbutas M. 1976b. — Ornaments and other small finds, in
Gimbutas M. (ed.), Neolithic Macedonia as Reflected by Exca
vation at Anza, Southeast Yugoslavia. Institute of Archaeology,
University of California, Los Angeles: 242-256. p
j
pj
Naumov G., Mitkoski A., Talevski H., Murgoski A.,
Dumurdjanov N., Beneš J., Živaljević I., Pendić J., Sto
janovski D., Jibaja J. F., Mazzucco N., Hafner A., Szidat S.,
Dimitrijević V., Stefanović S., Budilova K., Vihronova M.,
Majerovičova T. & Bumerl J. 2018. — Istražuvanje na loka
litetot Vrbjanska Čuka vo 2017 godina. Balcanoslavica 47 (1):
253-285. https://doi.org/10.5281/zenodo.2540368 y
g
Hopf M. 1961. — Untersuchungsbericht über kornfunde aus
Vršnik. Recueil du Musée National de Štip 2: 41-46. Infantidis F. 2019. — Practices of Personal Adornment in Neolithic
Greece. Archaeopress, Oxford, xxxvi + 596 p. [in Greek, English
summary]. http://www.archaeopress.com/ArchaeopressShop/Public/
displayProductDetail.asp?id=%7B46F736D1-4F3C-4B65-AE6C-
6DACB7B2F2A1%7D, last consultation on 1 February 2021. Nikolaidou M. 2003. — Items of adornment, in Elster E. S. &
Renfrew C. (eds), Prehistoric Sitagroi: Excavations in Northeast
Greece, 1968-1970. Vol. 2: The Final Report. Cotsen Institute of
Archaeology, University of California (coll. Monumenta Archæo
logica; 20), Los Angeles: 331-360. y
Ivanova M. 2012. — Perilous waters: early maritime trade along
the western coast of the Black Sea (fifth millennium BC). Oxford
Journal of Archaeology 31 (4): 339-365. https://doi.org/10.1111/
j.1468-0092.2012.00392.x g
g
Ozturk B. 2011. — Scaphopod species (Mollusca) of the Turkish
Levantine and Aegean seas. Turkish Journal of Zoology 35 (2):
199-211. https://doi.org/10.3906/zoo-0904-23 j
Ivkovska A. 2009. — Animal husbandry and hunting, in Nau
mov G., Fidanoski L., Tolevski I. & Ivkovska A. (eds), Neolithic
Communities in the Republic of Macedonia. Skopje, Dante: 53-64. p
f
pj
Karali L. 1999. — Shells in Aegean prehistory. British Archaeologi
cal Reports Limited 761, 148 p. p
g
Perlès C. & Vanhaeren M. 2010. REFERENCES — Black Cyclope neritea marine
shell ornaments in the Upper Palaeolithic and Mesolithic of
Franchthi (Argolid, Greece): arguments for an intentional heat
treatment. Journal of Field Archaeology 35 (3): 298-309. https://
doi.org/10.1179/009346910X12707321358874 p
p
Kolotourou K. 2007. — Rattling jewellery and the Cypriot
coroplast. Archaeologia Cypria V: 79-99. p
g
yp
Kuhn S. L. & Stiner M. C. 2007. — Body ornamentation as
information technology: towards an understanding of the signifi
cance of early beads, in Mellars P., Boyle K., Bar-Yosef O. &
Stringer C. (eds), Rethinking the Human Revolution. McDonald
Institute for Archaeological Research, Cambridge: 45-54. Rainio R. & Mannermaa K. 2014. — Tracing the rattle of animal
tooth pendants from the Middle Neolithic graves of Ajvide,
Gotland, Sweden. World Archaeology 46 (3): 332-348. https://
doi.org/10.1080/00438243.2014.909105 g
Renfrew J. M. 1976. — Carbonized seeds from Anza, in Gimbu
tas M. (ed.), Neolithic Macedonia as Reflected by Excavation at
Anza, Southeast Yugoslavia. Institute of Archaeology, University
of California, Los Angeles: 300-312. g
g
Kurzawska A., Bar-Yosef Mayer D. E. & Mienis H. K. 2013. —
Scaphopod shells in the Natufian culture, in Bar-Yosef O. &
Valla F. R. (eds), Natufian foragers in the Levant: terminal Pleis
tocene social changes in Western Asia. International Monographs
in Prehistory – Archaeological Series 19: 611-621. Rigaud S. 2011. — La parure : traceur de la géographie culturelle et
des dynamiques de peuplement au passage Mésolithique-Néolithique
en Europe. Doctoral dissertation, University of Bordeaux 1, 470 p. ć y
g
Martínez-Ortí A. & Cádiz L. 2012. — Living scaphopods from
the Valencian coast (E Spain) and description of Antalis caprottii
n. sp. (Dentaliidae). Animal Biodiversity and Conservation 35 (1):
71-94. https://doi.org/10.32800/abc.2012.35.0071 Szabó K., Dupont C., Dimitrijević V., Gastélum Gómez L. G. &
Serrand N. (eds) 2014. — Archaeomalacology: shells in the
archaeological record. Proceedings of the 11th ICAZ International
Conference, Paris, France – Archaeomalacology Working group,
23-28 August 2010. BAR International Series 2666, 162 p. p
g
Micheli R. 2004. — Gli ornamenti in conchiglia del Neolítico
dell’Italia settentrionale. Prehistoria Alpina 40 (Suppl. 1): 53-70. Micheli R. 2012. — Personal ornaments, Neolithic groups and
social identities: some insights into Northern Italy. Documenta
Praehistorica 39: 227-256. https://doi.org/10.4312/dp.39.16
Mü
J 1997
N
li hi h
d h lk li hi h S
d l p
g
Micheli R. 2004. — Gli ornamenti in conchiglia del Neolítico
dell’Italia settentrionale. Prehistoria Alpina 40 (Suppl. 1): 53-70. Micheli R. 2012. REFERENCES Álvarez-Fernández E. 2011. — Personal ornaments made from
mollusc shells in Europe during the Upper Palaeolithic and Meso
lithic: news and views, in Çakirlar C. (ed.), Archaeomalacology
Revisited: Non-Dietary Use of Mollusks in Archaeological Settings. Oxbow Books, Oxford: 1-9. https://doi.org/10.2307/j.ctvh1dwt0.5 p
g
j
Álvarez-Fernández E. & Carvajal-Contretas D. (eds) 2010. —
Not only food. Marine, terrestrial and freshwater molluscs in
archaeological sites. Proceedings of the 2nd meeting of the ICAZ
archaeomalacology working group, Santander, February 19th-22nd
2008. Munibe 31, 309 p. p
g
Dimitrijević V. & Tripković B. 2006. — Spondylus and Glycymeris
bracelets: trade reflections at Neolithic Vinča – Belo Brdo. Docu
menta Praehistorica 33: 237-252. https://doi.org/10.4312/dp.33.21 p
g
p
Dimitrijević V., Tripković B. & Jovanović G. 2010. — Denta
lium beads – shells of fossillised sea molluscs at the Vinča – Belo
Brdo site. [in Serbian, English summary]. Starinar 60: 7-18. https://doi.org/10.2298/STA1060007D p
Avramova M. 2002. — Der Schmuck aus den Grabern von
Durankulak, in Todorova H. (ed.), Durankulak. Die Prahis
torischen Graberfelder von Durankulak. Band II: Die prähistorischen
Gräberfelder. Deutsches Archaologisches Institut, Sofia, Berlin:
191-206. p
g
Dupont C. 2019. — Archaeological evidence for collecting empty
shells along the French Atlantic coast: an important activity for
coastal populations. Journal of Ethnobiology 39 (2): 223-239. https://doi.org/10.2993/0278-0771-39.2.223 Balme J. & Morse K. 2006. — Shell beads and social behaviour
in Pleistocene Australia. Antiquity 80 (310): 799-811. https://
doi.org/10.1017/S0003598X00094436h g
Fidanoski L. 2009. — Objects of ceramics, stone, bone, antler
and shell, in Naumov G., Fidanoski L. J., Tolevski I. &
Ivkovska A. (eds), Neolithic Communities in the Republic of
Macedonia. Dante, Skopje: 159-168. g
Bar-Yosef Mayer D. E. 2005. — The exploitation of shells as beads
in the Palaeolithic and Neolithic of the Levant. Paléorient 31 (1):
176-185. https://doi.org/10.3406/paleo.2005.4796 68 68 ANTHROPOZOOLOGICA • 2021 • 56 (4) Marine shell ornaments in the Neolithic of North Macedonia in Europe – Sedentism, Architecture and Practice. Springer, New
York: 65-94. https://doi.org/10.1007/978-1-4614-5289-8_4 in Europe – Sedentism, Architecture and Practice. Springer, New
York: 65-94. https://doi.org/10.1007/978-1-4614-5289-8_4 Fidanoski L. 2012. — Cerje-Govrlevo and Miloš Bilbija. Museum
of the city of Skopje, Skopje, 175 p. p
g
Naumov G. 2014. — Neolithic privileges: ritual and visual prefer
ences within burials and corporeality in the Balkans. European
Journal of Archaeology 17 (2): 184-207. https://doi.org/10.117
9/1461957114Y.0000000058 j
j
Garašanin M. 1979. — Centralnobalkanska zona, in Benac A. (ed.), Praistorija jugoslovenskih zemalja. II: Neolitsko doba: 79-212. REFERENCES — Personal ornaments, Neolithic groups and
social identities: some insights into Northern Italy. Documenta
Praehistorica 39: 227-256. https://doi.org/10.4312/dp.39.16 g
p
Sanev V. 1994. — Младо камено време, in Koco D. (ed.), Arheološka
karta na Republika Makedonija I. Македонска академија на
науките и уметностите, Скопје: 26-42. g
Müller J. 1997. — Neolithische und chalkolithische Spondylus –
Artefakte. Anmerkungen zu Verbreitung, Tauschgebiet und
sozialer Funktion, in Becker C., Dunkelmann M. L., Metzner-
Nebelsick C., Peter-Röcher H., Roeder M. & Teržan B. (eds), Xrovos. Beiträge zur prähistorischen Archäologie zwischen
Nord- und Südosteuropa. Festschrift für Bernhard Hänsel. Marie
Leidorf, Espelkamp: 91-106.h Sanev V. 1995. — Неолитот и неолитските култури во Македонија, in
Grozdanov C., Matevski M. & Stardelov G. (eds), Цивилизации
на почвата на Македонија, Прилози за истражувањето на
историјата на културата на почвата на Македонија 2. Македонска академија на науките и уметностите, Скопје: 21-46. Sanev V. 2006. — Anthropomorphic cult plastic of Anzabegovo-
Vršnik cultural groups of the Republic of Macedonia, in Tasić N. &
Grozdanov C. (eds), Homage to Milutin Garašanin. Serbian Acad
emy of Sciences and Arts (coll. SASA Special Editions), Belgrade;
Macedonian Academy of Sciences and Arts, Skopje: 171-192. p
p
Naumov G. 2008. — The Vessel as a human body: Neolithic
anthropomorphic vessels and their reflection in later periods, in
Berg I. (ed.), Breaking the Mould: challenging the past through
pottery. BAR International Series 1861: 93-101. j
Schuster C. 2002. — Zu den Spondylus-Funden in Rumänien. Thraco-Dacica 23: 37-83. Naumov G. 2010. — Neolithic Anthropocentrism: the principles
of imagery and symbolic manifestation of corporeality in the
Balkans. Documenta Praehistorica 37: 227-238. https://doi. org/10.4312/dp.37.20 h
Séfériadés M. L. 2009. — Spondylus and long-distance trade
in prehistoric Europe, in Antony D. (ed.), The Lost World of
Old Europe: The Danube Valley 5000-3500 BC. Institute for
the study of the Ancient World, Princeton University Press,
Princeton: 178-190. g
p
Naumov G. 2013. — Embodied houses: social and symbolic
agency of Neolithic architecture in the Republic of Macedonia,
in Hoffman D. & Smyth J. (eds), Tracking the Neolithic House 69 ANTHROPOZOOLOGICA • 2021 • 56 (4) Dimitrijević V. et al. Siklósi Z. & Csengeri P. 2011. — Reconsideration of Spondylus
usage in the Middle and Late Neolithic of the Carpathian Basin,
in Ifantidis F. & Nikolaidou M. (eds), Spondylus in prehistory:
new data and approaches. Contributions to the archaeology of
shell technologies. BAR International Series 2216: 47-62. Todorova H. 2002. ANTHROPOZOOLOGICA • 2021 • 56 (4) Submitted on 24 September 2019;
accepted on 30 September 2020;
published on 12 March 2021. REFERENCES — Die Mollusken in den Graberfeldern von
Durankulak, in Todorova H. (ed.), Durankulak. Die Pra
historischen Graberfelder von Durankulak, Band II. Deutsches
Archaologisches Institut, Sofia, Berlin: 177-186. gi
Todorova H. & Vajsov I. 1993. — Das Neolithikum in Bulgarien. Nauka i Izkustvo, Sofia, 321 p. [in Bulgarien, German summary]. g
Simoska D., Kitanoski B. & Todorović J. 1979. — Неолитска
населба во село Могила кај Битола. Macedoniae Acta Archaeo
logica 5: 9-30. i
p
g
y
Tolevski I. 2009. — Architecture, in Naumov G., Fidanoski L.,
Tolevski I. & Ivkovska A. (eds), Neolithic Communities in the
Republic of Macedonia. Dante, Skopje: 35-44. g
Stojanova Kanzurova E. 2008. — Архитектонски недвижни
објекти од Тумба – Маџари. Macedoniae Acta Atchaeologica
20: 35-52. Tripković B., Dimitrijević V. & Rajković D. 2016. — Marine
shell hoard from the Late Neolithic site of Čepin-Ovčara (Sla
vonia, Croatia). Documenta Praehistorica 43: 343-362. https://
doi.org/10.4312/dp.43.17 Sztancs D. M. & Beldiman C. 2010. — Wittenberg Dentalium
shell beads discovered at Cerisor – Cave no. 1, Hunedoara County,
Romania. Analele Universita˘tii Crestine “Dimitrie Cantemir”,
Seria I storie – serie noua˘ 1 (4): 76-89. g
p
Vanhaeren M. & d’Errico F. 2006. — Aurignacien ethno-lin
guistic: geography of Europe revealed by personal ornaments. Journal of Archaeological Science 33 (8): 1105-1128. https://doi. org/10.1016/j.jas.2005.11.017 Temelkoski D. & Mitkoski A. 2008. — Доцнонеолитска населба
на локалитетот Кутлине кај село Ракле. Macedoniae Acta Archaeo
logica 18 (2002-2004): 93-108. J
f
g
org/10.1016/j.jas.2005.11.017 f
g
org/10.1016/j.jas.2005.11.017 g
j j
Willms C. 1985. — Neolithische Spondylusschmuck: hundert
Jahre Forschung. Germania: Anzeiger der Römisch-Germanischen
Komission des Deutschen Archäologischen Institut 63 (2): 331-343.h g
Todorova H. 1995. — Bemerkungen zum frühen Handelsverkehr
während des Neolithikums und des Chalkolithikums im westli
chen Schwarzmeer raum, in Hänsel B. (ed.), Handel, Tausch und
Verkehrim Bronze- und Früheisenzeitlichen Südosteuropa. Rudolf
Habelt, München, Berlin: 53-65. g
Zilhão J. 2007. — The emergence of ornaments and art: an archaeo
logical perspective on the origins of behavioral modernity. Journal
of Archaeological Research 15 (1): 1-54. 70 70 ANTHROPOZOOLOGICA • 2021 • 56 (4)
|
https://openalex.org/W2340656051
|
https://www.biorxiv.org/content/biorxiv/early/2017/09/06/048991.full.pdf
|
English
| null |
Analysis of shared heritability in common disorders of the brain
|
Science
| 2,018
|
cc-by
| 16,674
|
Analysis of Shared Heritability in Common Disorders of the Brain 2) Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA 3) Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA 4) Department of Mathematics, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA 21
5) Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, Massachusetts, USA
22 6) Department of Molecular Neuroscience, UCL Institute of Neurology, London, UK 2
6) Department of Molecular Neuroscience, UCL Institute of Neurology, London, UK
3 23
7) Cardiff University, Medical Research Council Center for Neuropsychiatric Genetics & Genomics, Institute of Psychology, Medicine & Clinical Neuroscience, Cardiff, Wales,
24
UK
25 ) Cardiff University, Medical Research Council Center for Neuropsychiatric Genetics & Genomics, Institute of Psychology, Medicine & Clinical Neuro
UK 8) Center for Human Genetic Research, Department of Neurology, Massachusetts General Hospital, Boston, MA, USA 9) Psychiatric and Neurodevelopmental Genetics Unit (PNGU), Center for Human Genetics Research, Massachusetts General Hospital, Boston, M 10) Institute for Stroke and Dementia Research, Klinikum der Universität München, Ludwig-Maximilians-University, Munich, Germany 28
11) Department of Neurology, Brigham & Women’s Hospital, Harvard Medical School, Boston, MA
29 2) Charite Universitatsmedizin Berlin, Berlin, Germany 29
12) Charite Universitatsmedizin Berlin, Berlin, Germany
30 12) Charite Universitatsmedizin Berlin, Berlin, Germany 30
13) Department of Computer Science, New Jersey Institute of Technology, New Jersey, USA
31 31
14) Kings College London, Institute of Psychiatry, Psychology & Neuroscience, Social Genetics & Developmental Psychiatry Center, MRC, London, England
32 31
14) Kings College London, Institute of Psychiatry, Psychology & Neuroscience, Social Genetics & Developmental Psychiatry Center, MRC, London, England
32
15) NIHR Bi
d R
h C
t
f
M
t l H
lth S
th L
d
& M
d l
NHS T
t & I
tit t P
hi t
L
d
E
l
d 3
14) Kings College London, Institute of Psychiatry, Psychology & Neuroscience, Social Genetics & Developmental Psychiatry Center, MRC, London, England
32 HR, Biomed Research Center for Mental Health, South London & Maudsley 33
16) Departments of Psychiatry and Nutrition, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA. 34 34
17) Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden. .
CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available
The copyright holder for this preprint (which was
this version posted September 6, 2017.
;
https://doi.org/10.1101/048991
doi:
bioRxiv preprint 49
32) Department of Genetics and Psychiatry, University of North Carolina School of Medicine, Chapel Hill, North Carolina, USA
50
33) Neuropsychiatric Genetics Research Group, Department of Psychiatry, Trinity College Dublin, Ireland
51 Analysis of Shared Heritability in Common Disorders of the Brain
1
V Anttila*1,1,2,3, B Bulik-Sullivan1,3, H Finucane4,5, R Walters1,2,3, J Bras6, L Duncan1,3, V Escott-
2
Price7, G Falcone8, P Gormley9, R Malik10, N Patsopoulos3,11, S Ripke1,2,3,12, Z Wei13, D Yu2,9,
3
PH Lee2,9, P Turley1,3, IGAP consortium, IHGC consortium, ILAE Consortium on Complex
4
Epilepsies, IMSGC consortium, IPDGC consortium, METASTROKE and Intracerebral
5
Hemorrhage Studies of the International Stroke Genetics Consortium, Attention-Deficit
6
Hyperactivity Disorder Working Group of the Psychiatric Genomics Consortium, Autism
7
Spectrum Disorders Working Group of The Psychiatric Genomics Consortium, Bipolar
8
Disorders Working Group of the Psychiatric Genomics Consortium, Eating Disorders Working
9
Group of the Psychiatric Genomics Consortium, Major Depressive Disorder Working Group of
10
the Psychiatric Genomics Consortium, Tourette Syndrome and Obsessive Compulsive Disorder
11
Working Group of the Psychiatric Genomics Consortium, Schizophrenia Working Group of the
12
Psychiatric Genomics Consortium, G Breen14,15, C Churchhouse1,2,3, C Bulik16,17, M Daly1,2,3, M
13
Dichgans10,18, SV Faraone19, R Guerreiro20, P Holmans7, K Kendler21, B Koeleman22, CA
14
Mathews23, AL Price3,5, JM Scharf2,3,8,9,24,25, P Sklar26, J Williams7, N Wood20,27,28, C
15
Cotsapas3,29, A Palotie1,2,3,9,30,31, JW Smoller2,9, P Sullivan16,32, J Rosand3,8,25, A Corvin†*2,33,
16
BM Neale †*3,1,2,3, on behalf of the Brainstorm consortium
17 Analysis of Shared Heritability in Common Disorders of the Brain
1
V Anttila*1,1,2,3, B Bulik-Sullivan1,3, H Finucane4,5, R Walters1,2,3, J Bras6, L Duncan1,3, V Escott-
2
Price7, G Falcone8, P Gormley9, R Malik10, N Patsopoulos3,11, S Ripke1,2,3,12, Z Wei13, D Yu2,9,
3
PH Lee2,9, P Turley1,3, IGAP consortium, IHGC consortium, ILAE Consortium on Complex
4
Epilepsies, IMSGC consortium, IPDGC consortium, METASTROKE and Intracerebral
5
Hemorrhage Studies of the International Stroke Genetics Consortium, Attention-Deficit
6
Hyperactivity Disorder Working Group of the Psychiatric Genomics Consortium, Autism
7
Spectrum Disorders Working Group of The Psychiatric Genomics Consortium, Bipolar
8
Disorders Working Group of the Psychiatric Genomics Consortium, Eating Disorders Working
9
Group of the Psychiatric Genomics Consortium, Major Depressive Disorder Working Group of
10
the Psychiatric Genomics Consortium, Tourette Syndrome and Obsessive Compulsive Disorder
11
Working Group of the Psychiatric Genomics Consortium, Schizophrenia Working Group of the
12
Psychiatric Genomics Consortium, G Breen14,15, C Churchhouse1,2,3, C Bulik16,17, M Daly1,2,3, M
13
Dichgans10,18, SV Faraone19, R Guerreiro20, P Holmans7, K Kendler21, B Koeleman22, CA
14
Mathews23, AL Price3,5, JM Scharf2,3,8,9,24,25, P Sklar26, J Williams7, N Wood20,27,28, C
15
Cotsapas3,29, A Palotie1,2,3,9,30,31, JW Smoller2,9, P Sullivan16,32, J Rosand3,8,25, A Corvin†*2,33,
16
BM Neale †*3,1,2,3, on behalf of the Brainstorm consortium
17 .
CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available
The copyright holder for this preprint (which was
this version posted September 6, 2017.
;
https://doi.org/10.1101/048991
doi:
bioRxiv preprint . CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available
The copyright holder for this preprint (which was
this version posted September 6, 2017. ;
https://doi.org/10.1101/048991
doi:
bioRxiv preprint . CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available
The copyright holder for this preprint (which was
this version posted September 6, 2017. ;
https://doi.org/10.1101/048991
doi:
bioRxiv preprint 1
Analysis of Shared Heritability in Common Disorders of the Brain
1
V Anttila*1,1,2,3, B Bulik-Sullivan1,3, H Finucane4,5, R Walters1,2,3, J Bras6, L Duncan1,3, V Escott
2
Price7, G Falcone8, P Gormley9, R Malik10, N Patsopoulos3,11, S Ripke1,2,3,12, Z Wei13, D Yu2,
3
PH Lee2,9, P Turley1,3, IGAP consortium, IHGC consortium, ILAE Consortium on Comple
4
Epilepsies, IMSGC consortium, IPDGC consortium, METASTROKE and Intracerebra
5
Hemorrhage Studies of the International Stroke Genetics Consortium, Attention-Defic
6
Hyperactivity Disorder Working Group of the Psychiatric Genomics Consortium, Autism
7
Spectrum Disorders Working Group of The Psychiatric Genomics Consortium, Bipola
8
Disorders Working Group of the Psychiatric Genomics Consortium, Eating Disorders Workin
9
Group of the Psychiatric Genomics Consortium, Major Depressive Disorder Working Group o
10
the Psychiatric Genomics Consortium, Tourette Syndrome and Obsessive Compulsive Disorde
11
Working Group of the Psychiatric Genomics Consortium, Schizophrenia Working Group of th
12
Psychiatric Genomics Consortium, G Breen14,15, C Churchhouse1,2,3, C Bulik16,17, M Daly1,2,3, M
13
Dichgans10,18, SV Faraone19, R Guerreiro20, P Holmans7, K Kendler21, B Koeleman22, CA
14
Mathews23, AL Price3,5, JM Scharf2,3,8,9,24,25, P Sklar26, J Williams7, N Wood20,27,28, C
15
Cotsapas3,29, A Palotie1,2,3,9,30,31, JW Smoller2,9, P Sullivan16,32, J Rosand3,8,25, A Corvin†*2,3
16
BM Neale †*3,1,2,3, on behalf of the Brainstorm consortium
17
1) Analytic and Translational Genetics Unit, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts, USA
18
2) Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
19
3) Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
20
4) Department of Mathematics, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA
21
5) Department of Epidemiology, Harvard T.H. .
CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available
The copyright holder for this preprint (which was
this version posted September 6, 2017.
;
https://doi.org/10.1101/048991
doi:
bioRxiv preprint Chan School of Public Health, Boston, Massachusetts, USA
22
6) Department of Molecular Neuroscience, UCL Institute of Neurology, London, UK
23
7) Cardiff University, Medical Research Council Center for Neuropsychiatric Genetics & Genomics, Institute of Psychology, Medicine & Clinical Neuroscience, Cardiff, Wales,
24
UK
25
8) Center for Human Genetic Research, Department of Neurology, Massachusetts General Hospital, Boston, MA, USA
26
9) Psychiatric and Neurodevelopmental Genetics Unit (PNGU), Center for Human Genetics Research, Massachusetts General Hospital, Boston, MA, USA
27
10) Institute for Stroke and Dementia Research, Klinikum der Universität München, Ludwig-Maximilians-University, Munich, Germany
28
11) Department of Neurology, Brigham & Women’s Hospital, Harvard Medical School, Boston, MA
29
12) Charite Universitatsmedizin Berlin, Berlin, Germany
30
13) Department of Computer Science, New Jersey Institute of Technology, New Jersey, USA
31
14) Kings College London, Institute of Psychiatry, Psychology & Neuroscience, Social Genetics & Developmental Psychiatry Center, MRC, London, England
32
15) NIHR, Biomed Research Center for Mental Health, South London & Maudsley NHS Trust & Institute Psychiatry, London, England
33
16) Departments of Psychiatry and Nutrition, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA. 34
17) Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden. 35
18) Munich Cluster for Systems Neurology (SyNergy), Munich, Germany
36
19 Departments of Psychiatry and of Neuroscience and Physiology, SUNY Upstate Medical University, Syracuse, NY, USA
37
20) Department of Molecular Neuroscience, Institute of Neurology, University College London, London, UK
38
21) Department of Psychiatry, Virginia Commonwealth University, Richmond, VA, USA
39
22) Division Biomedical Genetics, University Medical Center Utrecht, Utrecht, the Netherlands
40
23) Department of Psychiatry and UF Genetics Institute, University of Florida: Gainesville, Florida, USA
41
24) Division of Cognitive and Behavioral Neurology, Brigham and Women's Hospital, Boston, MA, USA
42
25) Department of Neurology, Massachusetts General Hospital, Boston, MA, USA
43
26) Icahn School of Medicine at Mount Sinai, New York, New York, USA
44
27) Sobell Department of Motor Neuroscience and Movement Disorders, Institute of Neurology, University College London, London, UK
45
28) Institute of Genetics, University College London, London, UK
46
29) Department of Neurology, Yale School of Medicine, New Haven, CT, USA
47
30) Institute for Molecular Medicine Finland (FIMM), Helsinki, Finland
48
31) Department of Neurology, Massachusetts General Hospital, Boston, MA, USA. Analysis of Shared Heritability in Common Disorders of the Brain A division between neurology and psychiatry developed, with the
75
more directly observable phenomena (such as the presence of emboli protein tangles or unusual
76 52
† These authors jointly supervised this work
53
*1 verneri.anttila@gmail.com
54
*2 acorvin@tcd.ie
55
*3 bneale@broadinstitute.org
56
57
One Sentence Summary: Comprehensive heritability analysis of brain phenotypes demonstrates a
58
clear role for common genetic variation across neurological and psychiatric disorders and
59
behavioral-cognitive traits, with substantial overlaps in genetic risk. 60
Abstract: Disorders of the brain exhibit considerable epidemiological comorbidity and frequently share
61
symptoms, provoking debate about the extent of their etiologic overlap. We quantified the genetic sharing
62
of 25 brain disorders based on summary statistics from genome-wide association studies of 215,683
63
patients and 657,164 controls, and their relationship to 17 phenotypes from 1,191,588 individuals. 64
Psychiatric disorders show substantial sharing of common variant risk, while neurological disorders
65
appear more distinct from one another. We observe limited evidence of sharing between neurological and
66
psychiatric disorders, but do identify robust sharing between disorders and several cognitive measures, as
67
well as disorders and personality types. We also performed extensive simulations to explore how power,
68
diagnostic misclassification and phenotypic heterogeneity affect genetic correlations. These results
69 One Sentence Summary: Comprehensive heritability analysis of brain phenotypes demonstrates a
58
clear role for common genetic variation across neurological and psychiatric disorders and
59
behavioral-cognitive traits, with substantial overlaps in genetic risk. 60 Abstract: Disorders of the brain exhibit considerable epidemiological comorbidity and frequently share
61
symptoms, provoking debate about the extent of their etiologic overlap. We quantified the genetic sharing
62
of 25 brain disorders based on summary statistics from genome-wide association studies of 215,683
63
patients and 657,164 controls, and their relationship to 17 phenotypes from 1,191,588 individuals. 64
Psychiatric disorders show substantial sharing of common variant risk, while neurological disorders
65
appear more distinct from one another. We observe limited evidence of sharing between neurological and
66
psychiatric disorders, but do identify robust sharing between disorders and several cognitive measures, as
67
well as disorders and personality types. We also performed extensive simulations to explore how power,
68
diagnostic misclassification and phenotypic heterogeneity affect genetic correlations. These results
69
highlight the importance of common genetic variation as a source of risk for brain disorders and the value
70
of heritability-based methods in understanding their etiology. .
CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available
The copyright holder for this preprint (which was
this version posted September 6, 2017.
;
https://doi.org/10.1101/048991
doi:
bioRxiv preprint Analysis of Shared Heritability in Common Disorders of the Brain 35 18) Munich Cluster for Systems Neurology (SyNergy), Munich, Germany 35
18) Munich Cluster for Systems Neurology (SyNergy), Munich, Germany
36 ) Munich Cluster for Systems Neurology (SyNergy), Munich, Germany 36
19 Departments of Psychiatry and of Neuroscience and Physiology, SUNY Upstate Medical University, Syracuse, NY, USA
37 19 Departments of Psychiatry and of Neuroscience and Physiology, SUNY U 37
20) Department of Molecular Neuroscience, Institute of Neurology, University College London, London, UK
38 38
21) Department of Psychiatry, Virginia Commonwealth University, Richmond, VA, USA
39 40
23) Department of Psychiatry and UF Genetics Institute, University of Florida: Gainesville, Florida, USA
41 41
24) Division of Cognitive and Behavioral Neurology, Brigham and Women's Hospital, Boston, MA, USA
42 25) Department of Neurology, Massachusetts General Hospital, Boston, MA, USA 42
25) Department of Neurology, Massachusetts General Hospital, Boston, MA, USA
43 43
26) Icahn School of Medicine at Mount Sinai, New York, New York, USA
44 43
26) Icahn School of Medicine at Mount Sinai, New York, New York, USA
44 ) Icahn School of Medicine at Mount Sinai, New York, New York, USA 44
27) Sobell Department of Motor Neuroscience and Movement Disorders, Institute of Neurology, University College London, London, UK
45 ) Sobell Department of Motor Neuroscience and Movement Disorders, Instit 45
28) Institute of Genetics, University College London, London, UK
46 28) Institute of Genetics, University College London, London, UK
46 46
29) Department of Neurology, Yale School of Medicine, New Haven, CT, USA
47 47
30) Institute for Molecular Medicine Finland (FIMM), Helsinki, Finland
48 ) Institute for Molecular Medicine Finland (FIMM), Helsinki, Finland 48
31) Department of Neurology, Massachusetts General Hospital, Boston, MA, USA. 49 49
32) Department of Genetics and Psychiatry, University of North Carolina School of Medicine, Chapel Hill, North Carolina, USA
50 50
33) Neuropsychiatric Genetics Research Group, Department of Psychiatry, Trinity College Dublin, Ireland
51 1 . CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available
The copyright holder for this preprint (which was
this version posted September 6, 2017. ;
https://doi.org/10.1101/048991
doi:
bioRxiv preprint . CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. Analysis of Shared Heritability in Common Disorders of the Brain Epidemiological and twin studies
82
have explored patterns of phenotypic overlaps(5-7), and substantial comorbidity has been
83
reported for many pairs of disorders, including bipolar disorder-migraine(8), stroke-major
84
depressive disorder(MDD)(9), epilepsy-autism spectrum disorders (ASD) and epilepsy-attention
85
deficit hyperactivity disorder (ADHD)(10, 11). Furthermore, neurological and psychiatric
86
research has shown that mutations in the same ion channel genes confer pleiotropic risk for
87
multiple distinct brain phenotypes(12-14). Recently, genome-wide association studies (GWAS)
88
have demonstrated that individual common risk variants show overlap across traditional
89
diagnostic boundaries (15, 16), and that disorders like schizophrenia, MDD and bipolar disorder
90
can have strong genetic correlations(17). 91 52
† These authors jointly supervised this work
53
*1 verneri.anttila@gmail.com
54
*2 acorvin@tcd.ie
55
*3 bneale@broadinstitute.org
56
57
One Sentence Summary: Comprehensive heritability analysis of brain phenotypes demonstrates a
58
clear role for common genetic variation across neurological and psychiatric disorders and
59
behavioral-cognitive traits, with substantial overlaps in genetic risk. 60
Abstract: Disorders of the brain exhibit considerable epidemiological comorbidity and frequently share
61
symptoms, provoking debate about the extent of their etiologic overlap. We quantified the genetic sharing
62
of 25 brain disorders based on summary statistics from genome-wide association studies of 215,683
63
patients and 657,164 controls, and their relationship to 17 phenotypes from 1,191,588 individuals. 64
Psychiatric disorders show substantial sharing of common variant risk, while neurological disorders
65
appear more distinct from one another. We observe limited evidence of sharing between neurological and
66
psychiatric disorders, but do identify robust sharing between disorders and several cognitive measures, as
67
well as disorders and personality types. We also performed extensive simulations to explore how power,
68
diagnostic misclassification and phenotypic heterogeneity affect genetic correlations. These results
69
highlight the importance of common genetic variation as a source of risk for brain disorders and the value
70
of heritability-based methods in understanding their etiology. 71
The classification of brain disorders has evolved over the past century, reflecting the
72
medical and scientific communities’ best assessments of the presumed root causes of clinical
73
phenomena such as behavioral change, loss of motor function, spontaneous movements or
74
alterations of consciousness. Analysis of Shared Heritability in Common Disorders of the Brain It is made available
The copyright holder for this preprint (which was
this version posted September 6, 2017. ;
https://doi.org/10.1101/048991
doi:
bioRxiv preprint 52
† These authors jointly supervised this work
53
*1 verneri.anttila@gmail.com
54
*2 acorvin@tcd.ie
55
*3 bneale@broadinstitute.org
56
57
One Sentence Summary: Comprehensive heritability analysis of brain phenotypes demonstrates a
58
clear role for common genetic variation across neurological and psychiatric disorders and
59
behavioral-cognitive traits, with substantial overlaps in genetic risk. 60
Abstract: Disorders of the brain exhibit considerable epidemiological comorbidity and frequently share
61
symptoms, provoking debate about the extent of their etiologic overlap. We quantified the genetic sharing
62
of 25 brain disorders based on summary statistics from genome-wide association studies of 215,683
63
patients and 657,164 controls, and their relationship to 17 phenotypes from 1,191,588 individuals. 64
Psychiatric disorders show substantial sharing of common variant risk, while neurological disorders
65
appear more distinct from one another. We observe limited evidence of sharing between neurological and
66
psychiatric disorders, but do identify robust sharing between disorders and several cognitive measures, as
67
well as disorders and personality types. We also performed extensive simulations to explore how power,
68
diagnostic misclassification and phenotypic heterogeneity affect genetic correlations. These results
69
highlight the importance of common genetic variation as a source of risk for brain disorders and the value
70
of heritability-based methods in understanding their etiology. 71
The classification of brain disorders has evolved over the past century, reflecting the
72
medical and scientific communities’ best assessments of the presumed root causes of clinical
73
phenomena such as behavioral change, loss of motor function, spontaneous movements or
74
alterations of consciousness. A division between neurology and psychiatry developed, with the
75
more directly observable phenomena (such as the presence of emboli, protein tangles, or unusual
76
electrical activity patterns) generally defining the neurological disorders(1). Applying modern
77
methods to understand the genetic underpinnings and categorical distinctions between brain
78
disorders may be helpful in informing next steps in the search for the biological pathways
79
underlying their pathophysiology(2, 3). 80
In general, brain disorders (here excepting those caused by trauma, infection or cancer)
81
show substantial heritability from twin and family studies (4). Analysis of Shared Heritability in Common Disorders of the Brain In addition to locus discovery, the degree of
95
distinctiveness (23) across a wide set of neurological and psychiatric phenotypes can now be
96
evaluated with the introduction of novel heritability-based methods(24) and sufficiently large
97
sample sizes. These analyses can shed light on the nature of these diagnostic boundaries and
98
explore the extent of shared common variant genetic influences. 99
100
Study design
101
We formed the Brainstorm consortium, a collaboration among GWAS meta-analysis
102
consortia of 25 disorders (see Data sources), to perform the first comprehensive heritability and
103
correlation analysis of brain disorders. We included all common brain disorders for which we
104
could identify a GWAS meta-analysis consortium of sufficient size for heritability analysis that
105
was willing to participate. The total study sample consists of 215,683 cases of different brain
106
disorders and 657,164 controls (Table 1), and provides coverage of a majority of ICD-10 blocks
107
covering mental and behavioral disorders and diseases of the central nervous system. Also
108
included are 1,191,588 samples for 13 “behavioral-cognitive” phenotypes (n=744,486) chosen
109
for being traditionally viewed as brain-related, and four “additional” phenotypes (n=447,102)
110
selected to represent known, well-delineated etiological processes (e.g. immune disorders
111
[Crohn’s disease] and vascular disease [coronary artery disease]; Table 2) or anthropomorphic
112
measures (height and BMI). 113
GWAS summary statistics for the 42 disorders and phenotypes were centralized and
114
underwent uniform quality control and processing(25). Where necessary, we generated
115
European-only meta-analyses for each disorder to avoid potential biases arising from ancestry
116
differences, as many of the brain disorder datasets included sample sets from diverse ancestries. 117
Clinically relevant subtypes from three disorders (epilepsy, migraine and ischemic stroke) were
118
also included; in these cases, the analyzed datasets are subsets of the top-level dataset, as shown
119
in Table 1. 120
We have recently developed a novel heritability estimation method, linkage
121
disequilibrium score regression (LDSC)(24), which was used to calculate heritability estimates
122
and correlations, as well as to estimate their statistical significance from block jack-knife-based
123
standard errors. Heritability for binary disorders and phenotypes was transformed to the liability-
124
scale. We further performed a weighted-least squares regression analysis to evaluate whether
125 GWAS have also demonstrated that common genetic variation substantially contributes
92
to the heritability of brain disorders. Analysis of Shared Heritability in Common Disorders of the Brain In addition to locus discovery, the degree of
95
distinctiveness (23) across a wide set of neurological and psychiatric phenotypes can now be
96
evaluated with the introduction of novel heritability-based methods(24) and sufficiently large
97
sample sizes. These analyses can shed light on the nature of these diagnostic boundaries and
98
explore the extent of shared common variant genetic influences. 99
100
Study design
101
We formed the Brainstorm consortium, a collaboration among GWAS meta-analysis
102
consortia of 25 disorders (see Data sources), to perform the first comprehensive heritability and
103
correlation analysis of brain disorders. We included all common brain disorders for which we
104
could identify a GWAS meta-analysis consortium of sufficient size for heritability analysis that
105
was willing to participate. The total study sample consists of 215,683 cases of different brain
106
disorders and 657,164 controls (Table 1), and provides coverage of a majority of ICD-10 blocks
107
covering mental and behavioral disorders and diseases of the central nervous system. Also
108
included are 1,191,588 samples for 13 “behavioral-cognitive” phenotypes (n=744,486) chosen
109
for being traditionally viewed as brain-related, and four “additional” phenotypes (n=447,102)
110
selected to represent known, well-delineated etiological processes (e.g. immune disorders
111
[Crohn’s disease] and vascular disease [coronary artery disease]; Table 2) or anthropomorphic
112
measures (height and BMI). 113
GWAS summary statistics for the 42 disorders and phenotypes were centralized and
114
underwent uniform quality control and processing(25). Where necessary, we generated
115 GWAS have also demonstrated that common genetic variation substantially contributes
92
to the heritability of brain disorders. In most cases, this occurs via many common variants, each
93
of small effect, with examples in Alzheimer’s disease(18), bipolar disorder(19), migraine(20),
94
Parkinson’s disease(21), and schizophrenia(22). In addition to locus discovery, the degree of
95
distinctiveness (23) across a wide set of neurological and psychiatric phenotypes can now be
96
evaluated with the introduction of novel heritability-based methods(24) and sufficiently large
97
sample sizes. These analyses can shed light on the nature of these diagnostic boundaries and
98
explore the extent of shared common variant genetic influences. 99 We formed the Brainstorm consortium, a collaboration among GWAS meta-analysis
102
consortia of 25 disorders (see Data sources), to perform the first comprehensive heritability and
103
correlation analysis of brain disorders. Analysis of Shared Heritability in Common Disorders of the Brain In most cases, this occurs via many common variants, each
93
of small effect, with examples in Alzheimer’s disease(18), bipolar disorder(19), migraine(20),
94
Parkinson’s disease(21), and schizophrenia(22). In addition to locus discovery, the degree of
95
distinctiveness (23) across a wide set of neurological and psychiatric phenotypes can now be
96
evaluated with the introduction of novel heritability-based methods(24) and sufficiently large
97
sample sizes. These analyses can shed light on the nature of these diagnostic boundaries and
98
explore the extent of shared common variant genetic influences. 99
100
Study design
101
We formed the Brainstorm consortium, a collaboration among GWAS meta-analysis
102
consortia of 25 disorders (see Data sources), to perform the first comprehensive heritability and
103
correlation analysis of brain disorders. We included all common brain disorders for which we
104
could identify a GWAS meta-analysis consortium of sufficient size for heritability analysis that
105
was willing to participate. The total study sample consists of 215,683 cases of different brain
106
disorders and 657,164 controls (Table 1), and provides coverage of a majority of ICD-10 blocks
107
covering mental and behavioral disorders and diseases of the central nervous system. Also
108
included are 1,191,588 samples for 13 “behavioral-cognitive” phenotypes (n=744,486) chosen
109
for being traditionally viewed as brain-related, and four “additional” phenotypes (n=447,102)
110
selected to represent known, well-delineated etiological processes (e.g. immune disorders
111
[Crohn’s disease] and vascular disease [coronary artery disease]; Table 2) or anthropomorphic
112
measures (height and BMI). 113
GWAS summary statistics for the 42 disorders and phenotypes were centralized and
114
underwent uniform quality control and processing(25). Where necessary, we generated
115
European-only meta-analyses for each disorder to avoid potential biases arising from ancestry
116
differences, as many of the brain disorder datasets included sample sets from diverse ancestries. 117
Clinically relevant subtypes from three disorders (epilepsy, migraine and ischemic stroke) were
118
also included; in these cases, the analyzed datasets are subsets of the top-level dataset, as shown
119
in Table 1. 120
We have recently developed a novel heritability estimation method, linkage
121 GWAS have also demonstrated that common genetic variation substantially contributes
92
to the heritability of brain disorders. In most cases, this occurs via many common variants, each
93
of small effect, with examples in Alzheimer’s disease(18), bipolar disorder(19), migraine(20),
94
Parkinson’s disease(21), and schizophrenia(22). Analysis of Shared Heritability in Common Disorders of the Brain 71 The classification of brain disorders has evolved over the past century, reflecting the
72
medical and scientific communities’ best assessments of the presumed root causes of clinical
73
phenomena such as behavioral change, loss of motor function, spontaneous movements or
74
alterations of consciousness. A division between neurology and psychiatry developed, with the
75
more directly observable phenomena (such as the presence of emboli, protein tangles, or unusual
76
electrical activity patterns) generally defining the neurological disorders(1). Applying modern
77
methods to understand the genetic underpinnings and categorical distinctions between brain
78
disorders may be helpful in informing next steps in the search for the biological pathways
79
underlying their pathophysiology(2, 3). 80 In general, brain disorders (here excepting those caused by trauma, infection or cancer)
81
show substantial heritability from twin and family studies (4). Epidemiological and twin studies
82
have explored patterns of phenotypic overlaps(5-7), and substantial comorbidity has been
83
reported for many pairs of disorders, including bipolar disorder-migraine(8), stroke-major
84
depressive disorder(MDD)(9), epilepsy-autism spectrum disorders (ASD) and epilepsy-attention
85
deficit hyperactivity disorder (ADHD)(10, 11). Furthermore, neurological and psychiatric
86
research has shown that mutations in the same ion channel genes confer pleiotropic risk for
87
multiple distinct brain phenotypes(12-14). Recently, genome-wide association studies (GWAS)
88
have demonstrated that individual common risk variants show overlap across traditional
89
diagnostic boundaries (15, 16), and that disorders like schizophrenia, MDD and bipolar disorder
90
can have strong genetic correlations(17). 91 2 . CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available
The copyright holder for this preprint (which was
this version posted September 6, 2017. ;
https://doi.org/10.1101/048991
doi:
bioRxiv preprint . CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available
The copyright holder for this preprint (which was
this version posted September 6, 2017. ;
https://doi.org/10.1101/048991
doi:
bioRxiv preprint GWAS have also demonstrated that common genetic variation substantially contributes
92
to the heritability of brain disorders. In most cases, this occurs via many common variants, each
93
of small effect, with examples in Alzheimer’s disease(18), bipolar disorder(19), migraine(20),
94
Parkinson’s disease(21), and schizophrenia(22). Heritability and correlations among brain disorders We observed a similar range of heritability estimates among the disorders and the
135
behavioral-cognitive phenotypes (Fig. S1A-B and Table S1, S2), roughly in line with previously
136
reported estimates obtained from smaller datasets (see Table S3 and Supplementary Text). Three
137
ischemic stroke subtypes (cardioembolic, large-vessel disease and small-vessel disease) as well
138
as the “agreeableness” personality measure from NEO Five-Factor Inventory(27) had insufficient
139
evidence of additive heritability for robust analysis and thus were excluded from further
140
analysis(25). We did not observe a correlation between heritability estimates and factors relating
141
to study makeup (Table S4; Fig. S1C-F). Since some of the results interpretation depends on lack
142
of observed correlation, we explored the behavior of observed correlation vs power (Fig. S2A),
143
standard errors (Fig. S2B) and the individual results (Fig. S2C and D) to identify where we can
144
be reasonably robust in claiming lack of correlation with current datasets. 145 In expanding on the number of pairwise comparisons in brain disorders, we observed
146
widespread sharing across psychiatric disorders (Fig. 1 and S3) beyond those previously reported
147
(17), but not among neurological disorders. Among the psychiatric disorders, schizophrenia
148
showed significant genetic correlation with most of the psychiatric disorders, while MDD was
149
positively (though not necessarily significantly) correlated with every other disorder tested. 150
Further, schizophrenia, bipolar disorder, anxiety disorders, MDD and ADHD each showed a high
151
degree of correlation to the four others (average rg=0.40; Table S5). Anorexia nervosa,
152
obsessive-compulsive disorder (OCD) and schizophrenia also demonstrated significant sharing
153
amongst themselves. On the other hand, the common variant risk of both ASD and Tourette
154
Syndrome (TS) appear to be somewhat distinct from other psychiatric disorders, although with
155
significant correlation between TS, OCD and MDD, as well as between ASD and schizophrenia. 156
Post-traumatic stress disorder (PTSD) alone showed no significant correlation with any of the
157
other psychiatric phenotypes (though some correlation to ADHD and MDD was observed, Fig. 158
1). The modest power of the ASD, PTSD and TS meta-analyses, however, limits the strength of
159
this conclusion (Fig. S2C). 160 Neurological disorders revealed greater specificity, and a more limited extent of genetic
161
correlation than the psychiatric disorders (Fig. 2 and S4, Table S5). Parkinson’s disease,
162
Alzheimer’s disease, generalized epilepsy and multiple sclerosis showed little to no correlation
163
with any other brain disorders. Analysis of Shared Heritability in Common Disorders of the Brain It is made available
The copyright holder for this preprint (which was
this version posted September 6, 2017. ;
https://doi.org/10.1101/048991
doi:
bioRxiv preprint specific regulatory partitions of the genome, using the ten top-level tissue-type and 53 functional
129
partitions from Finucane et al. (26). Finally, simulated phenotype data was generated under
130
several different scenarios by permuting the 120,267 genotyped individuals from the UK
131
Biobank (25) to both evaluate power and aid in interpreting the results (see Supplementary Text). 132
133
Heritability and correlations among brain disorders
134
We observed a similar range of heritability estimates among the disorders and the
135
behavioral-cognitive phenotypes (Fig. S1A-B and Table S1, S2), roughly in line with previously
136
reported estimates obtained from smaller datasets (see Table S3 and Supplementary Text). Three
137
ischemic stroke subtypes (cardioembolic, large-vessel disease and small-vessel disease) as well
138
as the “agreeableness” personality measure from NEO Five-Factor Inventory(27) had insufficient
139
evidence of additive heritability for robust analysis and thus were excluded from further
140
analysis(25). We did not observe a correlation between heritability estimates and factors relating
141
to study makeup (Table S4; Fig. S1C-F). Since some of the results interpretation depends on lack
142
of observed correlation, we explored the behavior of observed correlation vs power (Fig. S2A),
143
standard errors (Fig. S2B) and the individual results (Fig. S2C and D) to identify where we can
144
be reasonably robust in claiming lack of correlation with current datasets. 145 specific regulatory partitions of the genome, using the ten top-level tissue-type and 53 functional
129
partitions from Finucane et al. (26). Finally, simulated phenotype data was generated under
130
several different scenarios by permuting the 120,267 genotyped individuals from the UK
131
Biobank (25) to both evaluate power and aid in interpreting the results (see Supplementary Text). 132
133 Analysis of Shared Heritability in Common Disorders of the Brain We included all common brain disorders for which we
104
could identify a GWAS meta-analysis consortium of sufficient size for heritability analysis that
105
was willing to participate. The total study sample consists of 215,683 cases of different brain
106
disorders and 657,164 controls (Table 1), and provides coverage of a majority of ICD-10 blocks
107
covering mental and behavioral disorders and diseases of the central nervous system. Also
108
included are 1,191,588 samples for 13 “behavioral-cognitive” phenotypes (n=744,486) chosen
109
for being traditionally viewed as brain-related, and four “additional” phenotypes (n=447,102)
110
selected to represent known, well-delineated etiological processes (e.g. immune disorders
111
[Crohn’s disease] and vascular disease [coronary artery disease]; Table 2) or anthropomorphic
112
measures (height and BMI). 113 GWAS summary statistics for the 42 disorders and phenotypes were centralized and
114
underwent uniform quality control and processing(25). Where necessary, we generated
115
European-only meta-analyses for each disorder to avoid potential biases arising from ancestry
116
differences, as many of the brain disorder datasets included sample sets from diverse ancestries. 117
Clinically relevant subtypes from three disorders (epilepsy, migraine and ischemic stroke) were
118
also included; in these cases, the analyzed datasets are subsets of the top-level dataset, as shown
119
in Table 1. 120 We have recently developed a novel heritability estimation method, linkage
121
disequilibrium score regression (LDSC)(24), which was used to calculate heritability estimates
122
and correlations, as well as to estimate their statistical significance from block jack-knife-based
123
standard errors. Heritability for binary disorders and phenotypes was transformed to the liability-
124
scale. We further performed a weighted-least squares regression analysis to evaluate whether
125
differences relating to study makeup (such as sample size) were correlated with the magnitude of
126
the correlation estimates. We also performed a heritability partitioning analysis using stratified
127
LD score regression to examine whether the observed heritability was enriched in any tissue-
128 3 . CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available
The copyright holder for this preprint (which was
this version posted September 6, 2017. ;
https://doi.org/10.1101/048991
doi:
bioRxiv preprint . CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. Heritability and correlations among brain disorders 186
Among the personality measures, significant positive correlations were observed f
187
neuroticism (anorexia nervosa, anxiety disorders, migraine, migraine without aura, MDD, OC
188
schizophrenia and Tourette Syndrome; Fig. S6A), depressive symptoms (ADHD, anxie
189
disorder, bipolar disorder, MDD, and schizophrenia) and subjective well-being (anxiety disorde
190
bipolar disorder, MDD, as well as replicating the previously reported correlation betwe
191
neuroticism with both MDD and schizophrenia(29)). For smoking-related measures, the on
192
significant genetic correlations were to never/ever smoked (MDD: rg=0.33, p=3.10 x 10-11 a
193
ADHD: rg=0.37, p=3.15 x 10-6). 194
Among the additional phenotypes, the two diseases chosen as examples of disorders wi
195
well-defined etiologies had different results: Crohn’s disease, representing immunologic
196
pathophysiology, showed no correlation with any of the study phenotypes, while the phenoty
197
representing vascular pathophysiology (coronary artery disease) showed significant correlati
198
t MDD (
0 19
8 71
10-5)
ll
th t
t
k
l t d h
t
(
0 69
2 47
199 none were significant, reflecting the relatively modest power of the current focal epilepsy meta-
166
analysis (Fig. S2C). However, the modest heritability and the broad pattern of sharing observed
167
for focal epilepsy may be consistent with considerable heterogeneity and potentially even
168
diagnostic misclassification across a range of neurological conditions. 169 In the cross-category correlation analysis, the overall pattern is consistent with limited
170
sharing across the included neurological and psychiatric disorders (Fig. 3; average rg=0.03). The
171
only significant cross-category correlations were with migraine, suggesting it may share some of
172
its genetic architecture with psychiatric disorders; migraine-ADHD (rg=0.26, p=8.81 x 10-8),
173
migraine-TS (rg=0.19, p=1.80 x 10-5), and migraine-MDD (rg=0.32, p=1.42 x 10-22 for all
174
migraine, rg=0.23, p=5.23 x 10-5 for migraine without aura, rg=0.28, p=1.00 x 10-4 for migraine
175
with aura). 176 We observed several significant genetic correlations between the behavioral-cognitive or
177
additional phenotypes and brain disorders (Fig. 4, Table S6). Results for cognitive traits were
178
dichotomous among psychiatric phenotypes (Fig. S5A), with ADHD, anxiety disorders, MDD
179
and Tourette Syndrome showing negative correlations to the cognitive measures, while anorexia
180
nervosa, ASD, bipolar disorder and OCD showed positive correlations. Schizophrenia showed
181
more mixed results, with significantly negative correlation to intelligence but positive correlation
182
to years of education. Among neurological phenotypes (Fig. Heritability and correlations among brain disorders Focal epilepsy showed the highest degree of genetic correlation
164
among the neurological disorders (average rg =0.46, excluding other epilepsy datasets), though
165 4 . CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available
The copyright holder for this preprint (which was
this version posted September 6, 2017. ;
https://doi.org/10.1101/048991
doi:
bioRxiv preprint . CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available
The copyright holder for this preprint (which was
this version posted September 6, 2017. ;
https://doi.org/10.1101/048991
doi:
bioRxiv preprint none were significant, reflecting the relatively modest power of the current focal epilepsy met
166
analysis (Fig. S2C). However, the modest heritability and the broad pattern of sharing observ
167
for focal epilepsy may be consistent with considerable heterogeneity and potentially ev
168
diagnostic misclassification across a range of neurological conditions. 169
In the cross-category correlation analysis, the overall pattern is consistent with limit
170
sharing across the included neurological and psychiatric disorders (Fig. 3; average rg=0.03). T
171
only significant cross-category correlations were with migraine, suggesting it may share some
172
its genetic architecture with psychiatric disorders; migraine-ADHD (rg=0.26, p=8.81 x 10-
173
migraine-TS (rg=0.19, p=1.80 x 10-5), and migraine-MDD (rg=0.32, p=1.42 x 10-22 for
174
migraine, rg=0.23, p=5.23 x 10-5 for migraine without aura, rg=0.28, p=1.00 x 10-4 for migrai
175
with aura). 176
We observed several significant genetic correlations between the behavioral-cognitive
177
additional phenotypes and brain disorders (Fig. 4, Table S6). Results for cognitive traits we
178
dichotomous among psychiatric phenotypes (Fig. S5A), with ADHD, anxiety disorders, MD
179
and Tourette Syndrome showing negative correlations to the cognitive measures, while anorex
180
nervosa, ASD, bipolar disorder and OCD showed positive correlations. Schizophrenia show
181
more mixed results, with significantly negative correlation to intelligence but positive correlati
182
to years of education. Among neurological phenotypes (Fig. S5B), the correlations were a
183
either negative or null, with Alzheimer’s disease, epilepsy, ICH, ischemic stroke, early-ons
184
stroke and migraine showing significantly negative correlations. Correlations with bipol
185
disorder(24), Alzheimer’s disease and schizophrenia have been previously reported(28)). Heritability and correlations among brain disorders S5B), the correlations were all
183
either negative or null, with Alzheimer’s disease, epilepsy, ICH, ischemic stroke, early-onset
184
stroke and migraine showing significantly negative correlations. Correlations with bipolar
185
disorder(24), Alzheimer’s disease and schizophrenia have been previously reported(28)). 186 Among the personality measures, significant positive correlations were observed for
187
neuroticism (anorexia nervosa, anxiety disorders, migraine, migraine without aura, MDD, OCD,
188
schizophrenia and Tourette Syndrome; Fig. S6A), depressive symptoms (ADHD, anxiety
189
disorder, bipolar disorder, MDD, and schizophrenia) and subjective well-being (anxiety disorder,
190
bipolar disorder, MDD, as well as replicating the previously reported correlation between
191
neuroticism with both MDD and schizophrenia(29)). For smoking-related measures, the only
192
significant genetic correlations were to never/ever smoked (MDD: rg=0.33, p=3.10 x 10-11 and
193
ADHD: rg=0.37, p=3.15 x 10-6). 194 Among the additional phenotypes, the two diseases chosen as examples of disorders with
195
well-defined etiologies had different results: Crohn’s disease, representing immunological
196
pathophysiology, showed no correlation with any of the study phenotypes, while the phenotype
197
representing vascular pathophysiology (coronary artery disease) showed significant correlation
198
to MDD (rg=0.19, p=8.71 x 10-5) as well as the two stroke-related phenotypes (rg=0.69, p=2.47 x
199
10-6 to ischemic stroke and rg=0.86, p=2.26 x 10-5 for early-onset stroke), suggesting shared
200
genetic effects across these phenotype. Significant correlations were also observed for BMI,
201
which was positively correlated with ADHD and MDD, and negatively correlated with anorexia
202
nervosa (as previously reported with a different dataset(24)) and schizophrenia. 203 5 . CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available
The copyright holder for this preprint (which was
this version posted September 6, 2017. ;
https://doi.org/10.1101/048991
doi:
bioRxiv preprint . CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available
The copyright holder for this preprint (which was
this version posted September 6, 2017. ;
https://doi.org/10.1101/048991
doi:
bioRxiv preprint Our enrichment analysis (Fig. Heritability and correlations among brain disorders S7, Table S7 and S8) demonstrated novel significant
204
heritability enrichments between central nervous system (CNS) and generalized epilepsy, MDD,
205
TS, college attainment, intelligence, neuroticism, never/ever smoked); depressive symptoms and
206
adrenal/pancreatic cells and tissues, as well as between immune system cells and multiple
207
sclerosis. We also note with interest that the psychiatric disorders with large numbers of
208
identified GWAS loci (bipolar disorder, MDD and schizophrenia) and the only cross-correlated
209
neurological disorder with the same (migraine) all show enrichment to conserved regions, while
210
the other neurological disorders with similar numbers of loci (MS and Alzheimer’s and
211
Parkinson’s diseases) do not (Fig. S7A, B). Significant enrichment to conserved regions was also
212
observed to neuroticism, intelligence and college attainment and to H3K9ac peaks for BMI. We
213
also replicate the previously reported (CNS) enrichment for schizophrenia, bipolar disorder and
214
years of education (here in a larger dataset compared to the original report, but with considerable
215
sample overlap), and observe the previously reported enrichments for BMI (CNS), years of
216
education (CNS), height (connective tissues and bone, cardiovascular system and other) and
217
Crohn’s disease (hematopoietic cells) from the same datasets (Fig. S7C, D) (26). 218
219
Discussion
220
By integrating and analyzing the current genome-wide association summary statistic data
221
from consortia of 25 brain disorders, we find that psychiatric disorders broadly share a
222
considerable portion of their common variant genetic risk, especially across schizophrenia,
223
MDD, bipolar disorder, anxiety disorder and ADHD, while neurological disorders are more
224
genetically distinct. Across categories, psychiatric and neurologic disorders share relatively little
225
of their common genetic risk, suggesting that multiple different and largely independently
226
regulated etiological pathways may give rise to similar clinical manifestations (e.g., psychosis,
227
which manifests in both schizophrenia(30) and Alzheimer’s disease(31)). Except for migraine,
228
which appears to share some genetic architecture with psychiatric disorders, the existing clinical
229
delineation between neurology and psychiatry is recapitulated at the level of common variant
230
risk for the studied disorders. 231
Given that the broad and continuous nature of psychiatric disorder spectra in particular
232
has been clinically recognized for a long time(32-34) and that patients can, in small numbers,
233
progress from one diagnosis to another(35), we evaluated to what extent diagnostic
234
misclassification could explain the observed correlations. Heritability and correlations among brain disorders Genetic correlation could arise if, for
235
example, substantial numbers of patients progress through multiple diagnoses over their lifetime,
236
or if some specific diagnostic boundaries between phenotype pairs are particularly porous to
237 Our enrichment analysis (Fig. S7, Table S7 and S8) demonstrated novel significant
204
heritability enrichments between central nervous system (CNS) and generalized epilepsy, MDD,
205
TS, college attainment, intelligence, neuroticism, never/ever smoked); depressive symptoms and
206
adrenal/pancreatic cells and tissues, as well as between immune system cells and multiple
207
sclerosis. We also note with interest that the psychiatric disorders with large numbers of
208
identified GWAS loci (bipolar disorder, MDD and schizophrenia) and the only cross-correlated
209
neurological disorder with the same (migraine) all show enrichment to conserved regions, while
210
the other neurological disorders with similar numbers of loci (MS and Alzheimer’s and
211
Parkinson’s diseases) do not (Fig. S7A, B). Significant enrichment to conserved regions was also
212
observed to neuroticism, intelligence and college attainment and to H3K9ac peaks for BMI. We
213
also replicate the previously reported (CNS) enrichment for schizophrenia, bipolar disorder and
214
years of education (here in a larger dataset compared to the original report, but with considerable
215
sample overlap), and observe the previously reported enrichments for BMI (CNS), years of
216
education (CNS), height (connective tissues and bone, cardiovascular system and other) and
217
Crohn’s disease (hematopoietic cells) from the same datasets (Fig. S7C, D) (26). 218 Discussion
220 We sought to confirm
242
and expand upon these estimates by performing large-scale simulations and calculating the
243
resulting correlations across a variety of scenarios (Fig. S8, S9, Table S9 and Supplementary
244
Text). First, we established that the observed heritability of the simulated misclassified traits
245
behaves as expected (Fig. S8A), and that the effects on observed correlation (Fig. S8B and S8C)
246
are in line with the estimates from family data(36). We further explored the effect of
247
misclassification on observed rg given the correlation observed in real data. Reasonably low
248
levels of misclassification or changes to the exact level of heritability appear unlikely to induce
249
substantial changes in the estimated genetic correlation, though a lower observed heritability
250
caused by substantial misclassification (Fig. S8A) will decrease the power to estimate the genetic
251
overlap, as observed in the power analysis (Fig. S10). Further, such evidence of genetic overlap
252
is unlikely to appear in the absence of underlying genetic correlation (Table S10), as it is
253
apparent that a very high degree of misclassification (up to 79%) would be required to produce
254
the observed correlations in the absence of any true genetic correlation. Therefore, the observed
255
correlations suggest true sharing of a substantial fraction of the common variant genetic
256
architecture among psychiatric disorders as well as between behavioral-cognitive measures and
257
brain disorders. 258 The high degree of genetic correlation among the psychiatric disorders adds further
259
evidence that current clinical diagnostics do not reflect the underlying genetic etiology of these
260
disorders, and that genetic risk factors for psychiatric disorders do not respect clinical diagnostic
261
boundaries. This suggests an interconnected nature for their genetic etiology, in contrast to
262
neurological disorders, and underscores the need to refine psychiatric diagnostics. This study
263
may provide important ‘scaffolding’ to support a new research framework for investigating
264
mental disorders, incorporating many levels of information to understand basic dimensions of
265
brain function, such as through the National Institute of Mental Health’s RDoC initiative. 266 The observed positive genetic correlations are consistent with a few different scenarios. 267
For example, rg may reflect the existence of some portion of common genetic risk factors
268
conferring equal risks to multiple disorders where other distinct additional factors contribute to
269
the eventual clinical presentation. Discussion
220 By integrating and analyzing the current genome-wide association summary statistic data
221
from consortia of 25 brain disorders, we find that psychiatric disorders broadly share a
222
considerable portion of their common variant genetic risk, especially across schizophrenia,
223
MDD, bipolar disorder, anxiety disorder and ADHD, while neurological disorders are more
224
genetically distinct. Across categories, psychiatric and neurologic disorders share relatively little
225
of their common genetic risk, suggesting that multiple different and largely independently
226
regulated etiological pathways may give rise to similar clinical manifestations (e.g., psychosis,
227
which manifests in both schizophrenia(30) and Alzheimer’s disease(31)). Except for migraine,
228
which appears to share some genetic architecture with psychiatric disorders, the existing clinical
229
delineation between neurology and psychiatry is recapitulated at the level of common variant
230
risk for the studied disorders. 231 Given that the broad and continuous nature of psychiatric disorder spectra in particular
232
has been clinically recognized for a long time(32-34) and that patients can, in small numbers,
233
progress from one diagnosis to another(35), we evaluated to what extent diagnostic
234
misclassification could explain the observed correlations. Genetic correlation could arise if, for
235
example, substantial numbers of patients progress through multiple diagnoses over their lifetime,
236
or if some specific diagnostic boundaries between phenotype pairs are particularly porous to
237
misclassification; while it would be unlikely to observe large-scale misclassification of migraine
238
as schizophrenia, for example, there may be more substantial misclassification between other
239
pairs, consistent with the clinical controversies in classification. Previous work(36) suggests that
240
substantial misclassification (on the order of 15-30%, depending on whether it is uni- or
241 6 . CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available
The copyright holder for this preprint (which was
this version posted September 6, 2017. ;
https://doi.org/10.1101/048991
doi:
bioRxiv preprint . CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available
The copyright holder for this preprint (which was
this version posted September 6, 2017. ;
https://doi.org/10.1101/048991
doi:
bioRxiv preprint bidirectional) is required to introduce high levels of genetic correlation. Discussion
220 The presence of significant genetic correlation may also reflect
270
the phenotypic overlap between any two disorders; for example, the sharing between
271
schizophrenia and ADHD might reflect underlying difficulties in executive functioning, which
272
are well-established in both disorders(37). Similarly, the sharing between anorexia nervosa, OCD
273
and schizophrenia may reflect a shared mechanism underlying cognitive biases that extend from
274
overvalued ideas to delusions. Another scenario is that a heritable intermediate trait confers risk
275
to multiple outcomes, thereby giving rise to the genetic correlation, as the genetic influences on
276
this trait will be shared for both outcomes (e.g., obesity as a risk factor for both type 2 diabetes
277
and coronary artery disease), or that even the majority of common genetic effects are shared
278
between a pair of traits, but each individual effect may confer different degrees of risk and lead
279
to different aggregate genetic risk profiles. While a combination of these is likely, it will become
280 7 . CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available
The copyright holder for this preprint (which was
this version posted September 6, 2017. ;
https://doi.org/10.1101/048991
doi:
bioRxiv preprint . CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available
The copyright holder for this preprint (which was
this version posted September 6, 2017. ;
https://doi.org/10.1101/048991
doi:
bioRxiv preprint increasingly feasible to evaluate these overlaps at the locus level as more genome-wide
281
significant loci are identified in the future. 282 The low correlations observed across neurological disorders suggest that the current
283
classification reflects relatively specific genetic etiologies, although the limited sample size for
284
some of these disorders and lack of inclusion of disorders conceived as “circuit-based” in the
285
literature, such as restless legs syndrome, sleep disorders and possibly essential tremor,
286
constrains the generalizability of this conclusion. Generally, this analysis recapitulates the
287
current understanding of the relatively distinct primary etiology underlying these disorders;
288
degenerative disorders (such as Alzheimer’s and Parkinson’s diseases) would not be expected a
289
priori to share their polygenic risk profiles with a neuro-immunological disorder (like multiple
290
sclerosis) or neurovascular disorder (like ischemic stroke). Discussion
220 It is made available
The copyright holder for this preprint (which was
this version posted September 6, 2017. ;
https://doi.org/10.1101/048991
doi:
bioRxiv preprint . CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available
The copyright holder for this preprint (which was
this version posted September 6, 2017. ;
https://doi.org/10.1101/048991
doi:
bioRxiv preprint psychiatric disorders, ASD and TS showed a similar absence of correlation with other disorders,
320
although this could reflect small sample sizes. 321 Analysis of the Big Five personality measures suggest that the current sample sizes for
322
personality data are beginning to be sufficiently large for correlation testing; neuroticism, which
323
has by far the largest sample size, shows several significant correlations. Most significant of
324
these was to MDD (rg=0.737, p=5.04 x 10-96), providing further evidence for the link between
325
these phenotypes, reported previously with polygenic risk scores(50) and twin studies(51, 52);
326
others included schizophrenia, anxiety disorders, migraine, migraine without aura, and OCD
327
(Table S6). Further, the observation of strong correlation between MDD and anxiety disorders
328
together with their remarkably strong and similar patterns of correlation between each of these
329
disorders and the dimensional measures of depressive symptoms, subjective well-being, and
330
neuroticism suggests that they all tag a fundamentally similar underlying etiology. The novel
331
significant correlation between coronary artery disease and MDD supports the long-standing
332
epidemiological observation of a link between MDD and CAD(53), while the observed
333
correlation between ADHD and smoking initiation (rg=0.374, p=3.15 x 10-6) is consistent with
334
the epidemiological evidence of overlap(54) and findings from twin studies(55), supporting the
335
existing hypothesis that impulsivity inherent in ADHD may drive smoking initiation and
336
potentially dependence (though other explanations, such as reward system dysfunction would fit
337
as well). 338 For the neurological disorders, five (Alzheimer’s disease, intracerebral hemorrhage,
339
ischemic and early-onset stroke, and migraine) showed significant negative genetic correlation to
340
the cognitive measures, while a further two (epilepsy and focal epilepsy) showed moderate
341
negative genetic correlation (Fig. S5). For Alzheimer’s disease, poor cognitive performance in
342
early life has been linked to increased risk for developing the disorder in later life(56), but to our
343
knowledge no such connection has been reported for the other phenotypes. Discussion
220 Similarly, we see limited evidence for
291
the reported co-morbidity between migraine with aura and ischemic stroke(38) (rg=0.29,
292
p=0.099); however, the standard errors of this comparison are too high to draw strong
293
conclusions. At the disorder subtype level, migraine with and without aura (rg=0.48, p=1.79 x 10-
294
5) shows substantial genetic correlation, while focal and generalized epilepsy (rg=0.16, p=0.388)
295
show much less. 296 The few significant correlations across neurology and psychiatry, namely between
297
migraine and ADHD, MDD and TS, suggest modest shared etiological overlap across the
298
neurology/psychiatry distinction. The co-morbidity of migraine with MDD, Tourette Syndrome
299
and ADHD has been previously reported in epidemiological studies (39-42), while in contrast,
300
the previously reported co-morbidity between migraine and bipolar disorder seen in
301
epidemiological studies (43) was not reflected in our estimate of genetic correlation (rg=-0.03,
302
p=0.406). 303 Several phenotypes show only very low-level correlations with any of the other disorders
304
and phenotypes studied here, despite large sample size and robust evidence for heritability,
305
suggesting their common variant genetic risk may largely be unique. Alzheimer’s disease,
306
Parkinson’s disease, and multiple sclerosis show extremely limited sharing with the other
307
phenotypes and with each other. Neuroinflammation has been implicated in the pathophysiology
308
of each of these conditions(44-46), as it has for migraine(47) and many psychiatric conditions,
309
including schizophrenia(48), but no considerable shared heritability was observed with either of
310
those conditions nor with Crohn’s disease, nor did we observe enrichment for immune-related
311
tissues in the functional partitioning (Fig. S7) as we did for Crohn’s disease. While this
312
observation does not preclude shared neuroinflammatory mechanisms in these disorders, it does
313
suggest that on a large scale, common variant genetic influences on these inflammatory
314
mechanisms are not shared between these disorders. Further, we only observed significant
315
enrichment of heritability for immunological cells and tissues in multiple sclerosis, showing that
316
inflammation-specific regulatory marks in the genome do not show overall enrichment for
317
common variant risk for either Alzheimer’s or Parkinson’s diseases (though this does not
318
preclude the effects of specific, non-polygenic neuroinflammatory mechanisms(49)). Among
319 8 . CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. Discussion
220 ADHD, anxiety
344
disorders and MDD show a significant negative correlation to cognitive and education attainment
345
measures, while the remaining five of the eight psychiatric disorders (anorexia nervosa, ASD,
346
bipolar disorder, OCD, and schizophrenia) showed significant positive genetic correlation with
347
one or more cognitive measures. These results strongly suggest the existence of a link between
348
cognitive performance already in early life and the genetic risk for both psychiatric and
349
neurological brain disorders. The basis of the genetic correlations between education, cognition
350
and brain disorders may have a variety of root causes including indexing performance
351
differences based on behavioral dysregulation (e.g., ADHD relating to attentional problems
352
during cognitive tests) or may reflect ascertainment biases in certain disorders conditional on
353
impaired cognition (e.g., individuals with lower cognitive reserve being more rapidly identified
354
for Alzheimer’s disease). 355 BMI shows significant positive genetic correlation to ADHD, consistent with a meta-
356
analysis linking ADHD to obesity(57), and negative genetic correlation with anorexia nervosa,
357
OCD and schizophrenia. These results are consistent with the evidence for enrichment of BMI
358 9 . CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available
The copyright holder for this preprint (which was
this version posted September 6, 2017. ;
https://doi.org/10.1101/048991
doi:
bioRxiv preprint . CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available
The copyright holder for this preprint (which was
this version posted September 6, 2017. ;
https://doi.org/10.1101/048991
doi:
bioRxiv preprint heritability in CNS tissues(26) and that many reported signals suggest neuronal involvement(58);
359
this may also provide a partial genetic explanation for lower BMI in anorexia nervosa patients
360
even after recovery(59). Given that no strong correlations were observed between BMI and any
361
of the neurological phenotypes, it is possible to hypothesize that BMI’s brain-specific genetic
362
architecture is more closely related to behavioral phenotypes. Ischemic stroke and BMI show
363
surprisingly little genetic correlation in this analysis (rg=0.07, p=0.26), suggesting that although
364
BMI is a strong risk factor for stroke(60), there is little evidence for shared common genetic
365
effects. Author Information Correspondence and requests for materials should be addressed to V.A.
390
(verneri.anttila@gmail.com), A.C. (acorvin@tcd.ie) or B.M.N. (bneale@broadinstitute.org).
391 References:
394 1. J. B. Martin, The integration of neurology, psychiatry, and neuroscience in the 21st century. Am J
395
Psychiatry 159, 695 (May, 2002). 396 2. J. W. Smoller, Disorders and borders: psychiatric genetics and nosology. Am J Med Genet B
397
Neuropsychiatr Genet 162B, 559 (Oct, 2013). 398 3. T. R. Insel, P. S. Wang, Rethinking mental illness. JAMA 303, 1970 (May 19, 2010). 4. T. J. Polderman et al., Meta-analysis of the heritability of human traits based on fifty years of
400
twin studies. Nat Genet 47, 702 (Jul, 2015). 401 5. K. S. Kendler, C. A. Prescott, J. Myers, M. C. Neale, The structure of genetic and environmental
402
risk factors for common psychiatric and substance use disorders in men and women. Arch Gen
403
Psychiatry 60, 929 (Sep, 2003). 404 6. R. Jensen, L. J. Stovner, Epidemiology and comorbidity of headache. Lancet neurology 7, 354
405
(Apr, 2008). 406 7. J. Nuyen et al., Comorbidity was associated with neurologic and psychiatric diseases: a general
407
practice-based controlled study. J Clin Epidemiol 59, 1274 (Dec, 2006). 408 8. R. M. Hirschfeld et al., Screening for bipolar disorder in the community. The Journal of clinical
409
psychiatry 64, 53 (Jan, 2003). 410 9. A. Pan, Q. Sun, O. I. Okereke, K. M. Rexrode, F. B. Hu, Depression and risk of stroke morbidity
411
and mortality: a meta-analysis and systematic review. JAMA 306, 1241 (Sep 21, 2011). 412 10. A. Lo-Castro, P. Curatolo, Epilepsy associated with autism and attention deficit hyperactivity
413
disorder: is there a genetic link? Brain & development 36, 185 (Mar, 2014). 414 11. E. N. Bertelsen, J. T. Larsen, L. Petersen, J. Christensen, S. Dalsgaard, Childhood Epilepsy, Febrile
415
Seizures, and Subsequent Risk of ADHD. Pediatrics 138, (Aug, 2016). 416 12. C. G. de Kovel et al., Recurrent microdeletions at 15q11.2 and 16p13.11 predispose to idiopathic
417
generalized epilepsies. Brain 133, 23 (Jan, 2010). 418 13. T. D. Graves, M. G. Hanna, Neurological channelopathies. Postgraduate medical journal 81, 20
419
(Jan, 2005). 420 14. J. Haan, G. M. Terwindt, A. M. van den Maagdenberg, A. H. Stam, M. D. Ferrari, A review of the
421
genetic relation between migraine and epilepsy. Cephalalgia 28, 105 (Feb, 2008). 422 15. S. Debette et al., Common variation in PHACTR1 is associated with susceptibility to cervical
423
artery dissection. Nat Genet 47, 78 (Jan, 2015). 424 16. S. M. Discussion
220 It is made available
The copyright holder for this preprint (which was
this version posted September 6, 2017. ;
https://doi.org/10.1101/048991
doi:
bioRxiv preprint Discussion
220 These analyses also suggest that the reported reduced rates of cardiovascular disease in
366
individuals with histories of anorexia nervosa (61, 62) are due to BMI-related effects; with the
367
limited evidence of genetic correlation of anorexia nervosa with intracerebral hemorrhage,
368
ischemic stroke, early-onset stroke and coronary artery disease, these results suggest that any
369
lower cardiovascular mortality is more likely due to direct BMI-related effects rather than
370
shared common genetic risk variants. 371 It is broadly apparent from the results presented here that the current clinical boundaries
372
for the studied psychiatric phenotypes do not reflect distinct underlying pathogenic processes
373
based on the genetic evidence, while in contrast, the studied neurological disorders show much
374
greater genetic specificity. Although it is important to emphasize that while some disorders are
375
under-represented here (e.g. personality disorders in psychiatry and circuit-based disorders [such
376
as restless leg syndrome] in neurology), these results clearly demonstrate the limited evidence for
377
widespread common genetic risk sharing between psychiatric and neurological disorders, while
378
providing strong evidence for links between them and behavioral-cognitive measures. We
379
highlight the need for some degree of restructuring of psychiatric nosology and that genetically
380
informed analyses may provide a good basis for such activities, consistent with the historical
381
knowledge from twin and family-based results. Further elucidation of individual disorders and
382
their genetic overlap, especially as distinct loci map onto a subset of disorders and etiological
383
processes, may form the basis for either defining new clinical phenotypes or support a move to a
384
more continuous view of psychiatric phenotypes. Further study is needed to evaluate whether
385
overlapping genetic contributions to psychiatric pathology may influence optimal treatment
386
choices. Ultimately, such developments give hope to reducing diagnostic heterogeneity and
387
eventually improving the diagnostics and treatment of psychiatric disorders. 388 10 . CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available
The copyright holder for this preprint (which was
this version posted September 6, 2017. ;
https://doi.org/10.1101/048991
doi:
bioRxiv preprint . CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. References:
394 Finucane et al., Partitioning heritability by functional annotation using genome-wide
444
association summary statistics. Nat Genet 47, 1228 (Nov, 2015). 445 27. M. H. de Moor et al., Meta-analysis of genome-wide association studies for personality. Mol
446
Psychiatry 17, 337 (Mar, 2012). 447 28. A. Okbay et al., Genome-wide association study identifies 74 loci associated with educational
448
attainment. Nature 533, 539 (May 11, 2016). 449 29. D. J. Smith et al., Genome-wide analysis of over 106 000 individuals identifies 9 neuroticism-
450
associated loci. Mol Psychiatry 21, 749 (Jun, 2016). 451 30. P. F. Buckley, B. J. Miller, D. S. Lehrer, D. J. Castle, Psychiatric comorbidities and schizophrenia. 452
Schizophrenia bulletin 35, 383 (Mar, 2009). 453 31. C. G. Lyketsos et al., Mental and behavioral disturbances in dementia: findings from the Cache
454
County Study on Memory in Aging. Am J Psychiatry 157, 708 (May, 2000). 455 32. R. Kendell, A. Jablensky, Distinguishing between the validity and utility of psychiatric diagnoses. 456
Am J Psychiatry 160, 4 (Jan, 2003). 457 33. A. S. Cristino et al., Neurodevelopmental and neuropsychiatric disorders represent an
458
interconnected molecular system. Mol Psychiatry 19, 294 (Mar, 2014). 459 34. D. A. Regier et al., Limitations of diagnostic criteria and assessment instruments for mental
460
disorders. Implications for research and policy. Arch Gen Psychiatry 55, 109 (Feb, 1998). 461 35. T. M. Laursen, E. Agerbo, C. B. Pedersen, Bipolar disorder, schizoaffective disorder, and
462
schizophrenia overlap: a new comorbidity index. The Journal of clinical psychiatry 70, 1432 (Oct,
463
2009). 464 36. N. R. Wray, S. H. Lee, K. S. Kendler, Impact of diagnostic misclassification on estimation of
465
genetic correlations using genome-wide genotypes. Eur J Hum Genet 20, 668 (Jun, 2012). 466 37. E. G. Willcutt, A. E. Doyle, J. T. Nigg, S. V. Faraone, B. F. Pennington, Validity of the executive
467
function theory of attention-deficit/hyperactivity disorder: a meta-analytic review. Biol
468
Psychiatry 57, 1336 (Jun 1, 2005). 469 y
y
38. J. T. Spector et al., Migraine headache and ischemic stroke risk: an updated meta-analysis. The
470
American journal of medicine 123, 612 (Jul, 2010). 471 39. O. B. Fasmer, A. Halmoy, K. J. Oedegaard, J. Haavik, Adult attention deficit hyperactivity disorder
472
is associated with migraine headaches. European archives of psychiatry and clinical neuroscience
473
261, 595 (Dec, 2011). 474 40. N. Breslau, R. B. Lipton, W. F. Stewart, L. R. References:
394 Purcell et al., Common polygenic variation contributes to risk of schizophrenia and bipolar
425
disorder. Nature 460, 748 (Aug 6, 2009). 426 17. C. Cross-Disorder Group of the Psychiatric Genomics et al., Genetic relationship between five
427
psychiatric disorders estimated from genome-wide SNPs. Nat Genet 45, 984 (Sep, 2013). 428 18. J. C. Lambert et al., Meta-analysis of 74,046 individuals identifies 11 new susceptibility loci for
429
Alzheimer's disease. Nat Genet 45, 1452 (Dec, 2013). 430 19. T. W. Muhleisen et al., Genome-wide association study reveals two new risk loci for bipolar
431
disorder. Nature communications 5, 3339 (Mar 11, 2014). 432 20. V. Anttila et al., Genome-wide meta-analysis identifies new susceptibility loci for migraine. Nat
433
Genet 45, 912 (Aug, 2013). 434 21. M. A. Nalls et al., Large-scale meta-analysis of genome-wide association data identifies six new
435
risk loci for Parkinson's disease. Nat Genet 46, 989 (Sep, 2014). 436 22. C. Schizophrenia Working Group of the Psychiatric Genomics, Biological insights from 108
437
hi
h
i
i t d
ti l
i N t
511 421 (J l 24 2014)
438 22. C. Schizophrenia Working Group of the Psychiatric Genomics, Biological insights from 108
437
schizophrenia-associated genetic loci. Nature 511, 421 (Jul 24, 2014). 438 23. N. Solovieff, C. Cotsapas, P. H. Lee, S. M. Purcell, J. W. Smoller, Pleiotropy in complex traits:
439
challenges and strategies. Nat Rev Genet 14, 483 (Jul, 2013). 440 11 . CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available
The copyright holder for this preprint (which was
this version posted September 6, 2017. ;
https://doi.org/10.1101/048991
doi:
bioRxiv preprint . CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available
The copyright holder for this preprint (which was
this version posted September 6, 2017. ;
https://doi.org/10.1101/048991
doi:
bioRxiv preprint 24. B. Bulik-Sullivan et al., An atlas of genetic correlations across human diseases and traits. Nat
441
Genet 47, 1236 (Nov, 2015). 442 25. Materials and methods are available as supplementary materials on Science Onlin 26. H. K. Finucane et al., Partitioning heritability by functional annotation using genome-wide
444
association summary statistics Nat Genet 47 1228 (Nov 2015)
445 26. H. K. References:
394 Schultz, K. M. Welch, Comorbidity of migraine and
475
depression: investigating potential etiology and prognosis. Neurology 60, 1308 (Apr 22, 2003). 476 41. K. R. Merikangas, J. Angst, H. Isler, Migraine and psychopathology. Results of the Zurich cohort
477
study of young adults. Arch Gen Psychiatry 47, 849 (1990). 478 42. G. Barabas, W. S. Matthews, M. Ferrari, Tourette's syndrome and migraine. Arch Neurol 41, 871
479
(Aug, 1984). 480 43. R. S. McIntyre et al., The prevalence and impact of migraine headache in bipolar disorder
481
lt f
th C
di
C
it H
lth S
H
d
h 46 973 (J
2006)
482 McIntyre et al., The prevalence and impact of migraine headache in bipolar disorder: R. S. McIntyre et al., The prevalence and impact of migraine headache in bipolar disorde
results from the Canadian Community Health Survey. Headache 46, 973 (Jun, 2006). 43. R. S. McIntyre et al., The prevalence and impact of migraine headache in bipolar disorder:
481
results from the Canadian Community Health Survey. Headache 46, 973 (Jun, 2006). 482 44. M. T. Heneka et al., Neuroinflammation in Alzheimer's disease. Lancet neurology 14, 388 (Apr,
483
2015). 484 45. E. C. Hirsch, S. Hunot, Neuroinflammation in Parkinson's disease: a target for neuroprotection? 485
Lancet neurology 8, 382 (Apr, 2009). 486 46. E. M. Frohman, M. K. Racke, C. S. Raine, Multiple sclerosis--the plaque and its pathogenesis. N
487
Engl J Med 354, 942 (Mar 2, 2006). 488 12 . CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available
The copyright holder for this preprint (which was
this version posted September 6, 2017. ;
https://doi.org/10.1101/048991
doi:
bioRxiv preprint . CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available
The copyright holder for this preprint (which was
this version posted September 6, 2017. ;
https://doi.org/10.1101/048991
doi:
bioRxiv preprint 47. C. Waeber, M. A. Moskowitz, Migraine as an inflammatory disorder. Neurology 64, S9 (May 24,
489
2005). 490 47. C. Waeber, M. A. Moskowitz, Migraine as an inflammatory disorder. Neurology 64, S9 (May 24,
489
2005). 490 48. J. References:
394 Steiner et al., Increased prevalence of diverse N-methyl-D-aspartate glutamate receptor
491
antibodies in patients with an initial diagnosis of schizophrenia: specific relevance of IgG NR1a
492
antibodies for distinction from N-methyl-D-aspartate glutamate receptor encephalitis. JAMA
493
psychiatry 70, 271 (Mar, 2013). 494 49. C. International Genomics of Alzheimer's Disease, Convergent genetic and expression data
495
implicate immunity in Alzheimer's disease. Alzheimer's & dementia : the journal of the
496
Alzheimer's Association 11, 658 (Jun, 2015). 497 50. C. Genetics of Personality et al., Meta-analysis of Genome-wide Association Studies for
498
Neuroticism, and the Polygenic Association With Major Depressive Disorder. JAMA psychiatry
499
72, 642 (Jul, 2015). 500 51. K. S. Kendler, M. Gatz, C. O. Gardner, N. L. Pedersen, Personality and major depression: a
501
Swedish longitudinal, population-based twin study. Arch Gen Psychiatry 63, 1113 (Oct, 2006). 502 52. R. E. Orstavik, K. S. Kendler, N. Czajkowski, K. Tambs, T. Reichborn-Kjennerud, The relationship
503
between depressive personality disorder and major depressive disorder: a population-based
504
twin study. Am J Psychiatry 164, 1866 (Dec, 2007). 505 53. H. Hemingway, M. Marmot, Evidence based cardiology: psychosocial factors in the aetiology and
506
prognosis of coronary heart disease. Systematic review of prospective cohort studies. BMJ 318,
507
1460 (May 29, 1999). 508 54. F. J. McClernon, S. H. Kollins, ADHD and smoking: from genes to brain to behavior. Ann N Y Acad
509
Sci 1141, 131 (Oct, 2008). 510 55. T. Korhonen et al., Externalizing behaviors and cigarette smoking as predictors for use of illicit
511
drugs: a longitudinal study among Finnish adolescent twins. Twin Res Hum Genet 13, 550 (Dec,
512
2010). 513 56. D. A. Snowdon et al., Linguistic ability in early life and cognitive function and Alzheimer's disease
514
in late life. Findings from the Nun Study. JAMA 275, 528 (Feb 21, 1996). 515 g
y
,
(
,
)
57. S. Cortese et al., Association Between ADHD and Obesity: A Systematic Review and Meta-
516
Analysis. Am J Psychiatry 173, 34 (Jan 1, 2016). 517 S. Cortese et al., Association Between ADHD and Obesity: A Systematic Review and Met
Analysis. Am J Psychiatry 173, 34 (Jan 1, 2016). 57. S. Cortese et al., Association Between ADHD and Obesity: A Systemati
516
Analysis. Am J Psychiatry 173, 34 (Jan 1, 2016). 517 58. D. Shungin et al., New genetic loci link adipose and insulin biology to body fat distribution. References:
394 Patsopoulos et al., Genome-wide meta-analysis identifies novel multiple sclerosis
542
susceptibility loci. Ann Neurol 70, 897 (Dec, 2011). 543 70. C. A. Rietveld et al., GWAS of 126,559 individuals identifies genetic variants associated with
544
educational attainment. Science 340, 1467 (Jun 21, 2013). 545 70. C. A. Rietveld et al., GWAS of 126,559 individuals identifies genetic variants associated with
544
educational attainment. Science 340, 1467 (Jun 21, 2013). 545 71. C. A. Rietveld et al., Common genetic variants associated with cognitive performance identified
546
using the proxy-phenotype method. Proc Natl Acad Sci U S A 111, 13790 (Sep 23, 2014). 547 71. C. A. Rietveld et al., Common genetic variants associated with cognitive performance identified
546
using the proxy-phenotype method. Proc Natl Acad Sci U S A 111, 13790 (Sep 23, 2014). 547
72. S. Sniekers et al., Genome-wide association meta-analysis of 78,308 individuals identifies new
548
loci and genes influencing human intelligence. Nat Genet 49, 1107 (Jul, 2017). 549 using the proxy-phenotype method. Proc Natl Acad Sci U S A 111, 13790 (Sep 23, 2014). 547
72. S. Sniekers et al., Genome-wide association meta-analysis of 78,308 individuals identifies new
548
loci and genes influencing human intelligence. Nat Genet 49, 1107 (Jul, 2017). 549 72. S. Sniekers et al., Genome-wide association meta-analysis of 78,308 individuals identifies new
548
loci and genes influencing human intelligence. Nat Genet 49, 1107 (Jul, 2017). 549 73. A. Okbay et al., Genetic variants associated with subjective well-being, depressive symptoms,
550
and neuroticism identified through genome-wide analyses. Nat Genet 48, 624 (Jun, 2016). 551 74. Tobacco, C. Genetics, Genome-wide meta-analyses identify multiple loci associated with
552
smoking behavior. Nat Genet 42, 441 (May, 2010). 553 75. A. R. Wood et al., Defining the role of common variation in the genomic and biological
554
architecture of adult human height. Nat Genet 46, 1173 (Nov, 2014). 555 75. A. R. Wood et al., Defining the role of common variation in the genomic and biological
554
architecture of adult human height. Nat Genet 46, 1173 (Nov, 2014). 555 76. L. Jostins et al., Host-microbe interactions have shaped the genetic architecture of inflammatory
556
bowel disease. Nature 491, 119 (Nov 1, 2012). 557 76. L. Jostins et al., Host-microbe interactions have shaped the genetic architecture of inflammatory
556
bowel disease. Nature 491, 119 (Nov 1, 2012). 557 77. H. References:
394 Am J Hum Genet 94, 511 (Apr 3, 2014). 538
68. M. Traylor et al., Genetic risk factors for ischaemic stroke and its subtypes (the METASTROKE
539
collaboration): a meta-analysis of genome-wide association studies. Lancet neurology 11, 951
540
(Nov, 2012). 541
69. N. A. Patsopoulos et al., Genome-wide meta-analysis identifies novel multiple sclerosis
542
susceptibility loci. Ann Neurol 70, 897 (Dec, 2011). 543
70. C. A. Rietveld et al., GWAS of 126,559 individuals identifies genetic variants associated with
544
educational attainment. Science 340, 1467 (Jun 21, 2013). 545
71. C. A. Rietveld et al., Common genetic variants associated with cognitive performance identified
546
using the proxy-phenotype method. Proc Natl Acad Sci U S A 111, 13790 (Sep 23, 2014). 547
72. S. Sniekers et al., Genome-wide association meta-analysis of 78,308 individuals identifies new
548
loci and genes influencing human intelligence. Nat Genet 49, 1107 (Jul, 2017). 549
73. A. Okbay et al., Genetic variants associated with subjective well-being, depressive symptoms,
550
and neuroticism identified through genome-wide analyses. Nat Genet 48, 624 (Jun, 2016). 551
74. Tobacco, C. Genetics, Genome-wide meta-analyses identify multiple loci associated with
552
smoking behavior. Nat Genet 42, 441 (May, 2010). 553
75. A. R. Wood et al., Defining the role of common variation in the genomic and biological
554
architecture of adult human height. Nat Genet 46, 1173 (Nov, 2014). 555
76. L. Jostins et al., Host-microbe interactions have shaped the genetic architecture of inflammatory
556
bowel disease. Nature 491, 119 (Nov 1, 2012). 557
77. H. Schunkert et al., Large-scale association analysis identifies 13 new susceptibility loci for
558
coronary artery disease. Nat Genet 43, 333 (Apr, 2011). 559
560
561
562 67. D. Woo et al., Meta-analysis of genome-wide association studies identifies 1q22 as a
537
susceptibility locus for intracerebral hemorrhage. Am J Hum Genet 94, 511 (Apr 3, 2014). 538 68. M. Traylor et al., Genetic risk factors for ischaemic stroke and its subtypes (the METASTROKE
539
collaboration): a meta-analysis of genome-wide association studies. Lancet neurology 11, 951
540
(Nov, 2012). 541 68. M. Traylor et al., Genetic risk factors for ischaemic stroke and its subtypes (the METASTROKE
539
collaboration): a meta-analysis of genome-wide association studies. Lancet neurology 11, 951
540
(Nov, 2012). 541 69. N. A. Patsopoulos et al., Genome-wide meta-analysis identifies novel multiple sclerosis
542
susceptibility loci. Ann Neurol 70, 897 (Dec, 2011). 543 69. N. A. References:
394 518
Nature 518, 187 (Feb 12, 2015). 519 59. L. Mustelin et al., Long-term outcome in anorexia nervosa in the community. The International
520
journal of eating disorders 48, 851 (Nov, 2015). 521 60. T. Kurth et al., Prospective study of body mass index and risk of stroke in apparently healthy
522
women. Circulation 111, 1992 (Apr 19, 2005). 523 61. S. R. Korndorfer et al., Long-term survival of patients with anorexia nervosa: a population-based
524
study in Rochester, Minn. Mayo Clinic proceedings 78, 278 (Mar, 2003). 525 62. P. F. Sullivan, Discrepant results regarding long-term survival of patients with anorexia nervosa? 526
Mayo Clinic proceedings 78, 273 (Mar, 2003). 527 63. L. Duncan et al., Significant Locus and Metabolic Genetic Correlations Revealed in Genome-Wide
528
Association Study of Anorexia Nervosa. Am J Psychiatry, appiajp201716121402 (May 12, 2017). 529
64. T. Otowa et al., Meta-analysis of genome-wide association studies of anxiety disorders. Mol
530
Psychiatry 21, 1391 (Oct, 2016). 531 63. L. Duncan et al., Significant Locus and Metabolic Genetic Correlations Revealed in Genome-Wide
528
Association Study of Anorexia Nervosa. Am J Psychiatry, appiajp201716121402 (May 12, 2017). 529
64. T. Otowa et al., Meta-analysis of genome-wide association studies of anxiety disorders. Mol
530 65. C. Autism Spectrum Disorders Working Group of The Psychiatric Genomics, Meta-analysis of
532
GWAS of over 16,000 individuals with autism spectrum disorder highlights a novel locus at
533
10q24 32 and a significant overlap with schizophrenia Molecular autism 8 21 (2017)
534 66. I. L. A. E. C. o. C. Epilepsies, Genetic determinants of common epilepsies: a meta-analysis of
535
genome-wide association studies. Lancet neurology 13, 893 (Sep, 2014). 536 13 . CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available
The copyright holder for this preprint (which was
this version posted September 6, 2017. ;
https://doi.org/10.1101/048991
doi:
bioRxiv preprint . CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available
The copyright holder for this preprint (which was
this version posted September 6, 2017. ;
https://doi.org/10.1101/048991
doi:
bioRxiv preprint 67. D. Woo et al., Meta-analysis of genome-wide association studies identifies 1q22 as a
537
susceptibility locus for intracerebral hemorrhage. References:
394 Schunkert et al., Large-scale association analysis identifies 13 new susceptibility loci for
558
coronary artery disease. Nat Genet 43, 333 (Apr, 2011). 559 77. H. Schunkert et al., Large-scale association analysis identifies 13 new susceptibility loci for
558
coronary artery disease. Nat Genet 43, 333 (Apr, 2011). 559 562 14 14 . CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available
The copyright holder for this preprint (which was
this version posted September 6, 2017. ;
https://doi.org/10.1101/048991
doi:
bioRxiv preprint . CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available
The copyright holder for this preprint (which was
this version posted September 6, 2017. ;
https://doi.org/10.1101/048991
doi:
bioRxiv preprint Acknowledgments The authors wish to acknowledge Rosy Hoskins, Jaana Wessman and Joanna Martin for thei
563
cromulent comments on the manuscript, Matthew Whittall for inspiration, and the patients and participants of th
564
respective consortia. For study-specific acknowledgments, see Supplementary Materials. GWAS summary statistic
565
used in the paper are available either directly from, or via application submitted in, the web addresses listed below
566
Data on coronary artery disease has been contributed by CARDIoGRAMplusC4D investigators and have been
567
downloaded
from
www.CARDIOGRAMPLUSC4D.ORG. matSpD
is
available
a
568
neurogenetics.qimrberghofer.edu.au/matSpD/. This research has been conducted using the UK Biobank Resourc
569
(application #18597). References:
394 570
571
572
Data sources
573
Disorder or phenotype – Consortium or dataset identifier – web address:
574
Psychiatric disorders
575
ADHD – PGC-ADD2 - http://www.med.unc.edu/pgc/results-and-downloads
576
Anorexia nervosa(63) – PGC-ED - http://www.med.unc.edu/pgc/results-and-downloads
577
Anxiety disorder(64) – ANGST - http://www.med.unc.edu/pgc/results-and-downloads
578
Autism spectrum disorders(65) – PGC-AUT - http://www.med.unc.edu/pgc/results-and-downloads
579
Bipolar disorder – PGC-BIP2 - http://www.med.unc.edu/pgc/results-and-downloads (soon)
580
Major depressive disorder – PGC-MDD2 - http://www.med.unc.edu/pgc/results-and-downloads (soon)
581
OCD – PGC-OCDTS - http://www.med.unc.edu/pgc/results-and-downloads
582
PTSD – PGC-PTSD - http://www.med.unc.edu/pgc/results-and-downloads
583
Schizophrenia(22) – PGC-SCZ2 – http://www.med.unc.edu/pgc/results-and-downloads
584
Tourette Syndrome – TSAIGC – http://www.med.unc.edu/pgc/results-and-downloads
585
586
Neurological disorders
587
Alzheimer's disease(18) – IGAP - http://www.pasteur-lille.fr/en/recherche/u744/igap
588
Epilepsy and subtypes, focal and generalized(66) – ILAE – http://www.epigad.org/page/show/gwas_index
589
Intracerebral hemorrhage(67) – ISGC - http://www.strokegenetics.com/
590
Ischemic stroke and subtypes (cardioembolic, early-onset, small-vessel and large-vessel)(68) – METASTROKE
591
dataset of the ISGC – http://www.strokegenetics.com/
592
Migraine and subtypes, migraine with and without aura – IHGC – www.headachegenetics.org
593
Multiple sclerosis(69) – IMSGC - http://eaglep.case.edu/imsgc_web
594
Parkinson's disease(21) – IPDGC – www.pdgene.org
595
596
Behavioral-cognitive phenotypes
597
College attainment, years of education(70) – SSGAC – http://www.thessgac.org/data
598
Childhood cognitive performance(71) – SSGAC – http://www.thessgac.org/data
599
Extraversion, agreeableness, conscientiousness and openness (27) – GPC – http://www.tweelingenregister.org/GPC/
600
IQ(72) – CTG - http://ctg.cncr.nl/software/summary_statistics
601
Neuroticism, depressive symptoms and subjective well-being (73) – SSGAC - http://www.thessgac.org/data
602
Never/ever smoked, cigarettes per day(74) - TAG - http://www.med.unc.edu/pgc/results-and-downloads
603
604
Additional phenotypes
605
BMI(58) – GIANT – https://www.broadinstitute.org/collaboration/giant
606
Height(75) – GIANT – https://www.broadinstitute.org/collaboration/giant
607
Crohn’s disease(76) – IIBDGC - http://www.ibdgenetics.org/downloads.html
608
Coronary artery disease(77) – Cardiogram – http://www.cardiogramplusc4d.org/downloads/
609 Acknowledgments The authors wish to acknowledge Rosy Hoskins, Jaana Wessman and Joanna Martin for their
563
cromulent comments on the manuscript, Matthew Whittall for inspiration, and the patients and participants of the
564
respective consortia. For study-specific acknowledgments, see Supplementary Materials. GWAS summary statistics
565
used in the paper are available either directly from, or via application submitted in, the web addresses listed below. 566
Data on coronary artery disease has been contributed by CARDIoGRAMplusC4D investigators and have been
567
downloaded
from
www.CARDIOGRAMPLUSC4D.ORG. matSpD
is
available
at
568
neurogenetics.qimrberghofer.edu.au/matSpD/. This research has been conducted using the UK Biobank Resource
569
(application #18597). 570 Acknowledgments The authors wish to acknowledge Rosy Hoskins, Jaana Wessman and Joanna Martin for their
563
cromulent comments on the manuscript, Matthew Whittall for inspiration, and the patients and participants of the
564
respective consortia. References:
394 For study-specific acknowledgments, see Supplementary Materials. GWAS summary statistics
565
used in the paper are available either directly from, or via application submitted in, the web addresses listed below
566
Data on coronary artery disease has been contributed by CARDIoGRAMplusC4D investigators and have been
567
downloaded
from
www.CARDIOGRAMPLUSC4D.ORG. matSpD
is
available
at
568
neurogenetics.qimrberghofer.edu.au/matSpD/. This research has been conducted using the UK Biobank Resource
569
(application #18597). 570
571
572
Data sources
573
Disorder or phenotype – Consortium or dataset identifier – web address:
574
Psychiatric disorders
575
ADHD – PGC-ADD2 - http://www.med.unc.edu/pgc/results-and-downloads
576
Anorexia nervosa(63) – PGC-ED - http://www.med.unc.edu/pgc/results-and-downloads
577
Anxiety disorder(64) – ANGST - http://www.med.unc.edu/pgc/results-and-downloads
578
Autism spectrum disorders(65) – PGC-AUT - http://www.med.unc.edu/pgc/results-and-downloads
579
Bipolar disorder – PGC-BIP2 - http://www.med.unc.edu/pgc/results-and-downloads (soon)
580
Major depressive disorder – PGC-MDD2 - http://www.med.unc.edu/pgc/results-and-downloads (soon)
581
OCD – PGC-OCDTS - http://www.med.unc.edu/pgc/results-and-downloads
582
PTSD – PGC-PTSD - http://www.med.unc.edu/pgc/results-and-downloads
583
Schizophrenia(22) – PGC-SCZ2 – http://www.med.unc.edu/pgc/results-and-downloads
584
Tourette Syndrome – TSAIGC – http://www.med.unc.edu/pgc/results-and-downloads
585
586
Neurological disorders
587
Alzheimer's disease(18) – IGAP - http://www.pasteur-lille.fr/en/recherche/u744/igap
588
Epilepsy and subtypes, focal and generalized(66) – ILAE – http://www.epigad.org/page/show/gwas_index
589
Intracerebral hemorrhage(67) – ISGC - http://www.strokegenetics.com/
590
Ischemic stroke and subtypes (cardioembolic, early-onset, small-vessel and large-vessel)(68) – METASTROKE
591
dataset of the ISGC – http://www.strokegenetics.com/
592
Migraine and subtypes, migraine with and without aura – IHGC – www.headachegenetics.org
593
Multiple sclerosis(69) – IMSGC - http://eaglep.case.edu/imsgc_web
594
Parkinson's disease(21) – IPDGC – www.pdgene.org
595
596 15 . CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available
The copyright holder for this preprint (which was
this version posted September 6, 2017. ;
https://doi.org/10.1101/048991
doi:
bioRxiv preprint . CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available
The copyright holder for this preprint (which was
this version posted September 6, 2017. ;
https://doi.org/10.1101/048991
doi:
bioRxiv preprint Figure 1. Genetic correlation matrix across psychiatric phenotypes. 610 611
Color of each box indicates the magnitude of the correlation, while size of the boxes indicates its significance, with
612
significant correlations filling each box completely. Asterisks indicate genetic correlations which are significant
613
after Bonferroni correction. References:
394 ADHD – attention deficit hyperactivity disorder; ASD – autism spectrum disorder;
614
MDD – major depressive disorder; OCD – obsessive-compulsive disorder; PTSD – post-traumatic stress disorder. 615 Color of each box indicates the magnitude of the correlation, while size of the boxes indicates its significance, with
612
significant correlations filling each box completely. Asterisks indicate genetic correlations which are significant
613
after Bonferroni correction. ADHD – attention deficit hyperactivity disorder; ASD – autism spectrum disorder;
614
MDD – major depressive disorder; OCD – obsessive-compulsive disorder; PTSD – post-traumatic stress disorder. 615 16 . CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available
The copyright holder for this preprint (which was
this version posted September 6, 2017. ;
https://doi.org/10.1101/048991
doi:
bioRxiv preprint . CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available
The copyright holder for this preprint (which was
this version posted September 6, 2017. ;
https://doi.org/10.1101/048991
doi:
bioRxiv preprint Figure 2. Genetic correlation matrix across neurological phenotypes. 616 617
Color of each box indicates the magnitude of the correlation, while size of the boxes indicates its significance, with
618
significant correlations filling each box completely. Asterisks indicate genetic correlations which are significant
619
after Bonferroni correction. Some phenotypes have substantial overlaps (see Table 1), e.g. all cases of generalized
620
epilepsy are also cases of epilepsy. Asterisks indicate significant genetic correlation after multiple testing
621
correction. ICH – intracerebral hemorrhage. 622
623 Color of each box indicates the magnitude of the correlation, while size of the boxes indicates its significance, with
618
significant correlations filling each box completely. Asterisks indicate genetic correlations which are significant
619
after Bonferroni correction. Some phenotypes have substantial overlaps (see Table 1), e.g. all cases of generalized
620
epilepsy are also cases of epilepsy. Asterisks indicate significant genetic correlation after multiple testing
621
correction. ICH – intracerebral hemorrhage. 622
623 17 . CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available
The copyright holder for this preprint (which was
this version posted September 6, 2017. ;
https://doi.org/10.1101/048991
doi:
bioRxiv preprint . References:
394 CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available
The copyright holder for this preprint (which was
this version posted September 6, 2017. ;
https://doi.org/10.1101/048991
doi:
bioRxiv preprint 624 Figure 3. Genetic correlation matrix across neurological and psychiatric phenotypes. Figure 3. Genetic correlation matrix across neurological and psychiatric phenotypes. 625
Color of each box indicates the magnitude of the correlation, while size of the boxes indicates its significance, with
626
significant correlations filling each box completely. Asterisks indicate genetic correlations which are significant
627
after Bonferroni correction. ADHD – attention deficit hyperactivity disorder; ASD – autism spectrum disorder; ICH
628
– intracerebral hemorrhage; MDD – major depressive disorder; OCD – obsessive-compulsive disorder; PTSD –
629
post-traumatic stress disorder. 630 Color of each box indicates the magnitude of the correlation, while size of the boxes indicates its significance, with
626
significant correlations filling each box completely. Asterisks indicate genetic correlations which are significant
627
after Bonferroni correction. ADHD – attention deficit hyperactivity disorder; ASD – autism spectrum disorder; ICH
628
– intracerebral hemorrhage; MDD – major depressive disorder; OCD – obsessive-compulsive disorder; PTSD –
629
post-traumatic stress disorder. 630 18 18 . CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available
The copyright holder for this preprint (which was
this version posted September 6, 2017. ;
https://doi.org/10.1101/048991
doi:
bioRxiv preprint . CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available
The copyright holder for this preprint (which was
this version posted September 6, 2017. ;
https://doi.org/10.1101/048991
doi:
bioRxiv preprint Figure 4. Genetic correlation matrix across brain disorders and behavioral-cognitive phenotype 631 632
Color of each box indicates the magnitude of the correlation, while size of the boxes indicates its significance, with
633
significant correlations filling each box completely. Asterisks indicate genetic correlations which are significant
634
after Bonferroni correction. ADHD – attention deficit hyperactivity disorder; ASD – autism spectrum disorder; ICH
635
– intracerebral hemorrhage; MDD – major depressive disorder; OCD – obsessive-compulsive disorder; PTSD –
636
post-traumatic stress disorder; BMI –body-mass index. References:
394 637 Color of each box indicates the magnitude of the correlation, while size of the boxes indicates its significance, with
633
significant correlations filling each box completely. Asterisks indicate genetic correlations which are significant
634
after Bonferroni correction. ADHD – attention deficit hyperactivity disorder; ASD – autism spectrum disorder; ICH
635
– intracerebral hemorrhage; MDD – major depressive disorder; OCD – obsessive-compulsive disorder; PTSD –
636
post-traumatic stress disorder; BMI –body-mass index. 637 19 19 . CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available
The copyright holder for this preprint (which was
this version posted September 6, 2017. ;
https://doi.org/10.1101/048991
doi:
bioRxiv preprint . CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available
The copyright holder for this preprint (which was
this version posted September 6, 2017. ;
https://doi.org/10.1101/048991
doi:
bioRxiv preprint Table 1. Brain disorder phenotypes used in the Brainstorm project. Indented phenotypes are part of a larger whole,
638
e.g. the epilepsy study consists of the joint analysis of focal epilepsy and generalized epilepsy. Numbers in gray
639
denote a sample set which is non-unique, e.g. cardioembolic stroke samples are a subset of ischemic stroke samples. 640
ADHD – attention deficit hyperactivity disorder; OCD – obsessive-compulsive disorder. ‘Anxiety disorders’ refers
641
to a meta-analysis of five subtypes (generalized anxiety disorder, panic disorder, social phobia, agoraphobia and
642
specific phobias). Source details are listed under Data Sources and the references in Table S1. References:
394 643
644
645
646
Psychiatric disorders
Neurological disorders
Disorder
Source
Cases
Controls Disorder
Source
Cases
Controls
ADHD
PGC-ADD2
12,645
84,435 Alzheimer's disease
IGAP
17,008
37,154
Anorexia nervosa
PGC-ED
3,495
11,105 Epilepsy
ILAE
7,779
20,439
Anxiety disorders
ANGST
5,761
11,765 Focal epilepsy
"
4,601
17,985
Autism spectrum disorder PGC-AUT
6,197
7,377 Generalized epilepsy
"
2,525
16,244
Bipolar disorder
PGC-BIP2
20,352
31,358 Intracerebral hemorrhage ISGC
1,545
1,481
Major depressive disorder PGC-MDD2
16,823
25,632 Ischemic stroke
METASTROKE
10,307
19,326
OCD
PGC-OCDTS
2,936
7,279 Cardioembolic stroke
"
1,859
17,708
PTSD
PGC-PTSD
2,424
7,113 Early-onset stroke
"
3,274
11,012
Schizophrenia
PGC-SCZ2
33,640
43,456 Large-vessel disease
"
1,817
17,708
Tourette Syndrome
PGC-OCDTS
4,220
8,994 Small-vessel disease
"
1,349
17,708
Migraine
IHGC
59,673
316,078
Migraine with aura
"
6,332
142,817
Migraine without aura
"
8,348
136,758
Multiple sclerosis
IMSGC
5,545
12,153
Parkinson's disease
IPDGC
5,333
12,019
Total psychiatric
108,493
238,514 Total neurologic
107,190
418,650 Table 1. Brain disorder phenotypes used in the Brainstorm project. Indented phenotypes are part of a larger whole,
638
e.g. the epilepsy study consists of the joint analysis of focal epilepsy and generalized epilepsy. Numbers in gray
639
denote a sample set which is non-unique, e.g. cardioembolic stroke samples are a subset of ischemic stroke samples. 640
ADHD – attention deficit hyperactivity disorder; OCD – obsessive-compulsive disorder. ‘Anxiety disorders’ refers
641
to a meta-analysis of five subtypes (generalized anxiety disorder, panic disorder, social phobia, agoraphobia and
642
specific phobias). Source details are listed under Data Sources and the references in Table S1. 643 Neurological disorders Total psychiatric 646 20 20 . CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available
The copyright holder for this preprint (which was
this version posted September 6, 2017. ;
https://doi.org/10.1101/048991
doi:
bioRxiv preprint . CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available
The copyright holder for this preprint (which was
this version posted September 6, 2017. ;
https://doi.org/10.1101/048991
doi:
bioRxiv preprint Table 2. Behavioral-cognitive and additional phenotypes used in the study. Numbers in gray denote overlapping
647
study sets, e.g. samples in the college attainment analysis are a subset of those in the analysis for years of education. .
CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available
The copyright holder for this preprint (which was
this version posted September 6, 2017.
;
https://doi.org/10.1101/048991
doi:
bioRxiv preprint References:
394 648
(d) – dichotomous phenotype, (q) – quantitative phenotype. BMI – body-mass index. Source details are listed under
649
Data Sources, while references are listed in Table S2. 650 Table 2. Behavioral-cognitive and additional phenotypes used in the study. Numbers in gray denote overlapping
647
study sets, e.g. samples in the college attainment analysis are a subset of those in the analysis for years of education. 648
(d) – dichotomous phenotype, (q) – quantitative phenotype. BMI – body-mass index. Source details are listed under
649
Data Sources, while references are listed in Table S2. 650 651
Phenotype
Source
Samples
Behavioral-cognitive phenotypes
Cognitive
Years of education (q)
SSGAC
293,723
College attainment (d)
"
120,917
Cognitive performance (q) "
17,989
Intelligence (d)
CTG
78,308
Personality measures
Subjective well-being
SSGAC
298,420
Depressive symptoms
"
161,460
Neuroticism (q)
"
170,911
Extraversion (q)
GPC
63,030
Agreeableness (q)
"
17,375
Conscientiousness (q)
"
17,375
Openness (q)
"
17,375
Smoking-related
Never/ever smoked (d)
TAG
74,035
Cigarettes per day (q)
TAG
38,617
Additional phenotypes
BMI (q)
GIANT
339,224
Height (q)
"
253,288
Coronary artery disease (d) Cardiogram
86,995
Crohn's disease (d)
IIBDGC
20,883
Total
1,124,048 Source
Samples 21 . CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available
The copyright holder for this preprint (which was
this version posted September 6, 2017. ;
https://doi.org/10.1101/048991
doi:
bioRxiv preprint . CC-BY 4.0 International license
under a
not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available
The copyright holder for this preprint (which was
this version posted September 6, 2017. ;
https://doi.org/10.1101/048991
doi:
bioRxiv preprint Supplementary Materials
653
Materials and methods
654
Supplementary Text
655
Comparison with previous heritability estimates
656
Effect of phenotypic misclassification
657
Study-specific acknowledgements
658
Consortium memberships
659
Figures S1-10
660
Tables S1-10
661 22 22
|
https://openalex.org/W1741358326
|
http://personaybioetica.unisabana.edu.co/index.php/personaybioetica/article/download/3986/pdf
|
Spanish; Castilian
| null |
EMPATHY IN THE PHYSICIAN-PATIENT RELATIONSHIP AS A DEMONSTRATION OF RESPECT FOR THE DIGNITY OF THE INDIVIDUAL.: A CONTRIBUTION BY EDITH STEIN
| null | 2,014
|
cc-by
| 14,786
|
ARTÍCULOS ARTÍCULOS Anteproyecto de Ley Orgánica español
sobre el aborto: ¿mejora o retroceso?
PREPROJECT OF SPANISH CONSTITUTIONAL LAW ON ABORTION:
IMPROVEMENT OR RETROGRESSION?
ANTEPROJETO DE LEI ORGÂNICA ESPANHOLA SOBRE O ABORTO:
PROGRESSO OU RETROCESSO? Roberto Germán-Zurriaráin1 1
Universidad de La Rioja, España. roberto.german@unirioja.es Resumen El trabajo aborda el Anteproyecto español de Ley del aborto que aprobó el gobierno del Partido Popular a finales de diciembre de
2013. El Anteproyecto aprobado ha abierto un debate en la sociedad española que, según algunos, estaba cerrado. En efecto, para
algunos este Anteproyecto de Ley Orgánica no es necesario, porque se acepta sin discusión la ley de plazos y, además, suprime el
derecho de la mujer a decidir sobre su embarazo; para otros, en cambio, sí que es necesario, ya que el ser humano no nacido no
queda protegido jurídicamente en la ley vigente. Sin embargo, en mi opinión, este Anteproyecto tampoco protege suficientemente
al ser humano discapacitado. p
Palabras clave: aborto, ley orgánica, anteproyecto de ley, mujeres embarazadas. (Fuente DeCS, Bireme DOI: 10.5294/pebi.2014.18.2.3
Para citar este artículo / To reference this article / Para citar este artigo Germán-Zurriaráin R. Anteproyecto de ley orgánica español sobre el aborto: ¿mejora o retroceso? pers.bioét. 2014; 18(2). 119-137. DOI: 10.5294/
pebi.2014.18.2.3 Fecha de Recepción:
2014-02-25
Fecha de envío a pares:
2014-02-27
Fecha de aprobación por pares: 2014-04-12
Fecha de aceptación:
2014-05-01 1
Universidad de La Rioja, España. roberto.german@unirioja.es I S S N 0 1 2 3 - 3 1 2 2 • p e r s . b i o é t . • V o l . 1 8 • N ú m e r o 2 • P á g s . 1 1 9 - 1 3 7 • 2 0 1 4 I S S N 0 1 2 3 - 3 1 2 2 • p e r s . b i o é t . • V o l . 1 8 • N ú m e r o 2 • P á g s . 1 1 9 - 1 3 7 • 2 0 1 4 119 PERSONA Y BIOÉTICA • JULIO - DICIEMBRE 2014 Abstract The paper addresses the Preliminary draft of the Spanish Constitutional Law on Abortion passed by the PP Government by the
end of December 2013. The approved preliminary draft has opened a debate within the Spanish society which, according to some,
was closed. Indeed, for some, this draft of the Constitutional Law is not necessary because the deadline law had been accepted and
not disputed, and, in addition, it suppresses the right women have to decide on their pregnancy; for others, however, it is indeed
necessary, as the unborn human being is not legally protected in the current law. Nevertheless, it is my opinion that this Preliminary
draft does not sufficiently protect the disabled human being. Keywords: Abortion, constitutional law, preliminary draft of law, pregnant women. (Source: DeCS, Bireme). I S S N 0 1 2 3 - 3 1 2 2 • p e r s . b i o é t . • V o l . 1 8 • N ú m e r o 2 • P á g s . 1 1 9 - 1 3 7 • 2 0 1 4 Resumo Este trabalho aborda o Anteprojeto espanhol de Lei do aborto que o governo do Partido Popular aprovou no final de dezembro
de 2013. O Anteprojeto aprovado abriu um debate na sociedade espanhola que, segundo alguns, estava encerrado. De fato, para
alguns, esse Anteprojeto de Lei Orgânica não é necessário, porque se aceita sem discussão a lei de prazos e, além disso, suprime o
direito da mulher de decidir sobre sua gravidez. Para outros, em compensação, é necessário, já que o ser humano não nascido não
está protegido juridicamente na lei vigente. Contudo, em minha opinião, esse Anteprojeto também não protege suficientemente o
ser humano deficiente. i
Palavras-chave: aborto, lei orgânica, anteprojeto de lei, mulheres grávidas. (Fonte: DeCS, Bireme). 120 Anteproyecto de Ley Orgánica español sobre el aborto: ¿mejora o retroceso? l Roberto Germán-Zurriaráin Anteproyecto de Ley Orgánica español sobre el aborto: ¿mejora o retroceso? l Roberto G Ley Orgánica español sobre el aborto: ¿mejora o retroceso? l Roberto Germán-Zurriaráin El tema del aborto estaba en el debate social desde que
el Gobierno español aprobó el Anteproyecto de Ley
Orgánica sobre Protección de la vida del concebido y de
derechos de la embarazada que reformaba la Ley vigente
en España 2/2010 sobre el aborto3. Decían algunos que
este Anteproyecto era un paso atrás, pues con él desa-
parecían muchos derechos conquistados por la mujer,
y otros decían, en cambio, que recogía el espíritu de la
ley del año 1985, aprobada por primera vez en España,
la cual era una ley de supuestos o indicaciones. Con
todo, el aborto es una realidad. Un ejemplo: en el 2012
en España, el 90,23 % de las mujeres que abortaron lo
hicieron antes de la semana 12 de gestación; un 1,75 %
más que en 2009. Entonces, ¿que habrá que hacer? Por tanto, la vida o la muerte de los inocentes concebidos
no depende del juego político de mayorías y minorías
democráticas, de ideologías de izquierdas o derechas. Es necesario afrontar la cuestión de fondo: si el aborto
es la muerte de un ser humano inocente provocada
por la libertad de quienes tienen la responsabilidad de
protegerlo —el padre, la madre y los médicos—, avalada
por las leyes de un “Estado de derecho” o no. 3
El Gobierno retiró, el 23 de septiembre de 2014, el Antepro-
yecto de Ley. Resumo El aborto es un asunto que marca profundamente la vida
de quien está implicado en él (los padres, la familia, los
amigos…), abarca aspectos que interesan a diferentes
áreas (política, religión, ciencia, etc.), por lo que es una
cuestión tanto individual como social al mismo tiempo. Por consiguiente, este no es el momento del debate de
pareceres o consensos extraños, sino de reconocer la
vida humana y protegerla desde el inicio. Por eso, más
allá de las soluciones pseudo-políticas, de cuestiones
o intereses políticos y estrategias de partidos, en este
artículo se reivindican los derechos de una conciencia
capaz de conocer la verdad y obedecerla. Así también indican que las diferencias entre la Ley 2/2010
y el Anteproyecto aprobado eran irreconciliables. Pero,
¿eran opuestas? Es verdad que el aborto es malo para
todos y todas; a nadie le gusta. El aborto es una tragedia
y un drama para la madre, el padre y la sociedad, pero
¿por qué es un drama?, ¿solamente por la técnica que
se va a utilizar? Lo calificamos como drama porque lo
que está en juego no es un “grano”, sino la vida o muer-
te de un ser humano inocente e indefenso. Hablamos
de drama para la mujer embarazada porque el aborto
conlleva mucho sufrimiento para la madre, el padre y
los entornos de familiares y amigos. El tema del aborto tampoco es una cuestión de retroceso
o de progreso. Hablamos de progreso siempre y cuando
algo vaya en mejora de la persona o de la sociedad. Ade-
más, el progreso no siempre se identifica con lo mejor,
porque lo posterior, por el simple hecho de serlo, no
siempre es mejor que lo anterior. Por otra parte, en este año 2014, por ejemplo, las cifras
alcanzarán los dos millones, de abortos registrados en
España desde 1985, y no podemos ni debemos permitir
tantas muertes de seres humanos débiles e indefensos. La vida es un tema que nos afecta a todos sin distinción. Todos los hombres y mujeres de buena voluntad son muy
sensibles a esta cuestión tan molesta y tan importante. Vamos a repasar las distintas leyes sobre el aborto en
España, para terminar con una reflexión acerca del
Anteproyecto presentado y retirado. 121 I S S N 0 1 2 3 - 3 1 2 2 • p e r s . b i o é t . • V o l . I S S N 0 1 2 3 - 3 1 2 2 • p e r s . b i o é t . • V o l . 1 8 • N ú m e r o 2 • P á g s . 1 1 9 - 1 3 7 • 2 0 1 4 En España, el aborto se despenalizó en
1985. En concreto, la Ley Orgánica
9/1985, de 5 de julio , que reformaba
el artículo 417 bis del Código Penal,
introdujo por vez primera en nuestro
ordenamiento la despenalización del
aborto realizado en determinadas y
concretas situaciones. En España, el aborto se despenalizó en 1985. En concreto,
la Ley Orgánica 9/1985, de 5 de julio4, que reformaba
el artículo 417 bis del Código Penal, introdujo por vez
primera en nuestro ordenamiento la despenalización del
aborto realizado en determinadas y concretas situaciones5. En materia de aborto, desde 1985, hasta la entrada en vigor
de la Ley Orgánica 2/2010, el sistema normativo en España
seguía un modelo de indicaciones o supuestos: 1) tera-
péutico, en caso de que haya un “grave peligro para la
vida o la salud física o psíquica de la embarazada”, en
cualquier momento de la gestación; 2) ético, en caso de
violación, en las 12 primeras semanas, y 3) eugenésico,
“que se presuma que el feto habrá de nacer con graves
taras físicas o psíquicas”, en las primeras 22 semanas,
respectivamente. El modelo de indicaciones reflejaba un conflicto real
de intereses que el legislador resolvía ponderando, por
un lado, la vida, la salud y la propia dignidad de la mu-
jer embarazada y, por otro, la vida del embrión o feto. Efectivamente, mediante el modelo de supuestos lo que
acaecía era que el legislador despenalizaba el aborto
cuando confluían ciertas situaciones conflictivas objetivas,
discrepancia de intereses o de valores entre la vida del
embrión o feto, y la vida, la salud y la propia dignidad de
la mujer embarazada. De forma sumaria, se puede afirmar
que la solución de las indicaciones operaba de acuerdo
con el principio: regla general-excepción. Para el modelo
de indicaciones, el aborto consentido era delito (regla
general) salvo que concurriese alguno de los supuestos
excepcionales enumerados por la ley (excepción). ,
j
,
, p
5
“No será punible el aborto practicado por un médico, o bajo
su dirección, en centro o establecimiento sanitario, público o
privado, acreditado y con consentimiento expreso de la mu-
jer embarazada, cuando concurra alguna de las circunstancias
siguientes: 1º. Que sea necesario para evitar un grave peligro
para la vida o la salud física o psíquica de la embarazada y
así conste en un dictamen emitido con anterioridad a la in-
tervención por un médico de la especialidad correspondiente,
distinto de aquel por quien o bajo cuya dirección se practique
el aborto. En caso de urgencia o riesgo vital para la gestante,
podrá prescindirse del dictamen y del consentimiento expre-
so. 2º. Resumo 1 8 • N ú m e r o 2 • P á g s . 1 1 9 - 1 3 7 • 2 0 1 4 PERSONA Y BIOÉTICA • JULIO - DICIEMBRE 2014 4
BOE, del 12 julio 1985, núm. 166, p. 22041. I S S N 0 1 2 3 - 3 1 2 2 • p e r s . b i o é t . • V o l . 1 8 • N ú m e r o 2 • P á g s . 1 1 9 - 1 3 7 • 2 0 1 4 8
Es necesario destacar que a los comités clínicos, a los que solo
compete, según la Ley española, la confirmación del diagnósti-
co, se les traslada la tarea de una evaluación de cada caso con-
creto, con la responsabilidad “de decidir sobre la interrupción
de la gestación”. De tal forma, que traslada la responsabilidad
del médico, en el diagnóstico del feto y la rigurosa y respe-
tuosa información a los padres, a un comité de expertos. Los
aspectos relativos a la cooperación de los miembros del comité
clínico están parcialmente regulados en el artículo 16 de la
Ley 2/2010 y desarrollados en Real Decreto 825/2010, de 25
de junio, que desarrolla los artículos 16 y 17 de la Ley 2/2010. g
7
La Organización Mundial de la Salud establece la semana 22
de gestación como el plazo a partir del cual el feto es viable
con independencia de la madre. Se entiende, entonces, que
desde la viabilidad fetal no cabe el aborto, haya o no anomalía.
No obstante, adviértase que hace cuarenta años un feto era
viable a las 30 semanas. Hoy puede serlo a las 20 semanas, y
sobran indicios para pensar que, en breve, lo pueda ser a las 12
o 15 semanas. 6
Ley Orgánica, de 3 de marzo; BOE, de 4 de marco de 2010,
núm. 55: 21001-14. Para la aprobación de esta ley fue nece-
saria la modificación de la Ley 10/1995, de 23 de noviembre,
sobre el Código Penal. En España, el aborto se despenalizó en
1985. En concreto, la Ley Orgánica
9/1985, de 5 de julio , que reformaba
el artículo 417 bis del Código Penal,
introdujo por vez primera en nuestro
ordenamiento la despenalización del
aborto realizado en determinadas y
concretas situaciones. Que el embarazo sea consecuencia de un hecho cons-
titutivo de delito de violación del artículo 429, siempre que el
aborto se practique dentro de las doce primeras semanas de
gestación y que el mencionado hecho hubiese sido denuncia-
do. 3º. Que se presuma que el feto habrá de nacer con graves
taras físicas o psíquicas, siempre que el aborto se practique
dentro de las 22 primeras semanas de gestación y que el dicta-
men, expresado con anterioridad a la práctica del aborto, sea
emitido por dos especialistas del centro o establecimiento sa-
nitario, público o privado, acreditado al efecto, y distintos de
aquel por quien o bajo cuya dirección se practique el aborto”. No obstante, la solución de la indicación terapéutica o de
“grave peligro para la vida o la salud física o psíquica
de la embarazada” cubría, en la práctica, cualquier su-
puesto. Esta afirmación venía avalada por los datos del
Ministerio de Sanidad español: en el 2009, último año
de la ley de supuestos o indicaciones, de los 111.482
abortos practicados, el 96,74 % se realizaron bajo el 122 Anteproyecto de Ley Orgánica español sobre el aborto: ¿mejora o retroceso? l Roberto Germán-Zurriaráin Ley Orgánica español sobre el aborto: ¿mejora o retroceso? l Roberto Germán-Zurriaráin Anteproyecto de Ley Orgánica español sobre el aborto: ¿mejora o retroceso? l Roberto G supuesto de “salud física o psíquica de la embarazada”,
el 2,98 % de los abortos por riesgo fetal, el 0,02 % por
violación y 0,27 % por varios motivos. embarazo solo en dos supuestos: si estuviera en riesgo
la vida o la salud de la embarazada o si hubiera graves
anomalías en el feto (art. 15). Por último, en el ámbito penal, la Ley 9/1985 penalizaba
con tres años de cárcel a las mujeres que interrumpían
su embarazo fuera de estos supuestos. En el primer supuesto debe presentar un dictamen emi-
tido con anterioridad a la intervención por un médico
o médica especialista distinto del que la practique o
dirija. En caso de urgencia, por riesgo vital para la ges-
tante, podrá prescindirse del dictamen. En el segundo
supuesto, es decir, que exista riesgo de graves anomalías
en el feto, se debe presentar un dictamen emitido con
anterioridad a la intervención por dos médicos espe-
cialistas distintos del que la practique o dirija. En España, el aborto se despenalizó en
1985. En concreto, la Ley Orgánica
9/1985, de 5 de julio , que reformaba
el artículo 417 bis del Código Penal,
introdujo por vez primera en nuestro
ordenamiento la despenalización del
aborto realizado en determinadas y
concretas situaciones. Luego el
segundo supuesto obliga a dos médicos distintos a los
que fueran a practicar la intervención a evidenciar una
“enfermedad extremadamente grave o incurable” del
feto o “anomalías incompatibles con la vida”, para la que
no se establecía ningún límite de tiempo. I S S N 0 1 2 3 - 3 1 2 2 • p e r s . b i o é t . • V o l . 1 8 • N ú m e r o 2 • P á g s . 1 1 9 - 1 3 7 • 2 0 1 4 Ley Orgánica 2/2010 La Ley Orgánica 2/2010, de Salud Sexual y Reproductiva
y de Interrupción Voluntaria del Embarazo6, introduce
en España el modelo o sistema de plazo, en virtud del
cual se aprueba la práctica del aborto a petición de
la mujer embarazada en las primeras 14 semanas de
gestación sin necesidad de alegar causa alguna (art. 14) o situación característica de conflicto objetiva que
permita justificar, al menos formalmente, la muerte de
la vida humana del que va a nacer, es decir, el aborto es
permitido por la voluntad de la madre, “a petición de la
mujer”, cuando concurran un requisito temporal (que
tenga lugar dentro de las primeras catorce semanas de
gestación) y otro formal (que conste la existencia de un
consentimiento informado de la madre y en el transcurso
de tres días). De manera excepcional, hasta la semana
22 (5 meses y medio)7, la mujer puede interrumpir el A partir de esta fecha, solo un comité clínico (art. 16)8
puede autorizar un aborto en el que se detecten anoma-
lías fetales incompatibles con la vida o una enfermedad
extremadamente grave o incurable. Para ser más exactos, la Ley 2/2010 del aborto en España
es un sistema de plazos que traza la frontera entre el 123 I S S N 0 1 2 3 - 3 1 2 2 • p e r s . b i o é t . • V o l . 1 8 • N ú m e r o 2 • P á g s . 1 1 9 - 1 3 7 • 2 0 1 4 PERSONA Y BIOÉTICA • JULIO - DICIEMBRE 2014 y con los derechos sexuales y reproductivos de las mu-
jeres y el significado que el embarazo tiene para ellas. Por eso, la modificación fundamental que introduce la
Ley Orgánica 2/2010 radica en que si durante las ca-
torce primeras semanas se puede abortar sin ninguna
responsabilidad social es porque se defiende que este
es un derecho de la autonomía de la mujer (art. 3). 9
El Consejo Fiscal informó negativamente el Anteproyecto ar-
gumentando, entre otras, la siguiente razón: 4) “La despena-
lización no puede convertirse en un derecho […] No puede
hablarse de un derecho al aborto, pues ello supondría el reco-
nocimiento del derecho a eliminar a un ser humano distinto
de la madre y titular del derecho a la vida humana”. Ley Orgánica 2/2010 En
efecto, la norma legal tiene como objetivo que el aborto
o “interrupción voluntaria del embarazo”, o utilizando
la terminología americana “derecho a la libre elección”,
deja de ser un delito en ciertos casos y es reconocido
como un derecho personal e íntimo de toda mujer con
independencia de su edad, o, lo que es lo mismo, que
el aborto provocado se considera un derecho, protegi-
do por el Estado, que forma parte de la salud sexual y
reproductiva de la mujer9. aborto permitido y el aborto prohibido atendiendo al
momento cronológico de las catorce primeras semanas. Transcurrido ese plazo, solamente se puede practicar el
aborto si se dan ciertas circunstancias, esto es, la Ley
española de 2010 es una ley de plazos hasta las prime-
ras 14 semanas de gestación y una ley de supuestos a
partir de ellas. Superadas esas 14 semanas, la Ley de
2010 solo permite el aborto en dos supuestos: si estu-
viera en riesgo la vida o la salud de la embarazada, o si
hubiera graves anomalías en el feto (art. 15), y a cada
uno le da un tiempo, convirtiéndose entonces en una
ley de supuestos. Fuera de esos motivos y esos límites
temporales, el aborto es un delito. Esto quiere decir que a través del sistema de plazos se
posibilitan los abortos que tengan lugar antes de un de-
terminado periodo de tiempo fijado legalmente, es decir,
las 14 primeras semanas, sin que sea necesario para ello
que concurra ninguna causa o situación característica
de conflicto objetiva, esto es, el aborto se convierte en
una prestación a la que tiene derecho la mujer bajo
ciertas condiciones. Por otra parte, otra de las novedades de la Ley 2/2010
reside en que la regulación del aborto se sustrae del
contexto de Código Penal (1). F. J. Higuera (2), en
cambio, estima inapropiado presentar el problema del
aborto asociado al de igualdad y al margen de un contexto
penal. La solución del plazo, dice el autor citado, no se
pueden relacionar con la idea de igualdad. Los valedores
del sistema de indicaciones opinan que es necesario un
marco penal en lo relativo a la regulación del aborto, lo
que no significa que se abogue por el encarcelamiento
de las mujeres que abortan, pues no existen, realmente,
mujeres internas en los centros penitenciarios españoles
cumpliendo penas por delito de aborto. S S N 0 1 2 3 - 3 1 2 2 • p e r s . b i o é t . • V o l . 1 8 • N ú m e r o 2 • P á g s . 1 1 9 - 1 3 7 • 2 0 1 4 10 La jurisprudencia constitucional posterior se remite a la Sen-
tencia del Tribunal Constitucional 53/1985, como básica en
la materia. Así, son especialmente significativas tanto la STC
212/1996, que resuelve el recurso de inconstitucionalidad con-
tra la Ley 42/1988, de 28 diciembre 1988, de donación y utili-
zación de embriones y fetos humanos, como la STC 116/1999,
de 17 junio de 1999, por la que se resuelve el recurso de in-
constitucionalidad contra la Ley de Reproducción Humana
Asistida, en las que se afirma el valor de la doctrina de la Sen-
tencia del Tribunal Constitucional 53/1985.
En este sentido, el Tribunal Europeo de Justicia de Luxem-
burgo ha dictado sentencia en favor de la dignidad del em-
brión humano desde la concepción Cfr. Judgment de The
Court (Gry Chamber), European Court de Justice, case Brüst-
le v. Greenpeace, 18 october 2011. Ley Orgánica 2/2010 El objetivo de la sustitución del sistema de indicaciones
por un sistema de plazos, sostienen los valedores de este
sistema, es garantizar la autonomía de las mujeres para
decidir sobre su embarazo durante la fase inicial de la
gestación. Sostienen que el modelo de plazo garantiza a
las mujeres la posibilidad de tomar una decisión libre e
informada sobre la finalización del embarazo, de forma
gratuita en la sanidad pública. Así es, los defensores de este
modelo consideran que el sistema de indicaciones deja al
margen el ámbito de autonomía de la mujer embarazada. Efectivamente, la Ley 2/2010 vincula el aborto con las
estrategias públicas sobre salud sexual y reproductiva, I S S N 0 1 2 3 - 3 1 2 2 • p e r s . b i o é t . • V o l . 1 8 • N ú m e r o 2 • P á g s . 1 1 9 - 1 3 7 • 2 0 1 4 124 Anteproyecto de Ley Orgánica español sobre el aborto: ¿mejora o retroceso? l Roberto Germán-Zurriaráin Anteproyecto de Ley Orgánica español sobre el aborto: ¿mejora o retroceso? l Roberto G Ley Orgánica español sobre el aborto: ¿mejora o retroceso? l Roberto Germán-Zurriaráin Además, la primera ley del aborto en España no preveía
nada en la formación de los futuros profesionales de
la salud en la práctica de abortos. En cambio, la Ley
2/2010 prevé la regulación de la objeción de conciencia
al aborto de los profesionales sanitarios, que entre 1985
y 2010 se vino ejerciendo pero sin que se regulara su
ejercicio. Es verdad que la objeción de conciencia está
reconocida por la Constitución española (art. 16) y por
la Declaración Universal de Derechos Humanos (art. 18), pero también es cierto que lo importante es que
dicho derecho se ejerza correctamente, es decir, que no
se obre por razones de conveniencia ni vaya acompañado
de la estigmatización o el rechazo del objetor. Entonces, la Ley 2/2010 permite el aborto de un feto
que nacerá vivo, pero con una enfermedad muy grave
e incurable. Sin embargo, ¿por qué la vida humana que
va a vivir y sobrevivir tras el nacimiento, aun cuando
padezca una enfermedad muy grave, no merece ser
protegida? I S S N 0 1 2 3 - 3 1 2 2 • p e r s . b i o é t . • V o l . 1 8 • N ú m e r o 2 • P á g s . 1 1 9 - 1 3 7 • 2 0 1 4 Ley Orgánica 2/2010 ¿Este artículo es compatible con la doctrina
constante y reiterada del Tribunal Constitucional sobre
la aplicación del artículo 15 de la Constitución española
a la vida humana incipiente, recogida en la Sentencia
53/1985 en la que la vida del que va a nacer es un bien
jurídicamente protegido?10. En este mismo sentido, el Consejo Genético Prenatal
debe facilitar la decisión libre de la madre o de la pareja. Supuestamente este consejo tiene como objetivo que la
mujer tenga una información completa y asequible que
le permita decidir entre llevar adelante la gestación o
acabar con ella. La Ley del 2010 también permite el aborto llamado
eugenésico en las primeras 22 semanas de gestación,
aunque se admite un caso en que se puede practicar el
aborto sin límite de tiempo (si el feto sufre anomalías
graves incompatibles con la vida o una enfermedad
extremadamente grave e incurable, arts. 15b y 15c
respectivamente). Desgraciadamente, el diagnóstico prenatal es concebi-
do, hoy día, con una doble intención y aunque también
tenga una utilidad diagnóstica o terapéutica, esta queda
vinculada a la eugenésica. Es más, la única intervención Ahora bien, el artículo mencionado de la Ley 2/2010
no está redactado en los mismos términos que el tercer
supuesto de la Ley de 1985. En este último texto legal: 1) solo cabía practicar abortos ante el pronóstico de la
existencia de graves anomalías, pero no en momentos
avanzados del embarazo en los que ya se hubieran
detectado tales anomalías o una enfermedad extrema-
damente grave e incurable; 2) no cabía despenalización
en ningún caso si se habían superado las 22 semanas
de gestación; 3) siempre se requería el dictamen de al
menos dos especialistas. 125 I S S N 0 1 2 3 - 3 1 2 2 • p e r s . b i o é t . • V o l . 1 8 • N ú m e r o 2 • P á g s . 1 1 9 - 1 3 7 • 2 0 1 4 PERSONA Y BIOÉTICA • JULIO - DICIEMBRE 2014 legítima en el feto es aquella encaminada a causarle un
beneficio (3). 12 “…según lo establecido en el Consejo de Europa (Comité de
Ministros N/90 del 13 al 21/6/1990) Comité de Bioética de la
Unesco (Informe 29/08/1994) […] el diagnóstico prenatal solo
puede tener finalidades terapéuticas y nunca eugenésicas. Se-
ría en consecuencia ilógico que un diagnóstico prenatal que
no puede lícitamente conducir a una IVE ajena a la salud de
la madre fuera la base legitimadora de una IVE eugenésica,
aunque el anteproyecto, por razones comprensibles expuestas
en el expediente, no prefiera denominarla así” (6). p
pi
13 La Convención de los Derechos de Personas con Discapaci-
dad fue adoptada el 13 diciembre de 2006 en las Naciones
Unidas en Nueva York, y fue abierta para firma el 30 marzo de
2007. Fue firmada por España el mismo 30 de marzo y ratifi-
cada el 3 de diciembre de 2007. Entró en vigor el 3 de mayo
de 2008 y, por consiguiente, es de aplicación interna según
los artículos 10.2 y 96 de la Constitución española (BOE, de
21 de abril de 2008, núm. 96: 20648-59). La Convención, al
formar parte del ordenamiento interno de España, hace ne-
cesaria la adaptación y modificación de diversas normas para
asegurar el pleno ejercicio de todos los derechos humanos y
las libertades fundamentales de las personas con discapacidad
sin discriminación alguna por estos motivos. En este sentido,
el objetivo del Real Decreto 1276/2011, de 16 de septiembre,
de Adaptación normativa a la Convención Internacional sobre
los Derechos de las Personas con Discapacidad, es adecuar la
regulación reglamentaria vigente en materia de discapacidad
a las directrices de la Convención, en la línea marcada por Ley Orgánica 2/2010 Sin embargo, esta utilidad eugenésica del
diagnóstico no obedece a causas médicas sino a otro
tipo de utilidades (sociales, económicas, familiares, de
política sanitaria…), es decir, que la eliminación del
paciente fetal no es en realidad una terapia que redunde
en su beneficio11. condiciona el marco biosanitario al promover el aborto
de un ser humano con discapacidad. También es fun-
damental que este diagnóstico se encuadre dentro de
las clasificaciones de enfermedades psiquiátricas de la
mujer, aceptadas por las academias de psiquiatría. Con todo, en la Ley 2/2010 el concepto de diagnóstico
prenatal queda enmascarado en el artículo 15 b) y c),
como con certera precisión advirtió el Consejo de Estado
español12. Además, el aborto eugenésico del artículo 15
de la Ley 2/2010, en mi opinión, es incompatible con
los artículos 14 y 15 de la Constitución española a la luz
de la Convención sobre los Derechos de Personas con
Discapacidad13. De estos artículos se desprende que Luego, un buen uso del diagnóstico prenatal se ve
secuestrado por un uso con deriva eugenésica. La eva-
luación ética negativa del diagnóstico sería aquella que
conllevase una finalidad eugenésica y estableciese una
conexión entre diagnóstico prenatal y aborto eugenésico
en caso de un resultado positivo. Este último reforzaría
la imagen de la persona con discapacidad como un indi-
viduo que ha sido excluido por la sociedad (5). Es necesario, por tanto, un profundo debate ético con
respecto al diagnóstico prenatal. Sin embargo, el marco
sociopolítico en el que nos desenvolvemos en España,
precisamente debido a la Ley 2/2010, hace inseparable
el uso terapéutico de su uso eugenésico, lo que a su vez p
pi
13 La Convención de los Derechos de Personas con Discapaci-
dad fue adoptada el 13 diciembre de 2006 en las Naciones
Unidas en Nueva York, y fue abierta para firma el 30 marzo de
2007. Fue firmada por España el mismo 30 de marzo y ratifi-
cada el 3 de diciembre de 2007. Entró en vigor el 3 de mayo
de 2008 y, por consiguiente, es de aplicación interna según
los artículos 10.2 y 96 de la Constitución española (BOE, de
21 de abril de 2008, núm. 96: 20648-59). 11 La Organización Médica Española Colegial comparte esta
mentalidad al suprimir el artículo 24.1 de su anterior Código
Deontológico que establecía que “al ser humano embriofe-
tal enfermo se le debe tratar de acuerdo con las mismas di-
rectrices éticas, incluido el consentimiento informado de los
progenitores, que se aplican a los demás pacientes”, e intro-
duciendo uno nuevo que equipara el acto médico a lo legal,
considerando el aborto un acto médico, redefiniendo así lo que
es este acto, en contra de su propia doctrina sin ningún tipo
de justificación. “Se entiende por acto médico toda actividad
lícita, desarrollada por un profesional médico, legítimamente
capacitado, sea en su aspecto asistencial, docente, investigador,
pericial u otros, orientado a la curación de una enfermedad, al
alivio de un padecimiento o a la promoción integral de la salud.
Se incluyen actos diagnósticos, terapéuticos o de alivio del su-
frimiento” (art. 7.1) (4). I S S N 0 1 2 3 - 3 1 2 2 • p e r s . b i o é t . • V o l . 1 8 • N ú m e r o 2 • P á g s . 1 1 9 - 1 3 7 • 2 0 1 4 Ley Orgánica 2/2010 La Convención, al
formar parte del ordenamiento interno de España, hace ne-
cesaria la adaptación y modificación de diversas normas para
asegurar el pleno ejercicio de todos los derechos humanos y
las libertades fundamentales de las personas con discapacidad
sin discriminación alguna por estos motivos. En este sentido,
el objetivo del Real Decreto 1276/2011, de 16 de septiembre,
de Adaptación normativa a la Convención Internacional sobre
los Derechos de las Personas con Discapacidad, es adecuar la
regulación reglamentaria vigente en materia de discapacidad
a las directrices de la Convención, en la línea marcada por I S S N 0 1 2 3 - 3 1 2 2 • p e r s . b i o é t . • V o l . 1 8 • N ú m e r o 2 • P á g s . 1 1 9 - 1 3 7 • 2 0 1 4 126 Anteproyecto de Ley Orgánica español sobre el aborto: ¿mejora o retroceso? l Roberto Germán-Zurriaráin Anteproyecto de Ley Orgánica español sobre el aborto: ¿mejora o retroceso? l Roberto G Ley Orgánica español sobre el aborto: ¿mejora o retroceso? l Roberto Germán-Zurriaráin sobre derechos humanos ratificados por España que,
conforme al artículo 10.2 de la Constitución, deben ser
utilizados para interpretar los derechos y las libertades
fundamentales establecidos en la misma, en concreto,
la Carta Fundamental Derechos de la Unión Europea
(art. 21.1) de diciembre de 2000, el Convenio Interna-
cional sobre Derechos Civiles y Políticos (arts 2.1 y 26)
del 23 de mazo de 1976, y el Protocolo num. 12 de la
Convención sobre la Protección de los Derechos Huma-
nos y Libertades Fundamentales (art. 14)14. Por tanto,
la Ley 2/2010 implica una diversidad de trato que debe
ser considerada arbitraria, injustificada y no razonable. los nascituri con discapacidad deben tener también esa
protección constitucional. Entender otra cosa supone
una violación de la dignidad colectiva de las personas con
discapacidad o capacitados diferentes, por considerar que
dicha discapacidad puede ser causa de diferenciación en
el equilibrio entre valores constitucionalmente protegidos,
en contra de la dimensión institucional de la igualdad
del artículo 14 de la Constitución y de la interpretación
dada por el propio Tribunal Constitucional español. En este sentido, en la Sentencia 53/1985 el Tribunal
Constitucional español se plantea en el fundamento
jurídico 11, apartado c), la compatibilidad del supuesto
del aborto eugenésico con la Constitución española. 14 Protocolo 12 de la Convención sobre la Protección de Dere-
chos Humanos y Libertades Fundamentales (ETS núm. 177
del Consejo de Europa), Roma, 4 de noviembre de 2000. la Ley 26/2011, de 1 de agosto, de adaptación normativa a la
Convención sobre los Derechos de las Personas con Discapa-
cidad: 98872-79. I S S N 0 1 2 3 - 3 1 2 2 • p e r s . b i o é t . • V o l . 1 8 • N ú m e r o 2 • P á g s . 1 1 9 - 1 3 7 • 2 0 1 4 Ley Orgánica 2/2010 La
sentencia, principalmente, habla de insuficiencia. Superar
esta y eliminar la inseguridad de los padres acerca de la
suerte del afectado por la grave tara en el caso de que
les sobreviva es, en sí misma, responsabilidad del Estado
que no cumple su obligación de eliminar las barreras
sociales, económicas, políticas y jurídicas para que las
personas con discapacidad o capacitados diferentes pue-
dan ejercer sus derechos en condiciones de igualdad en
el seno de una sociedad integradora e inclusiva, donde
se respete y valore la diversidad humana. Por ello, esa
situación no puede ser justificación para discriminar a
los fetos con diversidad funcional, sino para exigir al
Estado que cumpla las obligaciones que el respeto por la
dignidad de todos los seres humanos le exige conforme
al artículo 10 de la Constitución (7). Recapitulando estos textos legislativos, podemos afirmar
que con el reconocimiento del aborto eugenésico de
la Ley 2/2010, que establece que, en caso de riesgo
de diversidad funcional severo puede rebajarse el
nivel de protección de la vida del nasciturus, se está
legalizando una desigualdad de trato según la diversidad
funcional, discapacidad o capacitado diferente, violando
de forma manifiesta el principio de no discriminación. Por eso, el colectivo de personas con diversidad funcional,
tanto a nivel internacional como nacional, ha expresado
su rechazo al aborto eugenésico por considerarlo una
discriminación y una minusvaloración de la dignidad de
la persona con diversidad funcional. En España, este
colectivo sostiene que la Ley 2/2010, a través de la per-
misión de un tipo de aborto fundado en la característica
singular de discapacidad del sujeto no nacido, defiende
que determinadas personas (personas con discapacidad o
capacitados diferentes) no son iguales a las demás, pues Los artículos de la Ley 2/2010 también ponen de relieve la
contradicción de esta con otros Tratados Internacionales 127 I S S N 0 1 2 3 - 3 1 2 2 • p e r s . b i o é t . • V o l . 1 8 • N ú m e r o 2 • P á g s . 1 1 9 - 1 3 7 • 2 0 1 4 PERSONA Y BIOÉTICA • JULIO - DICIEMBRE 2014 protección constitucional en el marco del resto de los
derechos y las libertades fundamentales establecidos en
la Constitución Española, aunque no sea titular de los
mismos. Ley Orgánica 2/2010 Más aún, si consideramos que la dignidad es el
primero de los valores constitucionales establecidos en
el artículo 10 que sirve de pórtico al Título Primero de
la Constitución relativo a los derechos y las libertades
fundamentales. Ello explica, por ejemplo, la consideración
del nasciturus como titular de derechos sucesorios. Es
en este sentido que, aunque solo la persona sea titular
del derecho a la no discriminación previsto en el artículo
14 de la Constitución espa-
ñola, y aunque no sea titular
del derecho fundamental a la
igualdad y no discriminación,
la dignidad inherente debe ser
reconocida al nasciturus
0 transmite el
saje: que las
discapacidad o al nasciturus con discapacidad se le protege en menor
grado su expectativa a nacer. En efecto, la redacción actual
del artículo 15 b) y c) configura, según este colectivo,
una situación discriminatoria de determinados seres
humanos por razón de sus circunstancias personales,
en concreto, por la posibilidad o realidad de adolecer
de graves enfermedades o anomalías (8). De este modo, para la Ley 2/2010 las anomalías funcio-
nales físicas, psíquicas, mentales o sensoriales pueden
ser causa específica de aborto (por ejemplo, determi-
nadas cegueras o sorderas de
nacimiento, la falta de miembros
superiores o inferiores) entre las
semanas 14 y 22, y más allá de
la semana 22 si esa diversidad
funcional puede ser calificada de
“enfermedad extremadamente
grave e incurable en el momento
del diagnóstico”, por ejemplo, en
el caso de detectarse en el feto
un síndrome de Down. La Ley 2/20
siguiente m
personas con
capacitados d
iguales a la
nasciturus di
protege en me S S N 0 1 2 3 - 3 1 2 2 • p e r s . b i o é t . • V o l . 1 8 • N ú m e r o 2 • P á g s . 1 1 9 - 1 3 7 • 2 0 1 4 15 “La condición constitucional del nasciturus, según se decla-
ró en la STC 53/1985 (fundamento jurídico 7), nos recuer-
da el citado fundamento jurídico 3 de la STC 212/1996, cuya
protección implica, con carácter general, para el Estado el
cumplimiento de una doble obligación: la de abstenerse de
interrumpir o de obstaculizar el proceso natural de gestación,
y la de establecer un sistema legal de defensa de la vida que
suponga una protección efectiva de la misma y que, dado el ca-
rácter fundamental de la vida, incluya también, como garantía
última, las normas penales”. Así se recoge en la Exposición de
Motivos del Anteproyecto de la Ley Orgánica sobre el aborto
aprobado en diciembre de 2013. La Ley 2/2010 transmite el
siguiente mensaje: que las
personas con discapacidad o
capacitados diferentes no son
iguales a las demás, pues al
nasciturus discapacitado se le
protege en menor grado que a
los demás. La Ley 2/2010 transmite el
siguiente mensaje: que las
personas con discapacidad o
capacitados diferentes no son
iguales a las demás, pues al
nasciturus discapacitado se le
protege en menor grado que a
los demás. Por tanto, en mi opinión, la
diferenciación realizada en el
artículo 15 de la Ley Orgánica
2/2010 entre fetos en los “que
exista riesgo de graves anoma-
lías” o en los que se detecte
“una enfermedad extremada-
mente grave e incurable en el
momento del diagnóstico” no tiene una justificación
objetiva y razonable por lo que la utilización de estos
elementos diferenciadores debe ser considerada arbi-
traria, carente de fundamento aceptable constitucional-
mente, y supone una violación manifiesta del principio
constitucional de no discriminación, de la desigualdad
de trato basada en la diversidad funcional. demás, pues al
apacitado se le
or grado que a
emás. En definitiva, la cuestión que
suscitan estos artículos de la Ley
2/2010 es su compatibilidad con
el derecho a la no discriminación, el derecho a la vida y
las obligaciones positivas exigibles constitucionalmen-
te al Estado español en la defensa del colectivo de las
personas con diversidad funcional. los De todas formas, al igual que el nasciturus está protegido
como bien jurídico por el artículo 15 de la Constitución
sin que sea titular del derecho fundamental a la vida,
puede afirmarse que, por la dignidad inherente que le
debe ser reconocida, debe reconocérsele igualmente la La Ley 2/2010 transmite el siguiente mensaje: que las
personas con discapacidad o capacitados diferentes no I S S N 0 1 2 3 - 3 1 2 2 • p e r s . b i o é t . • V o l . 1 8 • N ú m e r o 2 • P á g s . 1 1 9 - 1 3 7 • 2 0 1 4 128 Anteproyecto de Ley Orgánica español sobre el aborto: ¿mejora o retroceso? l Roberto Germán-Zurriaráin Ley Orgánica español sobre el aborto: ¿mejora o retroceso? l Roberto Germán-Zurriaráin Anteproyecto de Ley Orgánica español sobre el aborto: ¿mejora o retroceso? l Roberto G son iguales a las demás, pues al nasciturus discapacitado
se le protege en menor grado que a los demás. Discri-
mina a un feto de 14 o incluso más de 22 semanas, en
razón de su diversidad funcional. 16 Consejo de Estado, “Dictamen del Consejo de Estado ante la
ley de salud sexual reproductiva y de IVE”, 1384/2009, 17 de
septiembre de 2009, basándose en la Sentencia del Tribunal
Europeo de Derechos Humanos, de 13 de febrero de 2003
(TEDH/2003/ caso Odièvre contra Francia, par. 45).
Por su parte, el Consejo Fiscal señalaba a este respecto, en su
Informe sobre el Anteproyecto de esta Ley Orgánica: 1) “El
“derecho a decidir”, como tal, en materia de terminación vo-
luntaria del embarazo no está expresamente reconocido en los
tratados internacionales invocados en la Exposición de Moti-
vos. Por el contrario, debe ponerse de relieve la claridad de los I S S N 0 1 2 3 - 3 1 2 2 • p e r s . b i o é t . • V o l . 1 8 • N ú m e r o 2 • P á g s . 1 1 9 - 1 3 7 • 2 0 1 4 La Ley 2/2010 transmite el
siguiente mensaje: que las
personas con discapacidad o
capacitados diferentes no son
iguales a las demás, pues al
nasciturus discapacitado se le
protege en menor grado que a
los demás. Ciertamente, evitar
el nacimiento de un bebé con anomalías es claramente
discriminatorio, pues otorga menor valor a la vida de
una persona con discapacidad que a la de otra sin ella. vida humana del que va a nacer no es compatible con la
doctrina constante y reiterada del Tribunal Constitucional
sobre la aplicación del artículo 15 CE a la vida humana
incipiente, en concreto, con la interpretación realizada
por el Tribunal Constitucional en su Sentencia de 1985,
pues, el modelo del plazo se dirige unilateralmente a
favorecer a la mujer y no reconoce ningún bien jurídico
digno de protección, es decir, no reconoce al embrión
o feto como bien jurídico por proteger. Por tanto, si la doctrina del Tribunal Constitucional protege
la vida como bien jurídico, parece una contradicción no
protegerla en aquella etapa de su proceso que no solo es
condición para la vida independiente del seno materno,
sino que es también un momento del desarrollo de la
misma. Dicha tutela jurídica debería contemplarse en
nuestro ordenamiento tal y como se recoge también en lo
dispuesto por el Tribunal Constitucional en la Sentencia
116/1999, Fundamento Jurídico 515. Este es el marco
constitucional desde el que se debería articular una
protección efectiva de la vida del embrión y de los fetos
humanos con discapacidad o enfermedad. En mi opinión, en la Ley 2/2010, frente a la vida huma-
na del feto, se da siempre prioridad a la voluntad de la
mujer, como si de una parte de ella se tratara, de forma
que no se requiere que esta acredite ninguna causa o
circunstancia que justifique su decisión de acabar con
la vida del feto. En esta misma línea, el Informe emitido por el Consejo
de Estado, de 17 de septiembre de 2009, subrayaba que
el aborto no es un derecho, ni siquiera en el caso de
que el Estado renuncie en determinados supuestos a su
punición o a su tipificación penal. No existe el derecho
a causar un mal objetivo: la destrucción de la vida del
aún no nacido. Un “derecho” al aborto desconocido en
los ordenamientos de nuestro entorno susceptibles de
ser tomados como modelos16. 20 Así también, el Tribunal Europeo de Derechos Humanos ha
reconocido expresamente en Sentencia de 13 de febrero del
2003, que la vida del aún no nacido es un bien dotado de sus-
tantividad propia, de relieve vital y, en consecuencia, de interés
objetivo y general (TEDH/2003/ caso Odièvre contra Fran-
cia, par. 45). La Ley 2/2010 transmite el
siguiente mensaje: que las
personas con discapacidad o
capacitados diferentes no son
iguales a las demás, pues al
nasciturus discapacitado se le
protege en menor grado que a
los demás. Por eso, los autores a favor de un sistema de indicaciones
manifiestan que la consideración del aborto como un
asunto exclusivo del derecho de la autodeterminación de
la mujer, de la que se hace depender la continuidad de la 129 I S S N 0 1 2 3 - 3 1 2 2 • p e r s . b i o é t . • V o l . 1 8 • N ú m e r o 2 • P á g s . 1 1 9 - 1 3 7 • 2 0 1 4 PERSONA Y BIOÉTICA • JULIO - DICIEMBRE 2014 Luego la Ley 2/2010 no articula un sistema de garantías
que evite la desprotección absoluta de la vida del em-
brión, ni las condiciones para que las mujeres puedan
tomar una decisión libre e informada, pues esta está
supeditada a los requisitos de entrega de información
y periodo de reflexión, y no protegen de forma efectiva
al embrión o feto. El modelo de plazo no sería acorde
con la jurisprudencia constitucional pues, a tenor de
las sentencias del Tribunal Constitucional 53/198517,
212/199618 y 116/199919, la Ley 2/2010 no protege de
forma efectiva al nasciturus como exige, recurrentemente,
la Jurisprudencia del Tribunal Constitucional. Se puede sostener que en el aborto la vida humana del
nasciturus entra en conflicto con derechos relativos a
valores constitucionales como la vida y la dignidad de la
mujer. Ninguno de estos dos bienes puede afirmarse con
carácter absoluto, por lo que se impone la ponderación
(9). Por tanto, para la sentencia, la desprotección absoluta
del nasciturus es incompatible con el derecho a la vida
recogido por la Constitución20. Con otras palabras, el
derecho de la mujer no puede tener primacía absoluta
sobre la vida del nasciturus, dado que dicha prevalencia
supone la desaparición, en todo caso, de un bien no solo
constitucionalmente protegido, sino que encarna un valor
central del ordenamiento constitucional21. Por último, la Ley 2/2010 permite que las menores de
edad, pero mayores de 16 años, puedan abortar sin el
conocimiento de sus padres en determinadas circunstan-
cias. En la ley de 1985 solo podían abortar las mayores de
edad o las menores con el consentimiento de sus padres. I S S N 0 1 2 3 - 3 1 2 2 • p e r s . b i o é t . • V o l . 1 8 • N ú m e r o 2 • P á g s . 1 1 9 - 1 3 7 • 2 0 1 4 p
21 Como afirma J. F. Higuera: “Como la solución del plazo pue-
de abarcar supuestos en que exista realmente un elemento o
motivo justificante y también supuestos, en hipótesis, de mera
utilidad o conveniencia, entonces cuando estemos ante estos
últimos supuestos se produce, a mi juicio, una grave incon-
gruencia y contradicción, ya que primero se autorizan o justi-
fican las intervenciones sobre el embrión o el feto vivos en el
útero cuando tengan un propósito diagnóstico o terapéutico
en su propio interés, concediéndole protección y después se
podrá abortar sin que exista un elemento o motivo justificante,
sin otorgar protección” (2). La Ley 2/2010 transmite el
siguiente mensaje: que las
personas con discapacidad o
capacitados diferentes no son
iguales a las demás, pues al
nasciturus discapacitado se le
protege en menor grado que a
los demás. En conclusión, el modelo de plazo de la Ley 2/2010
instaura el aborto libre en la práctica desde el momen- principios del derecho internacional en materia de derechos
humanos que protegen la vida del no nacido; 2) La tendencia
legislativa mayoritaria en los Estados de la Unión Europea no
admite el sistema de plazos en el aborto […] Entre los Estados
que admiten un sistema de plazos se encuentran […] varios
Estados recientemente incorporados a la Unión Europea en las
dos últimas ampliaciones (Estonia, Letonia, Lituania, Bulgaria,
Eslovenia) con legislaciones de aborto legatarias de regímenes
no democráticos, claramente proabortistas con base en razones
ideológicas y demográficas, incompatibles con los derechos
fundamentales y donde existen unos porcentajes de abortos
tan elevados que reflejan la utilización del aborto como un mé-
todo anticonceptivo más, práctica absolutamente rechazable
desde cualquier punto de vista; 3) El Anteproyecto no cumple
con el deber de establecer un sistema legal para la defensa
de la vida del nasciturus que pueda considerarse como una
auténtica protección efectiva de la misma. La interrupción del
embarazo a petición de la mujer […] durante las 14 primeras
semanas de gestación […] sin necesidad del apoyo en otro tipo
de causas, supondrá nada menos que el sacrificio del nascitu-
rus. Nasciturus que posee vida humana distinta de la madre”. 7
STC de 11 de abril; BOE núm 119 de 18 de mayo de 1985: 21 Como afirma J. F. Higuera: “Como la solución del plazo pue-
de abarcar supuestos en que exista realmente un elemento o
motivo justificante y también supuestos, en hipótesis, de mera
utilidad o conveniencia, entonces cuando estemos ante estos
últimos supuestos se produce, a mi juicio, una grave incon-
gruencia y contradicción, ya que primero se autorizan o justi-
fican las intervenciones sobre el embrión o el feto vivos en el
útero cuando tengan un propósito diagnóstico o terapéutico
en su propio interés, concediéndole protección y después se
podrá abortar sin que exista un elemento o motivo justificante,
sin otorgar protección” (2). q
p
17 STC, de 11 de abril; BOE, núm. 119, de 18 de mayo de 1985:
10211-34. q
p
17 STC, de 11 de abril; BOE, núm. 119, de 18 de mayo de 1985:
10211-34. 18 STC, de 19 de diciembre; BOE, núm. 19, de 22 de enero de
1997: 32-36. 18 STC, de 19 de diciembre; BOE, núm. La nueva reforma Para aprobar el Anteproyecto de Ley Orgánica sobre
Protección de la vida del concebido y de derechos de la
embarazada22 también ha fue necesaria la reforma del
Código Penal español, que despenalizaba el aborto en
determinadas y concretas situaciones23. 22 Ministerio de Justicia, 20 de diciembre de 2013. El Gobierno
lo retiró el 23 de septiembre de 2014. 23 “Dos. Se modifica el artículo 145, que queda redactado de la
siguiente manera: 1) El que produzca el aborto de una mujer,
con su consentimiento, fuera de los casos previstos en el artí-
culo 145 bis, será castigado con la pena de prisión de uno a tres
años e inhabilitación especial para ejercer cualquier profesión
sanitaria, o para prestar servicios de toda índole en clínicas,
establecimientos o consultorios ginecológicos, públicos o pri-
vados, por tiempo de uno a seis años. El juez impondrá la pena
en su mitad superior cuando los actos descritos en este aparta-
do se realicen fuera de un centro o establecimiento público o
privado acreditado. 2) El que indujere a una mujer a producirse
su aborto o a consentir que otra persona se lo cause, fuera de los
casos permitidos por la Ley, será castigado con la pena de prisión
de uno a tres años e inhabilitación especial para ejercer cual-
quier profesión sanitaria, o para prestar servicios de toda índole
en clínicas, establecimientos o consultorios ginecológicos, pú-
blicos o privados, por tiempo de uno a seis años. 3) En ningún
caso será punible la conducta de la mujer embarazada.i En el caso de que el grave peligro para la salud psíquica de
la mujer tenga su origen en la existencia en el feto de alguna
anomalía incompatible con la vida, el informe exigido en el
párrafo anterior será emitido por un solo médico, debiendo
acreditarse, además, tal anomalía mediante otro informe moti-
vado y emitido con anterioridad por un médico especialista en
la materia, en quien concurran los mismos requisitos. A estos
efectos, se entenderá por anomalía fetal incompatible con la
vida aquella que previsible y habitualmente, en el momento
del diagnóstico, se asocie con la muerte del feto o del recién
nacido durante el periodo neonatal, aunque en condiciones
excepcionales la supervivencia pueda ser mayor. La Ley 2/2010 transmite el
siguiente mensaje: que las
personas con discapacidad o
capacitados diferentes no son
iguales a las demás, pues al
nasciturus discapacitado se le
protege en menor grado que a
los demás. narse el conflicto, desde el ámbito médico, de ninguna otra
forma, para evitar un grave peligro para la vida o la salud física
o psíquica de la embarazada, siempre que se practique dentro
de las 22 primeras semanas de gestación. A estos efectos, se
entenderá que existe grave peligro para la vida o la salud de la
mujer cuando el embarazo produzca un menoscabo importan-
te a su salud, con permanencia o duración en el tiempo, según
los conocimientos de la ciencia médica en ese momento, y así
se constate en un informe motivado y emitido con anteriori-
dad por dos médicos de la especialidad correspondiente a la
patología que genera el grave peligro para la mujer, distintos
de aquel que practique el aborto o bajo cuya dirección este
tenga lugar y que no desarrollen su actividad profesional en el
centro o establecimiento en el que se lleve a cabo. I S S N 0 1 2 3 - 3 1 2 2 • p e r s . b i o é t . • V o l . 1 8 • N ú m e r o 2 • P á g s . 1 1 9 - 1 3 7 • 2 0 1 4 22 Ministerio de Justicia, 20 de diciembre de 2013. El Gobierno
lo retiró el 23 de septiembre de 2014. La Ley 2/2010 transmite el
siguiente mensaje: que las
personas con discapacidad o
capacitados diferentes no son
iguales a las demás, pues al
nasciturus discapacitado se le
protege en menor grado que a
los demás. 19, de 22 de enero de
1997: 32-36. 19 STC, de 17 de junio; BOE, núm. 162, de 8 de julio de 1999:
67-80. Remite a los fundamentos jurídicos 5 y 7 de la STC
53/1985 y de la STC 212/1996. 130 I S S N 0 1 2 3 - 3 1 2 2 • p e r s . b i o é t . • V o l . 1 8 • N ú m e r o 2 • P á g s . 1 1 9 - 1 3 7 • 2 0 1 4 Anteproyecto de Ley Orgánica español sobre el aborto: ¿mejora o retroceso? l Roberto Germán-Zurriaráin Ley Orgánica español sobre el aborto: ¿mejora o retroceso? l Roberto Germán-Zurriaráin Anteproyecto de Ley Orgánica español sobre el aborto: ¿mejora o retroceso? l Roberto G El Anteproyecto seguía un modelo de indicaciones
como la ley de 1985, pero solo aceptaba dos de ellas,
terapéutico y ética, y modificaba fundamentalmente la
Ley de 2010 sobre el aborto, vigente en España, que
es una ley de plazos. to en que queda protegido por una despenalización
casi absoluta. Con la Ley 2/2010, el aborto, de delito
despenalizado, se torna en un derecho de la mujer sin
limitaciones hasta la semana catorce, quedando la vida
del nasciturus desprotegida. Lejos queda lo dictado por
la STC 53/1985 en su Fundamento Jurídico 9. narse el conflicto, desde el ámbito médico, de ninguna otra
forma, para evitar un grave peligro para la vida o la salud física
o psíquica de la embarazada, siempre que se practique dentro
de las 22 primeras semanas de gestación. A estos efectos, se
entenderá que existe grave peligro para la vida o la salud de la
mujer cuando el embarazo produzca un menoscabo importan-
te a su salud, con permanencia o duración en el tiempo, según
los conocimientos de la ciencia médica en ese momento, y así
se constate en un informe motivado y emitido con anteriori-
dad por dos médicos de la especialidad correspondiente a la
patología que genera el grave peligro para la mujer, distintos
de aquel que practique el aborto o bajo cuya dirección este
tenga lugar y que no desarrollen su actividad profesional en el
centro o establecimiento en el que se lleve a cabo. p
23 “Dos. Se modifica el artículo 145, que queda redactado de la
siguiente manera: 1) El que produzca el aborto de una mujer,
con su consentimiento, fuera de los casos previstos en el artí-
culo 145 bis, será castigado con la pena de prisión de uno a tres
años e inhabilitación especial para ejercer cualquier profesión
sanitaria, o para prestar servicios de toda índole en clínicas,
establecimientos o consultorios ginecológicos, públicos o pri-
vados, por tiempo de uno a seis años. El juez impondrá la pena
en su mitad superior cuando los actos descritos en este aparta-
do se realicen fuera de un centro o establecimiento público o
privado acreditado. 2) El que indujere a una mujer a producirse
su aborto o a consentir que otra persona se lo cause, fuera de los
casos permitidos por la Ley, será castigado con la pena de prisión
de uno a tres años e inhabilitación especial para ejercer cual-
quier profesión sanitaria, o para prestar servicios de toda índole
en clínicas, establecimientos o consultorios ginecológicos, pú-
blicos o privados, por tiempo de uno a seis años. 3) En ningún
caso será punible la conducta de la mujer embarazada. 22 Ministerio de Justicia, 20 de diciembre de 2013. El Gobierno
lo retiró el 23 de septiembre de 2014.
23 “Dos. Se modifica el artículo 145, que queda redactado de la
siguiente manera: 1) El que produzca el aborto de una mujer,
con su consentimiento, fuera de los casos previstos en el artí-
culo 145 bis, será castigado con la pena de prisión de uno a tres
años e inhabilitación especial para ejercer cualquier profesión
sanitaria, o para prestar servicios de toda índole en clínicas,
establecimientos o consultorios ginecológicos, públicos o pri-
vados, por tiempo de uno a seis años. El juez impondrá la pena
en su mitad superior cuando los actos descritos en este aparta-
do se realicen fuera de un centro o establecimiento público o
privado acreditado. 2) El que indujere a una mujer a producirse
su aborto o a consentir que otra persona se lo cause, fuera de los
casos permitidos por la Ley, será castigado con la pena de prisión
de uno a tres años e inhabilitación especial para ejercer cual-
quier profesión sanitaria, o para prestar servicios de toda índole
en clínicas, establecimientos o consultorios ginecológicos, pú-
blicos o privados, por tiempo de uno a seis años. 3) En ningún
caso será punible la conducta de la mujer embarazada.
Tres. Se modifica el artículo 145 bis, que pasa a tener la si-
guiente redacción: 1) No constituirá delito el aborto prac-
ticado por un médico o bajo su dirección, en centro o esta-
blecimiento sanitario, público o privado, acreditado y con el
consentimiento expreso de la mujer embarazada, previamente
informada y asesorada, cuando concurra alguna de las circuns-
tancias siguientes: a) Que sea necesario, por no poder solucio- El Anteproyecto contemplaba la legalidad del aborto eugenésico en los casos de
enfermedades del concebido “incompatibles con la vida”. Por tanto, también permitía
el aborto eugenésico porque si el feto sufría anomalías graves incompatibles con la
vida o una enfermedad extremadamente grave e incurable, se podía abortar. madre— hacen del aborto en el caso de la malformación
del feto una práctica libre en ese periodo. Así, el Anteproyecto de Ley Orgánica despenalizaba el
aborto en dos supuestos o indicaciones: si el embarazo
era producto de una violación y el aborto se practicaba
en las 12 primeras semanas; o si suponía un grave peli-
gro para la vida o la salud psíquica o física de la mujer
y el aborto se practicaba en las 22 primeras semanas. Y
eso incluía, aunque superasen las 22 semanas primeras
de gestación, las anomalías fetales incompatibles con la
vida, siempre que dañasen psicológicamente a la gestante
y siempre que no se hubiesen detectado o podido detectar
anteriormente, con un diagnóstico certero. Me explico: que el discapacitado no nacido o capacitado
diferente sea considerado un ser humano, o, dicho en
términos jurídicos, que sea un bien jurídico digno de
protección, según la Sentencia de 1985, está muy bien,
pero hacerlo depender de la salud de la madre es afirmar
que el aborto es un derecho absoluto de la mujer, aun-
que el Anteproyecto no lo dijese o rechazase. Además,
el Anteproyecto contemplaba la legalidad del aborto
eugenésico en los casos de enfermedades del concebido
“incompatibles con la vida”. Por tanto, también permitía
el aborto eugenésico porque si el feto sufría anomalías
graves incompatibles con la vida o una enfermedad
extremadamente grave e incurable, se podía abortar. Se quitaba un tercer supuesto que aparecía en la ley
de 1985 y que permitía abortar en el supuesto de mal-
formación del feto. Se admitía en este Anteproyecto,
escuchando así a muchas asociaciones de discapacitados,
que estos tienen derecho a nacer. Así las cosas, ¿dónde siguen quedando los derechos
de los nacidos con malformación? Lamentablemente,
según la ley del 85, la indicación terapéutica o de “grave
peligro para la salud psíquica de la embarazada” cubría,
en la práctica, cualquier supuesto. Por eso es verdad que el Anteproyecto español recono-
cía que el discapacitado era un ser humano y como tal
necesitaba de protección jurídica, pero, en la práctica,
dicho reconocimiento y protección eran baldíos, porque
la madre tenía por el “mango” la posibilidad de abortar,
esto es, la malformación del feto podía provocar en la
madre una situación de riesgo para su salud psíquica y,
en consecuencia, el aborto se convertía en un derecho
de esta. La nueva reforma p
p
p
y
No será punible el aborto, aunque se superen las 22 semanas
de gestación, siempre que no se hubiese detectado o podido
detectar anteriormente, con un diagnóstico certero, la anoma-
lía incompatible con la vida del feto y así conste en el informe
emitido con anterioridad, conforme a lo exigido en este aparta-
do, o cuando exista riesgo vital para la mujer que no sea posible
evitar, dentro de lo clínicamente exigible, mediante la protec-
ción de la vida del concebido a través de la inducción del parto. b) Que el embarazo sea consecuencia de un hecho constitutivo
de delito contra la libertad o indemnidad sexual, siempre que
el aborto se practique dentro de las doce primeras semanas de
gestación y el mencionado hecho hubiese sido denunciado con
anterioridad”. p
j
Tres. Se modifica el artículo 145 bis, que pasa a tener la si-
guiente redacción: 1) No constituirá delito el aborto prac-
ticado por un médico o bajo su dirección, en centro o esta-
blecimiento sanitario, público o privado, acreditado y con el
consentimiento expreso de la mujer embarazada, previamente
informada y asesorada, cuando concurra alguna de las circuns-
tancias siguientes: a) Que sea necesario, por no poder solucio- 131 PERSONA Y BIOÉTICA • JULIO - DICIEMBRE 2014 S S N 0 1 2 3 - 3 1 2 2 • p e r s . b i o é t . • V o l . 1 8 • N ú m e r o 2 • P á g s . 1 1 9 - 1 3 7 • 2 0 1 4 El Anteproyecto contemplaba la legalidad del aborto eugenésico en los casos de
enfermedades del concebido “incompatibles con la vida”. Por tanto, también permitía
el aborto eugenésico porque si el feto sufría anomalías graves incompatibles con la
vida o una enfermedad extremadamente grave e incurable, se podía abortar. Con todo, hasta la semana 14 ambas leyes —una
por la vía de plazos y otra por el riesgo psíquico de la Con la ley de plazos pasa, en la práctica, lo mismo. Los datos
del 2012 sobre los abortos practicados, esto es, 112.390,
son los siguientes: “a petición de la mujer”, 91,26 %; “grave
riesgo para la vida o la salud de la embarazada”, 5,67 %;
“riesgos de graves anomalías en el feto”, 2,78 %; “ano- I S S N 0 1 2 3 - 3 1 2 2 • p e r s . b i o é t . • V o l . 1 8 • N ú m e r o 2 • P á g s . 1 1 9 - 1 3 7 • 2 0 1 4 132 Anteproyecto de Ley Orgánica español sobre el aborto: ¿mejora o retroceso? l Roberto Germán-Zurriaráin Ley Orgánica español sobre el aborto: ¿mejora o retroceso? l Roberto Germán-Zurriaráin Anteproyecto de Ley Orgánica español sobre el aborto: ¿mejora o retroceso? l Roberto G malías fetales incompatibles con la vida o enfermedad
extremadamente grave e incurable”, 0,27 %, y por varios
motivos, 0,01 % (10). No es de extrañar que se diga que
“a petición de la mujer” sea considerado el “coladero”
de cualquier ley. los servicios sociales sobre las ayudas a la maternidad,
cursos de formación y centros de atención a gestantes. Para llevar a cabo esta protección de la maternidad
es imprescindible, por tanto, una ley con medidas de
apoyo social y económico a las mujeres embarazadas,
redes de apoyo y políticas públicas dirigidas a reducir
el número de abortos, sobre todo, políticas de protec-
ción que faciliten la conciliación entre vida profesional
y vida familiar, especialmente a las que se encuentran
en situaciones de dificultad. Para ello, se proponía que
el Anteproyecto se acompañase de un Plan Integral de
Apoyo a la Maternidad dotado con ficha financiera en
los Presupuestos Generales del Estado. Por consiguiente, la Ley Orgánica 2/2010 permite el
aborto por la voluntad de la madre —“a petición de
la mujer”— las 14 primeras semanas de gestación. En
cambio, el Anteproyecto autorizaba el aborto en las 22
primeras semanas de gestación. 24 Audiencia Provincial de Barcelona, Sección Sexta, Sentencia
30 de enero de 2013. I S S N 0 1 2 3 - 3 1 2 2 • p e r s . b i o é t . • V o l . 1 8 • N ú m e r o 2 • P á g s . 1 1 9 - 1 3 7 • 2 0 1 4 El Anteproyecto contemplaba la legalidad del aborto eugenésico en los casos de
enfermedades del concebido “incompatibles con la vida”. Por tanto, también permitía
el aborto eugenésico porque si el feto sufría anomalías graves incompatibles con la
vida o una enfermedad extremadamente grave e incurable, se podía abortar. Además, para este era
necesario un informe motivado y emitido con anterioridad
por dos médicos de la especialidad, distintos de aquel
que practique el aborto, o bajo cuya dirección este tenga
lugar, y que no desarrollasen su actividad profesional en
el centro o establecimiento en el que se lleve a cabo. Es verdad que el Anteproyecto exigía dos informes
médicos. Pero hoy día, aun sin conseguir el informe
médico, esto no supone mayor dificultad24, pues es
bastante para aceptar el riesgo psíquico de la mujer el
propio estrés que provoca el embarazo y, en consecuen-
cia, no es necesaria la visita personal del facultativo al
paciente para emitir el informe y ello solo constituye
una falta administrativa que no tiene trascendencia
penal puesto que no hay tercero perjudicado, es decir,
al nasciturus no se le considera perjudicado aunque se
la haya privado de la vida. No obstante, era suficiente que el informe sea realizado
por un solo médico si el peligro para la salud psíquica
de la mujer tiene su origen en la concurrencia en el
embrión de una anomalía fetal incompatible con la
vida, es decir, aquella que previsible y habitualmente
aparezca asociada con la muerte del feto o del recién
nacido durante el periodo neonatal, debiendo acredi-
tarse la misma con otro informe emitido por un médico
especialista en la materia. Efectivamente, toda mujer necesitaba dictámenes de
dos especialistas. El proceso era el siguiente: la mujer
que se acogía al supuesto de “grave peligro para su vida
o su salud psíquica”, debía reunir dos informes que
acrediten el daño que supondría seguir con la gestación;
posteriormente, recibía una información verbal sobre
las consecuencias médicas de la intervención. El médico
tenía que certificar con su firma que ha proporcionado
estos datos. A continuación, para que no hubiese pre-
siones y se brindase apoyo, la mujer era informada por No olvidemos, por tanto, que el 97,8 % de los abortos
practicados se han realizado bajo el supuesto de riesgo
para la salud de la madre y un 2 % se han realizado por
malformación del feto. Si sumamos, por un lado, el riesgo
para la salud de la madre, y, por otro, la malformación
del feto que puede convertirse en un riesgo para la salud 133 I S S N 0 1 2 3 - 3 1 2 2 • p e r s . La Ley 2/2010 permite que las menores
de edad, mayores de 16 años, puedan
abortar sin el conocimiento de sus
padres. En cambio, en el Anteproyecto
de Ley Orgánica, para la embarazada
menor de 16 años o mayor de
edad sujeta a tutela, además de su
manifestación de voluntad, se precisaba
el consentimiento expreso de sus padres. reconoce expresamente el aborto para el supuesto de
riesgo para la salud psíquica de la madre, pareciendo que
lo limita solo al “grave riesgo para la vida o la salud de la
embarazada” (art. 15), mientras que el Anteproyecto de
Ley incluía expresamente el riesgo de la salud psíquica
de la madre hasta la semana 22 (art. 1, apartado 3), lo
que daría a entender que el Anteproyecto español era
más permisivo que la ley de plazos. La segunda diferen-
cia es que la Ley 2/2010 incluye la malformación como
supuesto; en cambio, el Anteproyecto no, pero, como ya
hemos indicado, al mantener esta última el supuesto del
riesgo psíquico de la madre en el caso de malformación
—esto es, la madre puede abortar—, ambas leyes en la
realidad eran equiparables. psíquica de la madre, hacen un total de 99,8 %, reser-
vándose el 0,2 % para el supuesto de la incompatibilidad
de la vida del feto. psíquica de la madre, hacen un total de 99,8 %, reser-
vándose el 0,2 % para el supuesto de la incompatibilidad
de la vida del feto. En el ámbito penal, la Ley 9/1985 penalizaba con tres
años de cárcel a las mujeres que interrumpían su em-
barazo fuera de los supuestos. La Ley Orgánica 2/2010
contempla la pena de multa; en cambio, el Anteproyecto
de Ley no establecía ninguna sanción. En este sentido,
según el Anteproyecto, la responsabilidad del aborto
no recaía sobre las mujeres sino en los profesionales
sanitarios. Volviendo al tema que tratábamos, de manera excep-
cional, en el caso de que el grave peligro para la salud
psíquica de la mujer tenga su origen en la existencia
en el feto de alguna anomalía incompatible con la vida,
aunque este supere la semana 22, y siempre que no se
hubiese detectado o podido detectar anteriormente, solo
se exigirá que el informe sea emitido por un solo médico,
debiendo acreditarse, además, tal anomalía mediante
otro informe motivado y emitido con anterioridad por un
médico especialista en la materia, o cuando exista riesgo
vital para la mujer que no sea posible evitar, dentro de
lo clínicamente exigible, mediante la protección de la
vida del concebido a través de la inducción del parto. Por otro lado, la Ley 2/2010 permite que las menores de
edad, mayores de 16 años, puedan abortar sin el conoci-
miento de sus padres. El Anteproyecto contemplaba la legalidad del aborto eugenésico en los casos de
enfermedades del concebido “incompatibles con la vida”. Por tanto, también permitía
el aborto eugenésico porque si el feto sufría anomalías graves incompatibles con la
vida o una enfermedad extremadamente grave e incurable, se podía abortar. b i o é t . • V o l . 1 8 • N ú m e r o 2 • P á g s . 1 1 9 - 1 3 7 • 2 0 1 4 PERSONA Y BIOÉTICA • JULIO - DICIEMBRE 2014 I S S N 0 1 2 3 - 3 1 2 2 • p e r s . b i o é t . • V o l . 1 8 • N ú m e r o 2 • P á g s . 1 1 9 - 1 3 7 • 2 0 1 4 25 Se añade el artículo 4 bis.
26 Modificación de la Ley Orgánica 10/1995, de 23 de noviem-
bre, del Código Penal, Capítulo III bis, artículo 768 bis.
27 Artículo sexto. Modificación de la Ley 44/2003, de 21 de no-
viembre, de ordenación de las profesiones sanitarias. La Ley 2/2010 permite que las menores
de edad, mayores de 16 años, puedan
abortar sin el conocimiento de sus
padres. En cambio, en el Anteproyecto
de Ley Orgánica, para la embarazada
menor de 16 años o mayor de
edad sujeta a tutela, además de su
manifestación de voluntad, se precisaba
el consentimiento expreso de sus padres. En cambio, en el Anteproyecto de
Ley Orgánica, para la embarazada menor de 16 años o
mayor de edad sujeta a tutela, además de su manifesta-
ción de voluntad, se precisaba el consentimiento expreso
de sus padres. Pero, cuando concurrían serios motivos
que impidiesen o desaconsejasen que se consultara a los
representantes legales o tutores de la mujer, o cuando
interpelados negasen su consentimiento o asentimien-
to, según procediera, o expresasen opiniones distintas
a ella, el juez resolvería sobre la suficiencia y validez Luego, parece que la Ley 2/2010 y el Anteproyecto es-
pañol de Ley del 2013 eran similares. En cambio había,
al menos, dos diferencias: una, que la Ley 2/2010 no I S S N 0 1 2 3 - 3 1 2 2 • p e r s . b i o é t . • V o l . 1 8 • N ú m e r o 2 • P á g s . 1 1 9 - 1 3 7 • 2 0 1 4 134 Anteproyecto de Ley Orgánica español sobre el aborto: ¿mejora o retroceso? l Roberto Germán-Zurriaráin Ley Orgánica español sobre el aborto: ¿mejora o retroceso? l Roberto Germán-Zurriaráin Anteproyecto de Ley Orgánica español sobre el aborto: ¿mejora o retroceso? l Roberto G del consentimiento prestado por la mujer conforme al
procedimiento legalmente establecido. indicación y condiciones en las que se ha prestado la
información clínica a la embarazada. Luego, en relación con la información previa al con-
sentimiento del aborto, debía existir un asesoramiento
obligatorio y reglado por parte de una entidad indepen-
diente, que informase a la embarazada sobre ayudas a
problemas que empujen al aborto, apoyos a la familia u
otras opciones, así como sobre posibles riesgos y secuelas
del aborto. Si, tras recibir el asesoramiento, la mujer
mantenía la decisión de abortar, debería presentar las
certificaciones emitidas en el centro o establecimiento. Por consiguiente, en caso de urgencia por peligro vital
para la gestante, podía prescindirse del informe, ase-
soramiento asistencial, información clínica personal y
consentimiento, pudiendo el médico consultar, cuando
las circunstancias lo permitiesen, a sus familiares o a las
personas vinculadas de hecho a ella. I S S N 0 1 2 3 - 3 1 2 2 • p e r s . b i o é t . • V o l . 1 8 • N ú m e r o 2 • P á g s . 1 1 9 - 1 3 7 • 2 0 1 4 La Ley 2/2010 permite que las menores
de edad, mayores de 16 años, puedan
abortar sin el conocimiento de sus
padres. En cambio, en el Anteproyecto
de Ley Orgánica, para la embarazada
menor de 16 años o mayor de
edad sujeta a tutela, además de su
manifestación de voluntad, se precisaba
el consentimiento expreso de sus padres. 1 1 9 - 1 3 7 • 2 0 1 4 PERSONA Y BIOÉTICA • JULIO - DICIEMBRE 2014 llas leyes, regulaciones, costumbres y prácticas que
constituyen discriminación y de la no contribución
a la vulneración de la dignidad y el valor inherentes
y los derechos iguales e inalienables de todos los
miembros de la familia humana con independencia
de sus diferencias. Esto exige que las autoridades
públicas brinden todos los apoyos necesarios a los
seres humanos con diversidad funcional para afrontar
su situación de discapacidad o enfermedad. siguiente a comenzar la prestación de su servicio en un
centro o establecimiento, público o privado, acreditado
para la práctica, quedando esa decisión incorporada, con
carácter reservado, a su expediente personal. Dicha infor-
mación constituía un dato personal que, en ningún caso,
podría ser objeto de tratamiento, registro o publicación,
y estaría protegida con las garantías previstas en la Ley
Orgánica 15/1999, de 13 de diciembre, de Protección
de Datos de Carácter Personal. 2. El Anteproyecto español reconocía que el discapa-
citado no nacido o capacitado diferente era un ser
humano o, dicho en términos jurídicos, que era un
bien jurídico digno de protección pero, en la prácti-
ca, tales reconocimiento y protección eran baldíos,
porque la madre tenía por el “mango” la posibilidad
de abortar, esto es, la malformación del feto podía
provocar en la madre una situación de riesgo para
su salud psíquica, y, en consecuencia, el aborto se
convertía en un derecho absoluto de la mujer, aunque
el Anteproyecto no lo dijese o rechazase. No obstante, podría modificar su decisión en cualquier
momento, poniéndolo en conocimiento del director del
centro de forma inmediata o, en todo caso, antes de ini-
ciarse la prestación. Además, los profesionales sanitarios
que ejerzan ese derecho podían dispensar tratamiento y
atención médica adecuados a las mujeres que lo preci-
saran antes y después de haberse sometido a un aborto. La Ley 2/2010 permite que las menores
de edad, mayores de 16 años, puedan
abortar sin el conocimiento de sus
padres. En cambio, en el Anteproyecto
de Ley Orgánica, para la embarazada
menor de 16 años o mayor de
edad sujeta a tutela, además de su
manifestación de voluntad, se precisaba
el consentimiento expreso de sus padres. El Anteproyecto de Ley decía que la reflexión se podía
realizar con el progenitor siempre que la embarazada
lo admitiese y que la información fuese verbal, mientras
que la Ley 2/2010 dice que se entregue físicamente y se
firme su recepción, lo que parece da mayor credibilidad
que el Anteproyecto. Con estas finalidades, se introducía en el Anteproyecto
de Ley una modificación relevante en la Ley 41/2002, de
14 de noviembre, Básica Reguladora de la Autonomía
del Paciente y de Derechos y Obligaciones en materia de
Información y Documentación Clínica25. Este asesoramiento perseguía, según el Anteproyec-
to español, por un lado, la protección de la vida del
nasciturus y la oferta de las alternativas existentes al
aborto para resolver los conflictos originados por el
embarazo de la mujer, y, por otro lado, la transmisión
de información clínica personal, dicha verbalmente o en
la forma que fuese accesible atendiendo a la edad de la
mujer, su madurez y circunstancias, sobre los posibles
riesgos y secuelas de la intervención, debiendo mediar
un plazo de reflexión de, al menos, siete días entre el
asesoramiento asistencial, la información clínica y la
prestación del consentimiento expreso de la mujer o ma-
nifestación de su voluntad al aborto, o los asentimientos
o consentimientos de sus progenitores, tutor o curador,
cuando fueran necesarios. Este asesoramiento tendría
que realizarse por médicos, profesionales sanitarios y de
servicios sociales, distintos e independientes de aquel
que realice el aborto o que lo dirija. El médico debía
expedir una certificación por escrito sobre la fecha, También, si la embarazada fuera menor de edad o con
la capacidad judicialmente complementada, se podía
prescindir del consentimiento expreso o asentimiento
de aquellos que tengan que prestarlo, si no pudieran
efectuarlo26. Por último, el Anteproyecto de Ley Orgánica preveía el
derecho a la objeción de conciencia de los profesionales
sanitarios del aborto27, para inhibirse de cualquier parti-
cipación o colaboración en los supuestos despenalizados
en el Código Penal, el cual debía manifestarse anticipa-
damente y por escrito al director, dentro de la semana 135 I S S N 0 1 2 3 - 3 1 2 2 • p e r s . b i o é t . • V o l . 1 8 • N ú m e r o 2 • P á g s . Conclusiones 1. Era muy positiva, por tanto, una nueva legislación en
la que los seres humanos con discapacidad funcional
o capacitados diferentes tuviesen o no la conside-
ración de persona en el ordenamiento jurídico, no
recibiesen un estándar de protección inferior que los
seres humanos de igual naturaleza que no tuviesen
esa discapacidad funcional. La alternativa a cualquier
aborto y, en especial, al aborto del discapacitado
funcional o, en el caso de violación, es intensificar
el acompañamiento a la mujer y facilitarle la entrega
del hijo en adopción. Para ello, es necesario incluir
una revisión del procedimiento de adopciones, con
el fin de agilizarlo. 1. Era muy positiva, por tanto, una nueva legislación en
la que los seres humanos con discapacidad funcional
o capacitados diferentes tuviesen o no la conside-
ración de persona en el ordenamiento jurídico, no
recibiesen un estándar de protección inferior que los
seres humanos de igual naturaleza que no tuviesen
esa discapacidad funcional. La alternativa a cualquier
aborto y, en especial, al aborto del discapacitado
funcional o, en el caso de violación, es intensificar
el acompañamiento a la mujer y facilitarle la entrega
del hijo en adopción. Para ello, es necesario incluir
una revisión del procedimiento de adopciones, con
el fin de agilizarlo. 3. Estas preguntas siguen en pie: ¿qué pasa con aquellos
seres humanos que tienen anomalías incompatibles
con la vida, es decir, que morirán inexorablemente
nada más nacer?, ¿podemos hacer que una madre
geste a ese ser humano que va a morir?, ¿cualquier
otro, aunque sea la madre, tiene la capacidad para
decidir si estamos ante una vida humana? Una ma-
dre, ¿puede decidir la muerte de otro, aunque este
presente graves anomalías incompatibles con la
vida? Las respuestas a estas preguntas constituyen
el núcleo de la cuestión, pero estas preguntas ¿son
de índole jurídica? No estamos hablando de una
madre y su feto que sufren una enfermedad extre-
madamente grave o incurable y que la madre morirá Por tanto, la derogación de la Ley 2/2010 se debe
afirmar desde el objetivo de la eliminación de aque- I S S N 0 1 2 3 - 3 1 2 2 • p e r s . b i o é t . • V o l . 1 8 • N ú m e r o 2 • P á g s . I S S N 0 1 2 3 - 3 1 2 2 • p e r s . b i o é t . • V o l . 1 8 • N ú m e r o 2 • P á g s . 1 1 9 - 1 3 7 • 2 0 1 4 3.
AEBI. Conclusiones del VII Congreso Nacional de Bioética.
Bioética y con-ciencia. Cuadernos de Bioética. 2009;70:503-6. I S S N 0 1 2 3 - 3 1 2 2 • p e r s . b i o é t . • V o l . 1 8 • N ú m e r o 2 • P á g s . 1 1 9 - 1 3 7 • 2 0 1 4 Conclusiones 1 1 9 - 1 3 7 • 2 0 1 4 136 Anteproyecto de Ley Orgánica español sobre el aborto: ¿mejora o retroceso? l Roberto Germán-Zurriaráin nteproyecto de Ley Orgánica español sobre el aborto: ¿mejora o retroceso? l Roberto Ger Ley Orgánica español sobre el aborto: ¿mejora o retroceso? l Roberto Germán-Zurriaráin 4. La Organización Médica Española Colegial Código Deontoló-
gico. Guía de Ética Médica. España; 2011. irremediablemente si sigue con el embarazo, sino de
aquellos fetos que poseen anomalías incompatibles
con la vida, es decir, que morirán inexorablemente
nada más nacer. En mi opinión, mientras exista el
supuesto de grave riesgo para la salud psíquica de
la madre habrá algún aborto con malformación del
feto o sin ella. ¿Por qué en esos casos esas vidas no
merecen ser protegidas? ¿Puede sostenerse, con el
artículo 15 de la Constitución Española en la mano,
que esas vidas no deben ser amparadas por el Estado? 5. Gónzalez-Melado FJ, Di Pietro ML. Diagnóstico prenatal ge-
nético no invasivo: reflexión bioética sobre la utilización del
diagnóstico prenatal no invasivo a partir del análisis de ácidos
nucleicos presentes en sangre periférica materna. Cuadernos
de Bioética. 2011;74:50. 6. Consejo de Estado español. Dictamen del Consejo de Es-
tado ante la ley de salud sexual reproductiva y de IVE. Ma-
drid; 2009. 7. Sanjosé Gil A, Cardona Llorens L. Foro de Vida Indepen-
diente. Informe sobre la inconstitucionalidad del supuesto
de “aborto eugenésico” previsto en la Ley orgánica de salud
sexual y reproductiva y de la interrupción voluntaria del em-
barazo. Madrid; 2010. R e f e r e n c i a s R e f e r e n c i a s 1. Laurenzo Copello P. Aborto y derecho a la sexualidad: un nue-
vo marco para un viejo debate. El Cronista del Estado Social y
Democrático de Derecho. 2009,7:27. 8. CERMI. Derechos humanos y discapacidad. Informe España
2008. Madrid: Ediciones Cinca; 2009. 2. Higuera Guimerá JF. Las propuestas de introducción de “la
solución del plazo” con indicaciones en el delito de aborto:
sus problemas constitucionales. Revista General de Derecho
Penal. 2009;11:28 9. Cuerda Riezu A. La colisión de deberes en Derecho Penal. Madrid: Tecnos; 1984. 10. Ministerio de Sanidad, Servicios Sociales e Igualdad. Datos
sobre la Interrupción voluntaria del embarazo.Madrid; 2013. 3. AEBI. Conclusiones del VII Congreso Nacional de Bioética. Bioética y con-ciencia. Cuadernos de Bioética. 2009;70:503-6. 137
|
https://openalex.org/W2768394053
|
https://www.nature.com/articles/s41467-017-02021-1.pdf
|
English
| null |
Observed positive vegetation-rainfall feedbacks in the Sahel dominated by a moisture recycling mechanism
|
Nature communications
| 2,017
|
cc-by
| 11,952
|
1 Nelson Institute Center for Climatic Research, University of Wisconsin-Madison, Madison, WI 53706, USA. 2 Jet Propulsion Laboratory, California Institute
of Technology, Pasadena, CA 91109, USA. 3 Environmental Sciences Division and Climate Change Science Institute, Oak Ridge National Laboratory, Oak
Ridge, TN 37831, USA. Correspondence and requests for materials should be addressed to Y.Y. (email: yuyan06@gmail.com) NATURE COMMUNICATIONS| 8: 1873
| DOI: 10.1038/s41467-017-02021-1| www.nature.com/naturecommunications ARTICLE ARTICLE ARTICLE Third,
regional climate is affected by variability in slowly-evolving for-
cings from both the oceans and vegetation, making it difficult to
distinctly separate their individual contributions through tradi-
tional regression-based analyses. T T
he Sahel is characterized by substantial interannual to
decadal variability in rainfall and high socio-economic
vulnerability to hydrologic extremes1. Attribution of this
pronounced rainfall variability to either oceanic3–5 or terrestrial6–
13 drivers has proven to be an elusive challenge. The Sahel
experienced one of the most extreme and prolonged droughts in
the global observational record during the 1970s-1990s2, 14, 15,
which was believed to be mainly driven by external forcing from
sea-surface temperature (SST) anomalies and amplified by local
feedbacks associated with land degradation and desertification
according to past modeling studies1, 5, 10, 12, 16–18. Despite vege-
tation’s apparent significant role in amplifying and extending this
drought episode10, 12, the current understanding of vegetation’s
impacts on climate across the Sahel, through proposed albedo,
moisture, and momentum feedbacks, originates from biased and
highly parameterized climate models, with land-atmosphere
interactions that remain insufficiently tested against observa-
tions. Charney6 first hypothesized a positive vegetation-rainfall
feedback regarding Sahel desertification, in which reduced
greenness leads to increased surface albedo, resulting in low-level
cooling, increased atmospheric stability, low-level subsidence, and
drying. Other modeling studies have also simulated this proposed
positive feedback but disagreed in terms of the relative dominance
of the albedo and moisture mechanisms10, 12, 13, likely due to the
exaggerated albedo forcing applied in the earlier modeling study6. Moreover, none of the previous observational studies have
quantified the influence of observational uncertainty on the
identified vegetation-rainfall feedbacks. Therefore, both the
observed positive vegetation-rainfall feedback and the underlying
mechanisms
need
more
sophisticated
and
comprehensive
investigations. g
The apparent recovery from the multi-decadal drought during
the early 21st century and the underlying recovery mechanism
remain highly debated, partly due to increased interannual
variability in Sahel rainfall27. In particular, the recent interannual
variability in Sahel rainfall was not successfully predicted by the
SST forcings that explained the late 20th century decadal drought
in most state-of-the-art climate models, implying either recent
changes in oceanic drivers of the interannual Sahel rainfall
variability or elevated importance of other regulators, including
land surface feedbacks28. Despite this model-based hypothesis
regarding the change in oceanic regulations, there has never been
rigorous observational quantification of the relative contribution
from oceanic versus terrestrial drivers of the recent interannual
variability in Sahel rainfall. ARTICLE Although the multiple regression-
based study attempted to quantify the relative contribution of
variability in Atlantic SST and Sahel Normalized Difference
Vegetation Index (NDVI) to Sahel rainfall variability25, the results
are uncertain due to the limited reliability of multiple regression
in separating impacts from individual forcings and are not
directly comparable with previous modeling studies due to the
absence of remote oceanic impacts assessed in their study. Most studies on biophysical vegetation feedbacks have been
restricted to running and analyzing coupled vegetation-climate
model simulations, which have several key limitations19. Simu-
lated feedbacks are model dependent, given that climate models
vary in terms of dynamical core, numerical schemes, para-
meterizations, and spatial resolution20. Many modeling studies
have applied extreme sensitivity experiments, such as complete,
instantaneous regional deforestation, which have limited real-
world relevance, as observed vegetation changes are typically
heterogeneous in space and transient in time. Owing to these
modeling study limitations, observational studies of vegetation
feedbacks are critically needed for testing the model-based
hypotheses21 but would have to address several key challenges. First, observational records are generally short in duration and
marred by uncertainty from measurement errors. Second, it is
challenging to extract the observed signal of vegetation forcing on
the atmosphere from the large atmospheric internal noise, espe-
cially given that the atmospheric forcing on vegetation clearly
outweighs vegetation’s feedback to the atmosphere20, 22. Third,
regional climate is affected by variability in slowly-evolving for-
cings from both the oceans and vegetation, making it difficult to
distinctly separate their individual contributions through tradi-
tional regression-based analyses. p
y
A multivariate, lagged covariance statistical method, the Gen-
eralized Equilibrium Feedback Assessment (GEFA) (Methods),
was developed to address the aforementioned challenges in the
observational analysis of the oceanic and terrestrial forcings on
the atmosphere19, 29, 30. GEFA’s reliability at extracting key
oceanic and terrestrial drivers on North African climate, even
with short data records, was successfully demonstrated through
dynamical experiments with modified regional SST or leaf area
index (LAI) using the National Center for Atmospheric Research
(NCAR) Community Earth System Model (CESM)31, 32. Fur-
thermore, it was shown that GEFA, when applied to assess land
surface feedbacks, captures the combined effects of coupled
vegetation and soil moisture anomalies32. ARTICLE In order to quantify
uncertainty in estimated observed terrestrial feedbacks, GEFA is
applied here to a spectrum of gridded observations, remote sen-
sing products, and reanalyses, while weighting different datasets
according to their estimated regional reliability across the Sahel in
order to minimize the impacts of measurement errors (Methods). This multi-data set approach is particularly valuable over the
data-sparse Sahel. On the basis of GEFA as applied to multiple observational data
sets, we identify positive vegetation-rainfall feedbacks across the
Sahel during the late to post-monsoon periods associated with a
moisture
recycling
mechanism. The
classic
albedo-based
mechanism is not supported by the observational data. We fur-
ther reveal that diminished vegetation growth and accompanying
dry soils lead to enhanced dust emissions across the Sahel, which
potentially
contributes
to
the
positive
vegetation-rainfall
feedback. Previous observational studies on vegetation feedbacks across
the Sahel are largely based on multiple linear regression and apply
a single observational or reanalysis product, leading to limited
credibility in their conclusions and no quantification of uncer-
tainty. Evidence of positive vegetation-rainfall feedbacks has been
found from previous observational studies using a statistical
vegetation index simulation23 and Granger causality analysis24–
26. However, these observational investigations, based on multiple
linear regression, do not fully tease out potential oceanic impacts
on the variability in both the vegetation and precipitation, either
due to the absence of oceanic predictors in their analysis or
limitations of the applied methodology itself, namely that mul-
tiple linear regression-based methods are unable to address highly
correlated predictors, thereby biasing the assessed terrestrial
impacts. Furthermore, their analyses are generally based on a
single observational or reanalysis product for each variable, e.g.,
precipitation from the Climatic Research Unit (CRU), which has
limited gauge coverage and thus limited reliability in the Sahel. ARTICLE ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/s41467-017-02021-1 T
he Sahel is characterized by substantial interannual to
decadal variability in rainfall and high socio-economic
vulnerability to hydrologic extremes1. Attribution of this
pronounced rainfall variability to either oceanic3–5 or terrestrial6–
13 drivers has proven to be an elusive challenge. The Sahel
experienced one of the most extreme and prolonged droughts in
the global observational record during the 1970s-1990s2, 14, 15,
which was believed to be mainly driven by external forcing from
sea-surface temperature (SST) anomalies and amplified by local
feedbacks associated with land degradation and desertification
according to past modeling studies1, 5, 10, 12, 16–18. Despite vege-
tation’s apparent significant role in amplifying and extending this
drought episode10, 12, the current understanding of vegetation’s
impacts on climate across the Sahel, through proposed albedo,
moisture, and momentum feedbacks, originates from biased and
highly parameterized climate models, with land-atmosphere
interactions that remain insufficiently tested against observa-
tions. Charney6 first hypothesized a positive vegetation-rainfall
feedback regarding Sahel desertification, in which reduced
greenness leads to increased surface albedo, resulting in low-level
cooling, increased atmospheric stability, low-level subsidence, and
drying. Other modeling studies have also simulated this proposed
positive feedback but disagreed in terms of the relative dominance
of the albedo and moisture mechanisms10, 12, 13, likely due to the
exaggerated albedo forcing applied in the earlier modeling study6. Most studies on biophysical vegetation feedbacks have been
restricted to running and analyzing coupled vegetation-climate
model simulations, which have several key limitations19. Simu-
lated feedbacks are model dependent, given that climate models
vary in terms of dynamical core, numerical schemes, para-
meterizations, and spatial resolution20. Many modeling studies
have applied extreme sensitivity experiments, such as complete,
instantaneous regional deforestation, which have limited real-
world relevance, as observed vegetation changes are typically
heterogeneous in space and transient in time. Owing to these
modeling study limitations, observational studies of vegetation
feedbacks are critically needed for testing the model-based
hypotheses21 but would have to address several key challenges. First, observational records are generally short in duration and
marred by uncertainty from measurement errors. Second, it is
challenging to extract the observed signal of vegetation forcing on
the atmosphere from the large atmospheric internal noise, espe-
cially given that the atmospheric forcing on vegetation clearly
outweighs vegetation’s feedback to the atmosphere20, 22. NATURE COMMUNICATIONS| 8: 1873
| DOI: 10.1038/s41467-017-02021-1| www.nature.com/naturecommunications Observed positive vegetation-rainfall feedbacks in
the Sahel dominated by a moisture recycling
mechanism Yan Yu
1,2, Michael Notaro1, Fuyao Wang1, Jiafu Mao
3, Xiaoying Shi3 & Yaxing Wei3 Classic, model-based theory of land-atmosphere interactions across the Sahel promote
positive vegetation-rainfall feedbacks dominated by surface albedo mechanism. However,
neither the proposed positive vegetation-rainfall feedback nor its underlying albedo
mechanism has been convincingly demonstrated using observational data. Here, we present
observational evidence for the region’s proposed positive vegetation-rainfall feedback on the
seasonal to interannual time scale, and find that it is associated with a moisture recycling
mechanism, rather than the classic albedo-based mechanism. Positive anomalies of remotely
sensed vegetation greenness across the Sahel during the late and post-monsoon periods
favor enhanced evapotranspiration, precipitable water, convective activity and rainfall, indi-
cative of amplified moisture recycling. The identified modest low-level cooling and anomalous
atmospheric subsidence in response to positive vegetation greenness anomalies are counter
to the responses expected through the classic vegetation-albedo feedback mechanism. The
observational analysis further reveals enhanced dust emissions in response to diminished
Sahel vegetation growth, potentially contributing to the positive vegetation-rainfall feedback. 1 Nelson Institute Center for Climatic Research, University of Wisconsin-Madison, Madison, WI 53706, USA. 2 Jet Propulsion Laboratory, California Institute
of Technology, Pasadena, CA 91109, USA. 3 Environmental Sciences Division and Climate Change Science Institute, Oak Ridge National Laboratory, Oak
Ridge, TN 37831, USA. Correspondence and requests for materials should be addressed to Y.Y. (email: yuyan06@gmail.com) 1 NATURE COMMUNICATIONS| 8: 1873
| DOI: 10.1038/s41467-017-02021-1| www.nature.com/naturecommunications NATURE COMMUNICATIONS | DOI: 10.1038/s41467-017-02021-1 Indeed,
Sahel rainfall variability during SON of 1982–2010 is largely
successfully reconstructed by the GEFA-based prediction model
containing only terrestrial NDVI forcings, with a temporal cor-
relation of 0.79 between the multi-data set average predicted and
observed time series, compared with that of 0.81 using both SST
and NDVI forcings, and 0.56 using only SST forcings (Supple-
mentary Fig. 1b). In contrast to the late-to-post monsoon season
and consistent with previous model-based findings10, 12, the
monsoon rainfall over the Sahel during June–August is mostly
regulated by oceanic drivers with a temporal correlation between
the predicted and observed rainfall of 0.84 using only oceanic
forcings, compare with 0.88 using both oceanic and terrestrial
forcings (Supplementary Fig. 1a). was one of the wettest years during the study period, an
anomalously wet Sahel monsoon was mainly supported by La
Niña conditions, and extended into the post-monsoon season,
when oceanic impacts largely diminished and terrestrial forcings
were allowed to dominate. The relatively enhanced contribution from land-atmosphere
interactions in autumn is likely attributed to two factors. One
likely explanation is the reduced amplitude and broad-scale
atmospheric circulation impacts of key ocean-atmosphere tele-
connection patterns33, including El Niño-Southern Oscillation
(ENSO)34–36 and Atlantic Niño mode37 (Supplementary Fig. 3). Another contributing factor involves seasonally wet soils38 and
consequential vegetation growth in response to the antecedent
monsoon that support significant evapotranspiration (ET) fluxes
(Fig. 2a). Indeed, the explained variance in Sahel ET associated
with terrestrial drivers peaks during SON at 51%, according to the
multi-data set average. Note that the apparent greater contribu-
tion from oceanic forcings is not an artifact of the imbalanced
number of oceanic versus terrestrial forcings, as confirmed by
additional sensitivity tests that modulate the number of either
type of forcing. Similar to the prior observational study based on a statistical
vegetation index23, the combined oceanic and terrestrial drivers
considered here through GEFA explain only 20–52% and
35–75%, by month, of the total variance in observed Sahel
precipitation and air temperature, respectively. The residual
portion of the total variance in precipitation and air temperature
is comprised of the atmospheric internal variability (equation 1 in
Methods section), non-linear impacts of oceanic and terrestrial
forcings which are not detected by the linear GEFA statistical
method, and impacts from other oceanic (e.g., higher order SST
empirical orthogonal functions (EOFs) or SST EOFs from other
basins) or terrestrial (e.g., NDVI from other ecoregions) forcings
absent from the forcing matrix. NATURE COMMUNICATIONS | DOI: 10.1038/s41467-017-02021-1 a
b
Ocean
70
60
50
Explained variance (%)
Explained variance (%)
40
0
10N
20N
30N
40N
30 E
30
20
10
0
70
60
50
40
30
20
10
0
FMA
JFM
MAM
AMJ
MJJ
JJA
JAS
ASO
SON
OND
NDJ
DJF
Land
Precipitation
Air temperature
Season
FMA
JFM
MAM
AMJ
MJJ
JJA
JAS
ASO
SON
OND
NDJ
DJF
Season
Fig. 1 Total percent variance in observed atmospheric conditions across the Sahel explained by oceanic versus terrestrial forcings in each season during
1982–2011. a precipitation and b 2-m air temperature. The lines (red: terrestrial forcings, blue: oceanic forcings) represent the multi-data set average, and
the shading represents the 10th and 90th percentiles of the multi-data set uncertainty range. Labels on the x axis stand for 3-month seasons, e.g., JFM for
January, February, and March. The inserted map in a shows the Sahel region (12˚ N–17˚ N, 20˚ W–40˚ E). The smaller multi-data set uncertainty range in
precipitation is apparently due to a greater number of datasets included in the analysis, compared to the temperature analysis. By randomly selecting two
out of the four precipitation datasets, the typical multi-data set uncertainty largely increases and is comparable with that of air temperature a
Ocean
70
60
50
Explained variance (%)
40
0
10N
20N
30N
40N
30 E
30
20
10
0
FMA
JFM
MAM
AMJ
MJJ
JJA
JAS
ASO
SON
OND
NDJ
DJF
Land
Precipitation
Season b
Explained variance (%)
70
60
50
40
30
20
10
0
Air temperature
FMA
JFM
MAM
AMJ
MJJ
JJA
JAS
ASO
SON
OND
NDJ
DJF
Season a b Season Season Fig. 1 Total percent variance in observed atmospheric conditions across the Sahel explained by oceanic versus terrestrial forcings in each season during
1982–2011. a precipitation and b 2-m air temperature. The lines (red: terrestrial forcings, blue: oceanic forcings) represent the multi-data set average, and
the shading represents the 10th and 90th percentiles of the multi-data set uncertainty range. Labels on the x axis stand for 3-month seasons, e.g., JFM for
January, February, and March. The inserted map in a shows the Sahel region (12˚ N–17˚ N, 20˚ W–40˚ E). The smaller multi-data set uncertainty range in
precipitation is apparently due to a greater number of datasets included in the analysis, compared to the temperature analysis. Results Terrestrial versus oceanic contributions to Sahel climate. According to GEFA, oceanic forcings largely overwhelm terres-
trial forcings on the observed variability in the Sahel’s regional
precipitation and air temperature, with the exception of the post-
monsoon season (SON), when vegetation feedbacks on local
precipitation appear to dominate (Fig. 1). The multi-data set,
average percent variance of Sahel precipitation explained by NATURE COMMUNICATIONS| 8: 1873
| DOI: 10.1038/s41467-017-02021-1| www.nature.com/naturecommunications 2 NATURE COMMUNICATIONS | DOI: 10.1038/s41467-017-02021-1 ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/s41467-017-02021-1 By randomly selecting two
out of the four precipitation datasets, the typical multi-data set uncertainty largely increases and is comparable with that of air temperature oceanic forcings is 22% on the annual mean (mainly from tropical
Pacific and tropical Atlantic SSTs), ranging from 4% in
September–November (SON) to 44% in July–September (JAS). Oceanic forcings impose a greater regulation on Sahel air tem-
perature, explaining 36% of the total variance on the annual mean
and ranging from 26% in SON to 53% in JAS. The explained
variance in precipitation by terrestrial forcings is 8% on the
annual mean and ranges from 0% in April-June (AMJ) to 18% in
August-October (ASO) and SON, which is comparable in mag-
nitude with their regulation of air temperature. SON is the only
season in which the land surface forcings dominate over oceanic
forcings, with land surface variability explaining 17.5–18.2%
among datasets of the total variance in precipitation. Indeed,
Sahel rainfall variability during SON of 1982–2010 is largely
successfully reconstructed by the GEFA-based prediction model
containing only terrestrial NDVI forcings, with a temporal cor-
relation of 0.79 between the multi-data set average predicted and
observed time series, compared with that of 0.81 using both SST
and NDVI forcings, and 0.56 using only SST forcings (Supple-
mentary Fig. 1b). In contrast to the late-to-post monsoon season
and consistent with previous model-based findings10, 12, the
monsoon rainfall over the Sahel during June–August is mostly
regulated by oceanic drivers with a temporal correlation between
the predicted and observed rainfall of 0.84 using only oceanic
forcings, compare with 0.88 using both oceanic and terrestrial
forcings (Supplementary Fig. 1a). oceanic forcings is 22% on the annual mean (mainly from tropical
Pacific and tropical Atlantic SSTs), ranging from 4% in
September–November (SON) to 44% in July–September (JAS). Oceanic forcings impose a greater regulation on Sahel air tem-
perature, explaining 36% of the total variance on the annual mean
and ranging from 26% in SON to 53% in JAS. The explained
variance in precipitation by terrestrial forcings is 8% on the
annual mean and ranges from 0% in April-June (AMJ) to 18% in
August-October (ASO) and SON, which is comparable in mag-
nitude with their regulation of air temperature. SON is the only
season in which the land surface forcings dominate over oceanic
forcings, with land surface variability explaining 17.5–18.2%
among datasets of the total variance in precipitation. NATURE COMMUNICATIONS | DOI: 10.1038/s41467-017-02021-1 NATURE COMMUNICATIONS | DOI: 10.1038/s41467-017-02021-1 Climatology (cm per month)
Climatology (g kg–1)
Climatology (kg m–2)
Response (cm per month σ–1
NDVI)
Response (cm per month σ–1
NDVI)
Response (g kg–1 σ–1
NDVI)
a
b
e
Climatology (W m–2)
Response (W m–2 σ–1
NDVI)
Response (fraction σ–1
NDVI)
Climatology (fraction)
d
f
c
ET
8.0
0.8
18
2.0
1.0
0.0
–1.0
–2.0
Response (kg m–2 σ–1
NDVI)
2.0
50
16
12
0.8
0.30
0.012
0.008
0.004
0.000
–0.004
0.20
0.10
0.00
–0.10
0.4
0.0
–0.4
–0.8
8
4
0
–4
30
20
10
–10
–20
–30
0
300
280
260
240
220
200
40
30
20
10
0
1.0
0.0
–1.0
–2.0
15
12
9
6
3
0
0.4
0.0
–0.4
–0.8
Season
6.0
4.0
2.0
0.0
JFM
FMA
MAM
AMJ
MJJ
JJA
JAS
ASO
SON
OND
NDJ
DJF
Season
JFM
FMA
MAM
AMJ
MJJ
JJA
JAS
ASO
SON
OND
NDJ
DJF
Season
JFM
FMA
MAM
AMJ
MJJ
JJA
JAS
ASO
SON
OND
NDJ
DJF
Season
JFM
FMA
MAM
AMJ
MJJ
JJA
JAS
ASO
SON
OND
NDJ
DJF
Season
JFM
FMA
MAM
AMJ
MJJ
JJA
JAS
ASO
SON
OND
NDJ
DJF
Season
JFM
FMA
MAM
AMJ
MJJ
JJA
JAS
ASO
SON
OND
NDJ
DJF
2-m specific humidity
Precipitable water
OLR
Precipitation
Wet day
frequency
Climatology (cm per month)
g. 2 Multi-data set observational moisture responses to positive local NDVI anomalies across the Sahel during 1982–2011. a evapotranspiration
2-m specific humidity, c precipitable water, d outgoing longwave radiation (OLR), e precipitation, and f frequency of wet days. In a–e, dots ind
tistically significant (p < 0.1) multi-data set average responses, referring to the right y-axis; open circles represent the 10th and 90th percentiles
ulti-data set responses, regardless of their statistical significance. In f, dots and open circles indicate significant and insignificant responses, respec
ng daily station precipitation data. Dashed lines indicate a response of zero. Bars indicate the multi-data set mean climatology of the response va
erring to the left y-axis. σNDVI in the units of the response variables refers to one standard deviation in the Sahel NDVI anomaly. Labels on the
xis stand for 3-month seasons, e.g., JFM for January, February, and March. NATURE COMMUNICATIONS | DOI: 10.1038/s41467-017-02021-1 The statistical significance is determined based on Monte Carlo boo
ting
RTICLE
NATURE COMMUNICATIONS | DOI: 10.1038/s41467-017-0 Climatology (cm per month)
Response (cm per month σ–1
NDVI)
a
ET
8.0
0.8
0.4
0.0
–0.4
–0.8
Season
6.0
4.0
2.0
0.0
JFM
FMA
MAM
AMJ
MJJ
JJA
JAS
ASO
SON
OND
NDJ
DJF Climatology (g kg–1)
Response (g kg–1 σ–1
NDVI)
b
18
2.0
1.0
0.0
–1.0
–2.0
15
12
9
6
3
0
Season
JFM
FMA
MAM
AMJ
MJJ
JJA
JAS
ASO
SON
OND
NDJ
DJF
2-m specific humidity b Climatology (kg m–2)
c
Response (kg m–2 σ–1
NDVI)
2.0
50
40
30
20
10
0
1.0
0.0
–1.0
–2.0
Season
JFM
FMA
MAM
AMJ
MJJ
JJA
JAS
ASO
SON
OND
NDJ
DJF
Precipitable water Climatology (W m–2)
Response (W m–2 σ–1
NDVI)
d
30
20
10
–10
–20
–30
0
300
280
260
240
220
200
Season
JFM
FMA
MAM
AMJ
MJJ
JJA
JAS
ASO
SON
OND
NDJ
DJF
OLR d d c Climatology (W m–2) Season Season Response (cm per month σ–1
NDVI)
e
Response (fraction σ–1
NDVI)
Climatology (fraction)
f
16
12
0.8
0.30
0.012
0.008
0.004
0.000
–0.004
0.20
0.10
0.00
–0.10
0.4
0.0
–0.4
–0.8
8
4
0
–4
Season
JFM
FMA
MAM
AMJ
MJJ
JJA
JAS
ASO
SON
OND
NDJ
DJF
Season
JFM
FMA
MAM
AMJ
MJJ
JJA
JAS
ASO
SON
OND
NDJ
DJF
Precipitation
Wet day
frequency
Climatology (cm per month) Response (fraction σ–1
NDVI)
Climatology (fraction)
f
0.30
0.012
0.008
0.004
0.000
–0.004
0.20
0.10
0.00
–0.10
Season
JFM
FMA
MAM
AMJ
MJJ
JJA
JAS
ASO
SON
OND
NDJ
DJF
Wet day
frequency Response (cm per month σ–1
NDVI)
e
16
12
0.8
0.4
0.0
–0.4
–0.8
8
4
0
–4
Season
JFM
FMA
MAM
AMJ
MJJ
JJA
JAS
ASO
SON
OND
NDJ
DJF
Precipitation
Climatology (cm per month) f e Climatology (cm per month) Response (cm per month σ–1
NDVI) Response (fraction σ–1
NDVI) Climatology (fraction) Climatology (frac Season Season Season Fig. 2 Multi-data set observational moisture responses to positive local NDVI anomalies across the Sahel during 1982–2011. a evapotranspiration (ET),
b 2-m specific humidity, c precipitable water, d outgoing longwave radiation (OLR), e precipitation, and f frequency of wet days. NATURE COMMUNICATIONS | DOI: 10.1038/s41467-017-02021-1 Measurement errors, which have
been partly accounted for in the analysis, potentially contribute to
this residual explained variance as well. In contrast to the g
y
g
The contribution from each oceanic and terrestrial forcing on
individual drought and pluvial cases can be decomposed by
GEFA. For example, during 1984 (Supplementary Fig. 2a, b),
which was the driest year in the Sahel during 1982–2011, an
anomalously dry monsoon was favored by the Atlantic and
Indian SST anomalies, as well as anomalously sparse vegetation
cover in the Sahel, West African monsoon region, and Horn of
Africa. This drought continued during the post-monsoon season,
mainly driven by the anomalies in Sahel vegetation cover. As
another example, during 1999 (Supplementary Fig. 2c, d), which NATURE COMMUNICATIONS| 8: 1873
| DOI: 10.1038/s41467-017-02021-1| www.nature.com/naturecommunications 3 ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/s41467-017-02021-1 This proposed link
between an anomalously wet and extended monsoon season is
supported by a temporal correlation of 0.58 between the observed
detrended JJA rainfall and September rainfall anomalies over the
Sahel during 1901–2014. previous
observational
study
based
on
Granger
causality
analysis25, the current GEFA-based analysis includes both nearby
and remote oceanic forcings and considers multiple observational
datasets, thereby providing a more convincing quantification of
oceanic versus terrestrial contributions to Sahel rainfall varia-
bility. Furthermore, by considering both nearby and remote
oceanic impacts, the GEFA-based assessment of oceanic versus
terrestrial contributions is directly comparable with previous
modeling studies that modify global SSTs through dynamical
experiments10, 12. Vegetation-climate feedbacks in the Sahel. The observational
analysis verifies the proposed positive vegetation-rainfall feedback
across the Sahel from prior modeling studies6, 10, 12, 13 and
regression-based observational studies23–26. However, the feed-
back is seemingly confined to the post-monsoon autumn season
and largely due to a moisture recycling mechanism (Fig. 2). Positive NDVI anomalies favor enhanced ET, precipitable water,
convective activity [reduced outgoing longwave radiation (OLR)],
and total precipitation amount, indicative of amplified moisture
recycling. The positive vegetation-rainfall feedback in the Sahel is
confirmed with station rainfall observations (Supplementary
Fig. 4a) and regional downscaling of global reanalysis (Supple-
mentary Note 1, Supplementary Fig. 5a). The ET and precipita-
tion responses are of comparable magnitude in SON, namely
+0.43 (0.40–0.44 among data sets) cm month−1 per standard
deviation of NDVI anomalies (σ−1NDVI) and +0.49 (0.48–0.50
among data sets) cm month−1 σ−1NDVI, respectively, implying the
dominance of the moisture recycling mechanism underlying the
positive vegetation-rainfall feedback in the post-monsoon season
across the Sahel (Fig. 2a, e). Vegetation imposes a greater influ-
ence on the frequency, rather than intensity, of convective activity
across the Sahel, consistent with previous observational findings
regarding enhanced probability of afternoon precipitation in
eastern United States and Mexico by high evaporation39. Speci-
fically, the increase in precipitation amount of +7.7 (7.5–7.9 The observational analysis here, focused on the seasonal to
interannual time scale, challenges the proposed classic albedo-
based mechanism6 for Sahel vegetation feedbacks. Low-level
cooling (due to increased ET and latent heat flux and thus
decreased Bowen ratio), weakened lapse rate (Fig. NATURE COMMUNICATIONS | DOI: 10.1038/s41467-017-02021-1 In a–e, dots indicate
statistically significant (p < 0.1) multi-data set average responses, referring to the right y-axis; open circles represent the 10th and 90th percentiles of the
multi-data set responses, regardless of their statistical significance. In f, dots and open circles indicate significant and insignificant responses, respectively,
using daily station precipitation data. Dashed lines indicate a response of zero. Bars indicate the multi-data set mean climatology of the response variable,
referring to the left y-axis. σNDVI in the units of the response variables refers to one standard deviation in the Sahel NDVI anomaly. Labels on the
x-axis stand for 3-month seasons, e.g., JFM for January, February, and March. The statistical significance is determined based on Monte Carlo bootstrap
testing NATURE COMMUNICATIONS| 8: 1873
| DOI: 10.1038/s41467-017-02021-1| www.nature.com/naturecommunications 4 NATURE COMMUNICATIONS | DOI: 10.1038/s41467-017-02021-1 ARTICLE among data sets) % σ−1NDVI during SON is largely due to a +7.8%
σ−1NDVI increase in precipitation frequency, with minimal
response in precipitation event intensity to NDVI anomalies
(Fig. 2e, f). A likely explanation for the differential response in
precipitation frequency versus intensity is that the surface tur-
bulent flux partitioning, associated with the vegetation and soil
moisture anomalies, shifts the local atmosphere from a non-
convective to convective state, while other broad-scale controls,
such as free tropospheric moisture content or large-scale moisture
convergence, largely determine the rainfall intensity40. Further-
more, positive NDVI anomalies favor a higher frequency of
moderately low OLR days in the Sahel (not shown), implying that
anomalously enhanced vegetation growth supports an increased
chance of moderate-intensity convective events. Although the
GEFA-based analysis agrees with previous regression-based
analyses on the existence of a positive vegetation-rainfall feed-
back in the Sahel, the statistical vegetation index analysis con-
cluded that the vegetation feedback peaks during the monsoon
season23, rather than the post-monsoon season as identified by
GEFA. A potential reason for this inconsistent conclusion is that
the regression-based analysis failed to account for the oceanic
impacts, which peak during the monsoon season (Fig. 1) and
likely bias the estimated vegetation impacts. The identified posi-
tive vegetation-rainfall feedback in the Sahel during the late-to-
post monsoon season suggests that an anomalous wet monsoon
tends to persist longer, since enhanced vegetation growth and wet
soil associated with anomalously abundant rainfall likely cause an
extended monsoon season over the Sahel. NATURE COMMUNICATIONS | DOI: 10.1038/s41467-017-02021-1 3a), higher Climatology (°C)
Response (°C σ–1
NDVI)
Regression (fraction σ–
NDVI)
a
b
Evergreen broadleaf
Shrublands
Grasslands
Savannas
Woody Savannas
Air temperature
33.0
0.40
0.040
0.020
0.000
–0.020
–0.040
0.20
0.00
–0.20
–0.40
30.0
27.0
24.0
21.0
Surface albedo
Season
JFM
FMA
MAM
AMJ
MJJ
JJA
JAS
ASO
SON
OND
NDJ
DJF
Season
JFM
FMA
MAM
AMJ
MJJ
JJA
JAS
ASO
SON
OND
NDJ
DJF
Fig. 3 Observed local energy responses to Sahel NDVI anomalies during 1982–2011. a surface air temperature and b temporal regression coefficient of
monthly surface albedo upon standardized NDVI anomalies, averaged by biome type. In a, dots indicate statistically significant (p < 0.1, based on Monte
Carlo bootstrap test) multi-data set average responses, referring to the right y axis; open circles represent the 10th and 90th percentiles of the multi-data
set responses, regardless of their statistical significance; the dashed line indicates a response of zero; bars indicate the multi-data set mean climatology of
the response variable, referring to the left y axis. In b, filled dots indicate statistically significant (p < 0.1) correlations, according to the Student’s t-test; the
size of the circles and thickness of lines denote the annual abundance of the corresponding biome across the Sahel, which is based on the remotely sensed
land cover type from the International Satellite Land Surface Climatology Project (ISLSCP) initiative II International Geosphere-Biosphere Project (IGBP)
DISCover and Simple Biosphere (SiB) Land Cover data set. The surface albedo is from the Global Land Surface Satellites data set66. In both a and b, labels
on the x axis stand for 3-month seasons, e.g., JFM for January, February, and March Climatology (°C)
Response (°C σ–1
NDVI)
a
Air temperature
33.0
0.40
0.20
0.00
–0.20
–0.40
30.0
27.0
24.0
21.0
Season
JFM
FMA
MAM
AMJ
MJJ
JJA
JAS
ASO
SON
OND
NDJ
DJF Regression (fraction σ–
NDVI)
b
Evergreen broadleaf
Shrublands
Grasslands
Savannas
Woody Savannas
0.040
0.020
0.000
–0.020
–0.040
Surface albedo
Season
JFM
FMA
MAM
AMJ
MJJ
JJA
JAS
ASO
SON
OND
NDJ
DJF b a Regression (fraction σ–
NDVI) Season Season Season Season Fig. 3 Observed local energy responses to Sahel NDVI anomalies during 1982–2011. a surface air temperature and b temporal regression coefficient of
monthly surface albedo upon standardized NDVI anomalies, averaged by biome type. NATURE COMMUNICATIONS | DOI: 10.1038/s41467-017-02021-1 In a, dots indicate statistically significant (p < 0.1, based on Monte
Carlo bootstrap test) multi-data set average responses, referring to the right y axis; open circles represent the 10th and 90th percentiles of the multi-data
set responses, regardless of their statistical significance; the dashed line indicates a response of zero; bars indicate the multi-data set mean climatology of
the response variable, referring to the left y axis. In b, filled dots indicate statistically significant (p < 0.1) correlations, according to the Student’s t-test; the
size of the circles and thickness of lines denote the annual abundance of the corresponding biome across the Sahel, which is based on the remotely sensed
land cover type from the International Satellite Land Surface Climatology Project (ISLSCP) initiative II International Geosphere-Biosphere Project (IGBP)
DISCover and Simple Biosphere (SiB) Land Cover data set. The surface albedo is from the Global Land Surface Satellites data set66. In both a and b, labels
on the x axis stand for 3-month seasons, e.g., JFM for January, February, and March Fig. 3 Observed local energy responses to Sahel NDVI anomalies during 1982–2011. a surface air temperature and b temporal regression coefficient of
monthly surface albedo upon standardized NDVI anomalies, averaged by biome type. In a, dots indicate statistically significant (p < 0.1, based on Monte
Carlo bootstrap test) multi-data set average responses, referring to the right y axis; open circles represent the 10th and 90th percentiles of the multi-data
set responses, regardless of their statistical significance; the dashed line indicates a response of zero; bars indicate the multi-data set mean climatology of
the response variable, referring to the left y axis. In b, filled dots indicate statistically significant (p < 0.1) correlations, according to the Student’s t-test; the
size of the circles and thickness of lines denote the annual abundance of the corresponding biome across the Sahel, which is based on the remotely sensed
land cover type from the International Satellite Land Surface Climatology Project (ISLSCP) initiative II International Geosphere-Biosphere Project (IGBP)
DISCover and Simple Biosphere (SiB) Land Cover data set. The surface albedo is from the Global Land Surface Satellites data set66. NATURE COMMUNICATIONS | DOI: 10.1038/s41467-017-02021-1 In both a and b, labels
on the x axis stand for 3-month seasons, e.g., JFM for January, February, and March 5 NATURE COMMUNICATIONS| 8: 1873
| DOI: 10.1038/s41467-017-02021-1| www.nature.com/naturecommunications ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/s41467-017-02021-1 Climatology (kg m–2 per month)
Response (kg m–2 per month σ–1
NDVI)
a
–60
–36
–12
12
36
60
Dust concentration
Dust emission (% mean σ–1
NDVI)
>0
–0.12
–0.04
0.04
0.12
b
Bodélé
Station dust frequency (fraction σ–1
NDVI)
Season
8.0
0.60
0.40
30 N
1.5
Dust transport (kg m m–2 σ–1 NDVI)
20 N
10 N
0
10 S
30 W
0
30 E
0.20
0.00
–0.20
–0.40
6.0
4.0
2.0
0.0
JFM
FMA
MAM
AMJ
MJJ
JJA
JAS
ASO
SON
OND
NDJ
DJF
Fig. 4 Observed dust responses to negative Sahel NDVI anomalies and corresponding dry soil anomalies during 1982–2011. a total dust emission (bars:
climatology, referring to the left y axis; dots and open circles: significant (p < 0.1 based on Monte Carlo bootstrap test) and insignificant responses,
respectively, referring to the right y axis). In a, labels on the x axis stand for 3-month seasons, e.g., JFM for January, February, and March. b spatial pattern
of GEFA responses in dust emission (% climatology σNDVI−1, green-brown color), column dust concentration (kg m−2 σNDVI−1, stitching and hatching),
column dust transport (kg m−1 per month σNDVI−1, vector), and regional dust frequency (defined in Methods section, fraction σNDVI−1, circles in blue-red
color) in September-November. Only statistical significant (p < 0.1) responses are shown in b, according to the Monte Carlo bootstrap test. Open circles in
b represent stations with insignificant responses in dust frequency Climatology (kg m–2 per month)
2
1
a
Season
8.0
0.60
0.40
0.20
0.00
–0.20
–0.40
6.0
4.0
2.0
0.0
JFM
FMA
MAM
AMJ
MJJ
JJA
JAS
ASO
SON
OND
NDJ
DJF –60
–36
–12
12
36
60
Dust concentration
Dust emission (% mean σ–1
NDVI)
>0
–0.12
–0.04
0.04
0.12
b
Bodélé
Station dust frequency (fraction σ–1
NDVI)
30 N
1.5
Dust transport (kg m m–2 σ–1 NDVI)
20 N
10 N
0
10 S
30 W
0
30 E b a Season Fig. 4 Observed dust responses to negative Sahel NDVI anomalies and corresponding dry soil anomalies during 1982–2011. NATURE COMMUNICATIONS | DOI: 10.1038/s41467-017-02021-1 6c), however, suggests that both the albedo
and roughness mechanisms are swamped by the dominant
moisture recycling feedback mechanism in the Sahel on seasonal
to interannual time scales. However, at long time scales associated
with land use change, the albedo impact might be significantly
more important if pronounced grass–desert conversion or soil
degradation occurs. The surface cooling and weakened surface
wind speed associated with positive NDVI anomalies are
confirmed with station observations (Supplementary Fig. 4b, c)
and regional downscaling of global reanalysis (Supplementary
Note 1, Supplementary Fig. 5b–d) in terms of both sign and
magnitude. surface pressure, and anomalous lower-tropospheric to mid-
tropospheric subsidence (Supplementary Fig. 6) in response to
positive NDVI anomalies support an active stability mechanism,
consistent with findings in the regional modeling study regarding
the impacts of vegetation cover on heat and moisture fluxes over
the Sahel and West African monsoon region41. The increased
atmospheric stability in response to positive NDVI anomalies,
although swamped by the moisture recycling mechanism, is
counter to the dynamic responses expected through the classic
vegetation-albedo feedback mechanism. During autumn, positive
NDVI anomalies trigger modest declines in surface albedo,
confined to the savanna, woody savanna, and broadleaf evergreen
forest portions of the Sahel (Fig. 3b), consistent with previous
model-based findings42. However, the magnitudes of the albedo
anomalies, on the order of 0.01–0.02 σ−1NDVI, are too small,
compared with the imposed change in surface albedo of 0.21
applied in the pioneering experiments of Charney6, to trigger the
instability responses necessary for the albedo-based positive
vegetation-rainfall feedback. The albedo responses are trivial over
the more widespread grasslands or shrublands of the Sahel,
probably because the seasonal to interannual time scale is too
short for the grass-desert or shrub-desert conversions proposed
by Charney6. There is observed evidence of a weak vegetation
roughness mechanism43, with slightly diminished 10-m wind
speed on the order of −0.05 (−0.04 to −0.08 among data sets) m s
−1 σ−1NDVI during July–September, in response to positive NDVI
anomalies (Supplementary Fig. 6a). The lack of anomalous
ascending motion in response to enhanced vegetation abundance
(Supplementary Fig. 6c), however, suggests that both the albedo
and roughness mechanisms are swamped by the dominant
moisture recycling feedback mechanism in the Sahel on seasonal
to interannual time scales. However, at long time scales associated
with land use change, the albedo impact might be significantly
more important if pronounced grass–desert conversion or soil
degradation occurs. NATURE COMMUNICATIONS | DOI: 10.1038/s41467-017-02021-1 a total dust emission (bars:
climatology, referring to the left y axis; dots and open circles: significant (p < 0.1 based on Monte Carlo bootstrap test) and insignificant responses,
respectively, referring to the right y axis). In a, labels on the x axis stand for 3-month seasons, e.g., JFM for January, February, and March. b spatial pattern
of GEFA responses in dust emission (% climatology σNDVI−1, green-brown color), column dust concentration (kg m−2 σNDVI−1, stitching and hatching),
column dust transport (kg m−1 per month σNDVI−1, vector), and regional dust frequency (defined in Methods section, fraction σNDVI−1, circles in blue-red
color) in September-November. Only statistical significant (p < 0.1) responses are shown in b, according to the Monte Carlo bootstrap test. Open circles in
b represent stations with insignificant responses in dust frequency surface pressure, and anomalous lower-tropospheric to mid-
tropospheric subsidence (Supplementary Fig. 6) in response to
positive NDVI anomalies support an active stability mechanism,
consistent with findings in the regional modeling study regarding
the impacts of vegetation cover on heat and moisture fluxes over
the Sahel and West African monsoon region41. The increased
atmospheric stability in response to positive NDVI anomalies,
although swamped by the moisture recycling mechanism, is
counter to the dynamic responses expected through the classic
vegetation-albedo feedback mechanism. During autumn, positive
NDVI anomalies trigger modest declines in surface albedo,
confined to the savanna, woody savanna, and broadleaf evergreen
forest portions of the Sahel (Fig. 3b), consistent with previous
model-based findings42. However, the magnitudes of the albedo
anomalies, on the order of 0.01–0.02 σ−1NDVI, are too small,
compared with the imposed change in surface albedo of 0.21
applied in the pioneering experiments of Charney6, to trigger the
instability responses necessary for the albedo-based positive
vegetation-rainfall feedback. The albedo responses are trivial over
the more widespread grasslands or shrublands of the Sahel,
probably because the seasonal to interannual time scale is too
short for the grass-desert or shrub-desert conversions proposed
by Charney6. There is observed evidence of a weak vegetation
roughness mechanism43, with slightly diminished 10-m wind
speed on the order of −0.05 (−0.04 to −0.08 among data sets) m s
−1 σ−1NDVI during July–September, in response to positive NDVI
anomalies (Supplementary Fig. 6a). The lack of anomalous
ascending motion in response to enhanced vegetation abundance
(Supplementary Fig. NATURE COMMUNICATIONS| 8: 1873
| DOI: 10.1038/s41467-017-02021-1| www.nature.com/naturecommunications NATURE COMMUNICATIONS | DOI: 10.1038/s41467-017-02021-1 The surface cooling and weakened surface
wind speed associated with positive NDVI anomalies are
confirmed with station observations (Supplementary Fig. 4b, c)
and regional downscaling of global reanalysis (Supplementary
Note 1, Supplementary Fig. 5b–d) in terms of both sign and
magnitude The observational GEFA analysis further verifies that dimin-
ished vegetation growth and accompanying dry soils across the
Sahel lead to enhanced dust emissions and dust storm activity
during the mid- to post-monsoon season (Fig. 4a), as suggested
by previous correlation-based observational studies44. In addition,
the current observational analysis reveals the remote impacts of
Sahel vegetation and soil moisture on dust concentration over the
tropical Atlantic Ocean. The enhancement in dust emissions is
most pronounced across the southern boundary of North Africa’s
major dust source regions within the Sahel, including the Bodélé
Depression45, where dust emissions increase by more than 60%
during SON in response to a negative NDVI anomaly on the
order of one standard deviation (Fig. 4b). These enhanced
emissions across the Sahel support increased southwestward dust
transport and thus elevated surface and column dust concentra-
tions, as well as greater frequency of dust days according to
station observations (defined in Methods section), across tropical
and subtropical North Africa and the eastern tropical Atlantic
Ocean (Fig. 4b). This observed vegetation-dust feedback acts as a
potential secondary mechanism for the positive vegetation-
rainfall feedback in the Sahel, as proposed by previous modeling
studies46, 47, given the direct effects of dust aerosols that cause
low-level cooling and atmospheric stabilization, and the indirect
radiative effects of dust aerosols that increase the number of cloud
condensation nuclei and inhibit precipitation efficiency. The current study presents the first convincing observational
evidence for the model-hypothesized positive vegetation-rainfall
feedbacks in the Sahel, by successfully isolating terrestrial
feedbacks from oceanic drivers and systematically examining
multiple observational datasets in order to quantify observational
uncertainty in feedback response estimates. The identification of
key oceanic and terrestrial drivers will aid in successful seasonal
predictions of regional climate in Sahel, a region that is highly
vulnerable to hydrological extremes. Future projections of Sahel rainfall, in response to the
anthropogenically enhanced greenhouse effect, remain highly
uncertain in terms of both sign and magnitude within phases
three and five of the Coupled Model Intercomparison Project
(CMIP3 and CMIP5)1, 14, 15, 48, 49. Indeed, the Sahel is one of the
most uncertain regions for rainfall projections worldwide. Methods
GEFA
d In this way, the number of forcings to be
assessed by GEFA decreases, thereby allowing more reliable estimates of the
feedbacks associated with the remaining, significant forcings. The length of data
needed to obtain reliable seasonal estimates of the feedback matrix (B), such that
GEFA can capture the seasonal cycle of area-average responses for most variables,
including ET, surface air temperature, planetary boundary layer height, surface
specific humidity, surface wind, and rainfall32, with a temporal correlation of at
least 0.8 (N = 12 months) with the dynamical experiments, is reduced to about 30
years by applying this stepwise selection procedure32. B ¼ CAOðτÞ C1
OOðτÞ:
ð4Þ ð4Þ The estimated feedback matrix represents the instantaneous influence of slowly-
evolving oceanic and terrestrial variables on an atmospheric variable. In theory, the
estimate of B does not depend on τ, but due to insufficient L, the sampling error
always increases with greater τ, resulting in unrealistic estimates of the magnitude
of the feedback response at large τ. On the basis of the GEFA evaluation work
within CESM31, 32, larger τ leads to deteriorating magnitude estimates of the
oceanic and terrestrial feedbacks compared to the dynamical experiments,
especially with shorter data records that are comparable in length with most
observational data sets. Therefore, τ is assigned to be one month in the current
observational analysis. g
g
g
g g
contribution to the variability of the atmospheric variable and can subsequently
remain excluded from the forcing matrix. In this way, the number of forcings to be
assessed by GEFA decreases, thereby allowing more reliable estimates of the
feedbacks associated with the remaining, significant forcings. The length of data
needed to obtain reliable seasonal estimates of the feedback matrix (B), such that
GEFA can capture the seasonal cycle of area-average responses for most variables,
including ET, surface air temperature, planetary boundary layer height, surface
specific humidity, surface wind, and rainfall32, with a temporal correlation of at
least 0.8 (N = 12 months) with the dynamical experiments, is reduced to about 30
years by applying this stepwise selection procedure32. y
In the current study, the GEFA forcing matrix is comprised of the leading two
SST EOF modes from eight non-overlapping basins, area-average Mediterranean
SSTs (Supplementary Fig. Methods
GEFA
d GEFA and stepwise selection. In the current study, a multivariate statistical
method, GEFA, is used to study the oceanic and terrestrial regulators of the Sahel’s
climate. The statistical GEFA approach extracts the forcing of a slowly-evolving
environmental variable, such as SST or NDVI, on the rapidly-evolving atmosphere,
either in climate model output or observational data. The GEFA methodology29,
based on stochastic climate theory50, addresses the local and non-local feedbacks
simultaneously, which is critical given that vegetation and SST anomalies can affect
atmospheric conditions both locally and remotely19, 50, 51. GEFA can largely
separate the individual impacts of different ocean basins and vegetated regions on
climate in select regions. For example, GEFA’s capability of extracting the oceanic
and terrestrial impacts on North American regional climate was previously
demonstrated using the NCAR Community Climate System Model Version 3.519,
30. In particular, GEFA’s reliability in isolating the oceanic and land surface
feedbacks on the North African climate was successfully demonstrated by com-
paring the statistical assessments with dynamical experiments in CESM31, 32. In the
GEFA validation regarding the assessed terrestrial impacts on North African cli-
mate, the statistically assessed atmospheric responses were evaluated against those
assessed from two ensembles of dynamical experiments developed for the Sahel or
West African Monsoon (WAM) region, i.e., EXPLAI, in which regional leaf area
index (LAI) was modified, and EXPSOIL, in which regional LAI and soil moisture
were modified together during winter-spring, motivated by the strong soil
moisture-LAI coupling across the Sahel and the WAM region in CESM. g
g
g
p
g
determined through rotated EOF analysis of detrended monthly remotely sensed
NDVI anomalies. Regional average responses are obtained by applying GEFA to
the atmospheric fields averaged across the Sahel (12˚ N–17˚ N, 20˚ W–40˚ E). The
analysis is performed for 1982–2011. Before applying GEFA, the seasonal cycle and
linear trend are removed from all forcing and response fields. The statistical
significance of GEFA feedback matrices is assessed using the Monte Carlo
bootstrap method with 1000 random iterations in which the time series of the
response variable is scrambled30. In order to achieve sufficient length of data and
obtain reliable estimates of the feedback matrices (explained later), seasonal
feedbacks are estimated by aggregating data from the consecutive three months so
that the effective sample size is three times the number of years, or 90 months. Methods
GEFA
d p
y
The short duration of the remotely sensed NDVI record, covering about three
decades, remains a challenge to the application of GEFA to understand land-
atmosphere feedbacks, especially when simultaneously considering numerous
potential forcings. In order to obtain reliable seasonal estimates of the feedback
matrix (B) in terms of about 20 forcings (17 SST fields and 3 NDVI fields) for the
Sahel, at least 100 years of data is needed for most response variables so that GEFA
can accurately capture the seasonal cycle of area-average seasonal responses with a
temporal correlation of 0.8 or greater (N = 12 months) with the dynamical
experiments, which are regarded as the truth and provide a benchmark for GEFA
evaluation32. In order to minimize the sampling error associated with relatively
short datasets, it is necessary to reduce the number of forcings under consideration
before estimating the feedback matrix. Here negligible forcings for the Sahel are
eliminated using a backward-selection stepwise method58, which compares the
relative contribution from each forcing to the atmospheric variability and retains
the truly important ones as predictors through an automated procedure. Stepwise
selection has been widely applied to predictor selection in developing linear
prediction models for the climate or ecosystems59, 60. Akaike information criterion
(AIC)61, which measures the relative quality of a statistical model by estimating the
goodness of fit and penalizing the complexity of the model (number of predictors),
is used as the criterion in the stepwise selection. 30. In particular, GEFA’s reliability in isolating the oceanic and land surface
feedbacks on the North African climate was successfully demonstrated by com-
paring the statistical assessments with dynamical experiments in CESM31, 32. In the
GEFA validation regarding the assessed terrestrial impacts on North African cli-
mate, the statistically assessed atmospheric responses were evaluated against those
assessed from two ensembles of dynamical experiments developed for the Sahel or
West African Monsoon (WAM) region, i.e., EXPLAI, in which regional leaf area
index (LAI) was modified, and EXPSOIL, in which regional LAI and soil moisture
were modified together during winter-spring, motivated by the strong soil
moisture-LAI coupling across the Sahel and the WAM region in CESM. p
g
g
At time scales longer than the atmospheric memory (about 1 week), the
atmospheric variable (e.g. precipitation) at time t, A(t), can be expressed as the sum
of feedback responses to an array of slowly-evolving variables (e.g. Methods
GEFA
d SST, NDVI),
O(t), and the atmospheric internal noise, N(t)29: A tð Þ ¼ B O tð Þ þ NðtÞ;
ð1Þ ð1Þ where B is the feedback matrix. Right multiplying OT(t-τ) on both sides of equation
(1) and applying the covariance yield: CAO τð Þ ¼ B COO τð Þ þ CNOðτÞ;
ð2Þ ð2Þ AIC ¼ 2 ´ Nf 2 ´ ln ^L
;
ð5Þ ð5Þ AIC ¼ 2 ´ Nf 2 ´ ln ^L
; where τ is the time scale, exceeding the atmospheric adjustment time, and C(τ)
represents a covariance matrix at lag τ. Given the time series’ length L of the
atmospheric and oceanic variables, the lagged covariance matrices are estimated as: ^L ¼ L
2 ln
X
L
t¼1
^A tð Þ A tð Þ
2=L
! þ C1;
ð6Þ ð6Þ CAO τð Þ ¼ 1
L A tð ÞOT t τ
ð
Þ; COO τð Þ ¼ 1
L O tð ÞOT t τ
ð
Þ; CNO τð Þ ¼ 1
L N tð ÞOT t τ
ð
Þ:
ð3Þ ð3Þ ^AðtÞ ¼ B OðtÞ:
ð7Þ ^AðtÞ ¼ B OðtÞ: ð7Þ The superscript T indicates a transposed matrix. Since oceanic or terrestrial
variability cannot be forced by an atmospheric internal noise at a later time, and
the atmospheric internal noise is not affected by oceanic or terrestrial variability by
definition in equation (1), CNO(τ) = 0, which results in an estimate of the feedback
matrix as: In equation (5), Nf represents the number of forcings in the forcing matrix, and
^L stands for the maximized likelihood function of the statistical model in (1), which
represents the goodness of fit of the statistical model in (1) with the B matrix
obtained from equation (4) and is estimated by equations (6) and (7), based on the
linear theory62. In equation (6), L is the length of the data record, and C1 is a
constant independent of the statistical model. In equation (7), ^AðtÞ stands for the
predicted atmospheric condition at time t, based on equation (1). If AIC does not
increase after removing a select forcing, then this forcing has negligible
contribution to the variability of the atmospheric variable and can subsequently
remain excluded from the forcing matrix. ARTICLE ARTICLE forcing matrix. The purpose of performing GEFA in truncated SST EOF space is to
reduce the sampling error from highly correlated forcing fields51, 52. Past studies
have suggested the potential impacts of SST variability across a vast multitude of
ocean basins, including the tropical Pacific (TP)3, 53, North Pacific (NP), tropical
Atlantic (TA)5, 53–55, tropical Indian (TI)53, 56, North Atlantic (NA)1, 54, South
Pacific (SP)3, South Indian (SI)3, South Atlantic (SA)3, and Mediterranean Sea57,
on Sahel rainfall. Moreover, for most basins, the leading two EOF modes have clear
physical meanings, such as ENSO, Indian Ocean Basin Mode, and Atlantic Niño
mode. In terms of terrestrial forcings, the Sahel, WAM region, and HOA represent
unique North African landscapes, i.e. mainly savanna and grasslands across the
Sahel, savanna and woody savanna across the WAM region, and shrubs and bare
ground across the HOA. In order to obtain reliable estimates of vegetation
feedbacks in the Sahel, land forcings that are moderately-to-highly correlated with
NDVI in the Sahel, such as NDVI in the WAM and HOA, also need to be included
in the forcing matrix32. The geographic extent of the three ecoregions is
determined through rotated EOF analysis of detrended monthly remotely sensed
NDVI anomalies. Regional average responses are obtained by applying GEFA to
the atmospheric fields averaged across the Sahel (12˚ N–17˚ N, 20˚ W–40˚ E). The
analysis is performed for 1982–2011. Before applying GEFA, the seasonal cycle and
linear trend are removed from all forcing and response fields. The statistical
significance of GEFA feedback matrices is assessed using the Monte Carlo
bootstrap method with 1000 random iterations in which the time series of the
response variable is scrambled30. In order to achieve sufficient length of data and
obtain reliable estimates of the feedback matrices (explained later), seasonal
feedbacks are estimated by aggregating data from the consecutive three months so
that the effective sample size is three times the number of years, or 90 months. further studies, the GEFA-based assessment of the key observed
oceanic and terrestrial drivers of North African regional climate
will serve as an observational benchmark for evaluating the
representation of ocean-land-atmosphere interactions within
state-of-the-art climate models as applied by the Intergovern-
mental Panel on Climate Change. This innovative approach will
foster model evaluation and development, along with the
formulation of process-based model performance metrics for
weighting future climate projections for the Sahel and reducing
associated uncertainty. NATURE COMMUNICATIONS | DOI: 10.1038/s41467-017-02021-1 In NATURE COMMUNICATIONS| 8: 1873
| DOI: 10.1038/s41467-017-02021-1| www.nature.com/naturecommunications 6 NATURE COMMUNICATIONS | DOI: 10.1038/s41467-017-02021-1 NATURE COMMUNICATIONS| 8: 1873
| DOI: 10.1038/s41467-017-02021-1| www.nature.com/naturecommunications calculated by The GEFA-based response is first obtained from each data
set, and then a probability distribution function (PDF) of the weighted-average
response of all datasets is generated by the Monte Carlo bootstrap approach with
1000 random iterations. With each iteration, weights are randomly generated from
a uniform distribution and assigned to the datasets in the order of their regional
reliability, with the highest weight assigned to the most reliable data set. On the
basis of the multi-data set PDF of the 1000 weighted averages, the multi-data set
average and uncertainty range of the responses to oceanic and terrestrial forcings
are obtained. The regional reliability of each observational data set across the Sahel
is evaluated based on the criteria outlined in Supplementary Tables 2–6, leading to
a practical ranking of all data sets, specifically for the Sahel, to be applied in the
Monte Carlo bootstrap approach7. 11. Clark, D. B., Xue, Y. K., Harding, R. J. & Valdes, P. J. Modeling the impact of
land surface degradation on the climate of tropical North Africa. J. Clim. 14,
1809–1822 (2001). 12. Wang, G., Eltahir, E. A. B., Foley, J. A., Pollard, D. & Levis, S. Decadal
variability of rainfall in the Sahel: results from the coupled GENESIS-IBIS
atmosphere-biosphere model. Clim. Dyn. 22, 625–637 (2004). 13. Foley, J. A., Coe, M. T., Scheffer, M. & Wang, G. Regime shifts in the Sahara
and Sahel: Interactions between ecological and climatic systems in Northern
Africa. Ecosystems 6, 524–532 (2003). 14. Giannini, A., Biasutti, M. & Verstraete, M. M. A climate model-based review of
drought in the Sahel: Desertification, the re-greening, and climate change. Glob. Planet Change. 64, 119–128 (2008). g
15. Giannini, A., Biasutti, M., Held, I. M. & Sobel, A. H. A global perspective on
African climate. Clim. Change 90, 359–383 (2008). g
16. Held, I. M., Delworth., T. L., Lu, J., Findell, K. & Knutson, T. R. Simulation of
Sahel drought in the 20th and 21st centuries. Proc. Natl Acad. Sci. USA 102,
17891–17896 (2005). 17. Scaife, A. A. et al. The CLIVAR C20C project: selected twentieth century
climate events. Clim. Dyn. 33, 603–614 (2009). Station dust observations and MERRA-2 dust reanalysis. Dust observations are
retrieved from the National Climatic Data Center (NCDC) hourly global and U.S. Integrated Surface hourly data set for 1982–2011 at 502 stations across North
Africa. calculated by 3. Folland, C. K., Palmer, T. N. & Parker, D. E. Sahel rainfall and worldwide sea
temperatures, 1901-85. Nature 320, 602–607 (1986). temperatures, 1901-85. Nature 320, 602–607 (1986). VO ¼ CAOA=VA; ð8Þ 4. Rowell, D. P., Folland, C. K., Maskell, K. & Ward, M. N. Variability of summer
rainfall over tropical North Africa (1906-92): observations and modeling. Quart. J. R. Meteorol. Soc. 121, 669–704 (1995). where CAOA is the covariance between the observed atmospheric time series (A)
and predicted atmospheric time series by oceanic forcings (AO), and VA is the
variance of the atmospheric time series. The predicted atmospheric time series is
reconstructed by 5. Giannini, A., Saravanan, R. & Change, P. Oceanic forcing of Sahel rainfall on
interannual to decadal time scales. Science 302, 1027–1030 (2003). 6. Charney, J. G. Dynamics of desert and drought in the Sahel. Quart. J. R. Meteorol. Soc. 101, 193–202 (1975). ð9Þ AO ¼ BO O; AO ¼ BO O;
ð9Þ 7. Charney, J. G., Quirk, W. J., Chow, S. H. & Kornfield, J. A comparative study of
the effects of albedo change on drought in semi-arid regions. J. Atmos. Sci. 34,
1366–1385 (1977). where BO is the GEFA feedback matrix when only oceanic forcings are included
in the forcing matrix, and O is the forcing matrix containing the oceanic forcings. The percentage of explained variance by terrestrial forcings is calculated similarly. 8. Shukla, J. & Mintz, Y. Influence of land-surface evapotranspiration on Earth’s
climate. Science 215, 1498–1501 (1982). 9. Xue, Y.-K. Biosphere feedback on regional climate in tropical North Africa. Quart. J. R. Meteorol. Soc. 123, 1483–1515 (1997). 10. Zeng, N., Neelin, J. D., Lau, K.-M. & Tucker, C. J. Enhancement of interdecadal
climate variability in the Sahel by vegetation interaction. Science 286,
1537–1540 (1999). Multi-data set bootstrapping method. Multiple observational, remote sensing,
and reanalysis datasets (Supplementary Table 1) are analyzed for the Sahel in the
GEFA framework. By applying the Monte Carlo bootstrapping approach63, the
potential impacts of observational measurement errors across data-limited North
Africa on estimated GEFA response fields are reduced. Furthermore, this approach
facilitates a reliable estimation of the multi-data set mean and quantification of
observational uncertainty in the GEFA-based atmospheric responses to oceanic
and terrestrial forcings. calculated by The MERRA-2 reanalysis of aerosols includes assimilation of bias
corrected Aerosol Optical Depth (AOD) from Advanced Very High Resolution
Radiometer (AVHRR) over ocean, Moderate Resolution Imaging 23. Los, L. O. et al. An observation-based estimate of the strength of rainfall-
vegetation interactions in the Sahel. Geophys. Res. Lett. 33, L–16402 (2006). 24. Lee, E., He, Y., Zhou, M. & Liang, J. Potential feedback of recent vegetation
changes on summer rainfall in the Sahel. Phys. Geography 36, 449–470
(2015). Spectroradiometer (MODIS) sensors on both Terra and Aqua satellites, Multi-
angle Imaging SpectroRadiometer (MISR) over bright surfaces and Aerosol Robotic
Network (AERONET) data. The vertical structure of MERRA-2 aerosol reanalysis
has been successfully validated using Cloud-Aerosol Lidar with Orthogonal
Polarization (CALIOP) data over a number of regions, including North Africa
during 200865. Furthermore, the MERRA-2 surface dust concentration reanalysis
exhibits similar seasonal cycle and interannual variability with the station dust
frequency across the Sahel (not shown). 25. He, Y. & Lee, E. Empirical relationships of sea surface temperature and
vegetation activity with summer rainfall variability over the Sahel. Earth Inter. 20, 6–23 (2016). 26. Green, J. K. et al. Regionally strong feedbacks between the atmosphere and
terrestrial biosphere. Nat. Geosci. 10, 1038 (2017). 27. Nicholson, S. E. The West African Sahel: A review of recent studies on the
rainfall regime and its interannual variability. ISRN Meteorol. 2013, 453521
(2013). Data availability. The data that support the findings of this study are available
from the corresponding authors upon request. 28. Biasutti, M., Held, I. M., Sobel, A. H. & Giannini, A. SST forcings and Sahel
rainfall variability in simulations of the twentieth and twenty-first centuries. J. Clim. 21, 3471–3486 (2008). Received: 14 April 2017 Accepted: 1 November 2017 Received: 14 April 2017 Accepted: 1 November 2017 29. Liu, Z., Wen, N. & Liu, Y. On the assessment of nonlocal climate feedback. Part
I: The Generalized Equilibrium Feedback Assessment. J. Clim. 21, 134–148
(2008). 30. Wang, F., Liu, Z. & Notaro, M. Extracting the dominant SST modes impacting
North America’s observed climate. J. Clim. 26, 5424–5452 (2013). 31. Wang, F. et al. Advancing a model-validated statistical method for
decomposing the key oceanic drivers of regional climate: Focus on North
African climate variability in CESM, J. Climate. https://doi.org/10.1175/JCLI-D-
17-0219.1 (2017). 2. Nicholson, S. E. Revised rainfall series for the West African subtropics. Mon.
Weather Rev. 107, 620–623 (1979). 1. Rodriguez-Fonseca, B. et al. Variability and predictability of West African
droughts: A review on the role of sea surface temperature anomalies. J. Clim.
28, 4034–4080 (2015). calculated by At each station, a dust day is defined as a day in which either dust/sand
storm or severe dust/sand storm is reported at least once, or dust suspension is
reported for at least a quarter of the total number of observations during the
daytime60, 64. Therefore, the dust day metric is a combined measure of the fre-
quency and intensity of dust activity. 18. Kucharski, F., Zeng, N. & Kalnay, E. A further assessment of vegetation
feedback on decadal Sahel rainfall variability. Clim. Dyn. 40, 1453 (2013). 19. Wang, F., Notaro, M., Liu, Z. & Chen, G. Observed local and remote influences
of vegetation on the atmosphere across North America using a model-validated
statistical technique that first excludes oceanic forcings. J. Clim. 27, 362–382
(2014). 20. Liu, Z., Notaro, M., Kutzbach, J. & Liu, N. Assessing global vegetation-climate
feedbacks from observations. J. Clim. 19, 787–814 (2006). Station observations are first gridded to a spatial resolution of 0.25˚ × 0.25˚. In
each grid cell, a regional dust day is defined if at least one station within that grid
cell indicates a dust day. Monthly dust frequency in each grid cell is calculated
when dust observations are available on more than half of the days during that
month, or otherwise left as a missing value. 21. O’Brien, K. L. Tropical deforestation and climate change. Prog. Phys. Geogr. 20,
311–335 (1996). 22. Notaro, M., Liu, Z. & Williams, J. W. Observed vegetation-climate feedbacks in
the United States. J. Clim. 19, 763–786 (2006). g
In addition to station dust observations, dust aerosol reanalysis from MERRA-2
is also analyzed. The MERRA-2 reanalysis of aerosols includes assimilation of bias
corrected Aerosol Optical Depth (AOD) from Advanced Very High Resolution
Radiometer (AVHRR) over ocean, Moderate Resolution Imaging
Spectroradiometer (MODIS) sensors on both Terra and Aqua satellites, Multi-
angle Imaging SpectroRadiometer (MISR) over bright surfaces and Aerosol Robotic
Network (AERONET) data. The vertical structure of MERRA-2 aerosol reanalysis
has been successfully validated using Cloud-Aerosol Lidar with Orthogonal
Polarization (CALIOP) data over a number of regions, including North Africa
during 200865. Furthermore, the MERRA-2 surface dust concentration reanalysis
exhibits similar seasonal cycle and interannual variability with the station dust
frequency across the Sahel (not shown). g
In addition to station dust observations, dust aerosol reanalysis from MERRA-2
is also analyzed. Methods
GEFA
d 7), and time series of area-average NDVI across the Sahel
(12˚ N–17˚ N, 20˚ W–40˚ E), WAM region (5˚ N–12˚ N, 20˚ W–30˚ E), and Horn
of Africa (HOA) (5˚ S–10˚ N, 30˚ E–52˚ E) (Supplementary Fig. 8). Higher order
SST EOF modes are less important, as evidenced by the trivial increase in total
explained variance by adding the third to fifth EOF modes of basin SSTs to the According to GEFA, the percent variance in a select response variable, as
explained by either an oceanic or terrestrial forcing, is calculated similarly
to the analysis of variance (ANOVA) approach in multiple linear regression62. For example, the percentage of explained variance by oceanic forcings, VO, is 7 7 NATURE COMMUNICATIONS| 8: 1873
| DOI: 10.1038/s41467-017-02021-1| www.nature.com/naturecommunications ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/s41467-017-02021-1 calculated by ARTICLE ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/s41467-017-02021-1 58. Hocking, R. R. The analysis and selection of variables in linear regression. Biometrics 32, 49 (1976). 33. Frederiksen, J. & Branstator, G. Seasonal variability of teleconnection patterns. J. Atmos. Sci. 62, 1346–1365 (2005). 34. Rowell, D. P. Teleconnections between the tropical Pacific and the Sahel. Quart. J. R. Meteor. Soc. 127, 1683–1706 (2001). 59. Yin, L. et al. What controls the interannual variation of the wet season onsets
over the Amazon? J. Geophys. Res. Atmos. 119, 2314–2328 (2014). 35. Joly, M. & Voldoire, A. Influence of ENSO on the West African monsoon:
Temporal aspects and atmospheric processes. J. Clim. 22, 3193–3210 (2009). 60. Yu, Y. et al. Climatic controls on the interannual to decadal variability in Saudi
Arabian dust activity: Toward the development of a seasonal dust prediction
model. J. Geophys. Res. Atmos. 120, 1739 (2015). p
p
p
p
36. Mohino, E. et al. Impacts of the tropical Pacific/Indian Oceans on the seasonal
cycle of the West African Monsoon. J. Clim. 24, 3878 (2011). p y
61. Akaike, H. A new look at the statistical model identification. IEEE Trans. Autom. Control 19, 716–723 (1974). cycle of the West African Monsoon. J. Clim. 24, 3878 (2011). 37. Latif, M. & Grotzner, A. The equatorial Atlantic oscillation and its response to
ENSO. Clim. Dyn. 16, 213–218 (2000). 62. Wonnacott, T. H. & Wonnacott, R. J. Introductory Statistics, Vol. 19690 (Wiley,
New York, 1972). y
38. Liu, Y. et al. Trend-preserving blending of passive and active microwave soil
moisture retrieval. Remote Sens. Environ. 123, 280–297 (2013). 63. Efron, B. The Jackknife, the Bootstrap and Other Resampling Plans. (Society for
Industrial and Applied Mathematics, 1982). 39. Findell, K. L., Gentine, P., Lintner, B. R., & Kerr, C. Probability of afternoon
precipitation in eastern United States and Mexico enhanced by high
evaporation. Nat. Geosci. 4, 434-439 (2011). 64. Yu, Y. et al. Assessing temporal and spatial variations in atmospheric dust over
Saudi Arabia through satellite, radiometric, and station data. J. Geophys. Res. Atmos. 118, 13253 (2013). 40. Romps, D. M. & Kuang, Z. Nature versus Nurture in shallow convection. J. Atmos. Sci. 67, 1655–1666 (2010). 65. Buchard, V. & Da Silva, A. Ensemble-based assimilation of aerosol observations
in GEOS-5. Available at: https://ntrs.nasa.gov/search.jsp?R=20160005006
(2016). 41. Klein, C. et al. Feedback of observed internnual vegetation change: a regional
climate model analysis for the West African monsoon. Clim. Dyn. Author contributions 46. Rosenfeld, D., Rudich, Y. & Lahav, R. Desert dust suppressing precipitation: A
possible desertification feedback loop. Proc. Natl Acad. Sci. USA 98, 5975–5980
(2001). Y.Y. led the data collection, data analysis, and writing, with suggestions and comments
from M.N. F.W., J.M., X.S., and Y.W. contributed comments and edits. M.N. conceived
the original ideas for the work and directed the overall project. Y.Y. led the data collection, data analysis, and writing, with suggestions and comments
from M.N. F.W., J.M., X.S., and Y.W. contributed comments and edits. M.N. conceived
the original ideas for the work and directed the overall project. 47. Gu, Y., Liou, K. N., Jiang, J. H., Su, H. & Liu, X. Dust aerosol impact on North
African climate: a GCM investigation of aerosol-cloud-radiation interactions
using A-Train satellite data. Atmos. Chem. Phys. 12, 1667–1679 (2015). Acknowledgements 43. Sud, Y. C., Shukla, J. & Mintz, Y. Influence of land-surface roughness on
atmospheric circulation and precipitation: A sensitivity study with a general
circulation model. J. Appl. Meteorol. 27, 1036–1054 (1988). This work is funded by Department of Energy (DOE) Regional and Global Climate
Modeling (RGCM) program and National Science Foundation (NSF) Climate and Large-
Scale Dynamics (CLD) program. Computer resources are provided by DOE National
Energy Research Scientific Computing Center (NERSC). The authors are thankful for
helpful discussions with Drs. Zhengyu Liu, Yongkang Xue, Ankur Desai, Daniel Vimont,
and Tristan L’Ecuyer. This work is funded by Department of Energy (DOE) Regional and Global Climate
Modeling (RGCM) program and National Science Foundation (NSF) Climate and Large-
Scale Dynamics (CLD) program. Computer resources are provided by DOE National
Energy Research Scientific Computing Center (NERSC). The authors are thankful for
helpful discussions with Drs. Zhengyu Liu, Yongkang Xue, Ankur Desai, Daniel Vimont,
and Tristan L’Ecuyer. pp
44. Kim, D. et al. Role of surface wind and vegetation cover in multi-decadal
variations of dust emission in the Sahara and Sahel. Atmos. Environ. 148,
282–296 (2017). 45. Evan, A. T. et al. Derivation of an observation-based map of North African dust
emission. Aeolian Res. 16, 153–162 (2015). ARTICLE 48,
2837–2858 (2017). 66. Liu, Q. et al. Preliminary evaluation of the long-term GLASS albedo product. Int. J. Dig. Earth 6, 69–95 (2013). 42. Notaro, M. & Liu, Z. Joint statistical and dynamical assessment of simulated
vegetation feedbacks on climate over the boreal forests. Clim. Dyn. 31, 691–712
(2008). Additional information 48. Roehrig, R., Bounioi, D., Guichard, F., Hourdin, F. & Redelsperger, J.-L. The
present and future of the West African monsoon: A process-orientated
assessment of CMIP5 simulations along the AMMS transect. J. Clim. 26,
6471–6504 (2013). Supplementary Information accompanies this paper at https://doi.org/10.1038/s41467-
017-02021-1. Supplementary Information accompanies this paper at https://doi.org/10.1038/s41467-
017-02021-1. Competing interests: The authors declare no competing financial interests. Competing interests: The authors declare no competing financial interests. References 32. Yu, Y. et al. Validation of a statistical methodology for extracting vegetation
feedbacks: focus on North African ecosystems in the Community Earth System
Model, J. Climate. https://doi.org/10.1175/JCLI-D-17-0220.1 (2017). NATURE COMMUNICATIONS| 8: 1873
| DOI: 10.1038/s41467-017-02021-1| www.nature.com/naturecommunications 8 8 Competing interests: The authors declare no competing financial interests. 49. Schewe, J. & Levermann, A. Non-linear intensification of Sahel rainfall as a
possible dynamic response to future warming. Earth Syst. Dyn. 8, 495–505
(2017). Reprints and permission information is available online at http://npg.nature.com/
reprintsandpermissions/ 50. Frankignoul, C. & Hasselmann, K. Stochastic climate models, Part II:
Application to sea-surface temperature anomalies and thermocline variability. Tellus 29, 289–305 (1977). Publisher's note: Springer Nature remains neutral with regard to jurisdictional claims in
published maps and institutional affiliations. 51. Wen, N., Liu, Z. & Liu, Q. Observational assessment of nonlocal heat flux
feedback in the North Atlantic by GEFA. J. Appl. Meteorol. Climatol. 52,
645–653 (2013). 52. Sun, S. & Wang, G. The complexity of using a feedback parameter to quantify
the soil moisture-precipitation relationship. J. Geophys. Res. 117, D11113
(2012). Open Access This article is licensed under a Creative Commons
Attribution 4.0 International License, which permits use, sharing,
adaptation, distribution and reproduction in any medium or format, as long as you give
appropriate credit to the original author(s) and the source, provide a link to the Creative
Commons license, and indicate if changes were made. The images or other third party
material in this article are included in the article’s Creative Commons license, unless
indicated otherwise in a credit line to the material. If material is not included in the
article’s Creative Commons license and your intended use is not permitted by statutory
regulation or exceeds the permitted use, you will need to obtain permission directly from
the copyright holder. To view a copy of this license, visit http://creativecommons.org/
licenses/by/4.0/. 53. Sheen, K. L. et al. Skillful prediction of Sahel summer rainfall on inter-annual
and multi-year timescales Nat. Commun., 8, 14966 (2017). 54. Giannini, A., Saravanan, R. & Change, P. Dynamics of the boreal summer
African monsoon in the NSIPPI atmospheric model. Clim. Dyn. 25, 517–535
(2005). 55. Hoerling, M. P., Hurrell, J. W., Eischeid, J. & Philips, A. Detection and
attribution of twentieth-century northern and southern African rainfall change. J. Clim. 19, 3989-4008. h 56. Lu, J. & Delworth, T. L. Oceanic forcing of the late 20th century Sahel drought. Geophys. Res. Lett. 32, L 22706 (2005). 57. Rowell, D. P. The impact of Mediterranean SSTs on the Sahelian rainfall season. J. Clim. 16, 849–862 (2003). © The Author(s) 2017 NATURE COMMUNICATIONS| 8: 1873
| DOI: 10.1038/s41467-017-02021-1| www.nature.com/naturecommunications 9 9
|
https://openalex.org/W2112702066
|
https://aacr.figshare.com/ndownloader/files/39962188
|
English
| null |
Dual Targeting of Hypoxia and Homologous Recombination Repair Dysfunction in Triple-Negative Breast Cancer
|
Molecular cancer therapeutics
| 2,014
|
cc-by
| 4,549
|
Supplementary figures for Hunter et al., “Dual targeting of hypoxia and homologous
recombination repair dysfunction in triple-negative breast cancer”. Figure S1. Uncropped replicate RAD51 immunoblots of TNBC cell lines annotated with
molecular size markers. Figure S1. Uncropped replicate RAD51 immunoblots of TNBC cell lines annotated with Figure S1. Uncropped replicate RAD51 immunoblots of TNBC cell lines annotated with
molecular size markers. Figure S1. Uncropped replicate RAD51 immunoblots of TNBC cell lines annotated with
molecular size markers. 1 Figure S2. Absolute hypoxic cytotoxicity ratios (HCR) of HAP in TNBC cell lines. HCR
was defined as the intra-experiment quotient (IC50Aerobic/IC50Hypoxic) and the mean + SEM of
3-6 independent determinations is plotted. Blue bars represent BRCA1 wild type cell lines
whereas red bars indicate lines carrying BRCA1 mutations. TPZ
SN30000
PR-104A
TH-302
nitroCBI
Hypoxic cytotoxicity ratio
100
101
102
103
104
BT549
D3H2LN
MDA-MB-468
SUM159PT
HCC1937
MDA-MB-436
SUM1315MO2
SUM149PT TPZ
SN30000
PR-104A
TH-302
nitroCBI
Hypoxic cytotoxicity ratio
100
101
102
103
104
BT549
D3H2LN
MDA-MB-468
SUM159PT
HCC1937
MDA-MB-436
SUM1315MO2
SUM149PT Figure S2. Absolute hypoxic cytotoxicity ratios (HCR) of HAP in TNBC cell lines. HCR
was defined as the intra-experiment quotient (IC50Aerobic/IC50Hypoxic) and the mean + SEM of
3-6 independent determinations is plotted. Blue bars represent BRCA1 wild type cell lines
whereas red bars indicate lines carrying BRCA1 mutations. 2 Figure S3. Quantitation of POR band intensity on Western blots of TNBC cell lines. BRCA1
mutant cell lines are colored in red, BRCA1 wild type lines are in blue. MDAMB436
MDAMB468
HCC1937
D3H2LN
BT549
SUM159PT
SUM1315MO2
SUM149PT
POR:ACTIN ratio
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6 Figure S3. Quantitation of POR band intensity on Western blots of TNBC cell lines. BRCA1
mutant cell lines are colored in red, BRCA1 wild type lines are in blue. MDAMB436
MDAMB468
HCC1937
D3H2LN
BT549
SUM159PT
SUM1315MO2
SUM149PT
POR:ACTIN ratio
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6 Figure S3. Quantitation of POR band intensity on Western blots of TNBC cell lines. BRCA1
mutant cell lines are colored in red, BRCA1 wild type lines are in blue. 3 3 Figure S4. Uncropped replicate POR immunoblots of TNBC cell lines annotated with
molecular size markers. Figure S4. Uncropped replicate POR immunoblots of TNBC cell lines annotated with
molecular size markers. Figure S4. Uncropped replicate POR immunoblots of TNBC cell lines annotated with
molecular size markers. Figure S4. Uncropped replicate POR immunoblots of TNBC cell lines annotated with
molecular size markers. Supplementary figures for Hunter et al., “Dual targeting of hypoxia and homologous
recombination repair dysfunction in triple-negative breast cancer”. 4 Cisplatin
0
2
4
6
8
10
PR-104H anoxic
0
2
4
6
8
10
12
14
16
18
20
Cisplatin
0
2
4
6
8
10
HN2 anoxic
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
Olaparib
0
20 40 60 80 100120140160180
TH-302 aerobic
20
40
60
80
100
Olaparib
0
20 40 60 80 100120140160180
TH-302 anoxic
0.00
0.05
0.10
0.15
0.20
0.25
Cisplatin
0
2
4
6
8
10
SN30000 aerobic
0
200
400
600
800
1000
1200
1400
Cisplatin
0
2
4
6
8
10
SN30000 anoxic
0
2
4
6
8
10
Cisplatin
0
2
4
6
8
10
TPZ aerobic
0
100
200
300
400
500
600
700
Cisplatin
0
2
4
6
8
10
TPZ anoxic
0
1
2
3
4
5
6
Cyt. c
0
2
4
6
8
10 12 14 16 18
SN30000 anoxic
0
2
4
6
8
10
POR:ACTIN
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
SN30000 anoxic
0
2
4
6
8
10 Cisplatin
0
2
4
6
8
10
HN2 anoxic
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0 Cisplatin
0
2
4
6
8
10
PR-104H anoxic
0
2
4
6
8
10
12
14
16
18
20 Cisplatin Olaparib
0
20 40 60 80 100120140160180
TH-302 aerobic
20
40
60
80
100 0
20 40 60 80 100120140160180
TH-302 anoxic
0.00
0.05
0.10
0.15
0.20
0.25 0
20 40 60 80 100120140160180 Olaparib
Cisplatin
0
2
4
6
8
10
SN30000 anoxic
0
2
4
6
8
10 Olaparib Olaparib Olaparib
Cisplatin
0
2
4
6
8
10
SN30000 aerobic
0
200
400
600
800
1000
1200
1400 Cisplatin Cisplatin
0
2
4
6
8
10
TPZ anoxic
0
1
2
3
4
5
6 Cisplatin
0
2
4
6
8
10
TPZ aerobic
0
100
200
300
400
500
600
700 Cisplatin Cyt. c
0
2
4
6
8
10 12 14 16 18
SN30000 anoxic
0
2
4
6
8
10 POR:ACTIN
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
SN30000 anoxic
0
2
4
6
8
10 Cyt. c 5 5 Figure S5 (previous page). Spearman correlations of phenotypic measures of one-electron
reductase activity or HR repair activity with sensitivity of TNBC cell lines to HAP and their
cytotoxic metabolites. Supplementary figures for Hunter et al., “Dual targeting of hypoxia and homologous
recombination repair dysfunction in triple-negative breast cancer”. IC50 values of cisplatin and olaparib under normoxic conditions, both
in µM, cyanide-resistant and NADPH dependent reduction of cytochrome c by POR (cyt c,
nmol.min-1.mg-1) and POR:ACTIN ratios are plotted on the abscissae. IC50 values of HAP or
cytotoxic effectors, under the indicated gas condition, are plotted in µM on the ordinates. Spearman correlation coefficients and P values are indicated. The sub-plots within the
correlations of olaparib and TH-302 sensitivity show the correlation recomputed after
excluding the HCC1937 cells, which are highly resistant to both these agents. A simple decay
function is fitted to model the association between SN30000 sensitivity under anoxia and
POR enzymatic activity or expression. 6 6 SUM149PT
HCC1937
MDA-436
BT549
D3H2LN
SUM1315MO2
SUM159PT
MDA-468
RAD51:ACTIN ratio
0.0
0.2
0.4
0.6
0.8
1.0
1.2
Figure S6. Quantitation of RAD51 band intensity on Western blots of TNBC cell lines. BRCA1 mutant cell lines are colored in red, BRCA1 wild type lines are in blue. SUM149PT
HCC1937
MDA-436
BT549
D3H2LN
SUM1315MO2
SUM159PT
MDA-468
RAD51:ACTIN ratio
0.0
0.2
0.4
0.6
0.8
1.0
1.2 Figure S6. Quantitation of RAD51 band intensity on Western blots of TNBC cell lines. Figure S6. Quantitation of RAD51 band intensity on Western blots of TNBC cell lines Figure S6. Quantitation of RAD51 band intensity on Western blots of TNBC cell lines. BRCA1 mutant cell lines are colored in red, BRCA1 wild type lines are in blue. 7 + 0.5 g/mL doxycycline
TRIPZ control
V2THS_254648
V2THS_254609
V2THS_90880
V2THS_238864
V2THS_198913
V2THS_238842
V2THS_980987
V3THS_305107
V3THS_369349
V3THS_369350
V2THS_157188
Fluorescence intensity
0
10
20
30
40
50
No doxycycline
TRIPZ control
V2THS_254648
V2THS_254609
V2THS_90880
V2THS_238864
V2THS_198913
V2THS_238842
V2THS_980987
V3THS_305107
V3THS_369349
V3THS_369350
V2THS_157188
Fluorescence intensity
0
10
20
30
40
50
BRCA1
PALB2
Figure S7. Induction of RFP expression by doxycycline in HEK293 cells transiently
transfected with TRIPZ lentiviral plasmids. HEK293 cells were seeded in flat-bottomed,
transparent 96-well microplates (Nunc) and transfected with lentiviral plasmids by lipid-
based transfection. The cells were induced with 0.5 µg/mL doxycycline (A) or blank medium
(B) for 48 h, beginning 24 h after transfection. To minimize variation in transfection
efficiency, 4 independent transfections were performed for each condition and the mean plus
SEM of these determinations is plotted. Fluorescence was measured with a Spectra Max M2
fluorescent plate reader (Molecular Devices) using an excitation wavelength of 544 nm and
detection wavelength of 590 nm. Fluorescence is calibrated in arbitrary units. The BRCA1 + 0.5 g/mL doxycycline
TRIPZ control
V2THS_254648
V2THS_254609
V2THS_90880
V2THS_238864
V2THS_198913
V2THS_238842
V2THS_980987
V3THS_305107
V3THS_369349
V3THS_369350
V2THS_157188
Fluorescence intensity
0
10
20
30
40
50
No doxycycline
TRIPZ control
V2THS_254648
V2THS_254609
V2THS_90880
V2THS_238864
V2THS_198913
V2THS_238842
V2THS_980987
V3THS_305107
V3THS_369349
V3THS_369350
V2THS_157188
Fluorescence intensity
0
10
20
30
40
50
BRCA1
PALB2
Figure S7. Induction of RFP expression by doxycycline in HEK293 cells transiently
transfected with TRIPZ lentiviral plasmids. HEK293 cells were seeded in flat-bottomed, + 0.5 g/mL doxycycline
TRIPZ control
V2THS_254648
V2THS_254609
V2THS_90880
V2THS_238864
V2THS_198913
V2THS_238842
V2THS_980987
V3THS_305107
V3THS_369349
V3THS_369350
V2THS_157188
Fluorescence intensity
0
10
20
30
40
50
No doxycycline
TRIPZ control
V2THS_254648
V2THS_254609
V2THS_90880
V2THS_238864
V2THS_198913
V2THS_238842
V2THS_980987
V3THS_305107
V3THS_369349
V3THS_369350
V2THS_157188
Fluorescence intensity
0
10
20
30
40
50
BRCA1
PALB2
Figure S7 Ind ction of RFP e pression b do
c cline in HEK293 cells transientl + 0.5 g/mL doxycycline
TRIPZ control
V2THS_254648
V2THS_254609
V2THS_90880
V2THS_238864
V2THS_198913
V2THS_238842
V2THS_980987
V3THS_305107
V3THS_369349
V3THS_369350
V2THS_157188
Fluorescence intensity
0
10
20
30
40
50
BRCA1
PALB2 Figure S7. Induction of RFP expression by doxycycline in HEK293 cells transiently
transfected with TRIPZ lentiviral plasmids HEK293 cells were seeded in flat bottomed Figure S7. Induction of RFP expression by doxycycline in HEK293 cells transiently Figure S7. Induction of RFP expression by doxycycline in HEK293 cells transiently
transfected with TRIPZ lentiviral plasmids. 7 Effects of 72 h doxycycline exposure on RFP expression (A)
and cell growth (B) were assayed using a fluorometric plate reader and SRB staining,
respectively. Values plotted are mean + SEM of 8 replicate wells Fluorescence was measured
with a Spectra Max M2 fluorescent plate reader (Molecular Devices) using an excitation
wavelength of 544 nm and detection wavelength of 590 nm. Fluorescence is calibrated in
arbitrary units. The doxycycline induction concentration that was chosen for induction of
cells in experiments, 2 µg/mL, is indicated by blue dashed lines. Doxycycline (g/mL)
0
2
4
6
8
10
12
14
16
RFP fluorescence intensity
Doxycycline (g/mL)
0.1
1
10
Optical density (490 - 450 nm)
0
20
40
60
80
100
120
A
B Doxycycline (g/mL)
0
2
4
6
8
10
12
14
16
RFP fluorescence intensity
Doxycycline (g/mL)
0.1
1
10
Optical density (490 - 450 nm)
0
20
40
60
80
100
120
A
B Doxycycline (g/mL)
0
2
4
6
8
10
12
14
16
RFP fluorescence intensity
A A Doxycycline (g/mL) Doxycycline (g/mL)
0.1
1
10
Optical density (490 - 450 nm)
0
20
40
60
80
100
120
B B B Figure S10. Titration of doxycycline concentration for induction of sorted, stably transduced
D3H2LN-TRIPZ control cells. Effects of 72 h doxycycline exposure on RFP expression (A)
and cell growth (B) were assayed using a fluorometric plate reader and SRB staining,
respectively. Values plotted are mean + SEM of 8 replicate wells Fluorescence was measured
with a Spectra Max M2 fluorescent plate reader (Molecular Devices) using an excitation
wavelength of 544 nm and detection wavelength of 590 nm. Fluorescence is calibrated in
arbitrary units. The doxycycline induction concentration that was chosen for induction of
cells in experiments, 2 µg/mL, is indicated by blue dashed lines. Figure S10. Titration of doxycycline concentration for induction of sorted, stably transduced
D3H2LN-TRIPZ control cells. Effects of 72 h doxycycline exposure on RFP expression (A)
and cell growth (B) were assayed using a fluorometric plate reader and SRB staining,
respectively. Values plotted are mean + SEM of 8 replicate wells Fluorescence was measured
with a Spectra Max M2 fluorescent plate reader (Molecular Devices) using an excitation
wavelength of 544 nm and detection wavelength of 590 nm. Fluorescence is calibrated in
arbitrary units. 7 HEK293 cells were seeded in flat-bottomed,
transparent 96-well microplates (Nunc) and transfected with lentiviral plasmids by lipid-
based transfection. The cells were induced with 0.5 µg/mL doxycycline (A) or blank medium
(B) for 48 h, beginning 24 h after transfection. To minimize variation in transfection Figure S7. Induction of RFP expression by doxycycline in HEK293 cells transiently
transfected with TRIPZ lentiviral plasmids. HEK293 cells were seeded in flat-bottomed,
transparent 96-well microplates (Nunc) and transfected with lentiviral plasmids by lipid-
based transfection. The cells were induced with 0.5 µg/mL doxycycline (A) or blank medium
(B) for 48 h, beginning 24 h after transfection. To minimize variation in transfection efficiency, 4 independent transfections were performed for each condition and the mean plus
SEM of these determinations is plotted. Fluorescence was measured with a Spectra Max M2
fluorescent plate reader (Molecular Devices) using an excitation wavelength of 544 nm and
detection wavelength of 590 nm. Fluorescence is calibrated in arbitrary units. The BRCA1
and PALB2 shRNA plasmids that were ultimately chosen for experimental use are colored in
red. 8 8 TRIPZ control
V2THS_254648
V2THS_254609
V2THS_90880
V2THS_238864
V2THS_198913
V2THS_238842
V2THS_980987
V3THS_305107
Relative BRCA1 mRNA
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
Non-induced
+ doxycycline
TRIPZ control
V3THS_369349
V3THS_369350
V2THS_157188
Relative PALB2 mRNA
0.0
0.2
0.4
0.6
0.8
1.0
1.2
A
B TRIPZ control
V2THS_254648
V2THS_254609
V2THS_90880
V2THS_238864
V2THS_198913
V2THS_238842
V2THS_980987
V3THS_305107
Relative BRCA1 mRNA
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
Non-induced
+ doxycycline
A A A TRIPZ control
V3THS_369349
V3THS_369350
V2THS_157188
Relative PALB2 mRNA
0.0
0.2
0.4
0.6
0.8
1.0
1.2
B B Figure S8. Suppression of target mRNA in HEK293 cells transiently transfected with TRIPZ
shRNA plasmids. HEK293 cells were transfected and induced with doxycycline as in Fig. S1. RNA was prepared using Trizol-chlorophorm extraction. Complementary DNA was
synthesized using a SuperScript III First-Strand Synthesis kit and amplified using SYBR
green (both from Invitrogen). Abundance of BRCA1 (A) and PALB2 mRNA (B) is shown
relative to non-induced cells transfected with TRIPZ control plasmid. 9 10 10 Figure S9 (previous page). Fluorescence-activated sorting of stably transduced D3H2LN
cells. FACS Diva graphical outputs of flow cytometry gates for aseptic sorting of high
expressing D3H2LN-TRIPZ control (A), shBRCA1 (B) and shPALB2 (C) cells based on
doxycycline-induced RFP signal. 11 11 Figure S10. Titration of doxycycline concentration for induction of sorted, stably transduced
D3H2LN-TRIPZ control cells. 7 The doxycycline induction concentration that was chosen for induction of
cells in experiments, 2 µg/mL, is indicated by blue dashed lines. 12 12 D3H2LN
SUM149PT
HCT116
SUM159PT
HCC1937
MDA-MB-468
MDA-MB-436
DLD-1
SUM1315MO2
DLD-1 BRCA2-/-
Geometric mean of FSL-61 fluorescence area
(relative to HCT116)
0.0
0.5
1.0
1.5
2.0
2.5
3.0
Figure S11. Reductive activation of the fluorogenic probe FSL-61 by DLD-1 and DLD-1
BRCA2-/- cells under hypoxia, and comparison to TNBC cell lines. Values are mean + SEM
of geometric mean of fluorescence area from 3 independent determinations TNBC cell lines D3H2LN
SUM149PT
HCT116
SUM159PT
HCC1937
MDA-MB-468
MDA-MB-436
DLD-1
SUM1315MO2
DLD-1 BRCA2-/-
Geometric mean of FSL-61 fluorescence area
(relative to HCT116)
0.0
0.5
1.0
1.5
2.0
2.5
3.0
Figure S11. Reductive activation of the fluorogenic probe FSL-61 by DLD-1 and DLD-1
BRCA2-/- cells under hypoxia, and comparison to TNBC cell lines. Values are mean + SEM
of geometric mean of fluorescence area from 3 independent determinations. TNBC cell lines
are colored in blue or red, depending on BRCA1 status, DLD-1 and DLD-1 BRCA2-/- cells in
black HCT116 was used an internal control for comparability across experiments and is D3H2LN
SUM149PT
HCT116
SUM159PT
HCC1937
MDA-MB-468
MDA-MB-436
DLD-1
SUM1315MO2
DLD-1 BRCA2-/-
Geometric mean of FSL-61 fluorescence area
(relative to HCT116)
0.0
0.5
1.0
1.5
2.0
2.5
3.0 Figure S11. Reductive activation of the fluorogenic probe FSL-61 by DLD-1 and DLD-1 igure S11. Reductive activation of the fluorogenic probe FSL-61 by DLD-1 and DLD-1 Figure S11. Reductive activation of the fluorogenic probe FSL-61 by DLD-1 and DLD-1
BRCA2-/- cells under hypoxia and comparison to TNBC cell lines Values are mean + SEM Figure S11. Reductive activation of the fluorogenic probe FSL-61 by DLD-1 and DLD-1
BRCA2-/- cells under hypoxia, and comparison to TNBC cell lines. Values are mean + SEM
of geometric mean of fluorescence area from 3 independent determinations. TNBC cell lines
are colored in blue or red, depending on BRCA1 status, DLD-1 and DLD-1 BRCA2-/- cells in
black. HCT116 was used an internal control for comparability across experiments, and is
shown in the white crosshatched bar. 13 Figure S12. Evaluation of AKR1C3 expression in DLD-1 and DLD-1 BRCA2-/- cell lines by
Western blot. H460 and LAPC4 cells, which have been characterized for AKR1C3
expression (Yin Y., Fu M.B., Brooke D.G., Heinrich D.M., Denny W.A., Jamieson S.M.F. 7 Small molecule inhibition of AKR1C3 by SN33638 prevents 11β-PGF2α formation, but has
little activity on steroid hormone production or function in castration-resistant prostate cancer
and ER-positive breast cancer cell lines; in preparation), were used as positive and negative
controls, respectively. 14 Figure S13. Uncropped replicate AKR1C3 immunoblots of in DLD-1 and DLD-1 BRCA2-/-
cell lines annotated with molecular size markers. H460 and LAPC4 cells, in which we have
thoroughly characterized AKR1C3 expression (Yin Y., Fu M.B., Brooke D.G., Heinrich
D.M., Denny W.A., Jamieson S.M.F. Small molecule inhibition of AKR1C3 by SN33638
prevents 11β-PGF2α formation, but has little activity on steroid hormone production or
function in castration-resistant prostate cancer and ER-positive breast cancer cell lines; in
preparation), were used as positive and negative controls, respectively. 7 15 TH-302
HCC1937
DLD-1
D3H2LN
SUM1315MO2
BT549
MDA-MB-468
SUM159PT
MDA-MB-436
DLD-1 BRCA2-/-
SUM149PT
Hypoxic IC50 (M)
0.00
0.05
0.10
0.15
0.20
0.25
0.30
0.35
PR-104A
DLD-1
PC3
D3H2LN
MDA-MB-231
C-33A
HCC1937
A375
OVCAR-3
SUM159PT
HT29
BT549
SUM149PT
A2780
A549
SKOV-3
SiHa
MIA PaCa2
PANC1
SUM1315MO2
H1299
MDA-MB-468
HCT 116
22Rv1
MDA-MB-436
DLD-1 BRCA2-/-
H460
Hypoxic IC50 (M)
0
5
10
15
20
25
SN30000
SUM1315MO2
SUM159PT
PC3
DLD-1
HCC1937
SUM149PT
MDA-MB-231
HT29
A549
MIA PaCa2
BT549
MDA-MB-436
MDA-MB-468
22Rv 1
SiHa
DLD-1 BRCA2-/-
A2780
H460
C-33A
HCT 116
H1299
Hypoxic IC50 (M)
0
2
4
6
8
10
12
Cisplatin
DLD-1
SUM1315MO2
D3H2LN
BT549
MDA-MB-436
SUM159PT
C-33A
DLD-1 BRCA2-/-
MDA-MB-468
SUM149PT
Hypoxic IC50 (M)
0
2
4
6
8
10
12
14
16
18 TH-302
HCC1937
DLD-1
D3H2LN
SUM1315MO2
BT549
MDA-MB-468
SUM159PT
MDA-MB-436
DLD-1 BRCA2-/-
SUM149PT
Hypoxic IC50 (M)
0.00
0.05
0.10
0.15
0.20
0.25
0.30
0.35
PR-104A
DLD-1
PC3
D3H2LN
MDA-MB-231
C-33A
HCC1937
A375
OVCAR-3
SUM159PT
HT29
BT549
SUM149PT
A2780
A549
SKOV-3
SiHa
MIA PaCa2
PANC1
SUM1315MO2
H1299
MDA-MB-468
HCT 116
22Rv1
MDA-MB-436
DLD-1 BRCA2-/-
H460
Hypoxic IC50 (M)
0
5
10
15
20
25
SN30000
SUM1315MO2
SUM159PT
PC3
DLD-1
HCC1937
SUM149PT
MDA-MB-231
HT29
A549
MIA PaCa2
BT549
MDA-MB-436
MDA-MB-468
22Rv 1
SiHa
DLD-1 BRCA2-/-
A2780
H460
C-33A
HCT 116
H1299
Hypoxic IC50 (M)
0
2
4
6
8
10
12
Cisplatin
DLD-1
SUM1315MO2
D3H2LN
BT549
MDA-MB-436
SUM159PT
C-33A
DLD-1 BRCA2-/-
MDA-MB-468
SUM149PT
Hypoxic IC50 (M)
0
2
4
6
8
10
12
14
16
18 PR-104A
DLD-1
PC3
D3H2LN
MDA-MB-231
C-33A
HCC1937
A375
OVCAR-3
SUM159PT
HT29
BT549
SUM149PT
A2780
A549
SKOV-3
SiHa
MIA PaCa2
PANC1
SUM1315MO2
H1299
MDA-MB-468
HCT 116
22Rv1
MDA-MB-436
DLD-1 BRCA2-/-
H460
Hypoxic IC50 (M)
0
5
10
15
20
25 TH-302
HCC1937
DLD-1
D3H2LN
SUM1315MO2
BT549
MDA-MB-468
SUM159PT
MDA-MB-436
DLD-1 BRCA2-/-
SUM149PT
Hypoxic IC50 (M)
0.00
0.05
0.10
0.15
0.20
0.25
0.30
0.35
PR-104A
DLD-1
PC3
D3H2LN
MDA-MB-231
C-33A
HCC1937
A375
OVCAR-3
SUM159PT
HT29
BT549
SUM149PT
A2780
A549
SKOV-3
SiHa
MIA PaCa2
PANC1
SUM1315MO2
H1299
MDA-MB-468
HCT 116
22Rv1
MDA-MB-436
DLD-1 BRCA2-/-
H460
Hypoxic IC50 (M)
0
5
10
15
20
25
SN30000
SUM1315MO2
SUM159PT
PC3
DLD-1
HCC1937
SUM149PT
MDA-MB-231
HT29
A549
MIA PaCa2
BT549
MDA-MB-436
MDA-MB-468
22Rv 1
SiHa
DLD-1 BRCA2-/-
A2780
H460
C-33A
HCT 116
H1299
Hypoxic IC50 (M)
0
2
4
6
8
10
12
Cisplatin
DLD-1
SUM1315MO2
D3H2LN
BT549
MDA-MB-436
SUM159PT
C-33A
DLD-1 BRCA2-/-
MDA-MB-468
SUM149PT
Hypoxic IC50 (M)
0
2
4
6
8
10
12
14
16
18
Figure S14. 7 Comparison of antiproliferative potency of TH-302, PR-104A, SN30000 and
cisplatin in DLD-1 and DLD-1 BRCA2-/- under hypoxia with TNBC cells and other cancer
cell lines. IC50 values for DLD-1 and DLD-1 BRCA2-/- cell lines, which relate to Fig. 5C of
this manuscript, are in black bars. IC50 values for TNBC cell lines, which relate to Fig. 1B of
this manuscript, are colored purple. Other miscellaneous human cancer cell lines for which
we have historical IC50 data generated using identical methodology in our laboratory are
shown in grey. Values are mean + SEM of ≥3 independent experiments. HCC193
DLD
D3H2L
SUM1315MO
BT54
MDA-MB-46
SUM159
MDA-MB-43
DLD-1 BRCA2
SUM149
DL
P
D3H2
MDA-MB-
C-3
HCC1
A
OVCA
SUM159
HT
BT
SUM149
A2
A
SKO
S
MIA PaC
PAN
SUM1315M
H1
MDA-MB-
HCT
22
MDA-MB-
DLD-1 BRCA
H
SN30000
SUM1315MO2
SUM159PT
PC3
DLD-1
HCC1937
SUM149PT
MDA-MB-231
HT29
A549
MIA PaCa2
BT549
MDA-MB-436
MDA-MB-468
22Rv 1
SiHa
DLD-1 BRCA2-/-
A2780
H460
C-33A
HCT 116
H1299
Hypoxic IC50 (M)
0
2
4
6
8
10
12
Cisplatin
DLD-1
SUM1315MO2
D3H2LN
BT549
MDA-MB-436
SUM159PT
C-33A
DLD-1 BRCA2-/-
MDA-MB-468
SUM149PT
Hypoxic IC50 (M)
0
2
4
6
8
10
12
14
16
18 Figure S14. Comparison of antiproliferative potency of TH-302, PR-104A, SN30000 and
cisplatin in DLD-1 and DLD-1 BRCA2-/- under hypoxia with TNBC cells and other cancer
cell lines. IC50 values for DLD-1 and DLD-1 BRCA2-/- cell lines, which relate to Fig. 5C of
this manuscript, are in black bars. IC50 values for TNBC cell lines, which relate to Fig. 1B of
this manuscript, are colored purple. Other miscellaneous human cancer cell lines for which
we have historical IC50 data generated using identical methodology in our laboratory are
shown in grey. Values are mean + SEM of ≥3 independent experiments. 7 16 16 Mechlorethamine
HCC1937
BT549
D3H2LN
SUM1315MO2
SUM159PT
DLD-1
SUM149PT
MDA-MB-468
MDA-MB-436
DLD-1 BRCA2-/-
Aerobic IC50 (M)
0
2
4
6
8
PR-104H
D3H2LN
MDA-MB-468
A549
PC3
MDA-MB-231
MIA PaCa2
H1299
SiHa
HT29
HCC1937
PANC1
BT549
SUM1315MO2
HEP G2
DLD-1
Hep 3B
SUM159PT
22Rv1
HCT 116
OVCAR-3
H460
MDA-MB-436
C-33A
SUM149PT
A2780
DLD-1 BRCA2-/-
Aerobic IC50 (M)
0
10
20
30
40
Chlorambucil
SiHa
PC3
HT29
SKOV-3
MDA-MB-231
DLD-1
A549
H1299
HCT 116
MIA PaCa2
A375
22Rv1
H460
A2780
C-33A
DLD-1 BRCA2-/-
Aerobic IC50 (M)
0
5
10
15
20
25
Cisplatin
DLD-1
BT549
Hep 3B
SUM159PT
D3H2LN
SUM1315MO2
HCC1937
HCT 116
SUM149PT
MDA-MB-468
HEP G2
DLD-1 BRCA2-/-
A2780
MDA-MB-436
SiHa
Aerobic IC50 (M)
0
5
10
15
20
25
Figure S15. Comparison of antiproliferative potency of mechlorethamine, PR-104H,
chlorambucil and cisplatin in DLD-1 and DLD-1 BRCA2-/- under normoxia with TNBC cell
and other cancer cell lines. IC50 values for DLD-1 and DLD-1 BRCA2-/- cell lines, which PR-104H
D3H2LN
MDA-MB-468
A549
PC3
MDA-MB-231
MIA PaCa2
H1299
SiHa
HT29
HCC1937
PANC1
BT549
SUM1315MO2
HEP G2
DLD-1
Hep 3B
SUM159PT
22Rv1
HCT 116
OVCAR-3
H460
MDA-MB-436
C-33A
SUM149PT
A2780
DLD-1 BRCA2-/-
Aerobic IC50 (M)
0
10
20
30
40 Mechlorethamine
HCC1937
BT549
D3H2LN
SUM1315MO2
SUM159PT
DLD-1
SUM149PT
MDA-MB-468
MDA-MB-436
DLD-1 BRCA2-/-
Aerobic IC50 (M)
0
2
4
6
8 Mechlorethamine Aerobic IC50 (M) D
Chlorambucil
SiHa
PC3
HT29
SKOV-3
MDA-MB-231
DLD-1
A549
H1299
HCT 116
MIA PaCa2
A375
22Rv1
H460
A2780
C-33A
DLD-1 BRCA2-/-
Aerobic IC50 (M)
0
5
10
15
20
25
Cisplatin
DLD-1
BT549
Hep 3B
SUM159PT
D3H2LN
SUM1315MO2
HCC1937
HCT 116
SUM149PT
MDA-MB-468
HEP G2
DLD-1 BRCA2-/-
A2780
MDA-MB-436
SiHa
Aerobic IC50 (M)
0
5
10
15
20
25 Cisplatin
DLD-1
BT549
Hep 3B
SUM159PT
D3H2LN
SUM1315MO2
HCC1937
HCT 116
SUM149PT
MDA-MB-468
HEP G2
DLD-1 BRCA2-/-
A2780
MDA-MB-436
SiHa
Aerobic IC50 (M)
0
5
10
15
20
25 Chlorambucil Cisplatin Chlorambucil
SiHa
PC3
HT29
SKOV-3
MDA-MB-231
DLD-1
A549
H1299
HCT 116
MIA PaCa2
A375
22Rv1
H460
A2780
C-33A
DLD-1 BRCA2-/-
Aerobic IC50 (M)
0
5
10
15
20
25 Figure S15. Comparison of antiproliferative potency of mechlorethamine, PR-104H, chlorambucil and cisplatin in DLD-1 and DLD-1 BRCA2-/- under normoxia with TNBC cells
and other cancer cell lines. IC50 values for DLD-1 and DLD-1 BRCA2-/- cell lines, which
relate to Fig. 5D of this manuscript, are in black bars. IC50 values for TNBC cell lines, which
relate to Fig. 7 1A of this manuscript, are colored purple. Other miscellaneous human cancer
cell lines for which we have historical IC50 data generated using identical methodology in
our laboratory are shown in grey. Values are mean + SEM of ≥3 independent experiments. 17 17 Figure S16. Inhibition of growth of in DLD-1 and DLD-1 BRCA2-/- tumors by radiotherapy. A, B, growth kinetics of individual DLD-1 and DLD-1 BRCA2-/- tumors, respectively,
treated with sham radiation or 10 Gy radiotherapy. C, D, Kaplan-Meier survival curves of the
same cohorts. Survival was defined as tumor volume less than three times volume on the day
DLD-1 wild type
Days post treatment
-10
0
10
20
30
40
50
Tumour volume (mm3)
0
500
1000
1500
2000
2500
3000
3500
Sham
10 Gy
DLD-1 BRCA2-/-
Days post treatment
-20
-10
0
10
20
30
40
50
Tumour volume (mm3)
0
500
1000
1500
2000
2500
3000
Sham
10 Gy
DLD-1 wild type
Days post treatment
0
5
10
15
20
25
30
Survival (%)
0
20
40
60
80
100
Sham
10 Gy
DLD-1 BRCA2-/-
Days post treatment
0
10
20
30
40
Survival (%)
0
20
40
60
80
100
Sham
10 Gy DLD-1 wild type
Days post treatment
-10
0
10
20
30
40
50
Tumour volume (mm3)
0
500
1000
1500
2000
2500
3000
3500
Sham
10 Gy
DLD-1 BRCA2-/-
Days post treatment
-20
-10
0
10
20
30
40
50
Tumour volume (mm3)
0
500
1000
1500
2000
2500
3000
Sham
10 Gy DLD-1 wild type
Days post treatment
-10
0
10
20
30
40
50
Tumour volume (mm3)
0
500
1000
1500
2000
2500
3000
3500
Sham
10 Gy
3 DLD-1 BRCA2-/-
Days post treatment
-20
-10
0
10
20
30
40
50
Tumour volume (mm3)
0
500
1000
1500
2000
2500
3000
Sham
10 Gy Tumour volume (mm3) Tumour volume (mm3) DLD-1 wild type
Days post treatment
0
5
10
15
20
25
30
Survival (%)
0
20
40
60
80
100
Sham
10 Gy DLD-1 BRCA2-/-
Days post treatment
0
10
20
30
40
Survival (%)
0
20
40
60
80
100
Sham
10 Gy Figure S16. Inhibition of growth of in DLD-1 and DLD-1 BRCA2-/- tumors by radiotherapy. A, B, growth kinetics of individual DLD-1 and DLD-1 BRCA2-/- tumors, respectively,
treated with sham radiation or 10 Gy radiotherapy. C, D, Kaplan-Meier survival curves of the
same cohorts. 7 Survival was defined as tumor volume less than three times volume on the day
of treatment. Statistical significance of effects of radiotherapy on survival was evaluated
using log-rank tests. Radiosensitivity of DLD-1 and DLD-1 BRCA2-/- tumors was compared
using median endpoint time ratios (10 Gy/sham) for each model. N = 4 for all cohorts with
the exception of the DLD-1 BRCA2-/- radiotherapy cohort, for which N = 5. Figure S16. Inhibition of growth of in DLD-1 and DLD-1 BRCA2-/- tumors by radiotherapy. A, B, growth kinetics of individual DLD-1 and DLD-1 BRCA2-/- tumors, respectively,
treated with sham radiation or 10 Gy radiotherapy. C, D, Kaplan-Meier survival curves of the
same cohorts. Survival was defined as tumor volume less than three times volume on the day
of treatment. Statistical significance of effects of radiotherapy on survival was evaluated
using log-rank tests. Radiosensitivity of DLD-1 and DLD-1 BRCA2-/- tumors was compared
using median endpoint time ratios (10 Gy/sham) for each model. N = 4 for all cohorts with
the exception of the DLD-1 BRCA2-/- radiotherapy cohort, for which N = 5. Figure S16. Inhibition of growth of in DLD-1 and DLD-1 BRCA2-/- tumors by radiotherapy. A, B, growth kinetics of individual DLD-1 and DLD-1 BRCA2-/- tumors, respectively, Figure S16. Inhibition of growth of in DLD-1 and DLD-1 BRCA2-/- tumors by radiotherapy. A, B, growth kinetics of individual DLD-1 and DLD-1 BRCA2-/- tumors, respectively,
treated with sham radiation or 10 Gy radiotherapy. C, D, Kaplan-Meier survival curves of the
same cohorts. Survival was defined as tumor volume less than three times volume on the day
of treatment. Statistical significance of effects of radiotherapy on survival was evaluated
using log-rank tests. Radiosensitivity of DLD-1 and DLD-1 BRCA2-/- tumors was compared
using median endpoint time ratios (10 Gy/sham) for each model. N = 4 for all cohorts with
the exception of the DLD-1 BRCA2-/- radiotherapy cohort, for which N = 5. 18 18
|
https://openalex.org/W2590954794
|
https://discovery.ucl.ac.uk/id/eprint/1542970/1/jech-2016-208037.full.pdf
|
English
| null |
Health and social exclusion in older age: evidence from Understanding Society, the UK household longitudinal study
|
Journal of epidemiology and community health
| 2,017
|
cc-by
| 9,355
|
ABSTRACT
k domain, where poor health is often considered a
predictor or risk factor,5–7 an indicator8–10 or an
outcome of exclusion.6 11–13 The variety of ways
that health is used in social exclusion research, and
the many pathways through which social exclusion
and health interact,14 constrain our understanding
of the process and consequently possible solutions
to resultant health inequality. domain, where poor health is often considered a
predictor or risk factor,5–7 an indicator8–10 or an
outcome of exclusion.6 11–13 The variety of ways
that health is used in social exclusion research, and
the many pathways through which social exclusion
and health interact,14 constrain our understanding
of the process and consequently possible solutions
to resultant health inequality. Background Social exclusion of the elderly is a key
policy focus but evidence on the processes linking health
and social exclusion is hampered by the variety of ways
that health is used in social exclusion research. We
investigated longitudinal associations between health
and social exclusion using an analytical framework that
did not conflate them. 1Department of Epidemiology
and Public Health, University
College London, London, UK
2Dementia Services
Development Centre Wales,
Bangor University, Bangor, UK
3Institute for Health and
Human Development,
University of East London,
London, UK As people grow older, the chance that they will
become socially excluded is greater than the chance
that
they
will
move
out
of
or
become
less
excluded.7 This highlights the severity and continu-
ity of social exclusion for older adults. Current
healthy ageing strategies in Europe are designed to
try to address issues including social exclusion,15 by
providing an environment in which people can
engage in a process of ‘active ageing’, allowing
them to “realize their potential for physical, social
and mental well-being throughout the life course
and to participate in society according to their
needs, desires and capacities, while providing them
with adequate protection, security and care when
they require assistance”.(ref. 16 p. 12) While such
policies are clearly designed to reduce the chances
of people becoming socially excluded, the current
lack of understanding about the pathways and
mechanisms through which social exclusion exists
is likely to inhibit their overall success. Methods Data employed in this study came from 4
waves of Understanding Society, the UK Household
Longitudinal Study 2009–2013. ABSTRACT
k The sample comprised
all adults who took part in all 4 waves, were 65 years or
more in Wave 3, and had complete data on our
variables of interest for each analysis. We used linear
regression to model the relationship between Wave 2/3
social exclusion and Wave1–2 health transitions
(N=4312) and logistic regression to model the
relationship between Wave2/3 social exclusion and Wave
4 health states, conditional on Wave 3 health (N=4244). Results There was a dose–response relationship
between poor health in Waves 1 and 2 and later social
exclusion. Use of a car, mobile phone and the internet
moderated the association between poor health and
social exclusion. Given the health status in Wave 3,
those who were more socially excluded had poorer
outcomes on each of the three domains of health in
Wave 4. Correspondence to
Professor Amanda Sacker,
ESRC International Centre for
Lifecourse Studies in Society
and Health, Research
Department of Epidemiology
and Public Health, University
College London, 1-19
Torrington Pace, London,
WC1E 6BT, UK;
a.sacker@ucl.ac.uk Received 5 July 2016
Revised 5 December 2016
Accepted 29 January 2017 Conclusions Use of the internet and technology
protected older adults in poor health from social
exclusion. Age-friendly hardware and software design
might have public health benefits. Using 4 waves of data from a large UK house-
hold panel survey,17 we explore the process of
social exclusion in later life. With health being a
particularly important correlate of social exclusion
for older adults, this paper focuses on the associ-
ation between health and social exclusion, examin-
ing (1) whether poor health is a predictor of social
exclusion in people aged 65 years and over; (2)
whether health is an outcome of social exclusion;
and
(3)
factors
that
might
modify
these
relationships. INTRODUCTION
l
l Social
exclusion
is
a
multidimensional
process
through which individuals become disengaged from
mainstream society, depriving people of the rights,
resources and services available to the majority.1 A
key priority for policymakers in Europe,2 social
exclusion manifests through a number of inter-
linked and mutually reinforcing problems that deny
people the opportunities available
to most in
society. There are a number of drivers of social
exclusion including poverty, lower levels of educa-
tional attainment, unemployment, ill health, poor
housing or homelessness, poor transport access,
increased levels of crime and limited social support,
all of which can have long-lasting effects.3 The
interlinked nature of social exclusion makes it diffi-
cult to understand the relationships between differ-
ing domains, and to tease apart those that are
direct risk factors, mediating or moderating factors,
indicators or outcomes of exclusion.4 This complex
relationship can clearly be seen with the health Amanda Sacker,1 Andy Ross,1 Catherine A MacLeod,2 Gopal Netuveli,3 Gill Windle2 Amanda Sacker,1 Andy Ross,1 Catherine A MacLeod,2 Gopal Netuveli,3 Gill Wind ▸Additional material is
published online only. To view
please visit the journal online
(http://dx.doi.org/10.1136/jech-
2016-208037). Research
JECH Online First, published on February 22, 2017 as 10.1136/jech-2016-208037 Rese
JECH Online First, published on February 22, 2017 as 10.1136/jech-2016-2080 Research report
6-208037 To cite: Sacker A, Ross A,
MacLeod CA, et al. J
Epidemiol Community Health
Published Online First:
[please include Day Month
Year] doi:10.1136/jech-
2016-208037 Received 5 July 2016
Revised 5 December 2016
Accepted 29 January 2017 Correspondence to
Professor Amanda Sacker,
ESRC International Centre for
Lifecourse Studies in Society
and Health, Research
Department of Epidemiology
and Public Health, University
College London, 1-19
Torrington Pace, London,
WC1E 6BT, UK;
a.sacker@ucl.ac.uk Copyright Article author (or their employer) 2017. Produced by BMJ Publishing Group Ltd under licence. Covariates Covariates were split into two groups: (1) confounders and (2)
mediators and/or modifiers. To overcome the problem that not all indicators of social
exclusion were available in the same wave, social exclusion was
measured
using
data
from
two
consecutive
waves
of
Understanding Society (Wave 2 (2010/2011) and Wave 3 (2011/
2012)). A summary of the indicators and methods used for con-
structing social exclusion is given below. For a more in-depth
overview, see MacLeod et al.1 Confounders: gender;25 age; age-squared;26 ethnicity (White
or non-White);27 28 place of birth (born in the UK or else-
where);27 28 marital status (married/in civil partnership, living as
a couple, single never married/in civil partnership, separated or
divorced, or widowed);25 job status (whether the respondent
was in work or not);29 highest qualification (degree, other
higher, A level or equivalent, GCSE or equivalent, other, or no
qualifications);28 30 social class (NS-SEC managerial and profes-
sional, intermediate, small employer and own account, lower
supervisor and technical, semiroutine and routine occupations,
or whether the respondent never had a job);26
30 region
(whether the respondent lived in one of nine Government
Office Regions of England, or in Scotland, Wales or Northern
Ireland).31 Service provision and access: respondents were allocated a
point for each of the following: reporting that they were not
able to access all services such as healthcare, food shops or
learning facilities when they needed to; rating the quality of
local medical facilities as ‘fair’ or ‘poor’; rating local shopping
facilities as ‘fair’ or ‘poor’; rating local leisure facilities as
‘poor’; and/or reporting that they found it ‘difficult’ or ‘very dif-
ficult’ to get to a sports or leisure facility if they wanted to,
including a leisure centre, recreation ground or park. Scores
were summed to give an overall scale from 0 to 5 with high
scores indicating poorer service provision and access. Covariates Mediators/moderators: Potential modification of the health
and social exclusion association was assessed in relation to: area
type (rural/urban);14 32 33 car access (whether the respondent
lived in a household that owns or has continuous use of a car or
not);34 35 mobile phone ownership, and internet use (whether
the respondent used the internet often (daily or several times a
week), sometimes (several times a month or less), or never
(never used it or no access at home, work or elsewhere).36 Civic participation: Respondents identified activities they had
participated in during the past 12 months from predefined lists
of cultural, sport and leisure activities, and reported the fre-
quency with which they participated in each set of activities. Two items were derived to give the breadth (number of acti-
vities) and frequency of participation. Respondents scored a
point for each indicator where they were in the bottom quartile. Respondents were also allocated 1 point for not regularly par-
ticipating in the work of an organisation or group (from 16
listed organisations), and 1 point if they did not volunteer. Scores on the 4 items were summed and recalibrated to give an
overall scale from 0 to 5 with high scores indicating poorer civic
participation. Social exclusion Following Walsh et al,19 a social exclusion index was con-
structed with three underlying domains: (1) Service provision
and access; (2) Civic participation; and (3) Social relations and
resources. Each subdomain comprised 4–5 indicators capturing
relevant aspects of social exclusion pertaining to that domain. The guiding principle for the selection and construction of
these indicators was that each should identify the most excluded
quartile of individuals. METHODS
Participants p
Data
come
from
the
first
four
waves
of
Understanding
Society,
the
UK
Household
Longitudinal Study (UKHLS).17 The UKHLS is a
nationally representative study, which began in
2009 with an aim of recruiting over 100 000 indi-
viduals in 40 000 households. The data collection
period takes 2 years to complete one wave of the
study. All persons in the household aged 10 years
and older are eligible to be surveyed annually. Adults, 16 and older, are offered a combination of
computer-assisted
personal
interview
and
self-
completion
questionnaire. After
July
2012, To cite: Sacker A, Ross A,
MacLeod CA, et al. J
Epidemiol Community Health
Published Online First:
[please include Day Month
Year] doi:10.1136/jech-
2016-208037 Sacker A, et al. J Epidemiol Community Health 2017;0:1–10. doi:10.1136/jech-2016-208037 Sacker A, et al. J Epidemiol Community Health 2017;0:1–10. doi:10.1136/jech-2016-208037 Sacker A, et al. J Epidemiol Community Health 2017;0:1–10. doi:10.1136/jech-2016-208037 or (or their employer) 2017. Produced by BMJ Publishing Group Ltd under licence. Research report out socially or visiting friends when they felt like it. Scores were
summed to give an overall scale from 0-5 with high scores indi-
cating poorer social relations and resources. computer-assisted telephone interviews were offered to non-
responders. The topics covered include subjective well-being,
employment, health and various other economic and social
topics. More detailed information on the sampling frame and
data collection procedures are available.18 The social exclusion index was derived by summing scores for
the three subdomains, measured on a scale of 0–15 with higher
scores indicating greater social exclusion. The sample for our study includes members of the general
population sample of Understanding Society who took part in
Waves 1–4 and was aged 65 years or more in Wave 3. Of the
6473 aged 65+ in Wave 3, 5475 were interviewed in each of
the first four waves. Item non-response reduced the sample to
4312 and 4244 for research questions 1 and 2, respectively. Online supplementary tables A1 and A2 in the online appendix
show that the analysis samples were more advantaged and in
better health than the samples of excluded respondents. Prior to construction of the social exclusion subdomains,
imputation using chained equations (ICE) was employed to
impute missing values if respondents were missing a single item
within a subdomain.20–22 The table in MacLeod et al1 shows
the prevalence for indicators preimputation and postimputation. Health Health measures include poor self-rated health (SRH: excellent,
very good, good vs fair or poor); limiting long-term illness or
disability (LLTI: no vs yes); and psychological distress, measured
using General Health Questionnaire (GHQ) with the bimodal
scoring method and a cut-off of 3 or more signifying distress
(no vs yes).23 24 Derived health transition variables (Wave 1 to
Wave 2) took values 0 stable good; 1 declining; 2 improving;
and 3 stable poor health. Sacker A, et al. J Epidemiol Community Health 2017;0:1–10. doi:10.1136/jech-2016-208037 Data analysis
Th
ff
f doi:10.1136/jech-2016-208037 2 Research report Table 1
Mean SEI and 95% CIs at Wave 2/3 by explanatory
factors (N=4312)
SEI
Explanatory factor
Mean
95% CI
Wave 1/2
SRH
Stable good
3.80
3.69 to 3.91
Good→poor
4.99***
4.68 to 5.30
Poor→good
4.93***
4.61 to 5.25
Stable poor
5.75***
5.54 to 6.96
LLTI
Stable no LLTI
3.83
3.72 to 3.95
LLTI onset
4.50***
4.19 to 4.82
LLTI recovery
4.47***
4.20 to 4.73
Stable LLTI
5.34***
5.16 to 5.51
GHQ
Stable low
4.13
4.02 to 4.24
Low→high
4.99***
4.68 to 5.30
High→low
4.86***
4.54 to 5.17
Stable high
5.87***
5.54 to 6.19
Wave 1
Gender
Female
4.60
4.47 to 4.72
Male
4.20***
4.08 to 4.32
Age (years)
<75
4.04
3.94 to 4.14
≥75
5.19***
4.99 to 5.39
Ethnicity
White
4.40
4.30 to 4.49
Non-white
5.26**
4.71 to 5.81
Country of birth
UK
4.39
4.29 to 4.49
Elsewhere
4.80*
4.43 to 5.18
Marital status
Married
3.68
3.56 to 3.79
Living as a couple
3.89
3.38 to 4.41
Single never married
6.36***
5.95 to 6.77
Separated or divorced
5.78***
5.54 to 6.03
Widowed
5.75***
5.54 to 5.95
Job status
In work
3.77
3.58 to 3.96
Not in work
4.51***
4.40 to 4.62
Education
Degree
3.07
2.87 to 3.27
Other higher
3.60**
3.36 to 3.84
A level
3.93***
3.70 to 4.16
GCSE
3.68***
3.46 to 3.90
Other
4.71***
4.50 to 4.92
None
5.41***
5.23 to 5.59
Social class
Man and Prof
3.61
3.46 to 3.77
Intermediate
4.22***
4.00 to 4.44
Small emp. and own acc. 4.48***
4.16 to 4.80
Lower supervisory and tech. 4.80***
4.51 to 5.10
Semiroutine and routine
5.09***
4.93 to 5.26
Never had a job
4.65***
4.25 to 5.05
Government office region
South East
3.93
3.64 to 4.22
North East
4.66**
4.30 to 5.02 gender, results are not stratified. Modification of the relation by
area type, car access, mobile phone ownership and internet use
was assessed by adding interaction terms to model 4. Second, the effect of social exclusion on subsequent health
was assessed using logistic regression. Three models were esti-
mated for each of the three health measures examined: (1) Base
model adjusting for gender, age and age-squared and all three
health measures; (2) further adjustment for ethnicity, country of
birth, marital status, job status, highest qualification, social class
and region; (3) further adjustment for area type, car access,
mobile phone ownership and internet use. Data analysis
Th
ff
f The effect of health transitions on social exclusion was assessed
using linear regression. Four models were estimated for each of
the three health transition measures examined (SRH, LLTI,
GHQ):
(1)
Base
model
adjusting
for
gender,
age
and
age-squared; (2) further adjustment for ethnicity, country of
birth, marital status, job status, highest qualification, social class
and region; (3) further adjustment for area type, car access,
mobile phone ownership and internet use; and (4) further
adjustment for the remaining two health measures. Social exclu-
sion was measured in Waves 2 and 3 of Understanding Society,
health was measured over Waves 1 to 2 and all other measures
were from Wave 1. The gender invariance of the association
between health transitions and social exclusion was assessed
using an interaction term in model 1. Since we found no evi-
dence of an interaction between the health transitions and Social relations and resources: Respondents who lived alone
were allocated 2 points, and respondents living with a spouse or
partner were allocated 1 point if they scored within the bottom
quartile of a relationship closeness scale. Respondents were allo-
cated 1 point if they did not have a child living outside of the
home or their level of contact with that child was especially low. One point was allocated if the respondent reported having one
or no close friendships, and 1 point if they reported not going Sacker A, et al. J Epidemiol Community Health 2017;0:1–10. Data analysis
Th
ff
f The health outcomes
were measured in Wave 4 and social exclusion in Waves 2 and 3. Time-invariant measures (ethnicity, country of birth, highest
qualification) were measured in Wave 1 and time-varying mea-
sures (health, marital status, job status, social class and region in
Wave 3. The gender invariance of the association between social
exclusion and health was assessed using an interaction term in
model 1: no evidence of interactions between social exclusion
and gender were found. Modification of the relation by area
type, car access, mobile phone ownership and internet use was
assessed by adding interaction terms to model 3. All
analyses
used
survey
methods
in
Stata
V14.1(Stata
Statistical Software: Release 14.1 [program]. College Station,
Texas: StataCorp LP., 2015) to provide cluster-robust SEs and
Wave 4 longitudinal weights applied to take account of unequal
selection probabilities, attrition and the non-response of eligible
participants. Further models assessed whether the association between
health transitions and social exclusion, and social exclusion and
subsequent health, varied across the three subdomains of social
exclusion (service provision and access, civic participation and
social relations and resources). Social exclusion and prior health Table 1 shows mean differences in the social exclusion index
(SEI) by the health and covariate measures. Mean SEI was of a
similar magnitude irrespective of the health measure, ranging
from around 4 for those in stable good health to almost 6 for
those in stable poor health. SEI means also differed across
values of the covariates in expected directions with the excep-
tion of area type; there were no urban/rural differences in SEI. The results for the linear regression models predicting SEI by
the three health transition measures are shown in table 2. The
association between SRH and SEI after adjustment for age and
gender could still be seen (model 0) and suggests a dose–
response relationship with similar increases in SEI (≈1 point)
for transitions from good to poor and poor to good SRH and a
larger increase (≈2) for those with poor SRH at both time
points. There was some attenuation in the relationships after
controlling for the hypothesised confounders (model 1) and
more limited attenuation after including the set of potential
mediators (area type, car access, mobile phone ownership and
internet use). Model 3 confirmed an independent relationship
between SRH and the SEI after accounting for the other health
transition measures (LLTI and GHQ). The regression coefficients for LLTI transitions in model 0
showed similar trends in the LLTI to SEI relationship, although
the magnitude of the differences in SEI was smaller than that
seen for SRH. Again, there was some attenuation after account-
ing for the confounders but little further change after adjusting
for the mediators. In model 3, the coefficients were reduced
further and only stable LLTI was associated with an increase in
SEI (b=0.22). Sacker A, et al. J Epidemiol Community Health 2017;0:1–10. Social exclusion and subsequent health Table 3 shows the relationship of the covariates and the SEI with
poor health at Wave 4. First, there was a clear gradient in poor
health by the SEI for all three health measures. Second, there was
confirmation of continuity in poor health in Wave 3 to poor
health 1-year later, especially for poor self-rated health and limit-
ing long-term illness. Third, differences in rates of poor health
across categories of all the covariates were found for at least one
of the three health outcomes with the exception of country of
birth. For consistency across health measures, we include the
same set of covariates in the modelling of the relationship
between social exclusion and subsequent health (table 4). The baseline model 0 adjusted for health in Wave 3, age and
gender. There was a 16% increase in the odds of poor SRH for
each unit increase in the SEI conditional on health at Wave 3. After adjustment for the control variables in model 1, the odds
were essentially unchanged. The potential mediators did not
attenuate this association between social exclusion and subse-
quent health. GHQ transitions were also related to social exclusion: SEI
scores were raised for those with high GHQ at one or 2 time
points. Independent of the confounders, mediators and other
health measures, only stable high GHQ and a transition from
low to high GHQ remained predictive of higher SEI scores. A similar set of results can be seen for limiting long-term
illness (table 4, second row). The odds of LLTI in Wave 4 were
increased by 8% for each unit increase in the SEI. This remained
unchanged with the addition of the control variables and the
hypothesised mediators. For the GHQ baseline model, the odds
were 1.04 per unit increase in the SEI. However, these odds
were revealed to be slightly higher and statistically significant
after the adjustments in models 1 and 2. Social exclusion subdomains and prior health Results using the social exclusion subdomains (see online
supplementary appendix table A3) indicated a much stronger
relationship between SRH and civic participation than between
SRH
and
service
provision/access
or
social
relations
and
resources. For LLTI, associations were strongest for civic partici-
pation, then service provision/access and weakest for social rela-
tions and resources. Like SRH, GHQ was more strongly
associated with civic participation than with the service provi-
sion/access and social relations and resources subdomains,
although the magnitude of the differences was not so great. Modification of social exclusion and prior health
relationship We investigated whether there was any moderation of the associ-
ation between health transitions and SEI by car access, mobile
phone ownership and internet use. There was a significant inter-
action between car access and SRH transitions (p=0.007) and
between car access and LLTI transitions (p=0.03): Car access
made no difference to SEI scores for those in stable good health
but respondents who transitioned to poor health (SRH only) or
had stable poor health had lower scores on the SEI when they
had access to a car than when not (see figure 1). There was no evidence of any moderation of the positive
association between poor health and subsequent SEI by area
type, car access, mobile phone ownership or internet use. The subdomain analyses (see online supplementary appendix
table A4) indicated that conditional on health in Wave 3, social
exclusion in the domains of civic participation and social rela-
tions and resources increased the probability of poor SRH. The
domains of civic participation and service provision and access,
but not social relations and resources, were related to subse-
quent LLTI. GHQ was associated with prior civic participation
only. Modification of the SRH and SEI relationship by internet use
(p=0.003) and of the LLTI and SEI relationship by mobile
phone ownership (p=0.0001) was also observed. Again, no dif-
ference in SEI scores was observed for those in stable good
health. However, respondents with stable poor SRH had higher
scores on the SEI if they never used the internet than if they did
(figure 2A) and SEI scores were higher for respondents with
stable
LLTI
without
a
phone
than
with
(figure
2B). Furthermore, occasional internet use was associated with lower
social exclusion scores than regular use for those whose SRH
improved and having a mobile phone was associated with lower
social exclusion scores for those no longer reporting LLTI. Social exclusion and prior health doi:10.1136/jech-2016-208037 3 Research report Table 1
Continued
SEI
Explanatory factor
Mean
95% CI
Yorkshire and the Humber
4.41*
4.13 to 4.69
East Midlands
4.80***
4.45 to 5.15
West Midlands
4.57**
4.22 to 4.91
East of England
4.16
3.96 to 4.36
London
4.40*
4.09 to 4.71
South West
4.22
3.90 to 4.54
Scotland
4.59*
4.17 to 5.01
Wales
4.72**
4.37 to 5.07
Northern Ireland
4.76**
4.22 to 5.29
Area type
Urban
4.41
4.29 to 4.53
Rural
4.43
4.24 to 4.61
Car access
Yes
3.92
3.83 to 4.02
No
6.30***
6.07 to 6.53
Mobile phone
Yes
4.09
3.99 to 4.19
No
5.50***
5.27 to 5.73
Internet use
Often
3.41
3.29 to to 3.54
Sometimes
3.77**
3.55 to 3.99
Never
5.14***
5.01 to 5.27
unweighted N; weighted means. Linear regression models test for significance of mean differences: * p<0.05, **
p<0.01, *** p<0.001. GHQ, 12 item General Health Questionnaire; LLTI, limiting long-term illness/disability;
SEI, Social Exclusion Index; SRH, self-rated health. Unlike the other two health transition measures, there was no
evidence of moderation of the GHQ to SEI relationship,
although those with no access to a car and stable high GHQ had
higher SEI scores than those with access to a car and stable low
GHQ (p=0.02). DISCUSSION
h
d
d This study adopted a new analytical framework for understand-
ing health and social exclusion in older age by explicitly separat-
ing measures of health from those of social exclusion. Previous
work has confounded the two concepts making it difficult to
understand the dynamics between health and social exclusion. Using this approach, we have both confirmed and extended Sacker A, et al. J Epidemiol Community Health 2017;0:1–10. doi:10.1136/jech-2016-208037 4 Research report Table 2
Linear regression estimates and 95% CIs for the Social Exclusion Index (Wave 2/3) regressed on health transitions (Wave 1-2)
Model 0
Model 1
Model 2
Model 3 Table 2
Linear regression estimates and 95% CIs for the Social Exclusion Index (Wave 2/3) regressed on health transitions (Wave 1-2)
Model 0
Model 1
Model 2
Model 3
SRH
Stable good
0.00
Reference
0.00
Reference
0.00
Reference
0.00
Reference
Good→poor
1.06***
(0.77 to 1.34)
0.83***
(0.56 to 1.10)
0.76***
(0.49 to 1.02)
0.58***
(0.30 to 0.86)
Poor→good
1.10***
(0.79 to 1.41)
0.81***
(0.52 to 1.10)
0.76***
(0.47 to 1.04)
0.61***
(0.32 to 0.90)
Stable poor
1.81***
(1.59 to 2.03)
1.39***
(1.19 to 1.60)
1.31***
(1.11 to 1.51)
0.95***
(0.72 to 1.18)
LLTI
Stable no LLTI
0.00
Reference
0.00
Reference
0.00
Reference
0.00
Reference
LLTO onset
0.45**
(0.17 to 0.74)
0.31*
(0.07 to 0.56)
0.30*
(0.05 to 0.54)
0.00
(−0.25 to 0.24)
LLTI recovery
0.51***
(0.25 to 0.78)
0.37**
(0.13 to 0.62)
0.33**
(0.10 to 0.56)
0.05
(−0.17 to 0.28)
Stable LLTI
1.30***
(1.10 to 1.49)
0.96***
(0.78 to 1.14)
0.91***
(0.74 to 1.09)
0.22*
(0.02 to 0.42)
GHQ
Stable low
0.00
Reference
0.00
Reference
0.00
Reference
0.00
Reference
Low→high
0.73***
(0.40 to 1.06)
0.58***
(0.30 to 0.86)
0.60***
(0.32 to 0.88)
0.28*
(0.01 to 0.54)
High→low
0.67***
(0.38 to 0.97)
0.54***
(0.27 to 0.82)
0.52***
(0.25 to 0.78)
0.27
(0.00 to 0.54)
Stable high
1.59***
(1.27 to 1.91)
1.41***
(1.13 to 1.70)
1.41***
(1.15 to 1.68)
0.91***
(0.64 to 1.18)
Model 0: Baseline model adjusted for Wave 1 gender, age and age2. Model 1: M0+Wave 1 controls (ethnicity, UK born, marital status, job status, education, social class, region). Model 2: M1+Wave 1 mediators (urban/rural, car access, mobile phone ownership, internet use). Model 3: M2+other Wave 1-2 health transition measures. *p<0.05, **p<0.01,***p<0.001. GHQ, 12 item General Health Questionnaire; LLTI, limiting long-term illness/disability; SEI, Social Exclusion Index; SRH, self-rated health. Model 3: M2+other Wave 1-2 health transition measures. *p<0.05, **p<0.01,***p<0.001. DISCUSSION
h
d
d Once data are avail-
able, it should be possible to elucidate the longer term dynamics
hinted at by the observed differences in SEI scores across 1-year
health transition categories. Somewhat surprisingly, there was
no evidence that urban/rural location, car access, mobile phone
ownership or internet use explained the prior health with later
SEI relationship, even though both health and SEI were related
to each of these potential mediators. There are a number of
other mechanisms that might explain the relationship between
health and social exclusion that could also be amenable to
policy intervention. Examples include the material and financial
consequences of poor health,5 28 37 discrimination38 and envir-
onmental factors beyond those considered here.5 28 38 Our study has some distinct strengths: we used data from a
large contemporary panel study, which meant that we were able
to take advantage of the longitudinal design to investigate the
relationship between health and social exclusion unfolding over
time; we tested a new analytical framework for our analysis;
and we considered multiple domains of health and social exclu-
sion. On the other hand, some limitations must be acknowl-
edged. First, as in all longitudinal studies, there were missing
data which may have affected our results. The vast majority of
missing data was for the GHQ-12 scores as these were com-
pleted mainly as part of a self-completion module. We repeated
the analyses for those with complete data over Waves 1–4 (not
shown); the substantive findings were unchanged but lacked pre-
cision due to the smaller sample size, so we present results using
complete cases for each research question. We used longitudinal
weights to account for dropout. Any bias introduced by non-
response is likely to have underestimated effects. Second, the
SEI index is specific to Understanding Society and of necessity
its construction was limited by the data available, although
many government departments and third sector agencies rely on
these data for evidence-based policy development. Nevertheless,
the SEI may not have fully captured all dimensions of the sub-
domains. Finally, Walsh et als’ framework that guided our ana-
lysis was conceptualised for a specific rural context and may not
generalise to the UK population. The evidence for effect modification also suggests points for
intervention. The role of car access suggests that alternatives to the
car, such as improved public transport and taxi schemes for the
elderly, might also be able to prevent social exclusion. DISCUSSION
h
d
d GHQ, 12 item General Health Questionnaire; LLTI, limiting long-term illness/disability; SEI, Social Exclusion Index; SRH, self-rated health. *p<0.05, **p<0.01,***p<0.001. GHQ, 12 item General Health Questionnaire; LLTI, limiting long-term illness/disability; SEI, Social Exclusion Index; SRH, self-rated health. p<0.05,
p<0.01,
p<0.001. GHQ, 12 item General Health Questionnaire; LLTI, limiting long-term illness/disability; SEI, Social Exclusion Index; SRH, self-rated health. Figure 1
Modification of relationship between health transitions Wave 1-2 and the Social Exclusion Index in Wave 2/3 by access to car(s) in Wave
1. LLTI, limited long-term illness/disability. Figure 1
Modification of relationship between health transitions Wave 1-2 and the Social Exclusion Index in Wave 2/3 by access to car(s) in Wave
1. LLTI, limited long-term illness/disability. Sacker A, et al. J Epidemiol Community Health 2017;0:1–10. doi:10.1136/jech-2016-208037 5 Research report Research report Figure 2
Modification of relationship between health transitions Wave 1-2 and the Social Exclusion Index in Wave 2/3 by technology use in Wave
1. LLTI, limited long-term illness/disability. Research report Figure 2
Modification of relationship between health transitions Wave 1-2 and the Social Exclusion Index in Wave 2/3 by technology use in Wave
1. LLTI, limited long-term illness/disability. whose SRH improved might also suggest that those in poor health
were seeking information online. existing knowledge on social exclusion in older age. Consistent
with expectations, we found that poor health predicted social
exclusion 1–2 years later. Given the health status at baseline, we
also found that social exclusion predicted later declines in
health. Finally, we identified use of a car, mobile phone and the
internet as factors that might support older adults in poor
health and help break the downward spiral in well-being. Civic participation was the subdomain most strongly and con-
sistently associated with health, both as an outcome of health
transitions and as a predictor of subsequent health change. That
there is a bidirectional association is consistent with findings
from Europe,13 but our findings go further in showing the dom-
inance of civic participation over service provision and access
and social relations and resources. Another study found that
over 20% of Canadian seniors wanted to be more involved in
social activities,40 highlighting the extent of need in this area. We failed to find much evidence that improvements in health
reduced social exclusion in the short term. DISCUSSION
h
d
d doi:10.1136/jech-2016-208037 6 Research report Table 3
Weighted per cent (95% CI) in poor health at Wave 4 by explanatory factors (N=4244)
Poor SRH
LLTI
High GHQ Wave 2/3
SEI
0—5
23.77
(21.99 to 25.66)
34.03
(31.98 to
6—10
47.64***
(44.31 to 50.98)
51.51***
(48.33 to
11—15
72.22***
(44.31 to 50.98)
78.67***
(63.76 to
Wave 1
Gender
Male
31.58
(29.24 to 34.01)
37.72
(35.20 to
Female
32.04
(29.76 to 34.41)
42.05*
(39.70 to
Age (years)
<75
25.56
(23.85 to 27.34)
35.38
(33.51 to
≥75
30.30***
(27.09 to 33.72)
50.37***
(46.74 to
Ethnicity
White
31.60**
(29.89 to 33.37)
40.14
(38.33 to
Non-white
41.29
(34.72 to 48.19)
36.82
(29.65 to
Country of birth
UK
31.69
(29.94 to 33.50)
40.29
(38.43 to
Elsewhere
34.10
(28.75 to 39.89)
36.21
(30.71 to
Education
Degree
20.15
(16.79 to 23.99)
33.40
(29.13 to
Other higher
22.36
(18.11 to 27.27)
34.47
(29.61 to
A level
31.89***
(27.55 to 36.58)
35.40
(30.89 to
GCSE
27.11*
(22.94 to 31.73)
32.69
(28.57 to
Other
32.74***
(29.08 to 36.63)
42.68**
(38.50 to
None
41.05***
(37.75 to 44.43)
47.77***
(44.44 to
Wave 3
Poor SRH
No
13.01
(11.62 to 14.54)
26.01
(24.07 to
Yes
75.89***
(73.10 to 78.48)
72.98***
(69.92 to
LLTI
No
12.02
(10.31 to 13.97)
13.92
(12.14 to
Yes
47.68***
(45.22 to 50.15)
60.98***
(58.67 to
High GHQ
No
27.99
(26.25 to 29.79)
36.33
(34.47 to
Yes
60.16***
(55.13 to 64.98)
67.59***
(62.86 to
Marital status
Married
28.18
(26.12 to 30.33)
35.90
(33.64 to
Living as a couple
22.53
(14.31 to 33.64)
41.70
(34.37 to 23.77
(21.99 to 25.66)
34.03
(31.98 to 36.14)
13.53
(12.03 to 15.17)
47.64***
(44.31 to 50.98)
51.51***
(48.33 to 54.67)
21.92***
(19.27 to 24.83)
72.22***
(44.31 to 50.98)
78.67***
(63.76 to 88.54)
42.68***
(27.24 to 59.69)
31.58
(29.24 to 34.01)
37.72
(35.20 to 40.30)
12.45
(10.89 to 14.20)
32.04
(29.76 to 34.41)
42.05*
(39.70 to 44.43)
19.99***
(18.04 to 22.09)
25.56
(23.85 to 27.34)
35.38
(33.51 to 37.31)
14.85
(13.44 to 16.37)
30.30***
(27.09 to 33.72)
50.37***
(46.74 to 54.00)
20.26**
(17.41 to 23.44)
31.60**
(29.89 to 33.37)
40.14
(38.33 to 41.98)
16.50
(15.12 to 17.98)
41.29
(34.72 to 48.19)
36.82
(29.65 to 44.63)
18.01
(13.08 to 24.28)
31.69
(29.94 to 33.50)
40.29
(38.43 to 42.18)
16.49
(15.07 to 18.00)
34.10
(28.75 to 39.89)
36.21
(30.71 to 42.10)
17.42
(13.97 to 21.50)
20.15
(16.79 to 23.99)
33.40
(29.13 to 37.96)
13.57
(10.83 to 16.88)
22.36
(18.11 to 27.27)
34.47
(29.61 to 39.67)
13.87
(10.65 to 17.87)
31.89***
(27.55 to 36.58)
35.40
(30.89 to 40.19)
14.57
(11.54 to 18.23)
27.11*
(22.94 to 31.73)
32.69
(28.57 to 37.10)
16.48
(13.19 to 20.41)
32.74***
(29.08 to 36.63)
42.68**
(38.50 to 46.97)
17.28
(14.54 to 20.42)
41.05***
(37.75 to 44.43)
47.77***
(44.44 to 51.11)
18.96*
(16.51 to 21.68)
13.01
(11.62 to 14.54)
26.01
(24.07 to 28.05)
10.70
(9.51 to 12.03)
75.89***
(73.10 to 78.48)
72.98***
(69.92 to 75.83)
30.21***
(27.15 to 33.45)
12.02
(10.31 to 13.97)
13.92
(12.14 to 15.91)
10.64
(9.19 to 12.29)
47.68***
(45.22 to 50.15)
60.98***
(58.67 to 63.25)
21.26***
(19.32 to 23.33)
27.99
(26.25 to 29.79)
36.33
(34.47 to 38.24)
10.88
(9.75 to 12.13)
60.16***
(55.13 to 64.98)
67.59***
(62.86 to 71.98)
58.29***
(53.02 to 63.38)
28.18
(26.12 to 30.33)
35.90
(33.64 to 38.23)
15.27
(13.56 to 17.15)
22.53
(14.31 to 33.64)
41.70
(34.37 to 49.42)
11.15
(5.74 to 20.55)
Continued 23.77
(21.99 to 25.66)
34.03
(31.98 to 36.14)
47.64***
(44.31 to 50.98)
51.51***
(48.33 to 54.67)
72.22***
(44.31 to 50.98)
78.67***
(63.76 to 88.54)
31.58
(29.24 to 34.01)
37.72
(35.20 to 40.30)
32.04
(29.76 to 34.41)
42.05*
(39.70 to 44.43)
25.56
(23.85 to 27.34)
35.38
(33.51 to 37.31)
30.30***
(27.09 to 33.72)
50.37***
(46.74 to 54.00)
31.60**
(29.89 to 33.37)
40.14
(38.33 to 41.98)
41.29
(34.72 to 48.19)
36.82
(29.65 to 44.63)
31.69
(29.94 to 33.50)
40.29
(38.43 to 42.18)
34.10
(28.75 to 39.89)
36.21
(30.71 to 42.10)
20.15
(16.79 to 23.99)
33.40
(29.13 to 37.96)
22.36
(18.11 to 27.27)
34.47
(29.61 to 39.67)
31.89***
(27.55 to 36.58)
35.40
(30.89 to 40.19)
27.11*
(22.94 to 31.73)
32.69
(28.57 to 37.10)
32.74***
(29.08 to 36.63)
42.68**
(38.50 to 46.97)
41.05***
(37.75 to 44.43)
47.77***
(44.44 to 51.11)
13.01
(11.62 to 14.54)
26.01
(24.07 to 28.05)
75.89***
(73.10 to 78.48)
72.98***
(69.92 to 75.83)
12.02
(10.31 to 13.97)
13.92
(12.14 to 15.91)
47.68***
(45.22 to 50.15)
60.98***
(58.67 to 63.25)
27.99
(26.25 to 29.79)
36.33
(34.47 to 38.24)
60.16***
(55.13 to 64.98)
67.59***
(62.86 to 71.98)
28.18
(26.12 to 30.33)
35.90
(33.64 to 38.23)
22.53
(14.31 to 33.64)
41.70
(34.37 to 49.42) 33.40
(29.13 to 37.96) Sacker A, et al. DISCUSSION
h
d
d The import-
ance of internet use and technology highlights the need for further
research to understand which capabilities constrain older adults’
use of these forms of communication. There was no modification
of the relationship between GHQ and social exclusion. On the
one hand, this is unsurprising since symptoms of depression and
anxiety include diminished interest and loss of pleasure in social
activities.39 On the other, this distinction between physical and
psychological health may provide a clue that it is physical and cog-
nitive capabilities, rather than psychosocial capabilities, driving use
of the internet and technology. The finding that occasional inter-
net use was more beneficial than regular use for respondents Sacker A, et al. J Epidemiol Community Health 2017;0:1–10. DISCUSSION
h
d
d J Epidemiol Community Health 2017;0:1–10. doi:10.1136/jech-2016-208037 Research report Table 3
Continued
Poor SRH
LLTI
High GHQ
Single never married
37.58*
(30.21 to 45.57)
48.60
(43.32 to 53.92)
17.67
(13.42 to 22.90)
Separated or divorced
37.42**
(32.49 to 42.63)
47.79***
(43.93 to 51.68)
18.68
(14.88 to 23.19)
Widowed
38.74***
(35.11 to 42.51)
33.08***
(23.75 to 43.96)
19.28*
(16.28 to 22.67)
Job status
In work
14.27
(10.77 to 18.66)
20.16
(15.92 to 25.18)
7.83
(5.49 to 11.05)
Not in work
33.51***
(31.72 to 35.36)
41.97***
(40.07 to 43.90)
17.37***
(15.93 to 18.92)
Social class
Man and Prof
24.81
(22.14 to 27.69)
35.46
(32.39 to 38.64)
14.18
(12.16 to 16.48)
Intermediate
29.39
(25.32 to 33.82)
39.42
(34.98 to 44.04)
19.64*
(16.13 to 23.70)
Small emp. and own acc. 27.84***
(22.38 to 34.06)
37.76
(32.10 to 43.77)
18.68
(14.33 to 23.99)
Lower supervisory and tech. DISCUSSION
h
d
d 40.50***
(34.17 to 47.16)
50.10***
(43.66 to 56.54)
16.01
(11.70 to 21.53)
Semiroutine and routine
38.45
(35.51 to 41.48)
43.34**
(40.28 to 46.44)
17.35*
(15.17 to 19.76)
Never had a job
36.19**
(28.57 to 44.58)
39.97
(32.02 to 48.48)
14.58
(10.01 to 20.74)
Region
South East
26.19
(21.88 to 31.01)
37.72
(32.99 to 42.69)
15.98
(12.25 to 20.57)
North East
35.58*
(27.83 to 44.17)
42.04
(32.74 to 51.94)
17.93
(11.45 to 26.95)
North West
32.78
(27.43 to 38.62)
40.99
(35.74 to 46.45)
14.75
(11.30 to 19.04)
Yorkshire and the Humber
34.17*
(28.38 to 40.47)
39.79
(33.81 to 46.10)
15.93
(11.83 to 21.13)
East Midlands
33.77
(27.71 to 40.42)
41.50
(35.01 to 48.30)
17.60
(13.50 to 22.63)
West Midlands
31.28
(26.80 to 36.14)
36.87
(31.51 to 42.57)
21.96
(17.13 to 27.69)
East of England
31.53
(26.78 to 36.70)
42.43
(37.36 to 47.67)
15.19
(11.85 to 19.28)
London
29.80
(24.32 to 35.93)
33.31
(28.16 to 38.89)
21.50
(17.30 to 26.38)
South West
28.12
(23.24 to 33.57)
40.39
(34.54 to 46.52)
12.37
(9.28 to 16.32)
Wales
42.15***
(36.00 to 48.56)
47.43*
(39.52 to 55.46)
17.30
(11.50 to 25.18)
Scotland
35.40*
(29.58 to 41.68)
40.87
(35.73 to 46.22)
17.51
(13.20 to 22.84)
Northern Ireland
33.43
(23.87 to 44.59)
41.40
(30.48 to 53.23)
12.85
(7.13 to 22.05)
Area type
Urban
33.86
(31.86 to 35.92)
42.00
(39.91 to 44.13)
17.98
(16.32 to 19.77)
Rural
27.19
(24.15 to 30.46)
35.66**
(32.43 to 39.02)
13.26**
(11.15 to 15.71)
Car access
Research report LLTI 48.60
(43.32 to 53.92)
17.67
(13.42 to 22.90)
47.79***
(43.93 to 51.68)
18.68
(14.88 to 23.19)
33.08***
(23.75 to 43.96)
19.28*
(16.28 to 22.67)
20.16
(15.92 to 25.18)
7.83
(5.49 to 11.05)
41.97***
(40.07 to 43.90)
17.37***
(15.93 to 18.92)
35.46
(32.39 to 38.64)
14.18
(12.16 to 16.48)
39.42
(34.98 to 44.04)
19.64*
(16.13 to 23.70)
37.76
(32.10 to 43.77)
18.68
(14.33 to 23.99)
50.10***
(43.66 to 56.54)
16.01
(11.70 to 21.53)
43.34**
(40.28 to 46.44)
17.35*
(15.17 to 19.76)
39.97
(32.02 to 48.48)
14.58
(10.01 to 20.74)
37.72
(32.99 to 42.69)
15.98
(12.25 to 20.57)
42.04
(32.74 to 51.94)
17.93
(11.45 to 26.95)
40.99
(35.74 to 46.45)
14.75
(11.30 to 19.04)
39.79
(33.81 to 46.10)
15.93
(11.83 to 21.13)
41.50
(35.01 to 48.30)
17.60
(13.50 to 22.63)
36.87
(31.51 to 42.57)
21.96
(17.13 to 27.69)
42.43
(37.36 to 47.67)
15.19
(11.85 to 19.28)
33.31
(28.16 to 38.89)
21.50
(17.30 to 26.38)
40.39
(34.54 to 46.52)
12.37
(9.28 to 16.32)
47.43*
(39.52 to 55.46)
17.30
(11.50 to 25.18)
40.87
(35.73 to 46.22)
17.51
(13.20 to 22.84)
41.40
(30.48 to 53.23)
12.85
(7.13 to 22.05)
42.00
(39.91 to 44.13)
17.98
(16.32 to 19.77)
35.66**
(32.43 to 39.02)
13.26**
(11.15 to 15.71)
36.67
(34.73 to 38.64)
15.10
(13.66 to 16.67)
52.52***
(48.55 to 56.46)
21.80***
(18.81 to 25.13)
37.72
(35.85 to 39.62)
15.88
(14.46 to 17.42)
50.45***
(45.95 to 54.94)
19.43*
(16.17 to 23.17)
Continued 37.58*
(30.21 to 45.57)
48.60
(43.32 to 53.92)
17.67
(13.42 to 22.90)
37.42**
(32.49 to 42.63)
47.79***
(43.93 to 51.68)
18.68
(14.88 to 23.19)
38.74***
(35.11 to 42.51)
33.08***
(23.75 to 43.96)
19.28*
(16.28 to 22.67)
14.27
(10.77 to 18.66)
20.16
(15.92 to 25.18)
7.83
(5.49 to 11.05)
33.51***
(31.72 to 35.36)
41.97***
(40.07 to 43.90)
17.37***
(15.93 to 18.92)
24.81
(22.14 to 27.69)
35.46
(32.39 to 38.64)
14.18
(12.16 to 16.48)
29.39
(25.32 to 33.82)
39.42
(34.98 to 44.04)
19.64*
(16.13 to 23.70)
27.84***
(22.38 to 34.06)
37.76
(32.10 to 43.77)
18.68
(14.33 to 23.99)
40.50***
(34.17 to 47.16)
50.10***
(43.66 to 56.54)
16.01
(11.70 to 21.53)
38.45
(35.51 to 41.48)
43.34**
(40.28 to 46.44)
17.35*
(15.17 to 19.76)
36.19**
(28.57 to 44.58)
39.97
(32.02 to 48.48)
14.58
(10.01 to 20.74)
26.19
(21.88 to 31.01)
37.72
(32.99 to 42.69)
15.98
(12.25 to 20.57)
35.58*
(27.83 to 44.17)
42.04
(32.74 to 51.94)
17.93
(11.45 to 26.95)
32.78
(27.43 to 38.62)
40.99
(35.74 to 46.45)
14.75
(11.30 to 19.04)
34.17*
(28.38 to 40.47)
39.79
(33.81 to 46.10)
15.93
(11.83 to 21.13)
33.77
(27.71 to 40.42)
41.50
(35.01 to 48.30)
17.60
(13.50 to 22.63)
31.28
(26.80 to 36.14)
36.87
(31.51 to 42.57)
21.96
(17.13 to 27.69)
31.53
(26.78 to 36.70)
42.43
(37.36 to 47.67)
15.19
(11.85 to 19.28)
29.80
(24.32 to 35.93)
33.31
(28.16 to 38.89)
21.50
(17.30 to 26.38)
28.12
(23.24 to 33.57)
40.39
(34.54 to 46.52)
12.37
(9.28 to 16.32)
42.15***
(36.00 to 48.56)
47.43*
(39.52 to 55.46)
17.30
(11.50 to 25.18)
35.40*
(29.58 to 41.68)
40.87
(35.73 to 46.22)
17.51
(13.20 to 22.84)
33.43
(23.87 to 44.59)
41.40
(30.48 to 53.23)
12.85
(7.13 to 22.05)
33.86
(31.86 to 35.92)
42.00
(39.91 to 44.13)
17.98
(16.32 to 19.77)
27.19
(24.15 to 30.46)
35.66**
(32.43 to 39.02)
13.26**
(11.15 to 15.71)
28.78
(26.93 to 30.70)
36.67
(34.73 to 38.64)
15.10
(13.66 to 16.67)
43.00
(39.14 to 46.94)
52.52***
(48.55 to 56.46)
21.80***
(18.81 to 25.13)
29.79
(28.03 to 31.61)
37.72
(35.85 to 39.62)
15.88
(14.46 to 17.42)
40.83
(36.50 to 45.30)
50.45***
(45.95 to 54.94)
19.43*
(16.17 to 23.17)
Continued 37.58*
(30.21 to 45.57)
37.42**
(32.49 to 42.63)
38.74***
(35.11 to 42.51)
14.27
(10.77 to 18.66)
33.51***
(31.72 to 35.36)
24.81
(22.14 to 27.69)
29.39
(25.32 to 33.82)
27.84***
(22.38 to 34.06)
40.50***
(34.17 to 47.16)
38.45
(35.51 to 41.48)
36.19**
(28.57 to 44.58)
26.19
(21.88 to 31.01)
35.58*
(27.83 to 44.17)
32.78
(27.43 to 38.62)
34.17*
(28.38 to 40.47)
33.77
(27.71 to 40.42)
31.28
(26.80 to 36.14)
31.53
(26.78 to 36.70)
29.80
(24.32 to 35.93)
28.12
(23.24 to 33.57)
42.15***
(36.00 to 48.56)
35.40*
(29.58 to 41.68)
33.43
(23.87 to 44.59)
33.86
(31.86 to 35.92)
27.19
(24.15 to 30.46)
28.78
(26.93 to 30.70)
43.00
(39.14 to 46.94)
29.79
(28.03 to 31.61)
40.83
(36.50 to 45.30) 37.58*
(30.21 to 45.57)
48.60
(43.32 to 53.92)
37.42**
(32.49 to 42.63)
47.79***
(43.93 to 51.68)
38.74***
(35.11 to 42.51)
33.08***
(23.75 to 43.96)
14.27
(10.77 to 18.66)
20.16
(15.92 to 25.18)
33.51***
(31.72 to 35.36)
41.97***
(40.07 to 43.90)
24.81
(22.14 to 27.69)
35.46
(32.39 to 38.64)
29.39
(25.32 to 33.82)
39.42
(34.98 to 44.04)
27.84***
(22.38 to 34.06)
37.76
(32.10 to 43.77)
40.50***
(34.17 to 47.16)
50.10***
(43.66 to 56.54)
38.45
(35.51 to 41.48)
43.34**
(40.28 to 46.44)
36.19**
(28.57 to 44.58)
39.97
(32.02 to 48.48)
26.19
(21.88 to 31.01)
37.72
(32.99 to 42.69)
35.58*
(27.83 to 44.17)
42.04
(32.74 to 51.94)
32.78
(27.43 to 38.62)
40.99
(35.74 to 46.45)
34.17*
(28.38 to 40.47)
39.79
(33.81 to 46.10)
33.77
(27.71 to 40.42)
41.50
(35.01 to 48.30)
31.28
(26.80 to 36.14)
36.87
(31.51 to 42.57)
31.53
(26.78 to 36.70)
42.43
(37.36 to 47.67)
29.80
(24.32 to 35.93)
33.31
(28.16 to 38.89)
28.12
(23.24 to 33.57)
40.39
(34.54 to 46.52)
42.15***
(36.00 to 48.56)
47.43*
(39.52 to 55.46)
35.40*
(29.58 to 41.68)
40.87
(35.73 to 46.22)
33.43
(23.87 to 44.59)
41.40
(30.48 to 53.23)
33.86
(31.86 to 35.92)
42.00
(39.91 to 44.13)
27.19
(24.15 to 30.46)
35.66**
(32.43 to 39.02)
28.78
(26.93 to 30.70)
36.67
(34.73 to 38.64)
43.00
(39.14 to 46.94)
52.52***
(48.55 to 56.46)
29.79
(28.03 to 31.61)
37.72
(35.85 to 39.62)
40.83
(36.50 to 45.30)
50.45***
(45.95 to 54.94) 39.79
(33.81 to 46.10) 41.50
(35.01 to 48.30) Sacker A, et al. Sacker A, et al. J Epidemiol Community Health 2017;0:1–10. doi:10.1136/jech-2016-208037 REFERENCES 1
MacLeod C, Ross A, Windle G, et al. Measuring Later Life Social Exclusion in
Understanding Society. 2016, ISBN 978-0-9527377-7-3. https:// www.ucl.ac.uk/icls/
publications/working-papers (accessed 5 Jul 2016). 1
MacLeod C, Ross A, Windle G, et al. Measuring Later Life Social Exclusion in
Understanding Society. 2016, ISBN 978-0-9527377-7-3. https:// www.ucl.ac.uk/icls/
publications/working-papers (accessed 5 Jul 2016). Among non-community living older people in the UK, poor
health is associated with greater social exclusion and, in turn,
social exclusion is linked to health decline. Use of a car, mobile
phone and the internet are factors that protected older adults in
poor health from social exclusion. Designing age-friendly
hardware and software might have public health benefits. 2
European Commission. The European Platform Against Poverty and Social Exclusion:
a European Framework for Social and Territorial Cohesion. 2011 12 August 2011. http://ec.europa.eu/social/main.jsp?catId=738&langId=en&pubId=6028&type=
2&furtherPubs=yes (accessed 5 Jul 2016). 3
Bradshaw J, Kemp P, Baldwin S, et al. The drivers of social exclusion: a review of the
literature. London: Social Exclusion Unit, Office of the Deputy Prime Minister, 2004. 4
Levitas R, Pantazis C, Fahmy E, et al. The multi-dimensional analysis of social
exclusion. Bristol: Department of Sociology and School for Social Policy Townsend
Centre for the International Study of Poverty and Bristol Institute for Public Affairs,
University of Bristol, Bristol, 2007. Acknowledgements Understanding Society is an initiative by the Economic and
Social Research Council, with scientific leadership by the Institute for Social and
Economic Research, University of Essex and survey delivery by the National Centre for
Social Research and TNS BRMB, and survey management by the UK Data Archive. y
5
Barnes M, Blom A, Cox K, et al. The social exclusion of older people. Evidence from
the first wave of the English Longitudinal Study of Ageing (ELSA): Final report:
London, 2006. 6
Burchardt T. Being and becoming: social exclusion and the onset of disability. CASE
reports: centre for analysis of social exclusion, LSE, 2003. Contributors AS, AR, GW, CAM and GN developed the idea and contributed to
the study design. AR and AS carried out the analysis and AS wrote the manuscript. AR, GW, CAM and GN commented on the paper and have seen and accepted the
final version. AS takes responsibility for the overall content of the paper. y
7
Kneale D. Is social exclusion still important for older people? London. 20 8
Aldridge H, Parekh A, MacInnes T, et al. What is already known on this subject Open Access This is an Open Access article distributed in accordance with the
terms of the Creative Commons Attribution (CC BY 4.0) license, which permits
others to distribute, remix, adapt and build upon this work, for commercial use,
provided the original work is properly cited. See: http://creativecommons.org/licenses/
by/4.0/ Poor health and social exclusion cluster in older adults but the
causal mechanism is less clear. Poor health and social exclusion cluster in older adults but the
causal mechanism is less clear. What this study adds DISCUSSION
h
d
d J Epidemiol Community Health 2017;0:1–10. doi:10.1136/jech-2016-208037 Sacker A, et al. J Epidemiol Community Health 2017;0:1–10. doi:10.1136/jech-2016-208037 8 Table 3
Continued
Poor SRH
LLTI
High GHQ
Internet use
Often
22.78
(20.70 to 25.00)
32.16
(29.86 to 34.55)
13.73
(12.07 to 15.57)
Sometimes
29.52*
(24.88 to 34.63)
37.93*
(32.74 to 43.41)
13.65
(10.39 to 17.72)
Never
40.20***
(37.53 to 42.94)
47.41***
(44.64 to 50.19)
19.60***
(17.51 to 21.87)
Logistic regression models test for difference in proportions: * p<0.05, ** p<0.01,*** p<0.001. GHQ, 12 item General Health Questionnaire; LLTI, limited long-term illness/disability; poor SRH, fair/poor self-rated health; SEI, Social Exclusion Index. Research report Research report GHQ, 12 item General Health Questionnaire; LLTI, limited long-term illness/disability; poor SRH, fair/poor self-rated health; SEI, Social Exclusion Index. Table 4
Logistic regression estimates (ORs and 95% CIs) for poor health outcomes in Wave 4 regressed on the Social Exclusion Index at Waves
2/3
Model 0
Model 1
Model 2
Poor SRH
1.16*** (1.11 to 1.21)
1.14*** (1.09 to 1.20)
1.15*** (1.09 to 1.21)
LLTI
1.08*** (1.04 to 1.12)
1.08** (1.03 to 1.13)
1.07** (1.02 to 1.12)
High GHQ
1.04 (0.99 to 1.09)
1.07** (1.02 to 1.13)
1.07* (1.02 to 1.13)
Model 0: Baseline model adjusted for Wave 3 SRH, LLTI, GHQ, gender, age and age2. Model 1: M0+Wave 1 controls (ethnicity, UK born, education)+Wave 3 controls (marital status, job status, social class, region). Model 2: M1+Wave 3 mediators (urban/rural, car access, mobile phone ownership, internet use). * p<0.05, ** p<0.01, *** p<0.001. GHQ, 12 item General Health Questionnaire; LLTI, limited long-term illness/disability; SRH, self-rated health. imates (ORs and 95% CIs) for poor health outcomes in Wave 4 regressed on the Social Exclusion Index at Waves Funding This research was supported by Centre grants from the Economic and
Social Research Council (AS, AR and GN: grant number ES/J019119/1; GW and
CAM: grant number RES-060-25-0060). Competing interests None declared. Ethics approval The Understanding Society study was approved by the University
of Essex Ethics Committee and the National Research Ethics Service. No additional
ethical approval was necessary for this secondary data analysis. CONCLUSION There is synergy between health and social exclusion among
older people living independently in the UK. Our findings
suggest that it might be more effective to target the prior health
to exclusion relationship than the exclusion to later health rela-
tionship. Designing age-friendly hardware and software might
support social inclusion in later life. There is synergy between health and social exclusion among
older people living independently in the UK. Our findings
suggest that it might be more effective to target the prior health
to exclusion relationship than the exclusion to later health rela-
tionship. Designing age-friendly hardware and software might
support social inclusion in later life. Competing interests None declared. Provenance and peer review Not commissioned; externally peer reviewed. Provenance and peer review Not commissioned; externally peer reviewed. Data sharing statement A working paper is referenced in the paper that gives
detailed instructions on how we constructed our social exclusion indices from the
Understanding Society data that are publicly available from the UK Data Service. Research report Research report 25
Arber S. Gender, marital status, and ageing: linking material, health, and social
resources. J Ageing Stud 2004;18:91–108. 9
Hrast MF, Hlebec V, Kavcic M. The social exclusion of the elderly: a mixed-methods
study in Slovenia. Sociologicky Casopis-Czech Sociological Review 2012;48:1051–74. 9
Hrast MF, Hlebec V, Kavcic M. The social exclusion of the elderly: a mixed methods
study in Slovenia. Sociologicky Casopis-Czech Sociological Review 2012;48:1051–74. g
g
26
McNiece R, Majeed A. Socioeconomic differences in general practice consultation
rates in patients aged 65 and over: prospective cohort study. BMJ 1999;
319:26–8. y
g
y
g
10
Ogg J. Social exclusion and insecurity among older Europeans: the influence of
welfare regimes. Ageing Soc 2005;25:69–90. g
g
g
11
Grundy E, Sloggett A. Health inequalities in the older population: the role of
personal capital, social resources and socio-economic circumstances. Soc Sci Med
2003;56:935–47. 27
Ingleby D. Ethnicity, migration and the ‘Social Determinants of Health’ agenda. Psychosoc Interv 2012;21:331–41. 12
Hawton A, Green C, Dickens AP, et al. The impact of social isolation on the health
status and health-related quality of life of older people. Qual Life Res
2011;20:57–67. y
28
Scharf T, Phillipson C, Smith A. Social exclusion of older people in deprived urban
communities of England. European J Ageing 2005;2:76–87. 29
Levitas R. The concept of social exclusion and the new Durkheimian hegemony. Crit Soc Policy 1996;16:5–20. 13
Leone T, Hessel P. The effect of social participation on the subjective and objective
health status of the over-fifties: evidence from SHARE. Ageing oc 2016;36:968–87. 30
Grundy E, Holt G. The socioeconomic status of older adults: how should we
measure it in studies of health inequalities?. J Epidemiol Community Health
2001;55:895–904. g
g
14
Burholt V, Scharf T. Poor health and loneliness in later life: the role of depressive
symptoms, social resources, and rural environments. J Gerontol B Psychol Sci Soc Sci
2014;69:311–24. 31
Scharf T, Phillipson C, Kingston P, et al. Social exclusion and older people: exploring
the connections. Educ Ageing 2001;16:303–20. 15
World Health Organisation. Strategy and action plan for healthy ageing in Europe,
2012–2020. (Report No. EUR/RC62/10 Rev.1). Copenhagen, Denmark: World
Health Organisation Regional Office for Europe, 2012. 32
Shucksmith M, Chapman P. Rural development and social exclusion. Sociologia
Ruralis 1998;38:225–42. g
g
16
World Health Organisation. Active ageing: A policy framework. (Report No. WHO/
NMH/NPH02.8). Geneva, Switzerland: World Health Organisation, 2002. REFERENCES Monitoring poverty and social exclusion
2011. York, UK: The Joseph Rowntree Foundation, 2011. Sacker A, et al. J Epidemiol Community Health 2017;0:1–10. doi:10.1136/jech-2016-208037 Sacker A, et al. J Epidemiol Community Health 2017;0:1–10. doi:10.1136/jech-2016-208037 9 Research report 33
Myck M, Najsztub M, Oczkowska M. Measuring social deprivation and social
exclusion. In: Börsch-Supan A, Kneip T, Litwin H, et al., eds. Ageing in Europe—
supporting policies for an inclusive society. Berlin: De Gruyter, 2015: pp 67–78. 17
University of Essex. Institute for Social and Economic Research and NatCen Social
Research, Understanding Society: Waves 1-4 2009-2013, [computer file]. 4th edn. Colchester, Essex: UK Data Archive [distributor], 2014. , SN: 6676, . 34
Lucas K. Transport and social exclusion: where are we now? Transport Policy
2012;20:105–13. Colchester, Essex: UK Data Archive [distributor], 2014. , SN: 6676 18
Buck N, McFall S. Understanding Society: design overview. Longitudinal and Life
Course Stud 2012;3:5–17. 35
Shergold I, Parkhurst G. Transport-related social exclusion among older people in
rural Southwest England and Wales. J Rural Stud 2012;28:412–21. 19
Walsh K, O’Shea E, Scharf T. Social exclusion and ageing in diverse rural
communities: findings from a cross-border study in Ireland and Northern Ireland. February 2012 ed. Galway, Ireland: Irish Centre for Social Gerontology, 2012. 36
Haddon L. Social exclusion and information and communication technologies:
lessons from studies of single parents and the young elderly. New Media Society
2000;2:387–406. 20
Royston P. Multiple imputation of missing values. Stata J 2004;4:227–41. 37
Najsztub M, Bonfatti A, Duda D. Material and social deprivation in the
macroeconomic context. In: Börsch-Supan A, Kneip T, Litwin H, et al. eds. Ageing in
Europe—supporting policies for an inclusive society. Walter de Gruyter, 2015:
79–89. 21
Royston P. Multiple imputation of missing values: update of ice. Stata J
2005;5:527–36. 22
Royston P. Multiple imputation of missing values: further update of ice, with an
emphasis on categorical variables. Stata J 2009;9:466–77. 38
Guberman N, Lavoie JP. Equipe Vies: Framework on Social Exclusion. Montréal, QC:
Montréal, QC., Centre de recherche et d’expertise de gérontologie sociale – CAU/CSSS
Cavendish, 2004. p
g
23
Goldberg D, Williams P. A user’s guide to the General Health Questionnaire. Windsor, UK: NFER-Nelson, 1988. 39
Alexopoulos GS. Depression in the elderly. Lancet 2005;365:1961–70. 39
Alexopoulos GS. Depression in the elderly. Lancet 2005;365:1961–70. 24
Goldberg DP, Gater R, Sartorius N, et al. The validity of two versions of the GHQ in
the WHO study of mental illness in general healthcare. Psychol Med
1997;27:191–7. 1997/01/01. 40
Gilmour H. Social participation and the health and well-being of Canadian seniors. Health Rep 2012;23:23–32. 2013/01/30. 40
Gilmour H. Research report Social participation and the health and well-being of Canadian seniors. Health Rep 2012;23:23–32. 2013/01/30. 40
Gilmour H. Social participation and the hea
Health Rep 2012;23:23–32. 2013/01/30. Sacker A, et al. J Epidemiol Community Health 2017;0:1–10. doi:10.1136/jech-2016-208037 10
|
https://openalex.org/W2902070091
|
http://journal.ipb.ac.id/index.php/tasj/article/download/24339/15899
|
English
| null |
Detection of blaTEM Gene of Klebsiella pneumoniae Isolated from Swab of Food-Producing Animals in East Java
|
Tropical Animal Science Journal
| 2,018
|
cc-by-sa
| 3,884
|
EFFENDI ET AL. / Trop
p-ISSN 2615-787X e-ISSN 2615-790X
Accredited by Directorate General of Research and Development
Strengthening No: 36b/E/KPT/2016 EFFENDI ET AL. / Trop
p-ISSN 2615-787X e-ISSN 2615-790X
Accredited by Directorate General of Research and Development
Strengthening No: 36b/E/KPT/2016 p-ISSN 2615-787X e-ISSN 2615-790X al Science Journal 41(3):174-178
Tropical Animal Science Journal, December 2018, 41(3):174-178
DOI: https://doi.org/10.5398/tasj.2018.41.3.174
Available online at http://journal.ipb.ac.id/index.php/tasj al Science Journal 41(3):174-178
Tropical Animal Science Journal, December 2018, 41(3):174-178
DOI: https://doi.org/10.5398/tasj.2018.41.3.174
Available online at http://journal.ipb.ac.id/index.php/tasj Accredited by Directorate General of Research and Development
Strengthening No: 36b/E/KPT/2016 INTRODUCTION lactamase. The beta-lactamase enzyme is firstly identified in
Escherichia coli, which is encoded by the blaTEM gene. In addi
tion, blaTEM gene was also currently found in K. pneumoniae. (Lalzampuia et al., 2014). Treatments of bacterial infections
of beta-lactamase producers have so far involved the use
of cephalosporins and aztreonam which also belong to the
group of beta-lactam antibiotics. In fact, this drug can not
kill lactamase producing bacteria as a results of it spread
of its resistance spectrum, to penicillin, cephalosporins,
and aztreonam so that it called as the Extended Spectrum
Beta-Lactamase (ESBL) bacteria. The ability of ESBL strains
to hydrolyze betalactam antibiotics is generally due to a
number of mutations in the gene, and one of which is bla
TEM gene. These mutations are generally found to be at the
active site of the enzyme that leads to a higher enzymatic
activity (Yuwono, 2011). The existance of ESBL strain in
food-producing animals is reported by Overdevest et al. (2011). Klebsiella pneumoniae is a bacterium belonging
to the genus of Klebsiella a member of the family of
Enterobacteriaceae. The bacterium is a normal organ
ism living in traktus digestivus so that it can be iso
lated from animal or human feces (Susilo et al., 2004). K. pneumoniae is a Gram-negative, basil, nonmotile, and
one of the important pathogenic bacteria. This species
is the agents of various diseases, such as pneumonia,
urinary tract infection, bakteremia, infection in wounds,
and abscesses of the liver (Rahamathulla et al., 2016). K. pneumoniae pose a great impact on the health sector. In a
report on global surveillance on antimicrobial resistance
carried out by the World Health Organization, K. pneu
moniae is one of nine bacteria concerned in resistance
to antibiotics (WHO, 2014). K. pneumoniae was found
to be capable of being resistant towards many of the
third-generation of cephalosporin antibiotics especially
cefotaxime, ceftazidine, and ceftriaxone (Yeh et al., 2007).f Animals can carry harmful bacteria in their intes
tines. When antibiotics are given to animals, antibiotics
kill most of the bacteria. However, resistant bacteria
are survive and multiply. Food-producing animals
have been known as reservoirs for ESBL-producing
bacteria. Food-producing animals are capable of spread
ing bacteria that are resistant to antibiotics through
feces. Through feces, resistant bacteria contained in Each bacteria employs different mechanisms in
causing resistance to antibiotics. Detection of blaTEM Gene of Klebsiella pneumoniae Isolated from Swab of Food-
Producing Animals in East Java M. H. Effendia,*, I. G. Bintarib, E. B. Aksonoc, & I. P. Hermawanb
aDepartment of Veterinary Public Health, Faculty of Veterinary Medicine, Airlangga University
bStudent, Faculty of Veterinary Medicine, Airlangga University
cDepartment of Basic Veterinary Medicine, Faculty of Veterinary Medicine, Airlangga University
Jalan Mulyorejo, Kampus C Mulyorejo Surabaya 60115, Indonesia
*Corresponding author: mheffendi@yahoo.com
(Received 22-01-2018; Reviewed 06-04-2018; Accepted 03-08-2018) p
gf
y
(Received 22-01-2018; Reviewed 06-04-2018; Accepted 03-08-2018) ABSTRACT Klebsiella pneumoniae is one of 9 bacteria resistance to antibiotics in concern. This research aimed
to detect any gene of blaTEM in bacteria of the K. pneumoniae isolated from swab of food-producing ani
mals. In this study, 195 swab samples were taken from 17 sampling locations. Samples obtained were
cultivated on selective medium and had several tests including identification, antibiotic sensitivity
test using Kirby-Bauer method against antibiotics of ampicillin, cefotaxime, amoxicillin, meropenem,
and trimetrophrim-sulfamethoxazole, and followed by PCR test for detecting the gene that was re
sponsible for the antibiotic resistances. The results showed that 10 out of 195 samples were found
to be K. pneumonia, those were 4 samples originated from dairy cows (SP-S1, SP-S3, SP-B2, SP-G4),
2 samples originated from beef (SPT-K1, SPT-K2), 1 sample originated from chickens (A-W5), and 3
samples originated from fish (IN-P2, IN-P3, IN-S3). Most of isolates (9/10) were found to be resistant
toward amoxicillin. These isolates were SP-S3, SP-B2, SP-G4, SPT-KI, SPT-K2, A-W5, IN-P2, IN-P3,
and the IN-S3 and all of them also showed to be positive of blaTEM gene. It could be concluded that
most of K. pneumoniae isolates from food animals harbour had Extended Spectrum Beta-Lactamase (ESBL)
encoding gene. Keywords: antibiotic resistance, ESBL, food-producing animals, Klebsiella pneumonie, amoxicillin 174 December 2018 Sample Collection and Preparation DNA extraction by adding K. pneumoniae bacte
ria was performed using QIAamp DNA mini kit 50
(Qiagen, USA) according to manufacturer protocol. Briefly, samples were added with 5 μL lyzozyme (5
mg/mL) enzyme and incubated for 30 min at 56ºC. Furthermore, the extracted DNA was diluted to 100 μL
with a buffer kit. DNA solution used for PCR amplifica
tion was as much as 1 μL. In this study 195 swab samples were obtained from
17 locations in East Java. Sampling was done by using
swab aseptically from dairy cows, beef cattle, broiler,
and tilapia in 17 sampling locations. The samples were
directly analysed within 30-40 min or then tranfered to
the lab for further analysis in a cool box.t As many as 195 samples of dairy cows, beef cattle,
broilers, and tilapia were cultivated by taking 1 ose and
then scrawled by streak plate technique method on se
lective media of Mac Conkey and EMBA then incubated
at 37˚C for 24 h. In Mac Conkey media, K. pneumoniae
looks pink with colonies culture looks very mucoid
and in EMBA media K. pneumoniae looks red to brick
(Masruroh et al., 2016). Characterization of Isolates Pure bacterial isolates were identified based on
morphological characters that included colony mor
phology, cell morphology, and gram staining tests. Observation of colony morphology was based on the
shape, color, and the edge of bacterial colonies. The
morphological observations of bacterial cells include
the shape and structure of bacterial cells. Furthermore,
each isolate was biochemically characterized including
carbohydrate fermentation test (glucose, lactose, man
nitol, maltose, and sucrose), indole, motility, and citrate
(Lestari et al., 2016). Amplification product was then separated on 2%
gel agarose, stained with gel-red, and visualized using
UV light. blaTEM gene detection was considered to be
positive when bands at 445 bp of apparent size was
observed in the gel. INTRODUCTION The transfer of antibiotic-
resistant genes, especially through plasmids is considered
to be one of the important mechanisms in the spreading of
antibiotic resistance in bacteria (Apriliani & Pinatih, 2017). This event is known to be mediated by an enzyme of beta- 174 December 2018 EFFENDI ET AL. / Tropical Animal Science Journal 41(3):174-178 et al., 2016). Selection of antibiotic discs (disks) used
previous research and based on some journals for
reference. The types of antibiotics used were am
picillin,
amoxicillin,
cefotaxim,
meropenem,
and
sulfamethonazole-trimetrophrim. animal waste and they can migrate around the farms,
slaughterhouses or poultry slaughterhouses, and dur
ing meat processing. The surroundings of farms and
slaughterhouses or chicken slaughterhouses will also
be contaminated even though it is far from the source of
contamination (Doosti et al., 2014).t Pure cultures were prepared in suspensions with
an equivalent of 0.5 McFarland (1-2 x 108 CFU/mL) tur
bidity. The cultures were taken using sterile swab cotton
and distributed by means of a diole on the surface of
the Mueller Hinton agar (MHA), and allowed to stand
for ± 5 min. The antibiotic-containing discs were placed
on the top of the MHA, which had been dispersed with
pure cultures, at a distance of 25-30 mm. Furthermore,
the culture was incubated at 35ºC for 24 h (Masruroh et
al., 2016). Attempts to detect the existence of resistant genes
in bacteria from food-producing animals in Indonesia,
to our knowledge, remains limited. In fact, the gene
detection should allows us to understand the pattern
of genes spreading and possibility of the bacteria to
gain further antibiotic resistance from certain groups. Accordingly, detection of the blaTEM gene group in K. pneumonia strain is important to do. Amplification of blaTEM gene: Polymerase Chain
Reaction For the amplification was perfomed using Qiagen
HotStarTag Master Mix (Qiagen, USA) according to
manufacturer protocol with pure genomic DNA of K. pneumonia was used as a template. The primers used
in this study were shown in Table 1. The amplification
steps involved a denaturation process at 95°C for 15
min, 30 cycles denaturation at 94°C for 30 s, annealing
at 50°C for 30 s, extention at 72°C for 2 min followed by
the final extension on temperature of 72°C for 10 min
(Moenstein et al., 2007).i Antibiotic Test The result showed that 10 out of 195 samples
isolated from swab dairy cows, beef cattle, broiler chick
ens, and fish tilapia were positive K. pneumoniae. The
presence of these bacteria on swab samples consisted
of dairy cows by 4.8% (4/83), beef cattle by 40% (2/5),
chicken broiler by 10% (1/10), and fish by 3% (3/97). All
isolates also showed 90% resistance to the amoxicillin The antibiotic sensitivity test was performed
using Kirby-Bauer agar diffusion method (Ningrum
et al., 2016). The resulting clear zone was then
grouped into sensitive groups (S), intermediates (I)
or resistant (R) (Sagita et al., 2015; Kusumaningrum December 2018 175
Table 1. The primers used in this study
Gene target
Primary sequences
Amplicon (bp)
Reference
blaTEM
F- 5'-TCGCCGCATACACTATTCTCAGAATGA-3'
445
Monstein et al., 2007
R-5'-ACGCTCACCGGCTCCAGATTTAT-3' December 2018 175 EFFENDI ET AL. / Tropical Animal Science Journal 41(3):174-178 (9/10) and sensitive to other types of antibiotics (Table 2,
Figure 1). (9/10) and sensitive to other types of antibiotics (Table 2,
Figure 1). Based on the morphology of colonies grown on
Mac Conkey agar and biochemical test, K. pneumoniae
isolates were found from a dairy cow feces, chicken
broiler, and tilapia fish as much as 10 out of 45 stool
samples. The presence of bacteria of the K. pneumoniae
on swab samples were 4.8% (4/83) in dairy cows, 40%
(2/5) in beef cattle, 10% (1/10) in the broiler chicken, and
3% (3/97) in the tilapia fish. Examination of DNA from samples using agarose
electrophoresis gel (Figure 2) showed that the blaTEM
gene was successfully amplified with blaTEM-F and blaTEM-
R primaries. The 10 samples tested by PCR in the study
showed a positive result of 9 samples (90%) of the blaTEM
gene (Figure 2 and Figure 3). K. pneumoniae bacteria resistance test against
antibiotics indicated as much as 90% (9/10) resistant to
amoxicillin. The results are similar to the results found
by Sagita et al. (2015) that the bacteria K. pneumoniae was
resistant to the antibiotic amoxicillin. Resistance occurs
due to the ability of the bacteria to produce penisilinase
enzymes that are capable of breaking down the beta
lactam ring. With this effect, penicillin is converted into
penicilloid acid that is not so active. Resistance is pro
duced by taking action against degraded penicillin by
beta-lactamase. Beta lactamase enzymes protect Gram-
positive and Gram-negative bacteria. Antibiotic Test In a Gram-positive
bacteria, the enzyme is liberated in the medium and de
stroys antibiotics before it reached the cell and in gram
negative it is located on the route where antibiotics must DISCUSSION The results of biochemical identification showed
that K. pneumoniae bacteria did not contain indole (-) and
Methyl Red (-), contained urea (+), Simmon’s Citrate (+),
Voges Proskauer (+), and positive fermentation test of
carbohydrate (+). The isolation and identification results
were confirmed by K. pneumoniae character according to
Holt et al. (2000). K. pneumoniae bacteria is a bacteria with a size of
2.0-3.0 x 0.6 μm and this bacterium is a normal flora in
the intestinal and respiratory tracts. K. pneumoniae has
a large capsule so that in its colonies culture looks very
mucoid (Brooks et al., 2005). Table 2. Antibiotic inhibition zone interpretation
Isolate code
Antibiotic discs
SAM
AML
SXT
MEM
CTX
D (mm)
R,I,S
D (mm)
R,I,S
D (mm)
R,I,S
D (mm)
R,I,S
D (mm)
R,I,S
SP-S1
25
S
17
S
28
S
29
S
34
S
SP-S3
24
S
11
R
25
S
30
S
36
S
SP-B2
24
S
13
R
29
S
30
S
35
S
SP-G4
22
S
13
R
23
S
32
S
34
S
SPT-K1
25
S
13.7
R
19
S
34.5
S
40
S
SPT-K2
24.5
S
10
R
20.1
S
30.2
S
30
S
AW-5
22
S
11.2
R
29.7
S
27.7
S
33
S
IN-P2
23
S
12
R
19.9
S
29
S
28
S
IN-P3
21.1
S
10.5
R
22.9
S
27.8
S
29.4
S
IN-S3
24
S
11
R
18
S
34
S
37
S
Note: R (resistant), I (intermediates), S (sensitive), SP-S (dairy cow in Senduro), SP-B (dairy cow in Batu), SP-G (dairy cow in Grati), SPT-K (beef cattle),
AW (broiler in Wonokromo), IN-P (customs tilapia), IN-S (tilapia in Sedila), SAM (ampicillin 10µg), SXT (sulfamethonazole-trimetrophrim 27,75
µg), CTX (cefotaxime 30 µg), MEM (meropenem 10 µg), AML (amoxycilin 15 µg). MP-1809_English check
MP-1809_English
319 Table 2. Antibiotic inhibition zone interpretation Note: R (resistant), I (intermediates), S (sensitive), SP-S (dairy cow in Senduro), SP-B (dairy cow in Batu), SP-G (dairy cow in Grati), SPT-K (beef cattle),
AW (broiler in Wonokromo), IN-P (customs tilapia), IN-S (tilapia in Sedila), SAM (ampicillin 10µg), SXT (sulfamethonazole-trimetrophrim 27,75
µg), CTX (cefotaxime 30 µg), MEM (meropenem 10 µg), AML (amoxycilin 15 µg). MP-1809_English check
319 Figure 2. Agarose gel electrophoresis 2% product used primer
for blaTEM gene detection in Klebsiella pneumoniae bacte
ria. Lane M: marker; lane 1-6 sample; lane K (-): nega
tive control. REFERENCES Ahmed, A.M. & T. Shimammoto. 2011. Molecular char
acterization
of
antimicrobial
resistance
in
gram-
negative bacteria isolated from bovine mastitis in
Egypt. Microbiol. Immunol. 55: 318-327. https://doi. org/10.1111/j.1348-0421.2011.00323.x Figure 3. Agarose gel electrophoresis 2% product used primer
for blaTEM gene detection in Klebsiella pneumoniae bacte
ria. Lane M: marker; lane 7-10 sample; lane K (-): nega
tive control. Note: lane 7= SPT-K2; lane 8= IN-P3; lane
9=IN-S3; lane 10=AW-5. gure 3. Agarose gel electrophoresis 2% product used primer for blaTEM ge
on in Klebsiella pneumoniae bacteria. Lane M: marker; lane 7-10 sample
(-): negative control. Aljanaby, A.A.J & A.H.A. Alhasani. 2016. Virulence factors and
antibiotic susceptibility patterns of multidrug resistance
Klebsiella pneumoniae isolated from different clinical infec
tions. African Journal of Microbiology Research 10: 829-
843. https://doi.org/10.5897/AJMR2016.8051
ne K proceed to reach the target (Sagita et al., 2015). The bac
terial isolate that were resistance in this study only oc
curred against amoxicillin and showed sensitive against
ampicillin sulbactam, cefotaxim, meropenem, and sulfa
methonazole trimethoprim. These results are contrary to
the study conducted by Sagita et al. (2015) and Ghasemi
et al. (2013) stating that the bacteria K. pneumoniae are
resistant to cefotaxime antibiotics. Ghasemi et al. (2013)
also states that the bacterium K. pneumoniae are 100%
resistant to ampicillin antibiotics. Note: lane 7= SPT-K2; lane 8= IN-P3; lane 9=IN-S3; lane 10=AW-5. Apriliani, N. P. E. U. & K. J. P. Pinatih. 2017. Prevalensi kelom
pok gen blactx-m-1 pada Klebsiella pneumoniae di Rumah
Sakit Umum Pusat Sanglah Denpasar. E-Jurnal Medika 6:
1-7. Brooks, G. F., J.S. Butel, & S.A. Morse. 2005. Medical
Microbiology. Edisi I. Alih Bahasa: Bagian Mikrobiologi,
FKU Unair. Salemba Medika. Jakarta. Doosti, A., M. Pourabbas, A. Arshi, M. Chehelgerdi, & H. Kabiri. 2014. TEM and SHV genes in Klebsiella pneumoniae
isolated from cockroaches and their antimicrobial resistance
pattern. Osong Public Health and Research Perspectives 6:
3-8. https://doi.org/10.1016/j.phrp.2014.10.011 Research conducted by Ahmed & Shimamoto
(2011) shows that blaTEM genes as antimicrobial re
sistance found as many as 23 isolates (67. 6%) of 34
isolates Gram-negative in case of mastitis in Egypt, and
research conducted by Aljanaby & Alhasani (2016) also
showed 30 isolates (93.75%) found blaTEM genes from 32
bacterial isolates K. pneumoniae isolated from patients
with different clinias infections in Iraq. The majority of
ESBL enzymes derived from the TEM type decoded by
gene blaTEM. REFERENCES blaTEM gene is a gene causes antibiotic resis
tance in the plasmids, and it is most often detected in
clinical populations of Gram-negative microorganisms
(Wilopo et al., 2015). Ghasemi, Y., T.Archin, M.Kargar, & M.Mohkam. 2013. A
Simple multiplex PCR for assecing prevalence of extended
spectrum beta lactamases producing Klebsiella pneumoniae
in Intensive Care Units of a referral hospital in Shiraz Iran. Asian Pasific Journal of Tropical Medicine. 703-708. l
h Holt, S.R., E.G.D. Murray, & R.N. Smith. 2000. Bergey’s
Manual Determinative of Bacteriology. 9th ed. Waverly
Press, Baltimore. Kusumaningrum, H. D., L. Handayani, & R. Novrianti. 2016. Partial sequencing of 16S rRNA gene of selected
Staphylococcus aureus isolates and its antibiotic resis
tance. Med. Pet. 39: 67-74. http://dx.doi.org/10.5398/
medpet.2016.39.2.67t
17 Lalzampuia, H., T. K. Dutta, I. Warjri & R. Chandra. 2014. Detection of extended-spectrum β-lactamases (blaCTX-M-1
and blaTEM) in Escherichia coli, Salmonella spp., and Klebsiella
pneumoniae isolated from poultry in North Eastern India. Veterinary World 7: 1026-1031. https://doi.org/10.14202/
vetworld.2014.1026-1031 CONCLUSION K. pneumoniae can be isolated from swab samples of
food-producing animals that is equal to 5.12% (10/195). All of the isolates showed a tendency to be resistant to
amoxicillin 90% (9/10). Their resistances also be con
firmed by detecting the ESBL-encoding gene ie blaTEM
genes. Further research needs to be conducted to study
that these bacteria have other ESBL-encoding genes such
as CTX and SHV genes. In addition, it is necessary to
detect the ESBL-producing K. pneumoniae bacteria from
the meat of food-producing animals, farm waste, and
slaughterhouses, as well as human feces. Lestari, N. W., A. Budiharjo, & A. Pangastuti. 2016. Bakteri
Heterotrof aerobic asal saluran pencernaan ikan sidat
(Anguilla bicolor bicolor) dan potensinya sebagai probiotik. Bioteknologi 13: 9-17. Masruroh, C. A., M. B. Sudarwanto, & H. Latif. 2016. The
Occurence of extended spectrum B-Lactamase-producing
Escherichia coli from broiler feces in Bogor. JSV 34: 42-49 Monstein, H.J., A. Ostholm-Bulkhed, M.V. Nilsson, M. Dombusch, & L.E. Nilsson. 2007. Multiplex PCR amplifi
cation assay for the detection of blaSHV, blaTEM, and blaC
TX-M genes in Enterobacteriaceae. APMIS. 115:1400-1408. https://doi.org/10.1111/j.1600-0463.2007.00722.xi ACKNOWLEDGEMENT Thanks
to
the
Integrated Applied
Research
Flagship Universities of the Ministry of Research,
Technology and Higher Education of the Republic of
Indonesia the 2017 Budget that supported this research. DISCUSSION / Tropical Animal Science Journal 41(3):174-178 500 bp
400 bp
300 bp
200 bp
100 bp
Figure 3. Agarose gel electrophoresis 2% product used primer
for blaTEM gene detection in Klebsiella pneumoniae bacte
ria. Lane M: marker; lane 7-10 sample; lane K (-): nega
tive control. Note: lane 7= SPT-K2; lane 8= IN-P3; lane
9=IN-S3; lane 10=AW-5. Figure 3. Agarose gel electrophoresis 2% product used primer for blaTEM ge
tion in Klebsiella pneumoniae bacteria. Lane M: marker; lane 7-10 sample;
(-): negative control. 445 bp with other people or organization related to the material
discussed in the manuscript. DISCUSSION Note: lane 1= SP-S1; lane 2= SP-S3; lane 3=
SP-B2; lane 4= SP-G4; lane 5= IN-P2; lane 6= SPT-K1. ,
4)
Figure 2. Agarose gel electrophoresis 2% product used primer for blaTEM gen
ection in Klebsiella pneumoniae bacteria. Lane M: marker; lane 1-6 sample; la
→
→
→
→
→
→
500 bp
400 bp
300 bp
200 bp
100 bp
445 bp Figure 1. Inhibition zone diameter interpretation. (1) SAM
(ampicillin 10µg), (2) SXT (sulfamethonazole-trime
trophrim 27,75 µg), (3) CTX (cefotaxime 30 µg), (4)
MEM (meropenem 10 µg), (5) AML (amoxycilin 15
µg). Figure 2. Agarose gel electrophoresis 2% product used primer
for blaTEM gene detection in Klebsiella pneumoniae bacte
ria. Lane M: marker; lane 1-6 sample; lane K (-): nega
tive control. Note: lane 1= SP-S1; lane 2= SP-S3; lane 3=
SP-B2; lane 4= SP-G4; lane 5= IN-P2; lane 6= SPT-K1. gure 1. Inhibition Zone Diameter Interpretation. (1) SAM (ampicillin10µg),
sulfamethonazole-trimetrophrim 27,75 µg), (3) CTX (cefotaxime 30 µg), (4)
320
321
Figure 2. Agarose gel electrophoresis 2% product used primer for blaTEM gene
322
detection in Klebsiella pneumoniae bacteria. Lane M: marker; lane 1-6 sample; lane
323
→
→
→
→
→
→
500 bp
400 bp
300 bp
200 bp
100 bp
445 bp Figure 1. Inhibition zone diameter interpretation. (1) SAM
(ampicillin 10µg), (2) SXT (sulfamethonazole-trime
trophrim 27,75 µg), (3) CTX (cefotaxime 30 µg), (4)
MEM (meropenem 10 µg), (5) AML (amoxycilin 15
µg). gure 1. Inhibition Zone Diameter Interpretation. (1) SAM (ampicillin10µ
ulfamethonazole-trimetrophrim 27,75 µg), (3) CTX (cefotaxime 30 µg),
320
321
322
d
323 Figure 1. Inhibition zone diameter interpretation. (1) SAM
(ampicillin 10µg), (2) SXT (sulfamethonazole-trime
trophrim 27,75 µg), (3) CTX (cefotaxime 30 µg), (4)
MEM (meropenem 10 µg), (5) AML (amoxycilin 15
µg). ure 1. Inhibition Zone Diameter Interpretation. (1) SAM (ampicillin10µ
ulfamethonazole-trimetrophrim 27,75 µg), (3) CTX (cefotaxime 30 µg)
320
321
322
d
323 Figure 2. Agarose gel electrophoresis 2% product used primer
for blaTEM gene detection in Klebsiella pneumoniae bacte
ria. Lane M: marker; lane 1-6 sample; lane K (-): nega
tive control. Note: lane 1= SP-S1; lane 2= SP-S3; lane 3=
SP-B2; lane 4= SP-G4; lane 5= IN-P2; lane 6= SPT-K1. ),
4)
Figure 2. Agarose gel electrophoresis 2% product used primer for blaTEM gen
ection in Klebsiella pneumoniae bacteria. Lane M: marker; lane 1-6 sample; l 176 December 2018
MEM (meropenem EFFENDI ET AL. CONFLICT OF INTEREST t p
g
j
Ningrum, S.G., R. D. Soejoedono, H. Latif, W. Arnafia, & I. W. T. Wibawan. 2016. Prevalence and characterization
of shiga toxin-producing Escherichia coli isolated from The Authors declare that there is no conflict of in
terest with any financial, personal, or other relationships December 2018 177 December 2018 177 EFFENDI ET AL. / Tropical Animal Science Journal 41(3):174-178 slaughtered qurban animal in Jakarta Province. Med. Pet. 39: 90-94. http://dx.doi.org/10.5398/medpet.2016.39.2.90 slaughtered qurban animal in Jakarta Province. Med. Pet. 39: 90-94. http://dx.doi.org/10.5398/medpet.2016.39.2.90 berat molekul 40 kDA Klebsiella pneumoniae sebagai anti
bodi. Jurnal Kedokteran Brawijaya 20: 12-18. https://doi. org/10.21776/ub.jkb.2004.020.01.3 Overdevest, I., I. Willemsen, M. Rijnsburger, A. Eustace, X. Li,
P. Hawkey, M. Heck, P. Savelkoul, C. Vandenbroucke-
Grauls, K. van der Zwaluw, X. Huijsdens, & J. Klutmans. 2011. Extended-Spectrum β-laktamase genes of Escherichia
coli in chicken meat and humans, the Netherlands. Emerg. Infect. Dis.17: 1216-1222. https://doi.org/10.3201/
eid1707.110209 Wilopo, B.A.P., S. Sudigdoadi, E. Sahiratmadja, & I.M.W. Dewi. 2015. Loop-mediated isothermal amplification un
tuk mendeteksi gen blaTEM sebagai penyandi extended-
spectrum beta-lactamase pada isolat enterobacteriaceae. Majalah Kedokteran Bandung 47: 243-244. https://doi. org/10.15395/mkb.v47n4.618 g
World Health Organization. 2014. Antimicrobial resistance:
global report on surveillance. Rahamathulla, M.P., B.N. Harish, L. Mataseje, & M.R. Mulvey. 2016. Carbapenem resistance mechanisms among
blood isolates of Klebsiella pneumoniae and Escherichia coli. Journal. Microbiol. 10:45-53.i Yeh, K, M., A. Kurup, L.K. Siu, Y.L.Koh, C.P. Fung, J.C. Lin,
T.L. Chen, F.Y. Chang, & T.H. Koh. 2007. Capsular sero
type K1 or K2, rather than magA and rmpA, is a major
virulence determinant for Klebsiella pneumoniae liver ab
scess in singapore and Taiwan J. Clin. Microbiol. 45:466-
471. https://doi.org/10.1128/JCM.01150-06 Sagita, D., L. Azizah, & Y. Sari. 2015. Identification of bacteria
and antibiotic sensivity test of pus of post surgical wound
infection in Jambi Public Hospital in the period August-
October 2014. Sains Farmasi 1: 6-7. t
Yuwono, J. 2011. Prevalensi gen TEM pada extended spec
trum beta lactamase producing enterobactericeae. Jurnal
Kedokteran dan Kesehatan 43: 3098-3102. Susilo, J., T. R. Sartono, & Sumarno. 2004. Deteksi bakteri
Klebsiella pneumoniae pada sputum dengan metode imu
nohistokimia menggunakan anti outer membrane protein 178 December 2018 178 December 2018
|
https://openalex.org/W2932677389
|
https://durham-repository.worktribe.com/preview/1299817/27832.pdf
|
English
| null |
Controls on the geotechnical response of sedimentary rocks to weathering
|
Earth surface processes and landforms
| 2,019
|
cc-by
| 19,031
|
de Vilder Saskia (Orcid ID: 0000-0002-4531-2070) de Vilder Saskia (Orcid ID: 0000-0002-4531-2070) de Vilder, S.J¹,²*., Brain, M.J¹., Rosser, N.J¹ de Vilder, S.J¹,²*., Brain, M.J¹., Rosser, N.J¹ Department of Geography, Durham University, Lower Mountjoy, South Road,
Durham DH1 3LE UK Department of Geography, Durham University, Lower Mountjoy, South Road,
Durham DH1 3LE UK ² Now at GNS Science, 1 Fairway Drive, Avalon 5010, NZ ² Now at GNS Science, 1 Fairway Drive, Avalon 5010, NZ *Corresponding author: s.devilder@gns.cri.nz *Corresponding author: s.devilder@gns.cri.nz *Corresponding author: s.devilder@gns.cri.nz Keywords: unconfined compression, rock strength, stress history, failure style,
rockfall, rock bridges Keywords: unconfined compression, rock strength, stress history, failure style,
rockfall, rock bridges This article has been accepted for publication and undergone full peer review but has not
been through the copyediting, typesetting, pagination and proofreading process which may
lead to differences between this version and the Version of Record. Please cite this article as
doi: 10.1002/esp.4619 This article is protected by copyright. All rights reserved. Abstract Weathering reduces the strength of rocks and so is a key control on the stability of
rock slopes. Recent research suggests that the geotechnical response of rocks to
weathering varies with ambient stress conditions resulting from overburden loading
and/or stress concentrations driven by near-surface topography. In addition, the
stress history experienced by the rock can influence the degree to which current
weathering processes cause rock breakdown. To address the combined effect of
these potential controls, we conducted a set of weathering experiments on two
sedimentary lithologies in laboratory and field conditions. We firstly defined the
baseline geotechnical behaviour of each lithology, characterising surface hardness
and stress-strain behaviour in unconfined compression. Weathering significantly
reduced intact rock strength, but this was not evident in measurements of surface
hardness. The ambient compressive stress applied to samples throughout the
experiments did not cause any observable differences in the geotechnical behaviour
of the samples. We created a stress history effect in sub-sets of samples by
generating a population of microcracks that could be exploited by weathering
processes. We also geometrically modified groups of samples to cause near-surface
stress concentrations that may allow greater weathering efficacy. However, even
these pronounced sample modifications resulted in insignificant changes in
geotechnical behaviour when compared to unmodified samples. The observed
reduction in rock strength changed the nature of failure of the samples, which
developed post-peak strength and underwent multiple stages of brittle failure. Although weakened, these samples could sustain greater stress and strain following
exceedance of peak strength. On this basis, the multi-stage failure style exhibited by Weathering reduces the strength of rocks and so is a key control on the stability of
rock slopes. Recent research suggests that the geotechnical response of rocks to
weathering varies with ambient stress conditions resulting from overburden loading
and/or stress concentrations driven by near-surface topography. In addition, the
stress history experienced by the rock can influence the degree to which current
weathering processes cause rock breakdown. To address the combined effect of
these potential controls, we conducted a set of weathering experiments on two
sedimentary lithologies in laboratory and field conditions. We firstly defined the
baseline geotechnical behaviour of each lithology, characterising surface hardness
and stress-strain behaviour in unconfined compression. Weathering significantly
reduced intact rock strength, but this was not evident in measurements of surface
hardness. This article is protected by copyright. All rights reserved. Abstract The ambient compressive stress applied to samples throughout the
experiments did not cause any observable differences in the geotechnical behaviour
of the samples. We created a stress history effect in sub-sets of samples by
generating a population of microcracks that could be exploited by weathering
processes. We also geometrically modified groups of samples to cause near-surface
stress concentrations that may allow greater weathering efficacy. However, even
these pronounced sample modifications resulted in insignificant changes in
geotechnical behaviour when compared to unmodified samples. The observed
reduction in rock strength changed the nature of failure of the samples, which
developed post-peak strength and underwent multiple stages of brittle failure. Although weakened, these samples could sustain greater stress and strain following
exceedance of peak strength. On this basis, the multi-stage failure style exhibited by This article is protected by copyright. All rights reserved. weaker weathered rock may permit smaller-magnitude, higher-frequency events to
trigger fracture through intact rock bridges as well as influencing the characteristics
of pre-failure deformation. These findings are consistent with patterns of behaviour
observed in field monitoring results. weaker weathered rock may permit smaller-magnitude, higher-frequency events to
trigger fracture through intact rock bridges as well as influencing the characteristics
of pre-failure deformation. These findings are consistent with patterns of behaviour
observed in field monitoring results. This article is protected by copyright. All rights reserved. Introduction Rock slope failures are a significant hazard (Dussauge-Peisser et al., 2002; Fell et
al., 2008; Guzzetti et al., 1999) and contribute to landscape evolution over a variety
of timescales (Clarke and Burbank, 2010; Korup et al., 2007; Moore et al., 2009). The susceptibility of a rock slope to failure is controlled by its intrinsic properties,
such as the strength of intact rock bridges (Jennings, 1970), the nature of joint sets
(Einstein et al., 1983; Goodman and Shi, 1985), and its physical setting (slope angle,
aspect and curvature) (e.g. Matsuoka and Sakai, 1999; Messenzehl et al., 2017;
Sass, 2005). Slopes can be destabilised rapidly in response to sudden and short-
lived changes in stress conditions that trigger failure, such as those resulting from
strong earthquake ground shaking or heavy rainfall (Iverson, 2000; Keefer et al.,
1987). Rock slope instability can also develop over longer (100 - 103 years)
timescales in response to incremental and cumulative reductions in rock mass
strength driven by micro-fracture development and/or weathering processes that
reduce the cohesional strength of rocks (Collins and Stock, 2016; Eppes and
Keanini, 2017; Gunzburger et al., 2005). The significance of weathering in modifying rock strength has been widely observed
in a number of studies (e.g. Durgin, 1977; Fookes et al., 1988; Hencher and This article is protected by copyright. All rights reserved. This article is protected by copyright. All rights reserved. McNicholl, 1995; Migon, 2010; Thomson et al., 2014; Yatsu, 1988) and its
importance for rock slope stability has been demonstrated in numerical and
analogue studies (e.g. Bachmann et al., 2004; Huisman et al., 2011). Engineering
classifications provide descriptive insight into the nature of weathering along
discontinuities (e.g. Selby, 1980; Hoek, 1983), but such schemes do not sufficiently
consider weathering-induced strength degradation of intact rock bridges that critically
influence shallow rock slope failures and rockfall activity, which are our focus here
(de Vilder et al., 2017; Jennings, 1970; Kemeny, 2005). Weathering processes
operate concurrently and/or interact with a range of other processes that prepare
slopes for macro-scale fracture (Aldred et al., 2016; Atkinson, 1984; Collins and
Stock, 2016; Eppes and Keanini, 2017b; Eppes et al., 2016; Gischig et al., 2011;
Lamp et al., 2017; Rosser et al., 2013; Stock et al., 2012) but their combined effect
on rock mass strength and failure style remains poorly constrained. This article is protected by copyright. All rights reserved. Introduction Laboratory experiments have improved our understanding of weathering processes
and their influence on surficial changes to rocks (Goudie, 2016; e.g. Moses et al.,
2014). However, these studies are not sufficient to fully constrain the influence of
weathering on changing intact rock strength and rock slope stability for a variety of
reasons. Firstly, few of these studies consider changes in rock strength at a scale
relevant to rock slope failures, particularly for small and shallow rockfalls where
stability is controlled by one critical rock bridge (de Vilder et al., 2017). Secondly,
weathering can also cause changes to rock rheology (Fookes et al., 1988). In turn,
this may result in a change in the nature and style of failure (Basu et al., 2009; Gupta
and Seshagiri Rao, 2000; Viles, 2013). This aspect of rock response is rarely directly
considered in weathering studies. Thirdly, conventional weathering studies This article is protected by copyright. All rights reserved. undertaken under laboratory conditions replicate environments where ambient
compressive, shear or tensile stress conditions are considered negligible, such as
desert surfaces or foreshore platforms (e.g. Coombes et al., 2013; Mottershead,
2013; Viles, 2005; Warke, 2007). However, stress concentrations resulting from
temporal and spatial variations in topography, overburden load and macro- and
local-scale slope geometry (Brain et al., 2014; Leith et al., 2014a, 2014b; Martel,
2006) can occur in rock slopes. In turn, these elevated stress conditions can cause,
for example, an increased density of microcracks (Eberhardt et al., 1998) that can
subsequently be exploited by weathering processes. Recent analogue experiments
have suggested that the effects of weathering on rock mass strength may differ
where ‘ambient’ stress concentrations exist (Bruthans et al., 2014; Rihosek et al.,
2016; Zhang et al., 2015). Fourthly, the significance of stress history on weathering
rates and effects has only recently been directly considered (e.g. Røyne et al., 2008;
Viles et al., 2018; Warke, 2007). Viles et al. (2018), for example, demonstrated that
rocks that have previously been exposed to physical and chemical weathering
processes may be more susceptible to weathering than rocks with no previous stress
history. However, this effect has not been considered in the context of potential
rheological changes and stress concentrations noted above. To improve our understanding of the links between weathering and shallow rock
slope failure, we undertook a suite of experiments that subjected cylindrical rock
samples to weathering processes typically experienced by coastal rock cliffs. Sample lithology We used two lithologies in our study: Staithes Formation Siltstone (‘siltstone’) and
Catcastle Buff Sandstone (‘sandstone’) (Figure 1). These rocks have different grain
size characteristics, strength properties and, hence, associated differences in their
potential susceptibility to weathering-driven weakening (cf. Eberhardt et al., 1999). The Siltstone forms part of the Lower Jurassic Staithes sandstone formation, which
were deposited within the shallow seas of the Cleveland Basin (Rawson and Wright,
2000). It is light grey-blue, with 2 mm to 6 mm thick banding inclined at 6° to 15°
(classification based on ISRM, 2015). The Catcastle Buff Sandstone forms part of
the Carboniferous Millstone Grit Group, deposited via fluvial processes in the Central
Pennine sub-basin (BGS, 2017). It is light grey-brown, massive and medium grained
with minor (≤10%) coarse grains (ISRM, 2015). Introduction Our
experimental design allowed us to determine the effects, if any, of ambient
compressive stresses on the nature of weathering and its effect(s) on rock strength
and failure style. Within our experimental program, we also assessed the influence of This article is protected by copyright. All rights reserved. stress history, via generating pre-existing microcrack populations, and stress
concentrations, via modifying sample geometries, on the strength and deformation
behaviour of rock. stress history, via generating pre-existing microcrack populations, and stress
concentrations, via modifying sample geometries, on the strength and deformation
behaviour of rock. This article is protected by copyright. All rights reserved. Overview and experimental design The first stage of our experimental program involved determining the baseline
geotechnical characteristics of the siltstone and sandstone lithologies. We provide an
overview to describe the context and rationale of our experimental design, and then
provide details on the specific methods applied in the subsequent sections (these This article is protected by copyright. All rights reserved. include; unconfined compression strength testing, sample modification, surface
hardness measurements and visual appearance, baseline characterisation,
laboratory and field weathering experiments). To assess changes in intact rock strength, we determined the unconfined
compressive strength (UCS) of samples. UCS is a widely-used measurement of
strength in rock mechanics and slope engineering (e.g. Jaeger et al., 2007), and also
is closely related to other key measurements of intact rock strength (Perras and
Diederichs, 2014). UCS testing also allowed us to obtain a detailed understanding of
stress-strain and, hence, fundamental rheological behaviour of the sample, including
the nature of failure. For the latter, we considered the strain value coincident with
peak strength (UCS); we term this ‘strain-at-failure’. In addition, we also noted the
number and nature of failure ‘events' that occurred until near or total strength loss
had occurred in each sample. These failure events were defined in stress-strain
curves as substantial, near-instantaneous reductions in recorded compressive stress
with no or limited strain accumulation evident For our baseline dataset, we used cylindrical samples that are typical of standard
geotechnical testing procedures (ASTM, 2008). These standard, unmodified samples
are henceforth referred to as U (unmodified) samples. We also measured the
surface hardness of samples used for baseline characterisation, since this has been
used as an indication of rock strength (Aoki and Matsukura, 2007). To consider the influence of stress history on susceptibility to weathering processes,
rates and associated changes in behaviour (Røyne et al., 2008; Viles et al., 2018;
Warke, 2007), we pre-loaded a separate set of samples to a predetermined value of This article is protected by copyright. All rights reserved. UCS (observed in baseline tests – see results) that was sufficient to cause micro-
cracking, but insufficient to cause full failure. This created an elevated density of
micro-cracks (and so the stress history, or damage condition). We refer to these ‘pre-
damaged’ samples using the notation P. This article is protected by copyright. All rights reserved. Overview and experimental design To consider the effects that variations in cliff-face surface topography and resultant
stress concentrations may have on the effectiveness of weathering processes, we
cut vertical notches into cylindrical samples and characterised their baseline
behaviour. This allowed us to assess if resultant stress concentrations in the areas
surrounding these notches created any evidence that resultant enhanced micro-
cracking can be subsequently exploited by weathering processes (Lajtai and Lajtai,
1974). In addition, the increase in surface area of the sample as a result of the notch
may affect the nature, rate and effectiveness of weathering (Robinson et al., 1982). Samples with modified geometry are referred to using the notation G. We considered
the combined effects of both modified geometry (notches) and stress history on
susceptibility to weathering using a combination of the pre-treatment types outlined
above; these are referred to as PG samples. The second stage of our testing program involved assessing the effects of
weathering on the key geotechnical properties determined in our baseline
characterisation stage, namely strength and rheological behaviour. There were two
elements to our experiments. Firstly, we considered the effects of weathering in a
controlled laboratory environment. These tests focussed on the effects of salt-water
wetting and drying cycles on rock properties, typical of conditions experienced in
coastal rock slopes (Mottershead, 2013). Secondly, since weathering processes do not operate in isolation (Viles, 2013), we also undertook a set of field-based
weathering experiments where rock samples were exposed to weather conditions at
a coastal cliff-top location in Staithes, North Yorkshire, UK. For both laboratory and field experiments, we considered the effects of weathering
on U, G, P and PG samples. In addition, our experimental design allowed us to
assess the effects of an elevated ambient compressive stress on weathering impacts
on U, G, P and PG samples. To do so, we placed samples under a constant vertical
compressive stress for the full duration of the experiments in both laboratory and
field weathering experiments. The magnitude of compressive stress was selected to
be representative of the stress conditions experienced at the base of the coastal
cliffs of North Yorkshire. For every sample placed under stress, there was an
equivalent control sample that was not subjected to vertical stresses but had been
subjected to the same pre-test modifications. This article is protected by copyright. All rights reserved. Unconfined compression tests We determined the UCS of samples in broad accordance with ASTM D7012-14
(2014) using a compressive load frame manufactured by GDS Instruments Ltd. (Barla et al., 2010). Deviations from this standard reflect our experimental design,
which involved modifications of sample geometry. For the banded siltstone
formation, cores were drilled perpendicular to banding. Samples were loaded under
compressive strain control at a rate of 0.1% min-1; this strain rate reflects the net
strain recorded by the apparatus and is comprised of both deformation of the rock
sample and the apparatus itself in response to load (‘net strain’). The magnitude of
deformation of the apparatus is constant for a given applied stress. As such, we This article is protected by copyright. All rights reserved. could directly compare strain values between samples using net strain. This was an
important consideration because use of direct, local measurements of rock sample
deformation were not always possible following completion of weathering tests,
where the fragile and highly-friable nature of the weathered core surface prevented
appropriate attachment of ‘local’ displacement transducers (LVDTs). However, for all
baseline samples and for suitable post-weathering samples, we directly monitored
sample deformation using two vertically-mounted and diametrically-opposed LVDTs
on the rock surface. Local strain measurements were used to calculate Young’s
Modulus of Elasticity and characterise the local stress-strain behaviour of the rock
(ASTM D7012-14, 2014). We normalised stress-stain curves relative to the mean value of UCS and net strain
at failure of the baseline UCS tests, due to the inherent variability in UCS and strain
behaviour in the baseline dataset, and the need to compare baseline tests with
weathered samples. Normalised stress and strain values of 1 are equal to the mean
values recorded in baseline tests. Normalised axial strain values above and below 1
indicate increases and decreases, respectively, in strain values at failure relative to
those observed in baseline tests. This article is protected by copyright. All rights reserved. Surface hardness measurements and visual appearance We measured baseline surface hardness of samples using a standard (d-type)
Equotip portable hardness testing device (Viles et al., 2011). We measured the
surface hardness of the rock in Leeb numbers (L); a higher L value indicates a
greater rock surface hardness. For each sample, we recorded the mean of ten
measurements, obtained at random locations on the sample. At the end of each
weathering experiment the samples were air dried and then weighed to determine if
mass loss or mass gain had occurred. Additionally, we recorded qualitative
descriptions and photographs of the condition of each sample, noting how the
surface texture and colour changed through time This article is protected by copyright. All rights reserved. Sample modifications We created pre-existing damage within the samples by loading designated P
samples in unconfined compression to 75% of the median UCS observed in
standard baseline tests (see results). This magnitude of loading was chosen as it
typically considered to exceed the crack initiation threshold, ci, and, hence generate
a population of distributed micro-cracks, but without causing macro-scale fracture (Figure 2 a) (Eberhardt et al., 1998). For G-type samples, we cut three 5 mm wide by
5 mm deep vertical ‘notches’ spaced 50 mm apart at a 120° circumferential offset
between notches (Figure 2 b). The reduction in cross-sectional area was accounted
for in the calculation of compressive stress. PG-type samples were firstly modified in
terms of geometry and then pre-damaged using the same procedures as above. Surface hardness measurements and visual appearance This article is protected by copyright. All rights reserved. Baseline characterisation We determined baseline UCS and stress-strain behaviour of standard (U) siltstone (n
= 12) and sandstone (n = 11) samples. We also measured baseline UCS and stress-
strain behaviour of modified geometry (G) samples for siltstone (n = 2) and
sandstone (n = 3). All baseline samples were instrumented with two axial LVDTs to
record the axial strain response of the samples. Laboratory weathering experiments
Laboratory weathering experiments were undertaken in a climate-controlled
laboratory (temperature: 20.9˚C ± 0.24 ˚C; relative humidity: 45% ± 5.3%), allowing
us to isolate the effects of saltwater wetting and drying on the samples. We
subjected 32 (16 sandstone and 16 siltstone) rock samples to laboratory-controlled
weathering conditions for a total of 90 days. All samples experienced 360 wetting
and drying cycles. A summary of sample types considered (U, P, G or PG) is
provided in Table 1. For each type, vertical compressive stress was applied to two
samples, and two samples acted as control (non-stressed) samples that experienced
the same weathering cycles, allowing us to isolate the effects of ambient
compressive stress on weathering. We used front-loading oedometers (Head and Epps, 2011, Figure 3) to place
appropriate samples under a constant vertical compressive stress of 3.8 MPa,
equivalent to approximately 150 m to 200 m of vertical overburden. For the siltstone,
this compressive stress represented 11.1% of mean UCS, and for the sandstone
6.8% of mean UCS. Using the pump system detailed in Figure. 3, rock samples were
subjected to six-hour wetting and drying cycles consisting of 30 minutes of
submersion in sodium chloride solution (200 g/l), followed by drainage of the cell and
subsequent exposure to air for 5.5 hours. These six-hour cycles mimic semi-diurnal
tidal flooding conditions experienced at the coastal cliff toe at Boulby. We monitored
the net vertical deformation of the four ‘stressed’ samples with LVDTs (Figure 3). Vertical displacement of each sample was recorded as the mean of measurements
observed over a one-minute interval. We also monitored the surface appearance and texture of rock samples and measured surface hardness using the Equotip device on
a weekly basis. Following completion of the weathering experiments, we measured the mass of the
air-dried samples. We then determined the UCS and associated stress-strain
behaviour of all 32 samples. Baseline characterisation This allowed us to quantify any resultant changes in
strength and failure style in response to weathering and in terms of each sample
type (U, P, G or PG). Half (n = 16) of these samples were instrumented with two
axially-mounted LVTDs to characterise local strain; one specimen of each pre-
treatment type was selected for LVDT instrumentation. For the remaining half (n =
16) only net strain values were obtained. This article is protected by copyright. All rights reserved. Field weathering experiments We undertook a year-long (19th August 2016 – 30th August 2017) field experiment in
which we used a purpose-built loading frame at the cliff top at Boulby, North
Yorkshire, UK (Figure 4) to subject 32 (16 sandstone and 16 siltstone) rock samples
to cliff-top field conditions. The length of time for the field experiments was longer
than that of the laboratory experiments, as the samples were subject to a variety of
natural environmental cycles rather than the increased frequency of the saline brine
wetting and drying compared to tidal cycles. Based on data collected 3 km to the
north at Loftus (Meteorological Office weather station), our field site experiences
mean annual precipitation of 467 mm; peak rainfall intensities reach 79.1 mm hr-1. In
2016, mean daily air temperature ranged from -1.99°C in January to 21.0°C in
September. However, the potential for frost weathering was limited, with only one
day recording a mean daily temperature below freezing. A summary of the type of samples tested (U, P, G or PG) is detailed in Table 1. For
each type, a vertical compressive stress of 2 MPa, equivalent to approximately 80 m
to 100 m of vertical overburden, was applied to two samples using the loading frame,
and two samples acted as non-stressed control samples that experienced the same
environmental conditions. The 2 MPa vertical compressive stress was equivalent to
5.9% of mean UCS for siltstone samples, and 3.6% of mean UCS for sandstone
samples. During the field experiment, we qualitatively monitored and described the
surface appearance and texture of rock samples and measured surface strength
using the Equotip device monthly. Following completion of the field experiments, we measured the post-test mass and
bulk density of the samples. We then determined the UCS and associated stress-
strain behaviour of all 32 samples. Half (n = 16) of these samples were instrumented
with two axially-mounted LVTDs to characterise local strain; one specimen of each
pre-treatment type was selected for LVDT instrumentation. For the remaining half (n
= 16) only net strain values were obtained. Analysis Methods To determine the effects of weathering on rock strength and failure style, we grouped
and compared samples based on: Lithology: siltstone or sandstone; Experimental setting: laboratory or field; Ambient compressive stress conditions: ‘control’ (non-stressed) or ‘stressed’
samples; and Pre-treatment type: U, P, G or PG. Pre-treatment type: U, P, G or PG. This article is protected by copyright. All rights reserved. Field weathering experiments This article is protected by copyright. All rights reserved. We tested for statistically-significant differences groups using the Wilcoxon Rank-
Sum test for non-normally distributed datasets that displayed equal variance, as
determined using Lilliefors tests and Levene’s tests respectively (Hollander et al.,
2015). For normally distributed datasets with equal variance, as determined using
Lilliefors tests and Bartlett’s tests respectively (Hollander et al., 2015), we used one-
way Analysis of Variance (ANOVA) and Student’s t-tests to test for significant
difference(s) in the mean values of key variables of weathered samples and their
baseline counterparts. We tested for statistical significance between baseline groups
and the broad groupings of lithology, experimental setting, stress conditions and pre-
treatment type, rather than sub-sets of the groupings. Our statistical tests are
supplemented by semi-quantitative, graphical displays of differences in sample
strength relative to baseline conditions. Results
Baseline siltstone characterisation Results
Baseline siltstone characterisation Baseline siltstone characterisation We recorded a mean Equotip L-value of 397.5 ± 126.7. The mean UCS was 34.15
MPa ± 6.43 MPa (Table 2). Failure occurred at a mean net strain of 1.47% ± 0.07%
and mean local strain of 0.46% ± 0.21% (Figure 5). We calculated a mean Young’s
Modulus of 8.99 GPa ± 3.2 GPa. Most samples (n =10) displayed one or two stages
of brittle failure before residual or zero strength was reached. For the modified
geometry (G) samples, we observed mean UCS vales of 33.69 MPa ±1.57 MPa. We undertook linear regression analysis of UCS as a function of pre-test bulk density
and found a reasonably-strong, statistically-significant relationship (r² = 0.61, p =
0.003; Figure 6). The regression model envelope (Figure 6) allowed us to determine
the representative baseline mean from which to compare the effect of weathering in
absolute and percentage terms. If the initial starting bulk density of the post-
test/weathered siltstone samples was less than or greater than the range of bulk
density values measured in the baseline tests, they were not used in subsequent
comparisons to weathered samples. This permitted more direct comparison of the
effects of weathering on UCS and ensured the rock samples had comparable
physical and geotechnical properties at the start of the experiments. This article is protected by copyright. All rights reserved. Siltstone visual appearance and surface hardness The visual appearance of all samples changed during laboratory weathering
experiments (Figure 7). We observed iron leaching, grain loss and slaking events
Iron leaching was present for all stressed samples and in four control samples. Slaking (Figure 7 a, b) was characterised by loss of fragments of rock (typical long
axis of 5 mm, typical short axis of 2 mm and 2 mm thick) (Figure 7 b). These
fragments could be identified several weeks prior to detachment, characterised by
sub-vertical cracks with a 1 to 2 mm aperture (Figure 7 b). We also observed tight (<
2 mm aperture), stepped, sub-horizontal cracks up to 50 mm long (Figure 7 c). All
field samples displayed surface grain loss that resulted in a ‘powdery’ surface texture
(Figure 7 d). Field samples also developed tight (< 2 mm aperture), stepped sub-
horizontal cracks (2 to 10 mm in length) and tight, sub-vertical cracks (5 to 20 mm in
length) (Figure 7 b, d). We did not observe any consistent relationships between This article is protected by copyright. All rights reserved. observed changes in the nature of weathering effects on surface texture and pre-
treatment type (U, P, G or PG) and/or ambient compressive stress conditions
(stressed vs. control) samples. All laboratory samples displayed a positive change in
mass, with a mean of 5% ± 2.27%, while the field samples displayed a mean
negative change in mass of -2.11% ± 3.08%. Of the field samples, we measured a
positive change in mass for only three of the 16 samples. For the laboratory experiments we assessed the relationship between surface
hardness and week number (and, hence, time) using Pearson correlation. We did
not observe a strong or statistically-significant relationship between these variables
for both control (r = -0.21, p = 0.08) and stressed (r = -0.18, p = 0.14) samples. However, for the field experiments we observed a statistically-significant increase in
surface hardness in both control (r = 0.21, p = 0.04) and stressed (r = 0.22, p = 0.03)
samples. General changes in siltstone compressive strength and strain values General changes in siltstone compressive strength and strain values This article is protected by copyright. All rights reserved. General changes in siltstone compressive strength and strain values Following completion of laboratory weathering experiments, control siltstone samples
(all pre-treatment types) displayed a mean UCS of 16.72 MPa ± 1.64 MPa and failed
at 1.15% ± 0.13% and 0.38% ±0.17% net and local strain, respectively (Table 3). We
observed a mean Young’s Modulus of 3.41 GPa ± 1.73 GPa. Stressed siltstone
samples (all pre-treatment types) displayed a mean UCS of 18.89 MPa ± 3.95 MPa,
failing at 1.19% ± 0.16% and 0.27% ± 0.18% net and local strain respectively. We
observed a mean Young’s Modulus of 1.69 GPa ± 0.03 GPa (Table 3). Normalised
stress-strain curves for laboratory experiments relative to baseline tests are
displayed in Figure 8 a. Stressed U-type samples displayed a single stage of brittle This article is protected by copyright. All rights reserved. This article is protected by copyright. All rights reserved. failure, while all other samples displayed at least two stages of brittle failure. (Table
3). 3). For field weathering experiments, control siltstone samples (all pre-treatment types)
displayed a mean UCS value of 36.71 MPa ± 14.93 MPa, failing at 1.4% ± 0.09%
and 0.26% ± 0.17% net and local strain respectively. We observed a mean Young’s
Modulus value of 5.0 GPa ± 1.52 GPa (Table 4). Stressed siltstone samples (all pre-
treatment types) displayed a UCS value of 37.30 MPa ± 13.74 MPa, failing at 1.12%
± 0.1% and 0.29% ± 0.17% net and local strain respectively. We observed a mean
Young’s Modulus value of 3.63 GPa ± 2.79 GPa, (Table 4). Normalised stress-strain
curves relative to baseline tests are displayed in Figure 8 b. Stressed P-type
samples displayed a single stage of brittle failure, while all other samples displayed
at least two stages of brittle failure. (Table 4). This article is protected by copyright. All rights reserved. Siltstone: Experimental setting For siltstone samples weathered under laboratory conditions we observed a mean
UCS of 17.81 MPa ± 3.10 MPa, equivalent to an absolute reduction in mean UCS of
12.70 MPa, or 41.36% (p < 0.001) (Table 5). We recorded a reduction in mean net
strain at failure of 20.69% (p < 0.001), and mean reduction in Young’s Modulus of
69.7% (p = 0.001). These changes in mean conditions are also indicated in Figure 9
a & b, which demonstrates a shift in the kernel density estimates of normalised axial
stress and strain to values lower than those observed in baseline tests. For siltstone
samples weathered in field conditions, we observed a mean UCS of 37.10 MPa ±
13.57 MPa, which is not statistically-significantly different from baseline values (p =
0.583; Figure 9 b). Strain at failure values decreased (p > 0.001) relative to those This article is protected by copyright. All rights reserved. This article is protected by copyright. All rights reserved. observed in baseline tests (12.55%), but overall variability increased (Figure 9 b). with Young’s Modulus values also decreasing by 54.54% (p =0.006). Siltstone: Effect of ambient compressive stress Siltstone control samples displayed a mean UCS of 25.81 MPa ± 14.13 MPa,
equivalent to an absolute reduction in mean UCS of 6.34 MPa, or 22.26% (p =
0.043) (Table 5). We recorded a reduction in mean net strain at failure and Young’s
Modulus of 14.31% (p > 0.001) and 54.96% (p = 0.0065), respectively. Figure 9 c &
d demonstrates a shift in the kernel density estimates of normalised axial stress and
strain to values lower than those observed in baseline tests, with overall variability in
normalised axial stress (UCS) increased (Table 5). For stressed siltstone samples,
we observed a mean UCS of 28.80 MPa ± 13.86 MPa, equivalent to a reduction of
4.3 MPa, or 14.52% (p = 0.043; Figure 9 c). Strain-at-failure values decreased (p =
0.002) relative to those observed in baseline tests (18.57 %) (Figure 9 d), as did
Young’s Modulus (p = 0.001, 66.82%) (Table 5). No statistically-significant
differences exist between the mean UCS, strain-at-failure, and Young’s Modulus
values of stressed and control siltstone samples (p = 0.262, p = 0.044, and p =
0.300, respectively) (Figure 9 c). Vertical strain measurements recorded during the weathering experiments indicated
that each of the 8 stressed samples in the laboratory experiments compressed over
the duration of the laboratory weathering test. We observed small-scale expansion
events (-0.01 % to -0.02 % strain) on time-scales greater than that of the wetting and
drying cycles that lasted for week long periods. We also observed elastic rebound of
the samples at the end of the tests when the load was removed. U and P samples This article is protected by copyright. All rights reserved. displayed no permanent strain over the course of the experiment, in contrast to the G
and PG samples, which displayed permanent strain values of 0.01 % to 0.16 % at
the end of the weathering experiment. Siltstone: Effect of pre-treatment type For U- and P--type samples, mean UCS values were statistically-significantly (p =
0.001 and p = 0.042, respectively) lower than those observed in baseline tests; we
recorded reductions in mean UCS of 38.28% and 20.28% respectively (Table 5;
Figure 9 e). G- and PG-type samples did not show statistically-significant changes (p
= 0.159 and p = 0.116 respectively) in mean UCS values relative to those observed
in baseline tests. Siltstone sample modifications displayed lower kernel density
distributions for strain-at-failure values relative to baseline (p <0.022) (Figure 9 f). Young’s Modulus values were all lower than those observed in baseline tests,
indicating a decrease in sample stiffness (p < 0.05) (Table 5). This article is protected by copyright. All rights reserved. Baseline sandstone characterisation We recorded a mean Equotip L- value of 564.87 ± 68.73. The mean UCS was 55.69
MPa ± 7.61 MPa (Table 2). Failure occurred at a mean net strain of 1.25% ± 0.07%
and mean local strain of 0.24% ± 0.14%. We calculated a mean Young’s Modulus of
5.69 GPa ± 0.86 GPa. All baseline sandstone samples exhibited a single-stage
brittle failure (Figure 5). For the modified geometry (G) samples, we observed mean
UCS values of 48.75 MPa ± 3.2 MPa. We did not observe a strong or statistically-
significant relationship between UCS and bulk density for the sandstone samples (r²
= 0.1626, p = 0.2188). To consider the effects of weathering on the strength of sandstone, we therefore compared absolute and percent changes in UCS for
weathered samples to the overall baseline mean value. Sandstone visual appearance and surface hardness The visual appearance of all samples changed during laboratory weathering
experiments, principally by surficial grain loss, with occasional sub-horizontal
cracking. Iron leaching was evident for all stressed laboratory samples (Figure 7 e). Surficial grain loss was observed in all field samples; this occurred in concentrated
‘pockets’ for three samples (Figure 7 f), though there was no relationship with pre-
treatment type of ambient stress conditions. We did not observe surface cracking or
slaking in control or stressed samples for both laboratory or field experiments. We
measured a positive change in mass for all laboratory samples, with a mean of
1.72% ± 0.72%. We measured a positive change in mass for 10 field samples, with
the remaining 6 samples displaying a negative change in mass. As such, field
samples displayed a mean change in mass of -0.62% ± 3.32%. For laboratory
samples we observed a statistically-significant net decrease in surface hardness
through time for both control (r = -0.26, p = 0.023) and stressed (r = -0.36, p = 0.001)
samples. For field samples we observed a statistically-significant increase in surface
hardness in both control (r = 0.4, p < 0.001) and stressed (r = 0.44, p < 0.001)
samples. General changes in Sandstone compressive strength and strain values General changes in Sandstone compressive strength and strain values Following completion of laboratory weathering experiments, control sandstone
samples displayed a mean UCS of 35.76 MPa ± 7.5 MPa and failed 1.23% ± 0.09% This article is protected by copyright. All rights reserved. This article is protected by copyright. All rights reserved. and 0.22% ± 0.2% net and local strain, respectively (Table 3). We observed a mean
Young’s Modulus of 6.58 GPa ± 1.47 GPa (Table 3). Stressed sandstone samples
(all pre-treatment types) displayed a mean UCS value of 38.73 MPa ± 7.32 MPa,
failing at 1.25% ± 0.09% and 0.27% ± 0.16% net and local strain, respectively. Normalised stress-strain curves relative to baseline tests are displayed in Figure 8 c. We observed a mean Young’s Modulus value of 5.49 GPa ± 0.38 GPa (Table 3). All
samples displayed at least two stages of brittle failure (Table 3). For field weathering experiments, control sandstone samples displayed a mean UCS
value of 49.93 MPa ± 7.84 MPa and failed at 1.23% ± 0.19% and 0.22% ± 0.16% net
and local strain, respectively (Table 4). Normalised stress-strain curves relative to
baseline tests are displayed in Figure 8 d. We observed a mean Young’s Modulus
value of 7.07 GPa ± 2.39 GPa (Table 4). All field control sandstone samples
displayed two stages of brittle failure (Table 4). Field stressed sandstone samples
displayed a mean UCS value of 44.53 MPa ± 14.16 MPa and failed at 1.23% ±
0.19% and 0.17% ± 0.14% net and local strain, respectively. We observed a mean
Young’s Modulus value of 6.90 GPa ± 0.86 GPa (Table 4). Stressed PG-type
samples displayed a single stage of brittle failure. U- and G-type samples displayed
two stages of brittle failure. P-type samples displayed three stages of brittle failure
(Table 4). Sandstone: Experimental setting For sandstone samples weathered under laboratory conditions, we observed a mean
UCS of 37.24 MPa ± 7.32 MPa, equivalent to an absolute reduction in mean UCS of
18.45 MPa, or 33.12% (Table 5). This overall reduction in UCS (p < 0.001) relative to This article is protected by copyright. All rights reserved. those observed in baseline tests is statistically significant (Figure 10 a). We recorded
a reduction in mean net strain at failure of 0.38% and an increase in mean Young’s
Modulus of 6.06%, which were not statistically significantly (p = 0.884 and p = 0.460,
respectively) different from baseline tests (Figure 10 b) (Table 5). For sandstone samples weathered in field conditions, we observed a mean UCS of
47.23 MPa ± 11.40 MPa, which is statistically-significantly lower (8.46 MPa, or
15.19%) than baseline values (p = 0.042) (Figure 10 a). We recorded a reduction in
mean net strain at failure of 1.81%, which was not statistically significant (p = 0.632)
from baseline tests (Figure 10 b), along with a statistically significant increase in
mean Young’s Modulus of 22.8% (p = 0.04) (Table 5). This article is protected by copyright. All rights reserved. Sandstone: Effect of ambient compressive stress Sandstone control samples displayed a mean UCS of 42.85 MPa ± 10.41 MPa,
equivalent to an absolute reduction in mean UCS of 12.84 MPa, or 23.06% (Table
5). This statistically-significant change in mean UCS (p = 0.043 and p = 0.001) is
also evident in Figure 10 c. We recorded a reduction in mean net strain at failure of
1.53% and an increase in mean Young’s Modulus of 19.98%, which were not
statistically-significantly different (p = 0.538 and p = 0.089, respectively) from
baseline tests (Figure 10 d) (Table 5). For sandstone stressed samples we observed
a mean UCS of 41.63 MPa ± 11.29 MPa, which is statistically-significantly lower
(14.06 MPa, or 25.25%) than baseline values (p = 0.042) (Figure 10 c). We recorded
a reduction in mean net strain at failure of 0.66 % and an increase in mean Young’s
Modulus of 8.88%, which were not statistically-significantly different (p = 0.847 and p
= 0.250, respectively) from baseline tests (Figure 10 d) (Table 5). No statistically- This article is protected by copyright. All rights reserved. This article is protected by copyright. All rights reserved. significant differences exist between the mean UCS, strain-at-failure values, and
Young’s Modulus of stressed and control sandstone samples (p = 0.006, p = 0.668,
and p = 0.204, respectively) (Figure 10 c). The same behaviour as seen for the monitored strain measurements for stressed
siltstone samples is observed for the stressed sandstone samples, with six samples
compressing in the direction of load over test duration. We observed expansion
events on the order of days to weeks, which exerted –0.025 % to -0.1 % strain
(Figure 11). We recorded rebound of samples at the end of the tests when the load
was removed, with U and P displaying no permanent strain while G and PG samples
displayed permanent strain values of 0.01% to 0.05% strain. This article is protected by copyright. All rights reserved. Sandstone: Effect of pre-treatment type For U-, P- and G--type samples, mean UCS values were statistically-significantly (p
< 0.001, p = 0.008 and p = 0.008, respectively) lower than those observed in
baseline tests; we recorded mean reductions in UCS of 13.69%, 12.77% and
11.58%, respectively (Table 5; Figure 10 e). PG-type samples did not show
statistically-significant changes (p = 0.089) in mean UCS values relative to those
observed in baseline tests. Sandstone sample modifications displayed a similar
distribution in strain-at-failure values to baseline (Figure 10 f), with no statistically-
significant changes observed. Young’s Modulus values were all higher than those
observed in baseline tests, indicating an increase in sample stiffness (Table 5). For
U samples this increase was statistically significant (p = 0.023). Failure mode Failure mode This article is protected by copyright. All rights reserved. For both siltstone and sandstone samples tests, single-stage failures occurred in
samples that displayed the highest UCS values. As UCS sample strength
decreased, failure mode changed to include more brittle stages of failure or ‘stress-
drops’ before residual strength was achieved. Both lithologies displayed this
behaviour (Figure 12), with significant differences in strength for each failure style
existing for sandstone (p < 0.010; Figure 12b). These multi-stage failures may often
sustain stresses slightly lower (~1 MPa to 2 MPa) than peak strength of the sample
until further or final failure occurs (Figure 12c). Along with changes in stress-strain
behaviour, a greater number of cracks and associated complexity of failure
morphology were observed within the samples with increasing number of brittle
failure stages (Figure 12d). No correlations existed between failure mode and
environmental setting, test conditions or sample pre-treatments. This article is protected by copyright. All rights reserved. Discussion Controls on visual appearance and surface hardness Our weathering experiments were designed to understand controls on weathering
intensity, including the influence of ambient compressive stress, stress history and
local stress concentrations. Our monitoring during the experiments revealed that
changes in the visual appearance of samples and surface hardness showed little
sensitivity to pre-treatment. We note surface textures and degradation processes
that are common to both lithologies, notably surficial grain loss, iron leaching and
surface cracking. However, we also observed consistent patterns in surface texture
that highlight the importance of lithology and the mechanism of weathering as acting
as a control on the type and nature of surface appearance and texture. For example, This article is protected by copyright. All rights reserved. siltstone samples experienced slaking events in response to laboratory saltwater
submergence and exposure cycles, as is commonly observed in argillaceous
lithologies (Qi et al., 2015). In contrast, slaking was not observed in the field tests on
siltstone; in this weathering environment where full saltwater submergence did not
occur and where wetting resulted from precipitation, samples weathered by surficial
grain loss that resulted in a distinctive ‘powdery’ surface texture. Critically, the pre-
treatment type and/or ambient compressive stress condition did not affect the
surficial weathering processes operating in the siltstone samples. For the sandstone
samples, there was no obvious difference in the mechanism of weathering and the
resultant surface response between laboratory and field tests; grain loss and
cracking dominated in both settings. However, the presence of an ambient
compressive stress resulted in more pronounced iron leaching, possibly due to
sample dilatancy and permeability in response to stress application (Mitchell and
Faulkner, 2009; Nicholson, 2001; Oda et al., 2002; Zoback and Byerlee, 1975). In
turn, this likely facilitated oxidation, solution and water-borne removal of iron present
in the sandstone samples. The controls of lithology and mechanism of weathering were also manifest in the
nature of changes in the surface hardness of samples throughout the weathering
experiments. Siltstone samples weathered in the laboratory did not show any change
in surface hardness. In contrast, siltstone samples weathered in field conditions
showed an increase in surface hardness. Sandstone samples weathered in the
laboratory displayed a reduction in surface hardness, possibly resulting from a more
dispersed loss of grains and a loss of near-surface cement. Discussion In contrast, field samples
displayed an increase in surface hardness, in part due to the less-widely distributed This article is protected by copyright. All rights reserved. grain loss in isolated ‘pockets’, permitting case hardening to develop in areas not
experiencing concentrated grain loss (Mol and Viles, 2012; Viles et al., 2011). Biogenic case hardening may also explain the increase in surface hardness for field
samples, while the saline brine of the laboratory experiments prevented the
development of such a crust (Slavík et al., 2017). This article is protected by copyright. All rights reserved. Controls on weathering induced strength degradation Our geotechnical analysis indicates that pre-existing micro-crack damage, modified
sample geometries and/or samples subjected to a constant compressive vertical
stress do not result in enhanced strength degradation relative to samples that have
undergone no modification. We note that not all reductions in mean values of UCS
were statistically-significant in some pre-treatment groups, but we observed
decreases in the modal value(s) of UCS occurring in all samples, indicative of a
general trend (Figures 9 and 10). A greater density of initial micro-cracks, as present in P samples, does not
necessarily result in a greater degree of strength reduction, resulting from
exploitation of micro-crack populations by weathering processes. This is in contrast
to other studies, where increased surface area as a result of micro-cracking, or pre-
existing damage within a sample due other weathering processes have been
observed to accelerate the rate of weathering (Røyne et al., 2008, Viles et al., 2018). The removal of the high compressive stresses used in the pre-damaging process
prior to commencing the weathering experiments may have permitted any newly-
created microcracks to contract. High, damaging stresses may need to be
maintained during operation of weathering processes for intergranular flaws to be This article is protected by copyright. All rights reserved. exploited and a more obvious control on strength reduction to be observed. We
suggest that the nature of stress history and if and how this stress is maintained may
be important. The degree of geometric modification in P and PG sample may have
been insufficient to create stress concentrations of sufficient magnitude to result in
enhanced micro-cracking (Lajtai and Lajtai, 1974). We suggest that differing cliff-face
surface geometries at a range of scales may significantly generate greater stress
concentrations that can be preferentially weathered than created by our sample
modifications (Martel, 2006; Brain et al., 2014). However, within this experimental set-up and over the time-scale of the experiments
considered, a constant compressive stress has a negligible effect on strength
degradation resulting from weathering processes, with no statistically significant
differences between the UCS values of control and stressed samples for both
lithologies. This indicates that the ambient stress environment does not affect the
intensity of weathering and its effect on compressive strength within the ambient
stress range and experimental set-up considered here. This article is protected by copyright. All rights reserved. Controls on weathering induced strength degradation This result is in contrast to experiments conducted using sediments with no
cementation (Bruthans et al., 2014; Zhang et al., 2015) or weak cementation
(Bruthans et al., 2016; Rihosek et al., 2016). These previously-published
experiments showed a temporal component of stress influence on weakening,
displaying faster erosion rates (Bruthans et al., 2014) and strength degradation
(Zhang et al., 2015) until a ‘critical’ stress value was reached. The interlocking
strength of the grains was great enough to slow or prevent further erosion and
weathering from occurring. The frictional properties of these materials were the dominant components of strength, rather than cohesional properties of intact rock. Martin and Chandler (1994) proposed that the strength of intact rock is controlled
primarily by cohesion up until 75% to 80% of UCS. Our findings suggest that
gravitationally-induced compressive stress (here 2 MPa and 3.8 MPa) has a limited
impact on the processes which result in cohesional strength reduction. This imposed
topographic stress may also be of an insufficient magnitude when combined with
stresses generated by weathering to cause any volumetric changes via contraction
or dilation of cracks in the rock samples that could subsequently be exploited by
weathering processes. This is despite the enhanced leaching observed, and greater
permeability postulated, in stressed sandstone samples. Higher ambient stresses
that cause crack initiation (σci) and/or propagation (σcd) may cause weathering and
sub-critical crack growth processes to drive greater differences in compressive
strength between control and stressed samples. The significance of the magnitude of
the ambient stress environment has been observed in laboratory tests where
ambient stress environments are tensile (Voigtländer et al., 2018). This article is protected by copyright. All rights reserved. This article is protected by copyright. All rights reserved. Effect of weathering on compressive rock strength Overall, we demonstrate that weathering results in a significant reduction of strength
for all laboratory samples and even for rock that has been exposed to natural
environmental conditions for a year, as demonstrated by the 15.19% loss in strength
for sandstone samples placed at the cliff-top. The observed reductions in intact rock
strength are likely to result from a combination of factors, in addition to those that are
evident in the observed surficial changes in the rock, such as slaking, cracking and
grain loss. For example, sub-critical crack growth throughout the rock samples may be a key driver, where micro-crack growth occurs at stresses lower than the crack
initiation threshold within a rock mass (Atkinson, 1984). Small amplitude stress as a
result of environmental processes such as insolation or wetting and drying can
therefore drive micro-crack growth (Eppes and Keanini, 2017). This can occur via
stress corrosion cracking where molecular bonds are strained and stretched at crack
tips by a chemically active environmental agent, such as water (Atkinson, 1984;
Eppes and Keanini, 2017; Voigtländer et al., 2018). This process is enhanced where
chemical conditions are conducive to corrosion; changes in the geochemistry, as
evidenced
by
leaching,
may
subsequently
change
sub-critical
cracking
characteristics, though little is known about the exact controls on this process
(Atkinson, 1984; Dunning and Huf, 1983; Freiman, 1984). We noted a greater reduction in UCS in both lithologies for samples weathered
under laboratory conditions, highlighting the importance of weathering process in
driving degradation of rock strength. In particular, we note the relative efficacy of salt
as a weathering agent and in driving strength loss of intact rocks (cf. Goudie et al.,
1970). We observed significant periods of expansion within the laboratory strain
data, indicating that such expansion was able to counteract the 3.8 MPa vertical
stress acting on the sample. This potentially explains the limited influence of
topographic stress on strength as weathering can generate stresses that counteract
those generated by overburden loading. We observed a mismatch between the two measures of strength that we used. Notably, the reductions in UCS recorded following the completion of weathering
experiments were not evident in any statistically-significant trends in surface hardness during the experiment in all samples. In field-weathering sandstone
samples, surface hardness increased, despite a decrease in ultimate UCS. Effect of weathering on compressive rock strength This
inconsistency indicates that our interpretation of rock strength from visual
observations and surface hardness data may not capture the ‘internal’ weakening of
intact rock. This internal weakening is of critical importance to shallow rock slope
failures, where release of an incipient failure mass is contingent on brittle fracture
through intact rock (Collins and Stock, 2016). Our results indicate that use of surface
hardness measurements in constraining the influence of weathering on intact rock
strength and, hence, shallow rock slope failure that show visible evidence of
weathering may be limited and/or not appropriate in all situations (see Aoki and
Matsukura, 2007; Coombes et al., 2013; Viles et al., 2011). This article is protected by copyright. All rights reserved. Effects of weathering on failure style Our results suggest that the two lithologies display differing responses to weathering
in terms changes to strain-at-failure values. We observed no change in strain-at-
failure values in weathered sandstone samples when compared to baseline tests. In
contrast, siltstone samples displayed statistically-significant reductions in strain-at-
failure values relative to baseline values. Weathered siltstone samples also
displayed mean Young’s modulus values that are statistically-significantly lower than
baseline values. An explanation of these differences in strain and elasticity between
lithologies is enigmatic but may result from a greater degree of softening and ductility
in the siltstone samples due to the presence of clay minerals (Fabre and Pellet,
2006). The siltstone may be more susceptible to granular rearrangement than the highly-cemented sandstone, which undergoes considerably less plastic deformation
at values less than UCS. Our analysis indicates that a reduction in strength is linked to and manifest in a
change in failure style. Weaker rocks display a more distributed multi-stage failure
process reflected in their stress-strain behaviour and the resultant failure morphology
(as observed also in studies by Basu et al., 2009; Gupta and Seshagiri Rao, 2000). Multi-stage failures involve several stages of macro-scale fracture and strength loss
until residual or total loss of strength occurs. These types of failure can temporally
sustain high stress levels even after a peak stress level has been reached. It is only
after sufficient post-peak strain has accumulated within the sample that subsequent
failure event(s) occur. Weakening of the rock sample by weathering may lead to
more diffuse micro-cracking that eventually results in an increased number of macro-
cracks, as seen in cyclic loading tests, which can be used as a proxy for
environmental fluctuations and associated weathering processes (Cerfontaine and
Collin, 2017). These distributed micro-cracks do not result in the same pattern of
coalescence required for unstable ‘run-away’ macro-scale fracture, as normally
predicted for a similar point on stress-strain curves (Eberhardt et al., 1998; Martin
and Chandler, 1994). The failure events observed in the multi-failure stage failures
instead may represent mini-coalescence events in weaker zones to form relatively
smaller macro-scale fractures, which do not connect in the first instance. This article is protected by copyright. All rights reserved. Implications for shallow rock slope failures We suggest that a change in failure style and strength loss over time (Figure 13) will
determine the nature of triggers required for failure to occur and will hence dictate This article is protected by copyright. All rights reserved. This article is protected by copyright. All rights reserved. the timing of ultimate failure. Intact rock characterised by single-stage brittle fracture
likely requires a higher magnitude loading event that will result in near-instantaneous
failure, as indicated in Figure 13. Two-stage brittle failure likely still require a
relatively higher magnitude loading event for an initial fracture event to occur and
may require another similar magnitude loading event for final failure to occur (Figure
13). The timing between two such events may be potentially be prolonged, resulting
in a quasi-stable state (Leroueil, 2001). As damage accumulates through time, the
magnitude of environmental stresses required for fracture to occur decreases (Figure
13), but the frequency of such events will likely increase, resulting in a positive
feedback and potential pattern of acceleration towards ultimate failure. Figure 14
illustrates this process, with each ‘new’ failure event weakening the rock, so that the
next stage of brittle fracturing requires a lower magnitude of stress to act as a trigger
for further failure. This multi-stage failure processes may be represented as ‘step-
wise’ fracture through multiple rock bridges or partial fracturing through an individual
rock bridge, where fracture represents an initial failure stage of the stress–strain
graph (Brideau et al., 2009; Eberhardt et al., 2004b; de Vilder et al., 2017). For final
failure to occur, only a low magnitude stress perturbation may be required (Figure
14) due to the critical concentration of micro-cracks and accumulated damage within
the rock (Main, 2000). In the context of rock slope failure, this final stress
perturbation may reflect stress-redistribution of the slope following progressive failure
(e.g. Eberhardt et al., 2004a; Rosser et al., 2007; Stock et al., 2012), environmental
stress fluctuations (Collins and Stock, 2016; Gischig et al., 2011; Gunzburger et al.,
2005; Moore et al., 2011) or topographic stress concentrations within the slope
(Brain et al., 2014). In such a scenario, even though topographic stress is not a This article is protected by copyright. All rights reserved. control on the rate of weakening, as we have determined from our experimental
datasets, it may therefore control the location of rock failure. This article is protected by copyright. All rights reserved. Implications for shallow rock slope failures As final failure occurs a distinct period of time after the initial damaging loading event
(such as an earthquake or storm), this may explain the low observed correlations
between environmental variables and failure (Lim et al., 2010; Rosser et al., 2007;
Stock et al., 2012), with a ‘lag’ between initial and final failure. Monitoring
observations have revealed that external precipitation triggering events can initiate
extended periods of increased and accelerated deformation indicating a critical
damage threshold has been reached in the rock, with previous observations showing
that in some settings that this can accelerate to final failure within a week (Carlà et
al., 2018; Kromer et al., 2017a; Loew et al., 2016). Observations of pre-failure
deformation that did not result in a hyperbolic acceleration towards failure may
represent a failure sequence where a significant ‘lag’ effect exists between the initial
and final failure events (Carlà et al., 2018). Such a ‘lag’ effect suggests that
weathered rock slopes may adjust more slowly to changing environmental
conditions. This multi-stage and prolonged failure sequence may also be reflected in the
resulting failure scar surface, where greater roughness coupled with surficial
weathering provide an indication of failure history. Weathered and broken rock
bridges can represent an initial failure event, which has been followed by a
sufficiently long period for substantial surficial weathering (i.e. damage accumulation
in Figure 14) to occur before the final loss of strength and collapse (de Vilder et al.,
2017). In addition, the greater strain that can be sustained in the weathered samples This article is protected by copyright. All rights reserved. increases, suggesting that weathered rock bridges can sustain greater levels of
strain before final detachment occurs. This may have important implications for
monitoring of pre-failure deformation; our results suggest that a universal value of
‘critical strain’ is unlikely to be valid for a given rock type and will depend on the
degree of weathering experienced by any individual section of rockslope. Pre-failure
deformation may also record several stages of macro-scale brittle failure related to
rock bridge fracture (Figure 14)(Carlà et al., 2017; Kromer et al., 2015; Royan et al.,
2015). Implications for shallow rock slope failures The change in failure style may dictate the degree of discernible pre-failure
deformation, with multi-failure events potentially displaying higher degrees of pre-
failure deformation than compared to single stage events as the period of time over
which total loss of strength occurs is longer (Kromer et al., 2017b; Petley et al., 2005;
Williams et al., 2018). The time-scales over which such deformation could be
observed is also dependent on the exact rock bridge attributes within an incipient
failure mass, with the amount of deformation increasing for larger rockfalls (Kromer
et al., 2017b), reflecting the breakage of multiple rock bridges (de Vilder et al., 2017). We, therefore, hypothesise that as a rock slope weakens through time, the
mechanics of rockfall detachment are likely to change. This article is protected by copyright. All rights reserved. This article is protected by copyright. All rights reserved. Conclusion We conducted a series of experiments on coarse- and fine-grained sedimentary
rocks under constant uniaxial compressive stress to constrain the relationship
between exposure to various environmental conditions, compressive stress and
ultimate failure behaviour. We modified samples to account for pre-existing micro-
crack damage within the rock, as well as increased surface area and localised stress This article is protected by copyright. All rights reserved. concentrations created by slope geometry. Our experimental dataset reveals that
weathering does result in a reduction in unconfined compressive strength, though
the applied compressive stresses of 2 and 3.8 MPa neither enhance nor dampen the
degree of weathering-induced strength loss. In isolation, this result suggests that
sections of rock slope subjected to high stresses will not preferentially weaken in
response to weathering relative to sections under no ambient stress. However, we
suggest that our findings may be specific to the lithologies considered here, where
cohesional strength dominates over friction. In addition, greater ambient stresses as
a proportion of ultimate strength may be possible in certain topographic settings,
influencing mechanisms of weathering. Alongside this, pre-existing damage and
increased surface roughness also have no discernible influence on the magnitude of
strength reduction resulting from weathering. The reduction in UCS strength is not
consistently reflected in a reduction of surface hardness, placing limits on the
interpretation of intact rock strength made solely based on surface hardness
monitoring. In our experiments, weathering resulted in considerable changes in the style of
failure, even over relatively short (three months to one year) timescales. Weathered
weaker samples developed post-peak strength and so several stages of macro-scale
fracture were required before a total loss of strength was observed. We suggest that
these multiple fracture events may be representative of complete or partial rock
bridge fracture. As post peak strength evolves, we theorise that the magnitude of
triggering events that result in brittle facture, and ultimately rockfall release,
decreases. This provides further explanation of rockfall activity that occurs in
response low-magnitude environmental forcing that are conventionally considered to This article is protected by copyright. All rights reserved. be too low to cause shallow rock slope failure. The associated prolonged sequence
of brittle fracture may be manifested in step-wise patterns of pre-failure deformation
data. Weathering induced strength degradation, therefore, may alter the rock slope
response to environmental loading events and the subsequent mechanical evolution
of failure. be too low to cause shallow rock slope failure. This article is protected by copyright. All rights reserved. Conclusion The associated prolonged sequence
of brittle fracture may be manifested in step-wise patterns of pre-failure deformation
data. Weathering induced strength degradation, therefore, may alter the rock slope
response to environmental loading events and the subsequent mechanical evolution
of failure. This article is protected by copyright. All rights reserved. References Aldred J, Eppes MC, Aquino K, Deal R, Garbini J, Swami S, Tuttle A, Xanthos G. 2016. The influence of solar-induced thermal stresses on the mechanical weathering
of rocks in humid mid-latitudes. Earth Surface Processes and Landforms 41 : 603–
614. DOI: 10.1002/esp.3849 Aldred J, Eppes MC, Aquino K, Deal R, Garbini J, Swami S, Tuttle A, Xanthos G. 2016. The influence of solar-induced thermal stresses on the mechanical weathering
of rocks in humid mid-latitudes. Earth Surface Processes and Landforms 41 : 603–
614. DOI: 10.1002/esp.3849 Aoki H, Matsukura Y. 2007. A new technique for non-destructive field measurement
of rock-surface strength: an application of the Equotip hardness tester to weathering
studies. Earth Surface Processes and Landforms 32 : 1759–1769. DOI:
10.1002/esp.1492 Aoki H, Matsukura Y. 2007. A new technique for non-destructive field measurement
of rock-surface strength: an application of the Equotip hardness tester to weathering
studies. Earth Surface Processes and Landforms 32 : 1759–1769. DOI:
10.1002/esp.1492 ASTM D7012-14. 2014. Standard test methods for compressive strength and elastic
moduli of intact rock core specimens under varying states of stress and temperature
. ASTM International: West Conshohocken, PA ASTM D7012-14. 2014. Standard test methods for compressive strength and elastic
moduli of intact rock core specimens under varying states of stress and temperature
. ASTM International: West Conshohocken, PA Atkinson BK. 1984. Subcritical crack growth in geological materials. Journal of
Geophysical Research 89 : 4077–4114. DOI: 10.1029/JB089iB06p04077 Atkinson BK. 1984. Subcritical crack growth in geological materials. Journal of
Geophysical Research 89 : 4077–4114. DOI: 10.1029/JB089iB06p04077 Bachmann D, Bouissou S, Chemenda A. 2004. Influence of weathering and pre-
existing large scale fractures on gravitational slope failure: insights from 3-D physical
modelling. Natural Hazards and Earth System Science 4 : 711–717. DOI:
10.5194/nhess-4-711-2004 Barla G, Barla M, Debernardi D. 2010. New triaxial apparatus for rocks. Rock
Mechanics and Rock Engineering 43 : 225–230. DOI: 10.1007/s00603-009-0076-7 Basu A, Celestino TB, Bortolucci AA. 2009. Evaluation of rock mechanical behaviors
under uniaxial compression with reference to assessed weathering grades. Rock
Mechanics and Rock Engineering 42 : 73–93. DOI: 10.1007/s00603-008-0170-2 Brain MJ, Rosser NJ, Norman EC, Petley DN. 2014. Conclusion Are microseismic ground
displacements a significant geomorphic agent? Geomorphology 207 : 161–173. DOI:
10.1016/j.geomorph.2013.11.002 Brideau M, Yan M, Stead D. 2009. The role of tectonic damage and brittle rock
fracture in the development of large rock slope failures. Geomorphology 103 : 30–49. DOI: 10.1016/j.geomorph.2008.04.010 Bruthans J, Filippi M, Schweigstillová J, Řihošek J. 2016. Quantitative study of a
rapidly weathering overhang developed in an artificially wetted sandstone cliff. Earth
Surface Processes and Landforms 723 : 711–723. DOI: 10.1002/esp.4016 Bruthans J, Filippi M, Schweigstillová J, Řihošek J. 2016. Quantitative study of a
rapidly weathering overhang developed in an artificially wetted sandstone cliff. Earth
Surface Processes and Landforms 723 : 711–723. DOI: 10.1002/esp.4016 Bruthans J, Soukup J, Vaculikova J, Filippi M, Schweigstillova J, Mayo AL, Masin D,
Kletetschka G, Rihosek J. 2014. Sandstone landforms shaped by negative feedback
between stress and erosion. Nature Geoscience 7 : 597–601. Bruthans J, Soukup J, Vaculikova J, Filippi M, Schweigstillova J, Mayo AL, Masin D,
Kletetschka G, Rihosek J. 2014. Sandstone landforms shaped by negative feedback
between stress and erosion. Nature Geoscience 7 : 597–601. Carlà T, Farina P, Intrieri E, Botsialas K, Casagli N. 2017. On the monitoring and
early-warning of brittle slope failures in hard rock masses: Examples from an open-
pit mine. Engineering Geology 228 : 71–81. DOI: 10.1016/j.enggeo.2017.08.007 This article is protected by copyright. All rights reserved. This article is protected by copyright. All rights reserved. Carlà T, Farina P, Intrieri E, Ketizmen H, Casagli N. 2018. Integration of ground-
based radar and satellite InSAR data for the analysis of an unexpected slope failure
in an open-pit mine. Engineering Geology 235 : 39–52. DOI:
10.1016/j.enggeo.2018.01.021 Cerfontaine B, Collin F. 2017. Cyclic and Fatigue Behaviour of Rock Materials:
Review, Interpretation and Research Perspectives. Rock Mechanics and Rock
Engineering 51 : 1–24. DOI: 10.1007/s00603-017-1337-5 Cerfontaine B, Collin F. 2017. Cyclic and Fatigue Behaviour of Rock Materials:
Review, Interpretation and Research Perspectives. Rock Mechanics and Rock
Engineering 51 : 1–24. DOI: 10.1007/s00603-017-1337-5 Clarke BA, Burbank DW. 2010. Bedrock fracturing, threshold hillslopes, and limits to
the magnitude of bedrock landslides. Earth and Planetary Science Letters 297 : 577–
586. DOI: 10.1016/j.epsl.2010.07.011 Collins BD, Stock GM. 2016. Rockfall triggering by cyclic thermal stressing of
exfoliation fractures. Nature Geoscience 9 : 395–400. DOI: 10.1038/NGEO2686 Coombes MA, Feal-Pérez A, Naylor LA, Wilhelm K. 2013. Conclusion International Journal of Rock
Mechanics and Mining Sciences 20 : 227–236. DOI: 10.1016/0148-9062(83)90003-7 discontinuity persistence on rock slope stability. International Journal of Rock
Mechanics and Mining Sciences 20 : 227–236. DOI: 10.1016/0148-9062(83)90003-7 Eppes M-C, Keanini R. 2017. Mechanical Weathering and Rock Erosion by Climate-
Dependent Subcritical Cracking. Reviews of Geophysics 55 : 1–39. DOI:
10.1002/2017RG000557 Eppes MC, Magi B, Hallet B, Delmelle E, Mackenzie-Helnwein P, Warren K, Swami
S. 2016. Deciphering the role of solar-induced thermal stresses in rock weathering. Geological Society of America Bulletin 128 : 1315–1338. DOI: 10.1130/B31422.1 Eppes MC, Magi B, Hallet B, Delmelle E, Mackenzie-Helnwein P, Warren K, Swami
S. 2016. Deciphering the role of solar-induced thermal stresses in rock weathering. Geological Society of America Bulletin 128 : 1315–1338. DOI: 10.1130/B31422.1 Fell R, Corominas J, Bonnard C, Cascini L, Leroi E, Savage WZ. 2008. Guidelines
for landslide susceptibility, hazard and risk zoning for land-use planning. Engineering
Geology 102 : 99–111. DOI: 10.1016/j.enggeo.2008.03.014 [online] Available from:
http://dx.doi.org/10.1016/j.enggeo.2008.03.014 Fookes PG, Gourley CS, Ohikere C. 1988. Rock weathering in engineering time. Quarterly Journal of Engineering Geology 21 : 33–57. Freiman SW. 1984. Effect of chemical enviroments on slow crack growth in glasses
and ceramics. Journal of Geophysical Research 89 : 4072–4076. Gischig VS, Moore JR, Evans K., Amann F, Loew S. 2011. Thermomechanical
forcing of deep rock slope deformation : 1 . Conceptual study of a simplified slope. Journal of Geophysical Research 116 : 1–18. DOI: 10.1029/2011JF002006 Goodman RE, Shi G. 1985. Block Theory and its Application to Rock Engineering . Prentice-Hall Inc: New Jersey Goudie A, Cooke R, Evans I. 1970. Experimental investigation of rock weathering by
salts. Area 2 : 42–48. Goudie AS. 2016. Quantification of rock control in geomorphology. Earth-Science
Reviews 159 : 374–387. DOI: 10.1016/j.earscirev.2016.06.012 Gunzburger Y, Merrien-Soukatchoff V, Guglielmi Y. 2005. Influence of daily surface
temperature flucuations on rock slope stability: a case study of the Rochers de
Valabres slope (France). International Journal of Rock Mechanics and Mining
Sciences 42 : 331–349. Gupta AS, Seshagiri Rao K. 2000. Weathering effects on the strength and
deformational behaviour of crystalline rocks under uniaxial compression state. Engineering Geology 56 : 257–274. DOI: 10.1016/S0013-7952(99)00090-3 Gupta AS, Seshagiri Rao K. 2000. Weathering effects on the strength and
deformational behaviour of crystalline rocks under uniaxial compression state. Engineering Geology 56 : 257–274. DOI: 10.1016/S0013-7952(99)00090-3 Guzzetti F, Carrara A, Cardinali M, Reichenbach P. 1999. Conclusion A non-destructive tool for
detecting changes in the hardness of engineering materials: Application of the
Equotip durometer in the coastal zone. Engineering Geology 167 : 14–19. DOI:
10.1016/j.enggeo.2013.10.003 Dunning JD, Huf WL. 1983. The effects of aqueous chemical environments on crack
and hydraulic fracture propagation and morphologies. Journal of Geophysical
Research 88 : 6491–6499. Durgin PB. 1977. Landslides and the weathering of granitic rocks. Geological Society
of America 3 : 127–131. Dussauge-Peisser C, Helmstetter A, Grasso JR, Hantz D, Desvarreux P, Jeannin M,
Giraud A. 2002. Probabilistic approach to rock fall hazard assessment: potential of
historical data analysis. Natural Hazards and Earth System Sciences 2 : 15–26. DOI:
10.5194/nhess-2-15-2002 Eberhardt E, Stead D, Coggan JS. 2004a. Numerical analysis of initiation and
progressive failure in natural rock slopes—the 1991 Randa rockslide. International
Journal of Rock Mechanics and Mining Sciences 41 : 69–87. DOI: 10.1016/S1365-
1609(03)00076-5 Eberhardt E, Stead D, Coggan JSS. 2004b. Numerical analysis of initiation and
progressive failure in natural rock slopes—the 1991 Randa rockslide. International
Journal of Rock Mechanics and Mining Sciences 41 : 69–87. DOI: 10.1016/S1365-
1609(03)00076-5 Eberhardt E, Stead D, Coggan JSS. 2004b. Numerical analysis of initiation and
progressive failure in natural rock slopes—the 1991 Randa rockslide. International
Journal of Rock Mechanics and Mining Sciences 41 : 69–87. DOI: 10.1016/S1365-
1609(03)00076-5 Eberhardt E, Stead D, Stimpson B, Read RS. 1998. Identifying crack initiation and
propagation thresholds in brittle rock. Canadian Geotechnical Journal 35 : 222–233. Eberhardt E, Stead D, Stimpson B, Read RS. 1998. Identifying crack initiation and
propagation thresholds in brittle rock. Canadian Geotechnical Journal 35 : 222–233. Eberhardt E, Stimpson B, Stead D. 1999. Effects of grain size on the initiation and
propagation thresholds of stress-induced brittle fractures. Rock Mechanics and Rock
Engineering 32 : 81–99. Eberhardt E, Stimpson B, Stead D. 1999. Effects of grain size on the initiation and
propagation thresholds of stress-induced brittle fractures. Rock Mechanics and Rock
Engineering 32 : 81–99. Einstein HH, Veneziano D, Baecher GB, O’Reilly KJ, Reilly JO. 1983. The effect of n HH, Veneziano D, Baecher GB, O’Reilly KJ, Reilly JO. 1983. The effect of This article is protected by copyright. All rights reserved. This article is protected by copyright. All rights reserved. discontinuity persistence on rock slope stability. International Journal of Rock
Mechanics and Mining Sciences 20 : 227–236. DOI: 10.1016/0148-9062(83)90003-7 discontinuity persistence on rock slope stability. Conclusion Landslide hazard
evaluation: A review of current techniques and their application in a multi-scale
study, Central Italy. Geomorphology 31 : 181–216. DOI: 10.1016/S0169-
555X(99)00078-1 Head KHK, Epps RJ. 2011. Manual of Soil Laboratory Testing, Volume 2:
Permeability, Shear Strength and Compressibility Tests . 3rd ed. Whittles Publishing: This article is protected by copyright. All rights reserved. Caithness Hencher SRI, McNicholl DP. 1995. Engineering in weathered rock. Quarterly Journal
of Engineering Geology 28 : 253–266. Hollander M, Wolfe DA, Chicken E. 2015. Nonparametric Statistical Methods . 3rd
ed. John Wiley & Sons Huisman M, Nieuwenhuis JD, Hack HRGK. 2011. Numerical modelling of combined
erosion and weathering of slopes in weak rock. Earth Surface Processes and
Landforms 36 : 1705–1714. DOI: 10.1002/esp.2179 Huisman M, Nieuwenhuis JD, Hack HRGK. 2011. Numerical modelling of combined
erosion and weathering of slopes in weak rock. Earth Surface Processes and
Landforms 36 : 1705–1714. DOI: 10.1002/esp.2179 Iverson RM. 2000. Landslide triggering by rain infiltration. Water Resources
Research 36 : 1897–1910. DOI: 10.1029/2000WR900090 Jaeger JC, Cook NGW, Zimmerman R. 2007. Fundamentals of Rock Mechanics . 4th ed. Wiley-Blackwell Jennings JE. 1970. A mathematical theory for the calculation of the stability of open
cast mines. 87–102 pp. Keefer DK et al. 1987. Real-time landslide warning during heavy rainfall. Science
238 : 921–925. Keefer DK. 1994. The importance of earthquake-induced landslides to long-term
slope erosion and slope-failure hazards in seismically active regions. Geomorphology 10 : 265–284. DOI: 10.1016/0169-555X(94)90021-3 Kemeny J. 2005. Time-dependent drift degradation due to the progressive failure of
rock bridges along discontinuities. International Journal of Rock Mechanics and
Mining Sciences 42 : 35–46. DOI: 10.1016/j.ijrmms.2004.07.001 Korup O, Clague JJ, Hermanns RL, Hewitt K, Strom AL, Weidinger JT. 2007. Giant
landslides, topography, and erosion. Earth and Planetary Science Letters 261 : 578–
589. DOI: 10.1016/j.epsl.2007.07.025 Kromer RA, Abellán A, Hutchinson DJ, Lato M, Chanut M, Dubois L, Jaboyedoff M. 2017a. Automated terrestrial laser scanning with near-real-time change detection –
monitoring of the Séchilienne landslide. : 293–310. DOI: 10.5194/esurf-5-293-2017 Kromer RA, Hutchinson DJ, Lato MJ, Gauthier D, Edwards T. 2015. Identifying rock
slope failure precursors using LiDAR for transportation corridor hazard management. Engineering Geology 195 : 93–103. DOI: 10.1016/j.enggeo.2015.05.012 Kromer RA, Rowe E, Hutchinson J, Lato M, Abellán A. 2017b. Rockfall risk
management using a pre-failure deformation database. Landslides DOI:
10.1007/s10346-017-0921-9 Lajtai E, Lajtai V. 1974. The evolution of brittle fracture in rocks. Journal of the
Geological Society 130 : 1–16. DOI: 10.1144/gsjgs.130.1.0001 Lajtai E, Lajtai V. 1974. The evolution of brittle fracture in rocks. Journal of the
Geological Society 130 : 1–16. DOI: 10.1144/gsjgs.130.1.0001 Lamp JL, Marchant DR, Mackay SL, Head JW. 2017. Thermal stress weathering and Lamp JL, Marchant DR, Mackay SL, Head JW. 2017. Thermal stress weathering and This article is protected by copyright. Caithness All rights reserved. the spalling of Antarctic rocks. Journal of Geophysical Research: Earth Surface 122 :
3–24. DOI: 10.1002/2016JF003992 the spalling of Antarctic rocks. Journal of Geophysical Research: Earth Surface 122 :
3–24. DOI: 10.1002/2016JF003992 Leith K, Moore JR, Amann F, Loew S. 2014a. In situ stress control on microcrack
generation and macroscopic extensional fracture in exhuming bedrock. Journal of
Geophysical Research: Solid Earth 119 : 594–615 DOI: 10 1002/2012JB009801 Leith K, Moore JR, Amann F, Loew S. 2014b. Subglacial extensional fracture
development and implications for Alpine Valley evolution. Journal of Geophysical
Research: Earth Surface 119 : 62–81. DOI: 10.1002/2012JF002691 Leith K, Moore JR, Amann F, Loew S. 2014b. Subglacial extensional fracture
development and implications for Alpine Valley evolution. Journal of Geophysical
Research: Earth Surface 119 : 62–81. DOI: 10.1002/2012JF002691 Leroueil S. 2001. Natural slopes and cuts: movement and failure mechanisms. Geotechnique 51 : 197–243. Lim M, Rosser NJ, Allison RJ, Petley DN. 2010. Erosional processes in the hard rock
coastal cliffs at Staithes, North Yorkshire. Geomorphology 114 : 12–21. DOI:
10.1016/j.geomorph.2009.02.011 Loew S, Gschwind S, Gischig V, Keller-signer A, Valenti G. 2016. Monitoring and
early warning of the 2012 Preonzo catastrophic rockslope failure. Landslides DOI:
10.1007/s10346-016-0701-y Main IG. 2000. A damage mechanics model for power-law creep and earthquake
aftershock and foreshock sequences. Geophysical Journal International 142 : 151–
161. DOI: 10.1046/j.1365-246X.2000.00136.x Main IG. 2000. A damage mechanics model for power-law creep and earthquake
aftershock and foreshock sequences. Geophysical Journal International 142 : 151–
161. DOI: 10.1046/j.1365-246X.2000.00136.x Martel SJ. 2006. Effect of topographic curvature on near-surface stresses and
application to sheeting joints. Geophysical Research Letters 33 DOI:
10.1029/2005GL024710 Martel SJ. 2006. Effect of topographic curvature on near-surface stresses and
application to sheeting joints. Geophysical Research Letters 33 DOI:
10.1029/2005GL024710 Martin CD, Chandler NA. 1994. The progressive fracture of Lac du Bonnet granite. International Journal of Rock Mechanics and Mining Sciences and 31 : 643–659. DOI: 10.1016/0148-9062(94)90005-1 Martin CD, Chandler NA. 1994. The progressive fracture of Lac du Bonnet granite. International Journal of Rock Mechanics and Mining Sciences and 31 : 643–659. DOI: 10.1016/0148-9062(94)90005-1 Matsuoka N, Sakai H. 1999. Rockfall activity from an alpine cliff during thawing
periods. Geomorphology 28 : 309–328. Matsuoka N, Sakai H. 1999. Rockfall activity from an alpine cliff during thawing
periods. Geomorphology 28 : 309–328. Messenzehl K, Meyer H, Otto J, Hoffmann T, Dikau R. 2017. Caithness Regional-scale controls
on the spatial activity of rockfalls (Turtmann Valley , Swiss Alps) — A multivariate
modeling approach. Geomorphology 287 : 29–45. DOI:
10.1016/j.geomorph.2016.01.008 Messenzehl K, Meyer H, Otto J, Hoffmann T, Dikau R. 2017. Regional-scale controls
on the spatial activity of rockfalls (Turtmann Valley , Swiss Alps) — A multivariate
modeling approach. Geomorphology 287 : 29–45. DOI:
10.1016/j.geomorph.2016.01.008 Migon P. 2010. Mass movement and landscape evolution in weathered granite and
gneiss terrains. Geological Society, London, Engineering Geology Special
Publications 23 : 33–45. DOI: 10.1144/EGSP23.4 Migon P. 2010. Mass movement and landscape evolution in weathered granite and
gneiss terrains. Geological Society, London, Engineering Geology Special
Publications 23 : 33–45. DOI: 10.1144/EGSP23.4 Migon P. 2010. Mass movement and landscape evolution in weathered granite and
gneiss terrains. Geological Society, London, Engineering Geology Special
Publications 23 : 33–45. DOI: 10.1144/EGSP23.4 Mitchell TM, Faulkner DR. 2009. The nature and origin of off-fault damage
surrounding strike-slip fault zones with a wide range of displacements: A field study
from the Atacama fault system, northern Chile. Journal of Structural Geology 31 :
802–816. DOI: 10.1016/j.jsg.2009.05.002 Mitchell TM, Faulkner DR. 2009. The nature and origin of off-fault damage
surrounding strike-slip fault zones with a wide range of displacements: A field study
from the Atacama fault system, northern Chile. Journal of Structural Geology 31 :
802–816. DOI: 10.1016/j.jsg.2009.05.002 This article is protected by copyright. All rights reserved. This article is protected by copyright. All rights reserved. Mol L, Viles HA. 2012. The role of rock surface hardness and internal moisture in
tafoni development in sandstone. Earth Surface Processes and Landforms 37 : 301–
314. DOI: 10.1002/esp.2252 Mol L, Viles HA. 2012. The role of rock surface hardness and internal moisture in
tafoni development in sandstone. Earth Surface Processes and Landforms 37 : 301–
314. DOI: 10.1002/esp.2252 Moore JR, Gischig V, Katterbach M, Loew S. 2011. Air circulation in deep fractures
and the temperature field of an alpine rock slope. Earth Surface Processes and
Landforms 36 : 1985–1996. DOI: 10.1002/esp.2217 Moore JR, Gischig V, Katterbach M, Loew S. 2011. Air circulation in deep fractures
and the temperature field of an alpine rock slope. Earth Surface Processes and
Landforms 36 : 1985–1996. DOI: 10.1002/esp.2217 Moore JR, Sanders JW, Dietrich WE, Glaser SD. 2009. Influence of rock mass
strength on the erosion rate of alpine cliffs. Earth Surface Processes and Landforms
34 : 1339–1352. DOI: 10.1002/esp.1821 Moses C, Robinson D, Barlow J. Caithness 2014. Methods for measuring rock surface
weathering and erosion: A critical review. Earth-Science Reviews 135 : 141–161. DOI: 10.1016/j.earscirev.2014.04.006 Mottershead D. 2013. Coastal Weathering. In Treatise on geomorphology:
Weathering and soils geomorphology , . Elsevier: London; 228–244. Nicholson DT. 2001. Pore properties as indicators of breakdown mechanisms in
experimentally weathered limestones. Earth Surface Processes and Landforms 26 :
819–838. DOI: 10.1002/esp.228 Oda M, Takemura T, Aoki T. 2002. Damage growth and permeability change in
triaxial compression tests of Inada granite. Mechanics of Materials 34 : 313–331. DOI: 10.1016/S0167-6636(02)00115-1 Perras MA, Diederichs MS. 2014. A review of the tensile strength of rock: concepts
and testing. Geotechnical and Geological Engineering 32 : 525–546. DOI:
10.1007/s10706-014-9732-0 Petley DJDNDJ, Higuchi T, Petley DJDNDJ, Bulmer MH, Carey J. 2005. Development of progressive landslide failure in cohesive materials. Geology 33 :
201–204. DOI: 10.1130/G21147.1 Qi J, Sui W, Liu Y, Zhang D. 2015. Slaking process and mechanisms under static
wetting and drying cycles slaking tests in a red strata mudstone. Geotechnical and
Geological Engineering 33 : 959–972. DOI: 10.1007/s10706-015-9878-4 Rihosek J, Bruthans J, Masin D, Filippi M, Carling GT, Schweigstillova J. 2016. Gravity-induced stress as a factor reducing decay of sandstone monuments in Petra,
Jordan. Journal of Cultural Heritage 19 : 415–425. DOI:
10.1016/j.culher.2015.10.004 Robinson DA, Williams RBG, Williams RGB. 1982. Salt weathering of rock
specimens of varying shape. Area 14 : 293–299. Rosser N, Lim M, Petley D, Dunning S, Allison R. 2007. Patterns of precursory
rockfall prior to slope failure. Journal of Geophysical Research 112 DOI:
10.1029/2006JF000642 This article is protected by copyright. All rights reserved. Rosser NJ, Brain MJ, Petley DN, Lim M, Norman EC. 2013. Coastline retreat via
progressive failure of rocky coastal cliffs. Geology 41 : 939–942. DOI:
10.1130/G34371.1 Royan MJ, Abellan A, Vilaplana JM. 2015. Progressive failure leading to the 3
December 2013 rockfall at Puigcercos scarp (Catalonia, Spain). Landslides 12 :
585–595. DOI: 10.1007/s10346-015-0573-6 Royan MJ, Abellan A, Vilaplana JM. 2015. Progressive failure leading to the 3
December 2013 rockfall at Puigcercos scarp (Catalonia, Spain). Landslides 12 :
585–595. DOI: 10.1007/s10346-015-0573-6 Røyne A, Jamtveit B, Mathiesen J, Malthe-Sørenssen A. 2008. Controls on rock
weathering rates by reaction-induced hierarchical fracturing. Earth and Planetary
Science Letters 275 : 364–369. DOI: 10.1016/j.epsl.2008.08.035 Røyne A, Jamtveit B, Mathiesen J, Malthe-Sørenssen A. 2008. Controls on rock
weathering rates by reaction-induced hierarchical fracturing. Earth and Planetary
Science Letters 275 : 364–369. DOI: 10.1016/j.epsl.2008.08.035 Sass O. Caithness 2005. Spatial patterns of rockfall intensity in the northern Alps. Zeitschrift fur
Geomorphologie 138 : 51–65. Slavík M, Bruthans J, Filippi M, Schweigstillová J, Falteisek L, Řihošek J. 2017. Biologically-initiated rock crust on sandstone: Mechanical and hydraulic properties
and resistance to erosion. Geomorphology 278 : 298–313. DOI:
10.1016/j.geomorph.2016.09.040 Stock GM, Martel SJ, Collins BD, Harp EL. 2012. Progressive failure of sheeted rock
slopes: the 2009-2010 Rhombus Wall rock falls in Yosemite Valley, California, USA. Earth Surface Processes and Landforms 37 : 546–561. DOI: 10.1002/esp.3192 Stock GM, Martel SJ, Collins BD, Harp EL. 2012. Progressive failure of sheeted rock
slopes: the 2009-2010 Rhombus Wall rock falls in Yosemite Valley, California, USA. Earth Surface Processes and Landforms 37 : 546–561. DOI: 10.1002/esp.3192 Thomson BJ, Hurowitz JA, Baker LL, Bridges NT, Lennon AM, Paulsen G, Zacny K. 2014. The effects of weathering on the strength and chemistry of Columbia River
Basalts and their implications for Mars Exploration Rover Rock Abrasion Tool (RAT)
results. Earth and Planetary Science Letters 400 : 130–144. DOI:
10.1016/j.epsl.2014.05.012 Thomson BJ, Hurowitz JA, Baker LL, Bridges NT, Lennon AM, Paulsen G, Zacny K. 2014. The effects of weathering on the strength and chemistry of Columbia River
Basalts and their implications for Mars Exploration Rover Rock Abrasion Tool (RAT)
results. Earth and Planetary Science Letters 400 : 130–144. DOI:
10.1016/j.epsl.2014.05.012 de Vilder SJ, Rosser NJ, Brain MJ. 2017. Forensic analysis of rockfall scars. Geomorphology 295 DOI: 10.1016/j.geomorph.2017.07.005 de Vilder SJ, Rosser NJ, Brain MJ. 2017. Forensic analysis of rockfall scars. Geomorphology 295 DOI: 10.1016/j.geomorph.2017.07.005 Viles H. 2013a. Linking weathering and rock slope instability: non-linear
perspectives. Earth Surface Processes and Landforms 38 : 62–70. DOI:
10.1002/esp.3294 Viles H. 2013a. Linking weathering and rock slope instability: non-linear
perspectives. Earth Surface Processes and Landforms 38 : 62–70. DOI:
10.1002/esp.3294 Viles H. 2013b. Synergistic weathering processes. In Treatise on geomorphology:
Weathering and soils geomorphology , . Elsevier: London; 12–26. Viles H. 2013b. Synergistic weathering processes. In Treatise on geomorphology:
Weathering and soils geomorphology , . Elsevier: London; 12–26. Viles H, Goudie A, Grab S, Lalley J. 2011. The use of the Schmidt Hammer and
Equotip for rock hardness assessment in geomorphology and heritage science: a
comparative analysis. Earth Surface Processes and Landforms 36 : 320–333. DOI:
10.1002/esp.2040 Viles H, Goudie A, Grab S, Lalley J. 2011. This article is protected by copyright. All rights reserved. Caithness The use of the Schmidt Hammer and
Equotip for rock hardness assessment in geomorphology and heritage science: a
comparative analysis. Earth Surface Processes and Landforms 36 : 320–333. DOI:
10.1002/esp.2040 Viles H, Messenzehl K, Mayaud J, Coombes M, Bourke M. 2018. Stress histories
control rock-breakdown trajectories in arid environments. Geology : 3–6. Viles H, Messenzehl K, Mayaud J, Coombes M, Bourke M. 2018. Stress histories
control rock-breakdown trajectories in arid environments. Geology : 3–6. Viles HA. 2005. Microclimate and weathering in the central Namib Desert, Namibia. Geomorphology 67 : 189–209. DOI: 10.1016/j.geomorph.2004.04.006 Viles HA. 2005. Microclimate and weathering in the central Namib Desert, Namibia. Geomorphology 67 : 189–209. DOI: 10.1016/j.geomorph.2004.04.006 This article is protected by copyright. All rights reserved. Voigtländer A, Leith K, Krautblatter M. 2018. Subcritical crack growth and
progressive failure in Carrara Marble under wet and dry conditions. Journal of
Geophysical Research: Solid Earth DOI: 10.1029/2017JB014956 Voigtländer A, Leith K, Krautblatter M. 2018. Subcritical crack growth and
progressive failure in Carrara Marble under wet and dry conditions. Journal of
Geophysical Research: Solid Earth DOI: 10.1029/2017JB014956 Warke PA. 2007. Complex weathering in drylands: Implications of ‘stress’ history for
rock debris breakdown and sediment release. Geomorphology 85 : 30–48. DOI:
10.1016/j.geomorph.2006.03.038 Warke PA. 2007. Complex weathering in drylands: Implications of ‘stress’ history for
rock debris breakdown and sediment release. Geomorphology 85 : 30–48. DOI:
10.1016/j.geomorph.2006.03.038 Williams JG, Rosser NJ, Hardy RJ, Brain MJ, Afana AA. 2018. Optimising 4-D
surface change detection : an approach for capturing rockfall magnitude – frequency. Earth Surface Dynamics 6 : 101–119. Williams JG, Rosser NJ, Hardy RJ, Brain MJ, Afana AA. 2018. Optimising 4-D
surface change detection : an approach for capturing rockfall magnitude – frequency. Earth Surface Dynamics 6 : 101–119. Yatsu E. 1988. The Nature of Weathering: An Introduction . Sozosha: Tokyo, Japan Yatsu E. 1988. The Nature of Weathering: An Introduction . Sozosha: Tokyo, Japan Zhang BY, Zhang JH, Sun GL. 2015. Deformation and shear strength of rock fill
materials composed of soft siltstones subjected to stress, cyclical drying/wetting and
temperature variations. Engineering Geology 190 : 87–97. DOI:
10.1016/j.enggeo.2015.03.006 Zhang BY, Zhang JH, Sun GL. 2015. Deformation and shear strength of rock fill
materials composed of soft siltstones subjected to stress, cyclical drying/wetting and
temperature variations. Engineering Geology 190 : 87–97. DOI:
10.1016/j.enggeo.2015.03.006 Zoback MD, Byerlee JD. 1975. The effect of microcrack dilatancy on the permeability
of westerly granite. Caithness Journal of Geophysical Research 80 : 752–755. DOI:
10.1029/JB080i005p00752 Zoback MD, Byerlee JD. 1975. The effect of microcrack dilatancy on the permeability
of westerly granite. Journal of Geophysical Research 80 : 752–755. DOI:
10.1029/JB080i005p00752 Acknowledgments The authors gratefully acknowledge support for this research from ICL Fertilizers
(UK) Ltd. We thank Neil Tunstall and Chris Longley for help with laboratory testing,
Dave Hodgson for help with the installation of the laboratory and field experiments,
Sam Waugh for help with field monitoring, Simon Varley and Richard Boothroyd for
help with sample collection, and Zuzanna Swirad for help with laboratory monitoring. This article is protected by copyright. All rights reserved. This article is protected by copyright. All rights reserved. Figure 1. a) Example siltstone sample core. b) Example sandstone sample core. Both cores are 96 mm high, and 48 mm in diameter. Figure 1. a) Example siltstone sample core. b) Example sandstone sample core. Both cores are 96 mm high, and 48 mm in diameter. Figure 1. a) Example siltstone sample core. b) Example sandstone sample core. Both cores are 96 mm high, and 48 mm in diameter. This article is protected by copyright. All rights reserved. This article is protected by copyright. All rights reserved. Figure 2. Detail of sample modifications for a) preloaded (P) and b) geometrically-
altered (G) samples. a) Stress-strain curve showing the different stages of micro-
crack development under conditions of uniaxial compression (adapted from:
Eberhardt et al., 1998). Samples were preloaded to 75% of peak strength in order to
exceed the crack initiation threshold but not exceed that of the crack damage
threshold. b) Geometry of notches cut into G samples, showing the plan view and
an example notch within a sandstone core. Figure 2. Detail of sample modifications for a) preloaded (P) and b) geometrically-
altered (G) samples. a) Stress-strain curve showing the different stages of micro-
crack development under conditions of uniaxial compression (adapted from:
Eberhardt et al., 1998). Samples were preloaded to 75% of peak strength in order to
exceed the crack initiation threshold but not exceed that of the crack damage
threshold. b) Geometry of notches cut into G samples, showing the plan view and
an example notch within a sandstone core. This article is protected by copyright. All rights reserved. This article is protected by copyright. All rights reserved. This article is protected by copyright. All rights reserved. This article is protected by copyright. All rights reserved. Figure 3. Detail of the laboratory weathering set-up, showing modified oedomete
that subjected stressed samples to constant vertical compressive stress an
corresponding control (non-stressed) samples (a and b). Vertical compressive stres
is applied by fixed hanging weights and a lever system (a) The saltwater wetting an Figure 3. Detail of the laboratory weathering set-up, showing modified oedometers
that subjected stressed samples to constant vertical compressive stress and
corresponding control (non-stressed) samples (a and b). Vertical compressive stress
is applied by fixed hanging weights and a lever system (a). The saltwater wetting and
drying system is evident in a) and summarised conceptually in c). The system This article is protected by copyright. All rights reserved. operates by pumping water into the containers via a pipe (i) from the saltwater
reservoir, and draining via a valve (ii) after 30 minutes of inundation. Over-topping of
the containers was prevented through the use of an overflow pipe (iii). A small
amount of standing water was present below the valve line within the container, and
so samples were placed on a pedestal (iv) to ensure that they were located above
the standing water to allow full drainage. operates by pumping water into the containers via a pipe (i) from the saltwater
reservoir, and draining via a valve (ii) after 30 minutes of inundation. Over-topping of
the containers was prevented through the use of an overflow pipe (iii). A small
amount of standing water was present below the valve line within the container, and
so samples were placed on a pedestal (iv) to ensure that they were located above
the standing water to allow full drainage. This article is protected by copyright. All rights reserved. Figure 4. Photograph (a) and schematic summary (b) of the field compression
apparatus used to place samples under a constant vertical compressive stress. Non-
stressed samples were placed on top of the beam (c), while ‘stressed’ samples were
placed under load using a simple lever system (c, d). The weights for each lever arm
were contained within protective tubes to prevent the hanging weights from moving
due to wind (a). Vertical compressive stress was applied to samples via level system
(b). Samples were compressed against the levelling jack when weights were applied
on the opposite lever arm. Figure 4. This article is protected by copyright. All rights reserved. Photograph (a) and schematic summary (b) of the field compression
apparatus used to place samples under a constant vertical compressive stress. Non-
stressed samples were placed on top of the beam (c), while ‘stressed’ samples were
placed under load using a simple lever system (c, d). The weights for each lever arm
were contained within protective tubes to prevent the hanging weights from moving
due to wind (a). Vertical compressive stress was applied to samples via level system
(b). Samples were compressed against the levelling jack when weights were applied
on the opposite lever arm. Figure 4. Photograph (a) and schematic summary (b) of the field compression
apparatus used to place samples under a constant vertical compressive stress. Non-
stressed samples were placed on top of the beam (c), while ‘stressed’ samples were
placed under load using a simple lever system (c, d). The weights for each lever arm
were contained within protective tubes to prevent the hanging weights from moving
due to wind (a). Vertical compressive stress was applied to samples via level system
(b). Samples were compressed against the levelling jack when weights were applied
on the opposite lever arm. This article is protected by copyright. All rights reserved. This article is protected by copyright. All rights reserved. Figure 5. Stress-strain curves for unconfined compression tests on siltstone (a and
b) and sandstone (c and d) samples for baseline property characterisation. a) and c)
display net axial strain response; b) and d) display local (LVDT) strain response. Figure 5. Stress-strain curves for unconfined compression tests on siltstone (a and
b) and sandstone (c and d) samples for baseline property characterisation. a) and c)
display net axial strain response; b) and d) display local (LVDT) strain response. Figure 5. Stress-strain curves for unconfined compression tests on siltstone (a and
b) and sandstone (c and d) samples for baseline property characterisation. a) and c)
display net axial strain response; b) and d) display local (LVDT) strain response. Figure 6. Scatter plot of UCS values against initial bulk density values for siltstone
samples. The modelled regression envelope (fit plus 95% confidence bounds) and
statistical
summary
information
represent
samples
used
for
baseline
characterisation. Results for samples weathered during field and laboratory
experiments which plot outside of these bounds are considered to significantly
different to baseline UCS values. Figure 6. Scatter plot of UCS values against initial bulk density values for siltstone
samples. The modelled regression envelope (fit plus 95% confidence bounds) and
statistical
summary
information
represent
samples
used
for
baseline
characterisation. Results for samples weathered during field and laboratory
experiments which plot outside of these bounds are considered to significantly
different to baseline UCS values. Figure 6. Scatter plot of UCS values against initial bulk density values for siltstone
samples. The modelled regression envelope (fit plus 95% confidence bounds) and
statistical
summary
information
represent
samples
used
for
baseline
characterisation. Results for samples weathered during field and laboratory
experiments which plot outside of these bounds are considered to significantly
different to baseline UCS values. This article is protected by copyright. All rights reserved. This article is protected by copyright. All rights reserved. Figure 7. Photographs of weathered samples taken during monitoring experiments. a) Siltstone sample displaying slaking with detached fragments evident around the Figure 7. Photographs of weathered samples taken during monitoring experiments. a) Siltstone sample displaying slaking, with detached fragments evident around the
base of the container. b) Siltstone core displaying an incipient slaking event
characterised by a vertical shallow crack with a narrow aperture. c) Siltstone sample
with a ‘powdery’ surface to touch, with many individual grains at the base of the core. d) Siltstone sample with multiple sub-horizontal cracks at the top and mid-point of the
core. e) A sandstone sample with modified geometry (G) displaying iron leaching. f)
Sandstone sample displaying an area of concentrated grain loss. a), b), and e) were Figure 7. Photographs of weathered samples taken during monitoring experiments. a) Siltstone sample displaying slaking, with detached fragments evident around the
base of the container. b) Siltstone core displaying an incipient slaking event
characterised by a vertical shallow crack with a narrow aperture. c) Siltstone sample
with a ‘powdery’ surface to touch, with many individual grains at the base of the core. d) Siltstone sample with multiple sub-horizontal cracks at the top and mid-point of the
core. e) A sandstone sample with modified geometry (G) displaying iron leaching. f)
Sandstone sample displaying an area of concentrated grain loss. a), b), and e) were Figure 7. Photographs of weathered samples taken during monitoring experiments. a) Siltstone sample displaying slaking, with detached fragments evident around the
base of the container. b) Siltstone core displaying an incipient slaking event
characterised by a vertical shallow crack with a narrow aperture. c) Siltstone sample
with a ‘powdery’ surface to touch, with many individual grains at the base of the core. d) Siltstone sample with multiple sub-horizontal cracks at the top and mid-point of the
core. e) A sandstone sample with modified geometry (G) displaying iron leaching. f)
Sandstone sample displaying an area of concentrated grain loss. a), b), and e) were re 7. Photographs of weathered samples taken during monitoring experiments subjected to laboratory weathering conditions. c), d) and f) were subjected to field
weathering conditions. Figure 8. Normalised stress-strain curves for UCS tests of siltstone (a and b,
laboratory and field respectively) and sandstone (c and d, laboratory and field
respectively) samples following the completion of weathering experiments. This article is protected by copyright. All rights reserved. Normalised values of 1 are equivalent to the mean UCS and strain-at-failure values
observed in baseline tests. The shaded areas represent the envelope of the range of
baseline stress values for a given strain value. Figure 8. Normalised stress-strain curves for UCS tests of siltstone (a and b,
laboratory and field respectively) and sandstone (c and d, laboratory and field
respectively) samples following the completion of weathering experiments. Normalised values of 1 are equivalent to the mean UCS and strain-at-failure values
observed in baseline tests. The shaded areas represent the envelope of the range of
baseline stress values for a given strain value. This article is protected by copyright. All rights reserved. This article is protected by copyright. All rights reserved. Figure 9. Kernel density plots displaying the distributions of normalised UCS and
normalised axial strain at failure for siltstone samples of different groupings
compared to baseline tests. Normalised values of 1 are equivalent to the mean UCS
and strain-at-failure values observed in baseline tests. a) & b) Siltstone samples
weathered in laboratory and field conditions compared to baseline tests. c) & d)
‘Stressed’ and ‘control’ siltstone samples compared to baseline tests. e) & f) Each
sample pre-treatment group of siltstone subjected to weathering compared to
baseline test results. Figure 9. Kernel density plots displaying the distributions of normalised UCS and
normalised axial strain at failure for siltstone samples of different groupings
compared to baseline tests. Normalised values of 1 are equivalent to the mean UCS
and strain-at-failure values observed in baseline tests. a) & b) Siltstone samples
weathered in laboratory and field conditions compared to baseline tests. c) & d)
‘Stressed’ and ‘control’ siltstone samples compared to baseline tests. e) & f) Each
sample pre-treatment group of siltstone subjected to weathering compared to
baseline test results. Figure 9. Kernel density plots displaying the distributions of normalised UCS and
normalised axial strain at failure for siltstone samples of different groupings
compared to baseline tests. Normalised values of 1 are equivalent to the mean UCS
and strain-at-failure values observed in baseline tests. a) & b) Siltstone samples
weathered in laboratory and field conditions compared to baseline tests. c) & d)
‘Stressed’ and ‘control’ siltstone samples compared to baseline tests. e) & f) Each
sample pre-treatment group of siltstone subjected to weathering compared to
baseline test results. This article is protected by copyright. All rights reserved. This article is protected by copyright. All rights reserved. Figure 10. Kernel density plots displaying the distributions of normalised UCS and
normalised axial strain at failure for sandstone samples of different groupings
compared to baseline tests. Normalised values of 1 are equivalent to the mean UCS
and strain-at-failure values observed in baseline tests. a) & b) Sandstone samples
weathered in laboratory and field conditions compared to baseline tests. c) & d)
‘Stressed’ and ‘control’ sandstone samples compared to baseline tests. e) & f) Each
sample pre-treatment group of sandstone subjected to weathering compared to
baseline test results. Figure 10. Kernel density plots displaying the distributions of normalised UCS and
normalised axial strain at failure for sandstone samples of different groupings
compared to baseline tests. Normalised values of 1 are equivalent to the mean UCS
and strain-at-failure values observed in baseline tests. a) & b) Sandstone samples
weathered in laboratory and field conditions compared to baseline tests. c) & d)
‘Stressed’ and ‘control’ sandstone samples compared to baseline tests. e) & f) Each
sample pre-treatment group of sandstone subjected to weathering compared to
baseline test results. This article is protected by copyright. All rights reserved. This article is protected by copyright. All rights reserved. This article is protected by copyright. All rights reserved. This article is protected by copyright. All rights reserved. Figure 11. Strain response of four samples subjected to a constant uniaxial
compressive load within the laboratory experiments. a) Daily averaged fluctuations in
temperature and relative humidity within the climate-controlled laboratory over the
duration of the experiment. b) Strain response for each of the four stressed siltstone
samples within the laboratory experiments (Table 1). Stress 1 and 2 are PG
samples, and Stress 3 and 4 are G samples. An increase in strain values reflects
compression of the sample, while decreases in strain values reflect expansion of
sample. Rebound occurred at the end of the experiment for all samples once the
constant uniaxial compressive stress was removed. b) First 24 hours of experiment,
displaying an initial compression for all samples, followed by either further
compression as is the case for Stress 3, or expansion as seen for Stress 1, 2 and 4. Figure 11. Strain response of four samples subjected to a constant uniaxial
compressive load within the laboratory experiments. a) Daily averaged fluctuations in
temperature and relative humidity within the climate-controlled laboratory over the
duration of the experiment. b) Strain response for each of the four stressed siltstone
samples within the laboratory experiments (Table 1). Stress 1 and 2 are PG
samples, and Stress 3 and 4 are G samples. An increase in strain values reflects
compression of the sample, while decreases in strain values reflect expansion of
sample. Rebound occurred at the end of the experiment for all samples once the
constant uniaxial compressive stress was removed. b) First 24 hours of experiment,
displaying an initial compression for all samples, followed by either further
compression as is the case for Stress 3, or expansion as seen for Stress 1, 2 and 4. This article is protected by copyright. All rights reserved. This article is protected by copyright. A This article is protected by copyright. All rights rese This article is protected by copyright. All rights reserved. Figure 12. a) Boxplots displaying changes in UCS in relation to the number of stress-
drop failure events observed for siltstone samples. b) Boxplots displaying changes in
UCS in relation to the number of stress-drop failure events observed for sandstone
samples. c) Conceptual diagrams of typical stress-strain plots associated with
differences in the number of stress-drop failure events. d) Photographs of typical
failure styles and the associated degree of fragmentation associated with differences
in the number of stress-drop failure events. This article is protected by copyright. All rights reserved. This article is protected by copyright. All rights reserved. p This article is protected by copyright. All rights reserved. Figure 13. Conceptual diagram of the impact of incremental strength decrease over
time in response to environmental conditions (modified from: Gunzburger et al.,
2005). Over time, as rock strength decreases the failure style will transition from a
purely brittle failure (a) to a multi-stage (c) and brittle-ductile failure (d). Each stress-
strain curve represents the type of failure style expected given the strength of the
rock, with the loading events, such as earthquakes and storms, representing the
required stresses necessary for failure to occur. As weathering proceeds, the
magnitude of the event required to cause failure decreases. Figure 13. Conceptual diagram of the impact of incremental strength decrease ove
time in response to environmental conditions (modified from: Gunzburger et al Figure 13. Conceptual diagram of the impact of incremental strength decrease over Figure 13. Conceptual diagram of the impact of incremental strength decrease over
time in response to environmental conditions (modified from: Gunzburger et al.,
2005). Over time, as rock strength decreases the failure style will transition from a
purely brittle failure (a) to a multi-stage (c) and brittle-ductile failure (d). Each stress-
strain curve represents the type of failure style expected given the strength of the
rock, with the loading events, such as earthquakes and storms, representing the
required stresses necessary for failure to occur. As weathering proceeds, the
magnitude of the event required to cause failure decreases. Figure 13. Conceptual diagram of the impact of incremental strength decrease over
time in response to environmental conditions (modified from: Gunzburger et al.,
2005). Over time, as rock strength decreases the failure style will transition from a
purely brittle failure (a) to a multi-stage (c) and brittle-ductile failure (d). Each stress-
strain curve represents the type of failure style expected given the strength of the
rock, with the loading events, such as earthquakes and storms, representing the
required stresses necessary for failure to occur. As weathering proceeds, the
magnitude of the event required to cause failure decreases. This article is protected by copyright. All rights reserved. This article is protected by copyright. All rights reserved. This article is protected by copyright. All rights reserved. Figure 14. Conceptual stress-strain diagram of the stages and drivers of weathered
brittle rock failure, displaying initial micro-crack initiation and propagation thresholds
for intact rock (adapted from Eberhardt et al., 1998). For macro-scale fracture
resulting in eventual final failure to occur, weathered rock bridges must experience
sustained stress and strain, resulting in failure events. Figure 14. Conceptual stress-strain diagram of the stages and drivers of weathered
brittle rock failure, displaying initial micro-crack initiation and propagation thresholds
for intact rock (adapted from Eberhardt et al., 1998). For macro-scale fracture
resulting in eventual final failure to occur, weathered rock bridges must experience
sustained stress and strain, resulting in failure events. This article is protected by copyright. All rights reserved. This article is protected by copyright. All rights reserved. Tables
Table 1: Sample types tested for each weathering experiment. For each of the
sample types (e.g. U, P, G, PG), two of the samples were placed under a constant
vertical stress, while the other two samples were controls. Unmodified
samples (U)
Pre-
damaged
samples (P)
Modified
geometry
samples (G)
Pre-damaged and
modified geometry
samples (PG)
Laboratory–
Sandstone
4
4
4
4
Laboratory -
Siltstone
4
4
4
4
Cliff –
Sandstone
4
4
4
4
Cliff -
Siltstone
4
4
4
4 Tables Tables Table 1: Sample types tested for each weathering experiment. For each of the
sample types (e.g. U, P, G, PG), two of the samples were placed under a constant
vertical stress, while the other two samples were controls. Unmodified
samples (U)
Pre-
damaged
samples (P)
Modified
geometry
samples (G)
Pre-damaged and
modified geometry
samples (PG)
Laboratory–
Sandstone
4
4
4
4
Laboratory -
Siltstone
4
4
4
4
Cliff –
Sandstone
4
4
4
4
Cliff -
Siltstone
4
4
4
4 Unmodified
samples (U)
Pre-
damaged
samples (P)
Modified
geometry
samples (G)
Pre-damaged and
modified geometry
samples (PG)
Laboratory–
Sandstone
4
4
4
4
Laboratory -
Siltstone
4
4
4
4
Cliff –
Sandstone
4
4
4
4
Cliff -
Siltstone
4
4
4
4 Table 2: Baseline geotechnical characteristics derived from UCS testing. Table 2: Baseline geotechnical characteristics derived from UCS testing. Table 2: Baseline geotechnical characteristics derived from UCS testing. UCS (MPa)
Mean bulk
density (g
cmˉ³)
Mean
Young’s
modulus
(GPa)
Mean axial strain at failure
(%)
Brittl
e
failu
re
eve
nts
Me
an
Stand
ard
deviat
ion
Me
an
Stand
ard
deviat
ion
Me
an
Stand
ard
deviat
ion
Machine
strain
Local strain
Mea
n
Me
an
Stand
ard
deviat
ion
Me
an
Stand
ard
deviat
ion
Siltsto
ne
34. 15
6.43
2.3
1
0.15
8.9
9
3.2
1.4
7
0.07
0.4
6
0.21
1.7
Sandst
one
55. 69
7.61
2.4
0.04
5.6
9
0.86
1.2
5
0.07
0.2
4
0.14
1 This article is protected by copyright. All rights reserved. This article is protected by copyright. All rights reserved. This article is protected by copyright. All rights reserved. Table 2: Baseline geotechnical characteristics derived from UCS testing. UCS (MPa)
Mean bulk
density (g
cmˉ³)
Mean
Young’s
modulus
(GPa)
Mean axial strain at failure
(%)
Brittl
e
failu
re
eve
nts
Me
an
Stand
ard
deviat
ion
Me
an
Stand
ard
deviat
ion
Me
an
Stand
ard
deviat
ion
Machine
strain
Local strain
Mea
n
Me
an
Stand
ard
deviat
ion
Me
an
Stand
ard
deviat
ion
Siltsto
ne
34. 15
6.43
2.3
1
0.15
8.9
9
3.2
1.4
7
0.07
0.4
6
0.21
1.7
Sandst
one
55. 69
7.61
2.4
0.04
5.6
9
0.86
1.2
5
0.07
0.2
4
0.14
1 This article is protected by copyright. All rights reserved. This article is protected by copyright. All rights reserved. This article is protected by copyright. All rights reserved. Table 3: Geotechnical characteristics obtained from UCS testing of both lithologies
following laboratory weathering experiments. Table 3: Geotechnical characteristics obtained from UCS testing of both lithologies
following laboratory weathering experiments. Litholo
gy
Ambie
nt
stress
conditi
ons
Sam
ple
type
No. of
sampl
es
Mean values
UCS
(MPa)
Net axial
strain at
failure
(%)
Local
axial
strain at
failure
(%)
Young's
Modulus
(GPa)
Brittl
e
failur
e
even
ts
Siltstone
Control
All
6
16.72
(±1.64)
1.15
(±0.13)
0.38
(±0.17)
3.41
(±1.73)
2
U
2
18.73
1.17
0.24
5.40
2
P
1
16.57
1.36
NA*
NA*
2
G
1
15.55
1.14
0.27
2.18
3
PG
2
16.74
1.02
0.20
2.66
3
Stress
ed
All
6
18.89
(±3.95)
1.19
(±0.16)
0.27
(±0.18)
1.69
(±0.03)
2
U
1
18.23
1.39
NA*
NA*
1
P
1
20.19
1.13
NA*
NA*
2
G
2
22.00
1.18
0.15
1.70
3
PG
2
15.45
1.12
0.12
1.70
2
Sandstone
Control
All
8
35.76
(±7.5)
1.23
(±0.09)
0.22
(±0.2)
6.58
(±1.47)
2
U
2
27.73
1.18
0.13
8.60
2
P
2
31.11
1.20
0.22
6.67
3
G
2
42.00
1.34
0.15
5.85
2
PG
2
42.21
1.22
0.37
5.22
3
Stress
ed
All
8
38.73
(±7.32)
1.25
(±0.09)
0.27
(±0.16)
5.49
(±0.38)
2
U
2
42.73
1.33
0.28
5.78
2
P
2
39.39
1.31
0.28
5.47
2
G
2
36.01
1.14
0.33
5.74
2
PG
2
36.79
1.23
0.21
4.96
2
*No local axial data and associated Young’s modulus values were obtained. This article is protected by copyright. All rights reserved. Table 4: Geotechnical characteristics obtained from UCS testing of sandstone and
siltstone samples following field weathering experiments. p
g
g
p
Litholo
gy
Ambie
nt
stress
conditi
ons
Sam
ple
type
No. This article is protected by copyright. All rights reserved. of
sampl
es
Mean values
UCS
(MPa)
Net axial
strain at
failure
(%)
Local
axial
strain at
failure
(%)
Young's
modulus
(GPa)
Brittl
e
failur
e
stag
es
Siltstone
Control
All
5
36.71
(±14.93)
1.40
(±0.09)
0.26
(±0.17)
5.00
(±1.52)
2
U
1
37.51
1.30
NA*
NA
2
P
2
25.30
1.41
0.15
3.93
3
G
0
-
-
-
-
-
PG
2
47.73
1.44
0.38
6.08
2
Stress
ed
All
7
37.30
(±13.74)
1.21
(±0.1)
0.29
(±0.17)
3.63
(±2.79)
2
U
1*
23.72
1.12
0.41
1.81
2
P
2
39.92
1.28
0.25
0.73
1
G
2
47.27
1.24
0.24
6.45
3
PG
2
31.50
1.14
0.27
5.53
3
Sandstone
Control
All
8
49.93
(±7.84)
1.23
(±0.08)
0.22
(±0.16)
7.07
(±2.39)
2
U
2
45.31
1.25
0.25
6.69
2
P
2
52.51
1.16
0.21
6.25
2
G
2
51.51
1.28
0.14
10.47
2
PG
2
50.41
1.21
0.27
4.89
2
Stress
ed
All
8
44.53
(±14.16)
1.23
(±0.19)
0.17
(±0.14)
6.90
(±0.86)
2
U
2
43.68
1.14
0.04
7.40
2
P
2
31.99
1.33
0.17
6.01
3
G
2
42.44
1.21
0.24
6.37
2
PG
2
59.99
1.22
0.23
7.85
1
*No local axial data and associated Young’s modulus values were obtained. This article is protected by copyright. All rights reserved. This article is protected by copyright. All rights reserved. **Calculated from local strain data *Difference from mean baseline values. alculated from local strain data This article is protected by copyright. All rights reserved. Table 5: Strength properties of samples weathered in each environmental setting
and test conditions. Absolute and percentage differences from equivalent baseline
samples are displayed. Negative values are weaker than corresponding baseline
values, and positive values are stronger. UCS
Young
's
Modul
us
perce
nt
differe
nce
(%)**
Perce
nt
differe
nce in
net
axial
strain
at
failure
(%)
Mean
(MPa)
Standard
deviation (MPa)
Absol
ute
differe
nce
(MPa)
*
Perce
nt
differe
nce
(%)*
Statisti
cal
signific
ance
tests (p
values)
Siltstone
All
sample
s
27.43
13.76
-5.25
-18.10
<0.001
-61.43 -16.62
All field
37.10
13.57
2.21
5.23
0.583
-54.54 -12.55
All lab. 17.81
3.10
-12.70 -41.36
<0.001
-69.70 -20.69
Stress
ed
28.80
13.86
-4.33
-14.52
0.043
-66.82 -18.57
Control
25.81
14.13
-6.34
-22.26
0.035
-54.96 -14.31
U
19.17
3.06
-11.79 -38.28
0.011
-59.90 -17.45
P
27.86
14.94
-5.95
-20.38
0.099
-74.10 -10.94
G
29.6
14.88
-3.64
-12.70
0.734
-59.87 -17.52
PG
27.85
16.01
-6.94
-22.84
0.898
-57.03 -19.78
Sandstone
All
sample
s
42.24
10.70
-13.45 -24.15
<0.001
14.43
-1.10
All field
47.23
11.40
-8.46
-15.19
0.042
22.80
-1.81
All lab. 37.24
7.32
-18.45 -33.12
<0.001
6.06
-0.38
Stress
ed
41.63
11.29
-14.06 -25.25
0.001
8.88
-0.66
Control
42.85
10.41
-12.84 -23.06
0.001
19.98
-1.53
U
42.00
5.49
-13.69 -24.60
<0.001
25.01
-3.24
P
42.92
13.15
-12.77 -22.93
0.001
7.18
0.23
G
44.11
11.77
-11.58 -20.80
0.002
24.88
0.11
PG
47.10
13.12
-8.59
-15.42
0.089
0.66
-1.49
*Difference from mean baseline values. **Calculated from local strain data **Calculated from local strain data
|
https://openalex.org/W4385197759
|
https://www.researchsquare.com/article/rs-3156721/latest.pdf
|
English
| null |
Corrosion in reinforced concrete: Diagnostics through Potential Corrosion Technique
|
Research Square (Research Square)
| 2,023
|
cc-by
| 7,752
|
Corrosion in reinforced concrete: Diagnostics through
Potential Corrosion Technique Lucas Alexandre Reginato
Federal University of Rio Grande do Sul
Alexandre Lorenzi
(
alexandre.lorenzi@gmail.com
)
Federal University of Rio Grande do Sul
Leonardo Covatti de Oliveira
Federal University of Rio Grande do Sul
Luciani Somensi Lorenzi
Federal University of Rio Grande do Sul
Luiz Carlos Pinto da Silva Filho
Federal University of Rio Grande do Sul Abstract Among the processes that accelerate the loss performance of reinforced concrete structures, considering their
frequent occurrence and severity, reinforcement corrosion can be seen as one of the most important. A worrying
factor is that most buildings in the Brazilian urban centers are between 40 and 50 years old, a time when repairs
and maintenance become more routine. Therefore, the problems related to the corrosion of the reinforcements tend
to accentuate in the coming years, and the identification of corrosion will play an important role. Thus, this
research has the purpose to analyze the application of the diagnosis through potential corrosion techniques. For
this, full-scale reinforced concrete beams were corrosion analyzed. Corrosion was stimulated by the Modified
Immersion Accelerated Corrosion - CAIM method, at three levels of mass loss: 5, 10 and 15%. The diagnostic
technique through the corrosion potential was applied, in which it was observed that there is uncertainty in the
corrosion evaluation for the mass loss levels of 5 and 10%, resulting in a corrosion uncertainty interval, but at 15%,
the potential technique proved to be satisfactory. Research Article Keywords: Corrosion, Diagnosis, Corrosion Potential, Corrosion Acceleration
Posted Date: July 24th, 2023
DOI: https://doi.org/10.21203/rs.3.rs-3156721/v3
License:
This work is licensed under a Creative Commons Attribution 4.0 International
License. Read Full
License Keywords: Corrosion, Diagnosis, Corrosion Potential, Corrosion Acceleration
Posted Date: July 24th, 2023
DOI: https://doi.org/10.21203/rs.3.rs-3156721/v3
License:
This work is licensed under a Creative Commons Attribution 4.0 International
License. Read Full
License Page 1/20 Page 1/20 1 INTRODUCTION The method accelerates the
corrosion process, enabling experimental evaluation of corrosion’s effects in reinforced concrete structures. Some
parameters are adopted to avoid divergences with the natural phenomenon. Reinforcement corrosion is one of the main challenges Civil Engineering faces. According to El-Reedy [2], this type
of pathological manifestation costs billions of dollars around the world. A worrying factor, according to Cascudo
[3] and Ribeiro [4], a good part of the buildings in the Brazilian urban center and its infrastructure were built in the
’70s and ’80s, reaching, nowadays, approximately between 40 to 50 years of age, respectively. Structures built at
that time are, thus, reaching a point in which repairs and maintenance become routine therefore, the problems
related to reinforcement corrosion tend to accentuate in the coming years. The conservation and maintenance required to prevent the deterioration of the construction heritage entail high
costs, given the characteristics of the technologies and processes involved in rehabilitation and repair. Buildings
and infrastructure form an essential part of developed societies, and their usability to the highest safety standards
is an indisputable priority [5]. Therefore, corrosion evaluation in different levels of degradation, defining a
correlation with the diagnostics technique through corrosion potential, and aiding in detecting corrosion in this
type of structure are sought after. 1 INTRODUCTION Civil Construction, beginning in the early years of the twentieth century, suffered a paradigm change: the main
structures, at the time, were executed with traditional constructive methods based on self-supporting masonry and
metallic structures. The paradigm changed as reinforced concrete appeared. The material had innovative potential
as it united concrete’s versatility and disponibility with steel’s high strength. This way, there has been an ascension
in reinforced concrete technologies starting in the last century’s early decades. Reinforced concrete structures such as buildings, bridges, etc. are designed to last a long time – it is not
uncommon for bridge structures to have a design life of 100 years or more. By having the correct concrete cover
with an appropriate mix design, the concrete itself generally provides the necessary corrosion protection for the
embedded steel reinforcement bars [1]. A great sum of this growth occurred because, initially, it was believed that reinforced concrete structures, in general,
had illimited durability thus not requiring maintenance. Therefore, during reinforced concrete’s advent, it was
proclaimed as a material with illimited durability. Nonetheless, it is known today that no constructive material has
these characteristics, as all wear and decay with time. Truly, nowadays, it is recognized that when adequately
projected, executed, and dosed, reinforced concrete presents a considerable lifespan, if properly evaluated, among
other factors, the conditions of exposure to the environment, protective measures, and maintenance. The search for an understanding of this material’s behavior, throughout its lifespan, gave birth to various studies
that sought to comprehend the causal mechanisms in these structures' degradations. Among the degradation
mechanisms that accelerate the loss of reinforced concrete structural performance, considering the frequent
occurrence and severity, the reinforcement’s corrosion can be considered the most important. The reinforcement’s
corrosion has to be observed cautiously, as it will modify some fundamental parameters of the structural project,
generating deleterious effects, among them: reduction of the reinforcement’s transversal section; concrete
fissuration due to the corrosion products' tension pressure; displacement of the covering layer; reduction of
adherence between the reinforcement and the concrete; and a decrease in steel’s ductile behavior. However, corrosion’s phenomenological mechanism is naturally slow, making the natural evaluation of the process
unfeasible, creating a necessity for acceleration methods of the corrosion process for experimental evaluations. Page 2/20 One of the most widespread and utilized methods is Modified Immersion Corrosion. 2 CORROSION IN REINFORCED CONCRETE STRUCTURES: EFFECTS OF
CORROSION IN THE STRUCTURAL BEHAVIOR The study of corrosion in reinforced concrete is of the most relevant research lines among the Structural Models
Testing Lab Research Group (LEME) and Graduate School Program in Civil Engineering (PPGEC) from Rio Grande
do Sul Federal University (UFRGS). The present chapter introduces a short review of corrosion’s effects on
reinforced concrete structures related to their structural behavior. Considering PPGEC/UFRGS’ history, the elaborated works that present an in-depth review related to corrosion are
registered, in other words, the works of Andrade [6], Andrade [7], Adamatti [8], Caetano [9], Graeff [10], and Stein
[11]. Other than these works there is a vast bibliography covering the subject, such as Cascudo [3], Helene [12; 13],
Meira [14], Mehta and Monteiro [15], Ribeiro and Cunha [16], Tuutti [17], and others. 2.1 Reinforced Concrete Structures corrosion degree: general considerations Research performed by Apostolopoulos [18], Caprili and Salvatore [19], Fernandez et al. [20], Gehlen and Weirich
[21], Kashani et al. [22], and Zhang et al. [23], evaluated the influence of corrosion on reinforced steel structures
reinforcement bars, incorporated and not incorporated in concrete. The results converge to the confirmation of
corrosion’s effects on steel’s mechanical properties. Steel’s tensile strength is directly affected by corrosion. Yet,
simultaneously, a fragmentation of the steel occurs and, as a consequence, a reduction of the ductility. Under
structural behavior’s point of view, the structure ductibility is always desirable, as the lack thereof may lead to
fragile rupture and, in many times, unpredictability. As ductility is guaranteed by steel in reinforced concrete
structures, degrees of corrosion, expressed in mass loss, above 5% there are relative losses in the mentioned
characteristics (strength and ductility). However, these adverse effects are intensified in corrosion degrees above
10%. Page 3/20 Page 3/20 Page 3/20 It is emphasized that these effects have been related to research in which only the influence of corrosion on
isolated bars of steel was analyzed. On the other hand, the effects of corrosion in reinforced concrete structures
tend to be more severe, as there is, also, a reduction of adherence between the reinforcement and the concrete. Almusallam et al. [24], Graeff [10], and Caetano [9] report that the reduction of adherence is intensified in corrosion
degrees greater or equal to 10% and that, in mild levels (1.5% to 4.0%), there is added adherence among both
materials. As corrosion is analyzed in reinforced concrete structures, in the case of elements subject to bending such as
beams, it is observed a behavior similar to the ones described above. However, with a degree of corrosion in the
order of 5% there is a reduction in the structural performance of these elements. Nonetheless, this effect of the decrease in the structural performance is intensified in corrosion degrees above
10%. Such a fact is justified by the synergy betwixt the reduction of steel’s mechanical properties and the
adherence loss between concrete and steel. 3.1 Corrosion Potential The measurement of the reinforcement corrosion potential consists of recording the voltage difference between
the reinforcement and a reference electrode, which is placed in contact with the concrete surface. It is, basically, a
qualitative technique that offers data about the probability for corrosion to occur in the analyzed reinforcement. The testing procedure follows ASTM C-876 - Standard Test Method for Corrosion Potentials of Uncoated
Reinforcing Steel in Concrete [28]. This norm establishes a correlation between the intervals of potential difference,
in relation to the reference electrode of Cu/CuSO4 (Copper/Copper Sulfate), in terms of corrosion probability, as
can be observed in Table 1. Table 1. Correlation between the values of p.d. and the probability of corrosion
(Font: adapted from [28]). Potential Difference (p.d.)
Corrosion Probability
p.d. > -200 mV
Corrosion probability smaller than 10%
-200 mV ≤ p.d. ≤ -350 mV
Uncertain corrosion probability 50%
p.d. < -350 mV
Corrosion probability greater than 90% . Correlation between the values of p.d. and the probability of corrosion
(F
d
d f
[28]) Table 1. Correlation between the values of p.d. and the probability of 2.2 Corrosion mechanism in reinforced concrete structures Tuutti [17] proposed a phenomenological model of the corrosion mechanism present in reinforced concrete
reinforcements, dividing it into two steps: start and propagation. Under Cascudo [3], for the development of
corrosion, a rupture in steel’s passive layer is required. Andrade [7] defines the start process as the time interval
necessary for aggressive agents (usually carbon dioxide or chlorides) to penetrate through the concrete’s covering
layer and break the passive layer of the reinforcement. The passive layer, once broken, leaves the reinforcement open to corrosion, beginning the step of propagation [3]. Referring to this period, Meira [14] highlights that this phase of corrosion is related to the process kinetics, i.e., to
the advancement of the corrosion process. This step of the mechanism is where the deleterious effects of
corrosion occur. Because of the studies developed in this research, based on the propagation step of corrosion, the
main deleterious effects of corrosion in reinforced concrete structures are introduced and discussed. The effects of corrosion, in reinforced concrete structures, are divided into three main consequences, i.e.: the
mechanical properties of the reinforcements; the adherence between the reinforcements and the concrete; and the
concrete’s fissuration. It stands out that the main reports found in the bibliography, encompassing corrosion in
reinforced concrete structures, are about the structure’s loss of monolithic, reducing, thus, its resistant capacity. Another point that is talked about in the bibliography is steel’s weakening when suffering a corrosive process,
which reduces its deformation capabilities when under load. In light of this, the relative contributions of corrosion’s
effects on reinforced concrete structural behavior, find themselves developed along the themes of mechanical
properties of the reinforcements and loss of adherence between the concrete and the reinforcement [25]. In reinforced concrete structures, reinforcement is presented as one of the main elements. The quantity is the result
of sizing, many times complex, and, generally, it is expressed in terms of the necessary area of reinforcement. Thus, the area of reinforcement is understood as one of the major parameters in reinforced concrete structures
[10]. [10]. Page 4/20 Page 4/20 In the corrosion process, during the propagation step, there is the formation of corrosion products (oxides and iron
hydroxides) and, as a consequence, the consumption of the reinforcement’s mass. Therefore, there is material loss
and, due to this, a reduction in the transversal section of the reinforcement [3]; [4]; [12]; [14]; [15]; [16]. 3 NONDESTRUCTIVE METHODS FOR THE EVALUATION OF CORROSION Throughout the last decades, the application of nondestructive testing (NDT), in Civil Engineering, became a topic
of interest in numerous countries [26]. NDT usage in this area is directly related to the reliability of the application
methods, to the knowledge about the application, and to its economical aspect [27]. Given that corrosion in
reinforced concrete structures is one of the most frequent degradation mechanisms, different NDT techniques
intended for the evaluation of corrosion can be used. Among them are corrosion potential technique, resistivity,
and corrosion rate. 2.2 Corrosion mechanism in reinforced concrete structures Corrosion can affect the tensile strength and ductility of the reinforcements. Both are major properties, having an
effect on the structural performance, altering from loading capacity to rupture form [14]. 3.2 Resistivity Concrete resistivity is a major parameter in the corrosion of reinforced concrete structures. High resistivity concrete
has a low possibility to have its reinforcements suffer a corrosive process. In sum, electrical resistivity is
determined by measuring the differences in potential, on the concrete’s surface, caused by the application of a
small current on the surface [15]. Table 2 shows the recommendations of the Comité Euro-International du Béton
at CEB 192 [29], relating concrete’s resistivity to a probable corrosion rate. Table 2. Correlation between the resistivity values and the probability of corrosion rrelation between the resistivity values and the probability of corrosion Page 5/20 (Font: adapted from [29])
Concrete’s Resistivity (Ω.m)
Probable Corrosion Rate
> 200
Negligible corrosion probability
100 a 200
Low corrosion probability
50 a 100
High corrosion probability
< 50
Very high corrosion probability (Font: adapted from [29]) There are many techniques for resistivity evaluation. One of them is the external electrode method. This method
consists of a metallic electrode, disc-shaped, placed on the surface of the concrete, and connected to the
reinforcement bar: which determines the resistivity between the disc and the steel bar. The method follows RILEM
TC 154 recommendations [30]. 3.3 Corrosion rate The quantitative information regarding steel corrosion rate is of sum importance to the evaluation of the repair
methods, to the lifespan prevision, and to the structural evaluation of the elements with corrosion. One of the few
available techniques is the resistance to polarization method [31]. The recommendation RILEM TC 154-EMC describes the testing method for the determination of the reinforcement
corrosion rate on reinforced concrete structures, through polarization resistance [32]. Through the method, two characteristics related to corrosion can be obtained: instantaneous corrosion current
density (Icorr), and the corrosion rate (Vcorr). Both can be used to evaluate the risk of corrosion. Current density
(Icorr) is expressed, usually, in μA/cm²: values under 0.1 represent a negligible degree of corrosion, in contrast, the
ones greater than 1.0 present high corrosion risk. The speed of corrosion (Vcorr) represents the volumetric loss of steel by area and time units, generally expressed
in mm/year. This value is obtained as a function of current density (Icorr), through Faraday's Law. For Icorr equal
to 1 μA/cm², the speed of corrosion is equivalent to 0.0116 mm/year considering uniform corrosion. This, can, too,
be expressed as corresponding to a degree of corrosion [31]. In Table 3, the degree of corrosion in relation to
current density is related to corrosion speed, according to Andrade et al. (2004). Page 6/20
Table 3. Correlation Ranges of current density and corrosion rate values related to significance i
terms of armature service life
(Font: adapted from [28])
Current’s density - Icorr
(μA/cm²)
Corrosion’s speed - Vcorr
(mm/year)
Degree of corrosion
≤ 0,1
≤ 0,001
negligible
0,1 a 0,5
0,001 a 0,005
low
0,5 a 1,0
0,005 a 0,010
moderate
> 1,0
> 0,010
high Table 3. Correlation Ranges of current density and corrosion rate values related to significance in
terms of armature service life
(Font: adapted from [28]) Table 3. Correlation Ranges of current density and corrosion rate values related to significance in
terms of armature service life
(Font: adapted from [28]) Current’s density - Icorr
(μA/cm²)
Corrosion’s speed - Vcorr
(mm/year)
Degree of corrosion
≤ 0,1
≤ 0,001
negligible
0,1 a 0,5
0,001 a 0,005
low
0,5 a 1,0
0,005 a 0,010
moderate
> 1,0
> 0,010
high Page 6/20 4.1 Degree of Corrosion Corrosion Degrees have been adopted, in relation to the mass loss of the reinforcements, of 05 (reference), 5%,
10%, and 15%. Therefore, there is the objective of evaluating corrosion’s influence on reinforced concrete beams. Having the finality of comprehending with greater accuracy the laboratory results, in relation to real-scale
structures, beam prototypes with representative dimensions have been utilized: a transversal section of 15 cm in
base, 30cm in height, and 300 cm in length. The detailing of the beams is described in item 4.2. 4 EXPERIMENTAL PROGRAM The experimental program is divided into three steps: molding, corrosion acceleration, and evaluation through non-
destructive testing. The study has been structured on a comparative analysis of corrosion’s effect concerning
whole elements, i.e., that did not suffer deleterious effects of corrosion. The experimental program’s detailing is
represented in Figure 1, relating the different steps developed in the study. Establishing a relationship with the experimental study development steps, it is presented in Table 4 the
nomenclature of the beams utilized throughout its development. It is highlighted that, for each combination, two
beams were used. Table 4. Combinations and beam nomenclature
Degree of Corrosion
Nomenclature*
0% (Reference)
COR-0-V1
COR-0-V2
5%
COR-5-V1
COR-5-V2
10%
COR-10-V1
COR-10-V2
15%
COR-15-V1
COR-15-V2
* V1 and V2 refer to samples 1 and 2 for each nomenclature COR 15 V2
* V1 and V2 refer to samples 1 and 2 for each nomenclature 4.2 Reinforced Concrete Beams Structural Project With the purpose of approximation of the studied situation to actual urban constructions and in coastal ambients,
the utilization of concrete with a characteristic compression strength of 30 MPa has been opted for, i.e., the
minimum tolerated by NBR 6118 [32] to the Ambiental Aggressivity Class III (CAAIII). This choice is due to the
finding that concrete with strength between 20 and 30 MPa, is used in buildings in a general manner. In addition,
concrete, with greater resistance to compression, is less prone to reinforcement corrosion. Such a fact is due to low
porosity in which oxygen and humidity transports are hampered, and, as a consequence, the passage of electrical
current and accelerated corrosion is reduced [9], [10], and [11]. Page 7/20
As for its geometry, important aspects have conditioned the dimensions, a discussion regarding the subject can be
found in [24]. All framed beams have a transversal section of 15 cm (base) x 30 cm (height) and a length of 300 cm. The lower longitudinal reinforcement is composed of two steel CA-50 bars, with 12.5 mm of diameter
anchored with hooks in the extremities. The upper reinforcement is composed of, also, steel CA-50, and is 6.3 mm
in diameter. The transversal reinforcement is of stirrups, with a diameter of 6.3 mm and uniform spacing of 7 cm. The reinforcement has a covering of 1.5 cm. In Figure 2, the detailing of the reinforced concrete beams is
presented. cm. The lower longitudinal reinforcement is composed of two steel CA-50 bars, with 12.5 mm of diameter
anchored with hooks in the extremities. The upper reinforcement is composed of, also, steel CA-50, and is 6.3 mm
in diameter. The transversal reinforcement is of stirrups, with a diameter of 6.3 mm and uniform spacing of 7 cm. The reinforcement has a covering of 1.5 cm. In Figure 2, the detailing of the reinforced concrete beams is
presented. 4.3 Materials The materials used in this research were provided by the company responsible for the reinforced concrete beam’s
production. Were employed: Portland cement CPV-ARI, natural sand, thin and medium, basaltic gravel types 1 and
0, and superplasticizer additive. The concreting of the beams was executed by a precast factory, located in Porto Alegre -RS. A computerized
concrete plant with mass dosing was used. All beams were cast with concrete in a single dosage, in addition, the
same concrete mix composition was used. The composition data of the concrete mix used are shown in Table 5. Table 5. Description of the mix used in the execution of the reinforced concrete beams
Cement (kg/m³)
Thin
sand (kg/m³)
Medium
sand
(kg/m³)
Gravel
0 (kg/m³)
Gravel
1 (kg/m³)
Water(kg/m³)
Additive
(l/m³)
RelationA/C
271
280
654
231
692
185
0.8
0.68
The beams were analyzed at an age of 502 days, presenting a medium compression strength of 32.4 MPa, and an
elasticity module of 34.8 GPa. Table 5. Description of the mix used in the execution of the reinforced concrete beams
Cement (kg/m³)
Thin
sand (kg/m³)
Medium
sand
(kg/m³)
Gravel
0 (kg/m³)
Gravel
1 (kg/m³)
Water(kg/m³)
Additive
(l/m³)
RelationA/C
271
280
654
231
692
185
0.8
0.68 Table 5. Description of the mix used in the execution of the reinforce The beams were analyzed at an age of 502 days, presenting a medium compression strength of 32.4 MPa, and an
elasticity module of 34.8 GPa. The steel was CA-50 for both positive and negative reinforcements. For the positive reinforcement, with 12.5 mm in
diameter, an average outflow stress of 670 MPa and rupture of 770 MPa was obtained. The negative
reinforcement, having 6.3 mm in diameter, showed the following tensions: mean outflow of 650 MPa, and rupture
at 765MPa. 4.4 Accelerated Corrosion The adopted corrosion acceleration method, as mentioned, was the CAIM testing. The CAIM testing was conceived
by Lima [34], based on Varela and Espinosa's [35] studies. The method has already been employed, with success,
by many of LEME’s researchers [8]; [9]; [10]; [11]; [36]; [37]; [38]; [39]. The method characterizes itself by stimulating corrosion through electrochemical induction, by applying a
potential (p.d.) or current (i) difference, in a chloride-rich environment. In relation to the electrochemical induction, it
was decided that a stimulus through constant current would be adopted, based on Graeff’s [10] studies and in the
discussion brought forth by Caetano [9]. Page 8/20 Page 8/20 One of the main parameters that influence the method is the density of the current used for the corrosion
acceleration. Regarding this, El Maaddawy and Soudki [40] report that there are more appropriate current ranges to
accelerate corrosion in reinforced concrete reinforcements. High values in corrosion current density (above 500
μA/cm²) tend to distort the effective mechanism of corrosion [10]. When the density is too high, the corrosion
products do not have enough time to fix themselves into the concrete’s pores, having an increment in tensions
which provokes fissuration levels that do not correspond to the naturally occurring phenomena in structures. In CAIM’s utilization, the incorporation of chlorides in the immersion water occurs. To minimize this effect chloride
was used in the immersion water, through the dissolution of sodium chloride in content (35 g/l), producing a saline
solution with a chloride concentration close to the one encountered in the Atlantic Ocean, which bathes the
Brazilian coast [8]; [9]; [10]; [11]. To enable the presence of oxygen and humidity, so that the corrosive process can develop, the reinforced concrete
beam is submerged until the longitudinal reinforcement’s lower face, as presented in Figure 3. In the solution, a
negative and a positive electrode both made out of hard copper wire, 2.5 mm in diameter. The positive electrode
was positioned 3 mm above the longitudinal reinforcement. Butyl rubber was used, in a “U” shape, enveloping the
electrode, and avoiding contact with the reinforcement, as can be observed in Figure 3. As the current rate is proportional to the reinforcement’s area (surface area) that is corroded, the longitudinal
reinforcements and a portion of the transversal were considered for this. 4.5 Corrosion Potential To determine the corrosion potential, it is necessary to detect the location of the reinforcement bars. For this, cover
meter detection was used, employing a cover meter model PROFOMETER 600, as shown in Figure 4. The corrosion potential testing procedure follows ASTM C-876 [28] which establishes a correlation between the
intervals in potential difference, in relation to the reference electrode, made out of Cu/CuSO4 (Copper, Copper
Sulfate), in terms of corrosion probability, as established in chapter 3. For the carrying of the test, the equipment GECOR 8 was used, with a reference electrode, which in this case was
made out of Cu/CuSO4. The negative pole is connected to the electrode; meanwhile, the positive is connected to
the reinforcement bar through the copper wire that was connected to the reinforcement before concreting. The
electrode is positioned on the concrete’s surface in a way that an electrical connection with the reinforcement bar is
present. The application of the method and the equipment are presented in Figure 5. The evaluation was carried out through a mapping of the corrosion potential for each analyzed beam. The
measurement of the potentials was made over each of the longitudinal bars, with a 25 cm spacing between each
reading point. 4.4 Accelerated Corrosion Where Δm = mass of consumed steel (g); M = metal’s atomic weight (56 Fe); I = current applied (A); t = corrosion
acceleration time (s); z = ionic charge (= 2); F = Faraday’s constant (=96500A/s). As described by the researchers, enlarged test times are required, about the ones predicted through the simple
application of Faraday’s Law, to achieve the desired corrosion degrees [8]; [9]; [10]; [11]. Because of this, the
methodology proposed by Graeff [10] is applied, for the calibration of the corrosion degrees, and the values
presented by Stein [11] are utilized. Thus, by equation (2), the predicted time for corrosion is determined, according
to the mass loss required to reach the intended degree of corrosion: Where tc = time of corrosion (s). 4.4 Accelerated Corrosion The longitudinal reinforcement was
considered in its entirety (297 cm in length), adding 2.5 cm of length for each anchoring hook. This value is
equivalent to twice the reinforcement’s diameter. The transversal reinforcement was considered in two portions. One below the longitudinal reinforcement, and another equivalent to a height of 2.5 cm above the longitudinal
reinforcement. This value is, also, equivalent to twice the longitudinal reinforcement’s diameter. Finally, the reinforcement to be corroded possessed a mass of 7,800 g and a surface area, subjected to the
corrosive process, of 3,878 cm2, considering the longitudinal reinforcement and the portion of the transversal
reinforcement. Having the current rate of 500 µA/cm², for each beam a current of 1.94 A was applied with power
supplies. Each one of them has two outputs, capable of providing constant current or tension, in ranges from 0 to 3 A, for
current, and 0 to 30 V for tension. Each one of them has two outputs, capable of providing constant current or tension, in ranges from 0 to 3 A, for
current, and 0 to 30 V for tension. To obtain the intended corrosion degrees, a theory based on Faraday’s Laws is used to predict the mass loss and,
consequently, the degree of corrosion. This theory has already been employed by various authors [8]; [9]; [10]; [11];
[12]. The degree of corrosion, predicted by the mentioned law, corresponds to the area below the curve of current as
a function of time. For the cases in which the corrosion is accelerated through the application of constant current,
this area can be approximated to a rectangle. Therefore, the degree of corrosion is obtained by the mass loss determined by Faraday’s Law in accordance with
the equation (1): Page 9/20 Page 9/20 Where Δm = mass of consumed steel (g); M = metal’s atomic weight (56 Fe); I = current applied (A); t = corrosion
acceleration time (s); z = ionic charge (= 2); F = Faraday’s constant (=96500A/s). Where Δm = mass of consumed steel (g); M = metal’s atomic weight (56 Fe); I = current applied (A); t = corrosion
acceleration time (s); z = ionic charge (= 2); F = Faraday’s constant (=96500A/s). 4.6 Evaluation of the Degree of Corrosion The beam reinforcements were retrieved, as illustrated in Figure 6. It was opted for the region close to the support. The reinforcements were retrieved in every beam, even the ones that did not suffer a corrosive process, which Page 10/20 Page 10/20 would serve as a control group for determining the degree of corrosion. would serve as a control group for determining the degree of corrosion. Retrieved the beam reinforcements, the concrete adhered to the bars was removed. Following, the reinforcements
were immersed in a 3.5 g hexamethylenetetramine solution, diluted in a hydrochloric acid (500 ml), and distilled
water (500 ml) solution. This procedure is standardized by ASTM G1-03 [40]. The bars were kept in the solution for
40 minutes in order to remove the products of corrosion. After, they were cleaned in running water to remove the
hydrochloric acid. Subsequently, to the cleaning, the bars were transferred to a greenhouse. Kept at a 30oC temperature, there they
remained until total humidity removal. In sequence, the mass and length of each one were measured, determining
the linear mass. The degree of corrosion, expressed in the mass loss was determined according to Equation (3). The reference linear mass was considered as the average of the reinforcements without corrosion. 5 RESULTS AND DISCUSSIONS The results obtained throughout this experimental program are presented. The values are discussed to subsidize
the conclusions of the research. 5.1 Accelerated corrosion Real corrosion degree obtained empirically in comparison to the degree obtained empirically in comparison to the theoric values 5.2 Corrosion diagnosis through non-destructive methods: corrosion potential 5.1 Accelerated corrosion The accelerated corrosion was realized following the parameters and methodology introduced in item 0. During the
acceleration, it was observed, all beams that went through the corrosion process presented the following behavior. By accompanying the corrosion process, which used the formation of an electrical circuit between the solution and
the corrosion electrode, fed by a constant current, it was verified that the latter did not remain constant. The current
decreased right at the beginning of the acceleration process (between 3 to 5 days) and, after a period (1 to 2 days),
the current went back to its initial level and kept constant throughout the rest of the tests. This behavior is related to the kinematics of the corrosive process, a discussion in regards to this behavior,
denominated concrete pore clogging is addressed by Reginato [24] and Stein [10]. After carrying out the tests, the
longitudinal reinforcement bars were extracted from each beam in order to determine the real degree of corrosion. The procedure followed ASTM G1-03 [40]. Because of the possible differences between theoretical and effective corrosion, in the result evaluations
throughout the analysis, the corrosion values were adopted in a variation range. The ranges adopted refer to the
effective evaluation of corrosion. The mass loss percentage was determined with average values, being that, for Page 11/20 Page 11/20 each beam, two reinforcement bars were analyzed. It is shown, in Table 6, the real degree of corrosion for one of
the beams. According to Table 6, it was observed that the real values of corrosion were approximate to the ones predicted in
the experimental program definition when compared with the average values obtained for each group of corroded
beams. The exception occurred in the 5% level, resulting in actual corrosion 1.27% below the predicted outcome. This behavior can be the influence of concrete pore clogging, which happens right at the beginning of corrosion
acceleration, and, thus, there is a required adaptation time foreseen so that the corrosion level can be reached. Table 6. Real corrosion degree obtained empirically in comparison to the theoric values
Beam
Theoric corrosion
degree
Real corrosion
degree
Average corrosion
degree
Intended corrosion
degree
COR-5-
V1
5,03%
3,49%
3,73 %
5 %
COR-5-
V2
5,09%
3,97%
COR-10-
V1
10,17%
9,97%
10,05 %
10 %
COR-10-
V2
10,14%
10,13%
COR-15-
V1
15,65%
14,20%
13,87 %
15 %
COR-15-
V2
15,46%
13,55% able 6. 5.2 Corrosion diagnosis through non-destructive methods: corrosion potential The measurement of the corrosion potential is a qualitative technique, widely used, which provides data regarding
the probability of corrosion in the analyzed reinforcement. The testing procedure was made respecting ASTM C-
876 [28]. The corrosion potential values, shown in Table 7, are the average for each beam and the standard
deviation. Indicated, also, these parameters for each level of corrosion (beam group), are related to the corrosion
probability. As expected, it was observed that there was a decrease in corrosion potential according to the corrosion level. Comparing the acquired data, with ASTM C-876 [28] value ranges, it was verified that for the beam control group
(COR -0), the probability of corrosion was below 10%; for the corroded beams in level 5 and 10% (COR-5 and COR-
10) was uncertain; and for corrosion level 15% (COR-15), it was greater than 90%. It was noted that there existed an uncertainty in the corrosion measurements, utilizing the corrosion potential
technique, for levels 5 and 10%. In both levels, the corrosion potential remained in the same reading range and was
classified with a 50% chance of occurring corrosion. However, more than visually, it was found, through
reinforcement mass loss, the existence of corrosion. Table 7. Average and standard deviation of corrosion potential for the control group and corroded
beams Table 7. Average and standard deviation of corrosion potential for the control group and corroded
beams Page 12/20 Page 12/20 Beam Group
Beam
Av. (mV)
SD
(mV)
Group Av. (mV)
Group SD
(mV)
Corrosion Probability
COR-0
V1
28,84
7,45
-30,78
25,24
Below 10%
V2
-90,40
43,03
COR-5
V1
-298,22
21,34
-257,57
22,59
Uncertain 50%
V2
-216,92
23,85
COR-10
V1
-240,96
17,95
-252,99
19,71
Uncertain 50%
V2
-265,03
21,47
COR-15
V1
-494,11
32,94
-438,42
33,01
Above 90%
V2
-382,72
33,08 Therefore, corrosion evaluation, through corrosion potential, showed little efficacy in diagnosing corrosion for
values up to 10%, nonetheless, it was adequate for 15% levels. This way, the corrosion potential testing did not
present safe results, despite this it can be used for this type of diagnosis when done so with caution, as it can
present potentially fragile results. Other than corrosion potential statistical data, shown in Table 2, a mapping of each beam’s potential was realized. It is presented in Figure 7. The mapping was done through hypsometric curve elaboration, utilizing data
interpolation with the minimum curve technique. Other than corrosion potential statistical data, shown in Table 2, a mapping of each beam’s potential was realized
It is presented in Figure 7. The mapping was done through hypsometric curve elaboration, utilizing data
interpolation with the minimum curve technique. Basically, it is an interpolation technique that uses a polynomial to create a surface that reduces its curvature,
resulting in a smoothed surface, which passes through sampled points, reproducing the variable values. The
interpolation and mapping creation was made with image generation software [42]. Basically, it is an interpolation technique that uses a polynomial to create a surface that reduces its curvature,
resulting in a smoothed surface, which passes through sampled points, reproducing the variable values. The
interpolation and mapping creation was made with image generation software [42]. The scale used was based on ASTM C-876 [30] parameters, expressing corrosion potential in mV, and relating
them with corrosion probability. The corrosion potential mapping - Figure 7 - provides global visualization, instead
of a numerical parameter. Hence, it was observed that the potential is uniform, for each of the analyzed beams,
and noted that there was also a regularity between the potential and the beam groups. With this mapping it is
demonstrated, graphically, the corrosion potential changes according to its level, being that the higher the
corrosion level, the lower its corrosion potential. AUTHORS' CONTRIBUTIONS Lucas Alexandre Reginato, Alexandre Lorenzi, Leonardo Covatti de Oliveira, and Luciani Somensi Lorenzi wrote the
main manuscript text and Lucas Alexandre Reginato prepared all figures. All authors reviewed the manuscript. COMPETING INTERESTS – Not applicable FUNDING – Not applicable ETHICS APPROVAL AND CONSENT TO PARTICIPATE ETHICS APPROVAL AND CONSENT TO PARTICIPATE ETHICS APPROVAL AND CONSENT TO PARTICIPATE The authors approve the manuscript and give consent to participate. CONSENT FOR PUBLICATION All authors consent for publication. All authors consent for publication. 6 CONCLUSIONS This research evaluated corrosion potential techniques for corrosion diagnosis in reinforced concrete beams. On
the whole, it is highlighted, concerning the corrosion acceleration process: a) the accelerated corrosion technique, in reinforced concrete beams, through CAIM testing proved to be quite
effective; b) the average values of real corrosion degree were close to the theoric values and the ones established in the
experimental program elaboration; With CAIM testing, it was verified that the accelerated corrosion technique in reinforced concrete beams is quite
effective. Corrosion’s time adjustment by Graeff’s [10] proposed methodology in addition to the values presented
by Stein [11], provided a relation between the theoretical and real degree of corrosion (empirically obtained),
indicating that the corrosion acceleration procedure adopted in this research has shown itself adequate to
accelerate the corrosion process. Page 13/20 Page 13/20 As for the corrosion diagnosis technique by NDT through corrosion potential, concludes that there was an
uncertainty in corrosion measurement for both 5 and 10% levels. Both had their corrosion potential in the same
reading range and were classified as having a 50% probability of occurring corrosion. Thus, only for the 15%
corrosion level, the corrosion potential method was efficient. Hence, it was concluded that corrosion potential
testing does not present ideal results, however, it can be used for corrosion diagnosis, as long as used carefully,
since it can show potentially fragile results. Likewise, it is recommended the application of other corrosion
diagnosis techniques simultaneously to ensure higher precision for corrosion levels of 5 to 10% mass loss. ACKNOWLEDGEMENTS REFERENCES Page 14/20 [1] M. Donadio, J. Capacho, L. Santander, “Total Corrosion Management. Documentary analysis.” Revista
ALCONPAT, vol. 13, no. 2, pp. 235 – 253, May, 2023. DOI: https://doi.org/10.21041/ra.v13i2.690 [2] M. A. El-reedy, Steel-Reinforced Concrete Structures: Assessment and Repair of Corrosion. 2ª ed. New York, New
York, United States: Taylor & Francis Group, 2018. [3] O. Cascudo, O controle da Corrosão de Armaduras de Concreto. Inspeções e técnicas eletroquímicas. 1. ed. São
Paulo, Brazil: PINI, 1997. [4] D. V. Ribeiro, Corrosão e Degradação em Estruturas de Concreto. 2nd ed. Elsevier, 2018. [5] C. Andrade, “Propagation of reinforcement corrosion: principles, testing and modelling.” Revista Materials and
Structures, vol. 52, no. 2, May, 2019. DOI: https://doi.org/10.1617/s11527-018-1301-1 [6] C. Andrade, Manual para Diagnóstico de Obras Deterioradas por Corrosão de Armaduras. 1st ed. São Paulo,
Brazil: PINI, 1992. [7] J. J. De O. Andrade, “Estruturas De Concreto Armado Atacadas Pela Corrosão De Armaduras : Iniciação Por
Cloretos,” Ph.D. thesis, PPGEC, UFRGS, Porto Alegre, RS, 2001. [8] D. S. Adamatti, ”Análise da eficiência de espaçadores no concreto armado: impacto da corrosão por íons cloreto
em diferentes condições de exposição.” M.S. thesis, PPGEC, UFRGS, Porto Alegre, RS, 2016. 9] L. F. Caetano, “Estudo do comportamento da aderência em elementos de concreto armado submetidos à
corrosão e elevadas temperaturas.” M.S. thesis, PPGEC, UFRGS, Porto Alegre, RS, 2008. [10] A. G. Graeff, “Avaliação experimental e modelagem dos efeitos estruturais da propagação da corrosão em
elementos de concreto armado.” M.S. thesis, PPGEC, UFRGS, Porto Alegre, RS, 2007. [11] K. J. Stein, “Avaliação experimental de vigas de concreto armado corroídas submetidas a ciclos de
carregamentos.” M.S. thesis, PPGEC, UFRGS, Porto Alegre, RS, 2019. [12] P. Helene, “Contribuição ao Estudo da Corrosão em Armaduras de Concreto Armado.” Ph.D. thesis, USP, São
Paulo, SP, 1993. [13] P. Helene, Corrosão em Armaduras para Concreto Armado. 1st ed. São Paulo, Brazil: PINI, 1986. [14] G. R. Meira, Corrosão de armaduras em estruturas de concreto armado: ensaios eletroquímicos. 1st ed João
Pessoa, Brazil: IFPB, 2017. [15] P. K. Mehta; P. J. M. Monteiro, Concreto: microestrutura, propriedades e materiais. 1st ed. São Paulo, Brazil:
IBRACON, 2014. [16] M. P. T. Cunha, “Deterioração das estruturas de concreto armado” in Corrosão em Estruturas de Concreto
Armado: Teoria, Controle e Métodos de Análise, D. V. Ribeiro, 1st ed., Rio de Janeiro, Brazil: Elsevier, 2014, pp. 87–
118. [17] K. ACKNOWLEDGEMENTS Tuutti, “Corrosion of Steel in Concrete,” in SCCR, Sweden, 1982, pp. 469. [17] K. Tuutti, “Corrosion of Steel in Concrete,” in SCCR, Sweden, 1982, pp. 469. Page 15/20 Page 15/20 Page 15/20 [18] C. A. Apostolopoulos, ”Mechanical behavior of corroded reinforcing steel
bars S500s tempcore under low cycle fatigue.” Constr. and Building Materials, vol. 21, no. 7, pp. 1447-1456, July,
2007. [19] S. Caprili; W. Salvatore, “Cyclic behavior of uncorroded and corroded steel reinforcing bars.” Constr. and
Building Materials, vol. 76, no. 1, pp. 168-186, February, 2015. [20] I. Fernandez; J. M. Bairán; A. R. Marí, “Corrosion effects on the mechanical properties of reinforcing steel bars. Fatigue and σ-ε behavior.” Constr. and Building Materials, vol. 101, no. 1, pp. 772-783. December, 2015. [21] C. Gehlen; T. Weirich, “High-cycle fatigue behavior of reinforcing steel under the effect of ongoing corrosion.”
Struct. Concrete, vol. 17, no. 3, pp. 329-337. February, 2016. [22] M. M. Kashani; P. Alagheband; R. Khan et al, “Impact of corrosion on low-cycle fatigue degradation of
reinforcing bars with the effect of inelastic buckling.” Intern. Journal of Fatigue, vol. 77, pp. 174-185, August, 2015. [23] ZHANG, W. et al. Tensile and fatigue behavior of corroded rebars. Construction and Building Materials. Vol 34,
pp 409-417, September 2012. [24] A. A. Almusallam, ”Effect of degree of corrosion on the properties of reinforcing
steel bars.” Constr. and Building Materials, vol. 15, no. 8, pp. 361-368. December, 2001. [25] L. A. Reginato, “Avaliação experimental dos efeitos da corrosão em concreto armado: diagnóstico e
reabilitação com UHPFRC e Concreto Têxtil.” Ph.D. thesis, PPGEC, UFRGS, Porto Alegre, RS, 2020. [26] A. Lorenzi; L. A. Reginato; L. S. Lorenzi; F. Pedron; L. C. P. Silva Filho, “Utilização de Tomografia Ultrassônica
para Avaliação de Postes de Concreto após Sinistro.” in XIII CONPAT, Lisboa, 2015. [27] R. Beutel; H. Reinhardt; C. U. Grosse; et. al, “Performance Demonstration of Non-Destructive Testing Methods.”
in ECNDT, Berlin, 2006. [28] AMERICAN SOCIETY FOR TESTING AND MATERIALS, C876-15, Standard Test Method for Corrosion Potentials
of Uncoated Reinforcing Steel in Concrete, ASTM International, West Conshohocken, PA, 2015. [29] COMITE EURO-INTERNATIONAL DU BETON, CEB 192: Diagnosis and Assessment of Concrete Structures -
State-of-Art Report, Bulletin d’ Information, Suecis, n. 192, Jan 1988. [30] B. Elsener, C. Andrade, J. Gulikers, et al. “Half-cell potential measurements - Potential mapping on reinforced
concrete structures,” Mat. Struct., vol. 36, pp. 461–471, 2003. [31] L. Bertolini; B. Elsener; P. Pedeferri; R. Polder, Corrosion of Steel in Concrete Prevention, Diagnosis, Repair. 1st
ed. Weinheim, Germany: WILEY-VCH Verlag, 2004. [32] J. J. De O. Page 15/20 Andrade, “Estruturas De Concreto Armado Atacadas Pela Corrosão De Armaduras : Iniciação Por
Cloretos.” Ph.D. thesis, PPGEC, UFRGS, Porto Alegre, RS, 2001. [33] ASSOCIAÇÃO BRASILEIRA DE NORMAS TÉCNICAS, NBR 6118: Projeto de estruturas de concreto -
Procedimento, Rio de Janeiro, 2014. Page 16/20 Page 16/20 Page 16/20 Page 16/20 [34] M. G. Lima, “Influência dos componentes do concreto na corrosão de armaduras.” M.S. thesis, PPGEC, UFRGS,
Porto Alegrem RS, 1990. [35] H. Varela; L. V. Espinoza “Penetrabilidad De Iones Cloruors En Morteros Con Y Sin Revestimiento,” in VII
Jornadas Chilenas Del Hormigón E I Jornada Latinoamericana Del Cimento Y Hormigón, Santiago De Chile, 1988. [35] H. Varela; L. V. Espinoza “Penetrabilidad De Iones Cloruors En Morteros Con Y Sin Revestimiento,” in VII
Jornadas Chilenas Del Hormigón E I Jornada Latinoamericana Del Cimento Y Hormigón, Santiago De Chile, 1988. [36] A. P. Kirchheim; V. Pasa; D. Dal Molin; L. C. P. Silva Filho, Análise comparativa da utilização de diferentes
sistemas de proteção de corrosão de armaduras na aderência entre concreto branco e barras de aço,” in 47º
CONGRESSO BRASILEIRO DO CONCRETO, Recife, 2005. [37] P. R. C. Marchesan; D. Santarosa; J. L. Campagnolo; L. C. P. Silva Filho; A. R. Pacheco “Estudo da influência da
aplicação de revestimentos no controle da corrosão,” in IV Congresso Iberoamericano De Patologia Das
Construções e VI Congresso De Controle Da Qualidade, Porto Alegre, 1997. [38] S. C. Selistre; F. P. S. L. Gastal; J. L. Campagnolo “Estudo de técnicas para reversão do processo corrosivo em
estruturas de concreto contaminadas com cloretos.” in VI Salão de Iniciação Científica e III Feira de Iniciação
Científica (SIC), Porto Alegre, 1994. [39] A. S. Torres, “Avaliação da sensibilidade do ensaio CAIM – corrosão acelerada por imersão modificada –
frente ao processo de corrosão de armaduras de concreto armado.” M.S. thesis, PPGEC, UFRGS, Porto Alegre, RS,
2006. [40] T. A. El Maaddawy; K. A. Soudki, “Effectiveness of Impressed Current Technique to Simulate Corrosion of Steel
Reinforcement in Concrete,” Journal of Materials in Civil Engineering, vol. 15, no. 1, pp. 41–47. January, 2003. [41] AMERICAN SOCIETY FOR TESTING AND MATERIALS, ASTM G1-03 Standard practice for preparing, cleaning,
and evaluating corrosion test specimens, Philadelphia, 2017. [42] J. L. S. Andriotti, Fundamentos de Estatística e Geoestatística. 2nd ed. São Leopoldo, Brazil: UNISINOS, 2009. Figure 1 Experimental program’s detailing. Figure 2 Page 18/20
Figure 2
Reinforced concrete beams’ reinforcement detailing
Figure 3
Layout adapted for the corrosion acceleration einforced concrete beams’ reinforcement detailing Reinforced concrete beams’ reinforcement detailing Page 18/20
g
Figure 3
Layout adapted for the corrosion acceleration Figures Page 17/20
Figures Page 17/20
Figures Page 17/20 Page 17/20 Figure 1
Experimental program’s detailing. Figure 2
Reinforced concrete beams’ reinforcement detailing
Figure 3 Figure 3 Layout adapted for the corrosion acceleration Page 18/20 Figure 4
Locating the reinforcements through a cover meter and marking the reading grid for the NDT evaluation
Figure 5
Determining the corrosion potential with the GECOR 8 equipment Figure 4
Locating the reinforcements through a cover meter and marking the reading grid for the NDT evaluation Figure 4
Locating the reinforcements through a cover meter and marking the reading grid for the NDT evaluation
Figure 5 Figure 4 Locating the reinforcements through a cover meter and marking the reading grid for the NDT evaluation Locating the reinforcements through a cover meter and marking the reading grid for the NDT evaluation Locating the reinforcements through a cover meter and marking the reading grid Page 19/20
Locating the reinforcements through a cover meter and marking the reading grid for the NDT evaluation
Figure 5
Determining the corrosion potential with the GECOR 8 equipment Figure 5 Determining the corrosion potential with the GECOR 8 equipment etermining the corrosion potential with the GECOR 8 equipment Page 19/20 Figure 6 Region of beam reinforcement retrieval, distances in centimeters Region of beam reinforcement retrieval, distances in centimeters Region of beam reinforcement retrieval, distances in centimeters Figure 7
Corrosion potential mapping, distance in centimeters Figure 7
Corrosion potential mapping, distance in centimeters Figure 7 Corrosion potential mapping, distance in centimeters Corrosion potential mapping, distance in centimeters Page 20/20
|
https://openalex.org/W2143882751
|
https://hal.science/hal-00661546/file/hess-16-1725-2012.pdf
|
English
| null |
Spatial and temporal variability of biophysical variables in southwestern France from airborne L-band radiometry
|
Hydrology and earth system sciences
| 2,012
|
cc-by
| 15,464
|
Spatial and temporal variability of biophysical variables
in Southwestern France from airborne L-band
radiometry Elena Zakharova, Jean-Christophe Calvet, Sébastien Lafont, Clément
Albergel, Jean-Pierre Wigneron, Mickaël Pardé, Yann H. Kerr, Mehrez Zribi To cite this version: Elena Zakharova, Jean-Christophe Calvet, Sébastien Lafont, Clément Albergel, Jean-Pierre Wigneron,
et al.. Spatial and temporal variability of biophysical variables in Southwestern France from airborne
L-band radiometry. Hydrology and Earth System Sciences, 2012, 16 (6), pp.1725-1743. 10.5194/hess-
16-1725-2012. hal-00661546 Distributed under a Creative Commons Attribution 4.0 International License Correspondence to: J.-C. Calvet (jean-christophe.calvet@meteo.fr) The presence of small wa-
ter bodies within the ISBA-A-gs grid cells tended to increase
the CAROLS SSM spatial variability, up to 0.10 m3 m−3. Also, the grid cells characterised by a high vegetation cover
heterogeneity presented higher standard deviation values, for
both SSM and VOD. Correspondence to: J.-C. Calvet (jean-christophe.calvet@meteo.fr) Correspondence to: J.-C. Calvet (jean-christophe.calvet@meteo.fr) Received: 5 January 2012 – Published in Hydrol. Earth Syst. Sci. Discuss.: 17 January 2012
Revised: 30 May 2012 – Accepted: 31 May 2012 – Published: 25 June 2012 Received: 5 January 2012 – Published in Hydrol. Earth Syst. Sci. Discuss.: 17 January 2012
Revised: 30 May 2012 – Accepted: 31 May 2012 – Published: 25 June 2012 Received: 5 January 2012 – Published in Hydrol. Earth Syst. Sci. Discuss.: 17 January 2012
Revised: 30 May 2012 – Accepted: 31 May 2012 – Published: 25 June 2012 Abstract. In 2009 and 2010 the L-band microwave Coopera-
tive Airborne Radiometer for Ocean and Land Studies (CAR-
OLS) campaign was performed in southwestern France to
support the calibration and validation of the new Soil Mois-
ture and Ocean Salinity (SMOS) satellite mission. The L-
band Microwave Emission of the Biosphere (L-MEB) model
was used to retrieve surface soil moisture (SSM) and the veg-
etation optical depth (VOD) from the CAROLS brightness
temperature measurements. The CAROLS SSM was com-
pared with in situ observations at 11 sites of the SMOSMA-
NIA (Soil Moisture Observing System-Meteorological Au-
tomatic Network Integrated Application) network of M´et´eo-
France. For eight of them, significant correlations were ob-
served (0.51 ≤r ≤0.82), with standard deviation of differ-
ences ranging from 0.039 m3 m−3 to 0.141 m3 m−3. Also, the
CAROLS SSM was compared with SSM values simulated by
the A-gs version of the Interactions between Soil, Biosphere
and Atmosphere (ISBA-A-gs) model along 20 flight lines,
at a resolution of 8 km × 8 km. A significant spatial corre-
lation between these two datasets was observed for all the
flights (0.36 ≤r ≤0.85). The CAROLS VOD presented sig-
nificant spatial correlations with the vegetation water content
(VWC) derived from the spatial distribution of vegetation
types used in ISBA-A-gs and from the Leaf Area Index (LAI)
simulated for low vegetation. On the other hand, the CAR-
OLS VOD presented little temporal changes, and no tempo-
ral correlation was observed with the simulated LAI. For low
vegetation, the ratio of VOD to VWC tended to decrease,
from springtime to summertime. The ISBA-A-gs grid cells (8 km × 8 km) were sampled every 5 m by CAROLS obser-
vations, at a spatial resolution of about 2 km. For 83 % of the
grid cells, the standard deviation of the sub-grid CAROLS
SSM was lower than 0.05 m3 m−3. 1
Introduction Biophysical variables, such as soil moisture, Leaf Area In-
dex (LAI), and vegetation biomass, need to be monitored for
applications in ecohydrology, hydrometeorology and agrocli-
matology, at global and regional scales. Soil moisture plays
an important role in hydrological models, controlling the soil
drainage and the surface runoff. It is also a crucial variable
for land surface models (LSM), as it regulates the water and
energy surface fluxes (e.g. Mohr et al., 2000). Finally, the
seasonal dynamics of vegetation properties, such as LAI,
is connected to soil moisture dynamics (Kochendorfer and
Ramirez, 2010). This is particularly true in regions affected
by droughts, where water is a limiting factor of plant growth
(Porporato and Rodriguez-Iturbe, 2002). Developing obser-
vation capacities able to monitor the spatial and temporal
variability of vegetation and soil moisture characteristics at HAL Id: hal-00661546
https://hal.science/hal-00661546v1
Submitted on 28 Dec 2015 L’archive ouverte pluridisciplinaire HAL, est
destinée au dépôt et à la diffusion de documents
scientifiques de niveau recherche, publiés ou non,
émanant des établissements d’enseignement et de
recherche français ou étrangers, des laboratoires
publics ou privés. HAL is a multi-disciplinary open access
archive for the deposit and dissemination of sci-
entific research documents, whether they are pub-
lished or not. The documents may come from
teaching and research institutions in France or
abroad, or from public or private research centers. Distributed under a Creative Commons Attribution 4.0 International License Hydrology and
Earth System
Sciences Hydrol. Earth Syst. Sci., 16, 1725–1743, 2012
www.hydrol-earth-syst-sci.net/16/1725/2012/
doi:10.5194/hess-16-1725-2012
© Author(s) 2012. CC Attribution 3.0 License. Hydrology and
Earth System
Sciences E. Zakharova et al.: Spatial and temporal variability of biophysical variables in southwestern France 1726 egional scale, is needed for ecohydrology research (Wang
al., 2012). parameters of the L-band Microwave Emission of the Bio-
sphere model (L-MEB) (Bircher et al., 2012). The L-MEB a regional scale, is needed for ecohydrology research (Wang
et al., 2012). parameters of the L-band Microwave Emission of the Bio-
sphere model (L-MEB) (Bircher et al., 2012). The L-MEB
model simulates the L-band emission of the soil-plant sys-
tem (Wigneron et al., 2007), and the SMOS SSM retrieval
algorithm is based on the inversion of L-MEB. The L-MEB
SSM retrieval capability was extensively tested in homoge-
neous vegetation cover conditions (Grant et al., 2008; Saleh
et al., 2007; Wigneron et al., 2007; Guglielmetti et al., 2008). Panciera et al. (2008, 2009) found that after site-specific cali-
bration of the vegetation and roughness parameters, the SSM
retrieval accuracy can be better than 0.048 m3 m−3 for crops
and grasslands. After the launch of SMOS, there is now a
need to assess the accuracy of SSM retrievals for various
ground properties and vegetation types in the framework of
the calibration/validation of the instrument. This remote sensing study investigates the joint soil mois-
ture and vegetation growth dynamics using the L-band Co-
operative Airborne Radiometer for Ocean and Land Stud-
ies (CAROLS, Zribi et al., 2011). The analysis is based
on a very high number of flights (20 flights covering the
same transect), in situ soil moisture observations, and sim-
ulated biophysical variables. The CAROLS campaign was
performed in the framework of the calibration/validation of
the SMOS (Soil Moisture and Ocean Salinity) spaceborne ra-
diometer operating at L-band (Kerr et al., 2001). Over land,
the main product of SMOS is surface soil moisture (SSM). The multi-angular bipolarized observations of SMOS permit
the retrieval of the vegetation optical depth (VOD), in addi-
tion to SSM (Wigneron et al., 1995; Lee et al., 2002; Pel-
larin et al., 2003a). The satellite-derived SSM or soil wet-
ness index (SWI) products from passive (e.g. E. Zakharova et al.: Spatial and temporal variability of biophysical variables in southwestern France the Advanced
Microwave Scanning Radiometer on EOS – AMSR-E) and
active (the Advanced Scatterometer – ASCAT, and the Euro-
pean Remote Sensing Satellite Scatterometer – ERS-Scat) C-
band microwave sensors were recently validated over south-
western France (Albergel et al., 2009; Pellarin et al., 2006;
R¨udiger et al., 2009), Western Africa (Gruhier et al., 2010;
de Rosnay et al., 2009), Canada and Ukraine (Wagner et
al., 1999a,b), China (Zhao et al., 2008), the United States
of America (Drusch et al., 2004) and Australia (Draper et al.,
2007). Microwave sensors operating at low frequencies (1–
10 GHz) are particularly useful for SSM monitoring. Com-
pared to higher frequencies, low frequencies are able to
sample thicker surface soil layers. Moreover, the vegetation
masking effect are less pronounced, and atmospheric effects
are weaker (Wagner et al., 2007). Besides SSM, the retrieval algorithm based on L-MEB
produces a L-band VOD. In this study, VOD is defined as
the effective zenith (i.e. nadir) opacity of the vegetation (“τ”,
dimensionless) in the microwave domain. A number of stud-
ies have shown the usefulness of VOD values retrieved from
C-band or X-band satellite microwave brightness tempera-
tures (Liu et al., 2007, 2011; Jones et al., 2011; Miralles et
al., 2011). At L-band, this quantity can be produced by the
inversion of the simplified “τ −ω” approach used in the L-
MEB model (Wigneron et al., 2007). When VOD = 0, there
is no vegetation attenuation of the soil microwave emission. The VOD value tends to increase with the vegetation water
content (VWC, in kg m−2). From L-band to X-band, VOD
is proportional to VWC and to frequency (f ) (Jackson and
Schmugge, 1991; Schmugge and Jackson, 1992; Kerr and
Wigneron, 1995; Njoku and Chan, 2006). The VOD value is
often expressed as VOD = b VWC, with b = A ε′′
S f (Kirdya-
shev et al., 1979), where the value of A is related to the
canopy structure, and ε′′
S is the imaginary part of the dielec-
tric constant of saline water in the vegetation. The latter de-
pends only slightly on temperature, at the low salinity lev-
els generally observed in plants. At low frequencies, it is
often assumed that the A × ε′′
S product does not vary much
from one vegetation type to another and across frequency
values, and that b is proportional to f . Published by Copernicus Publications on behalf of the European Geosciences Union. Published by Copernicus Publications on behalf of the European Geosciences Union. E. Zakharova et al.: Spatial and temporal variability of biophysical variables in southwestern France E. Zakharova et al.: Spatial and temporal variability of biophysical variables in southwestern France E. Zakharova et al.: Spatial and temporal variability of biophysical variables in southwestern France 1727 Fig. 1. Atlantic-Mediterranean transect and location of SMOSMA-
NIA stations (background is a Landsat GeoCover Mosaics). southwestern France and in Spain (Zribi et al., 2011; Pard´e et
al., 2011a). Albergel et al. (2011) showed the good sensitiv-
ity of the CAROLS L-band brightness temperatures (Tb) to
the SSM variability at 11 stations of the SMOSMANIA soil
moisture network (Calvet et al., 2007; Albergel et al., 2008),
with an average Pearson correlation coefficient of −0.76 at
nadir. However, radio frequency interferences (RFI) affected
the CAROLS observations (Albergel et al., 2011; Pard´e et
al., 2011a; Zribi et al., 2011). southwestern France and in Spain (Zribi et al., 2011; Pard´e et
al., 2011a). Albergel et al. (2011) showed the good sensitiv-
ity of the CAROLS L-band brightness temperatures (Tb) to
the SSM variability at 11 stations of the SMOSMANIA soil
moisture network (Calvet et al., 2007; Albergel et al., 2008),
with an average Pearson correlation coefficient of −0.76 at
nadir. However, radio frequency interferences (RFI) affected
the CAROLS observations (Albergel et al., 2011; Pard´e et
al., 2011a; Zribi et al., 2011). ,
;
,
)
In this study, the temporal and spatial variability of the
SSM and VOD values retrieved by L-MEB from 2009 and
2010 springtime CAROLS Tb observations in southwest-
ern France is investigated. Details on the parameterisation
of the L-MEB model are given in Pard´e et al. (2011b). In
a first stage, post-processing techniques are used to limit
the detrimental impact on the retrievals of RFI and open
water surfaces. Then, the accuracy of the SSM retrievals
is assessed using in situ SSM observations at 11 instru-
mented sites. The CAROLS SSM and VOD transects are
compared with SSM and Leaf Area Index (LAI) simulations
of the CO2-responsive version of the Interactions between
Soil, Biosphere and Atmosphere (ISBA-A-gs) model, over
8 km × 8 km grid cells. Fig. 1. Atlantic-Mediterranean transect and location of SMOSMA-
NIA stations (background is a Landsat GeoCover Mosaics). instrument allowed oversampling the swath, with an along-
track spatial resolution of about 5 m. The transect between
the Bay of Biscay and the Mediterranean Sea was about
385 km, and the complete flights were covered in 3 h. 2.1.1
The CAROLS instrument 2.1.1
The CAROLS instrument Four flights (18 and 27 May 2009, 4 and 22 June 2010)
were performed in the late afternoon (between 18:00 UTC
and 20:00 UTC). All the other flights were performed in the
morning (between 05:00 UTC and 08:00 UTC). The flights
did not cover mountainous areas, and the surface altitude var-
ied between 0 m a.s.l. and 400 m a.s.l. The CAROLS L-band microwave radiometer is fully polari-
metric and has two antennas: one looking at nadir and a side-
looking antenna slanting with an incidence angle of 33.5◦. The sampling frequency range is 1.401–1.426 GHz, and an
advanced analogue filter permits the suppression of the main
RFI affecting the Tb. The instrument sensitivity is 0.1 K for
1s integration time, and the stability is better than 0.1 K over
15 min. The internal calibration is achieved by load and noise
diodes. The radiometer was calibrated during test flights per-
formed in November 2008 (Zribi et al., 2011). The transect can be divided into three main areas: – the Atlantic lowland plain, between 1◦W and 0.2◦W,
corresponding to Les Landes pine forest, on sandy soils
(with sand fractions of about 90 %). E. Zakharova et al.: Spatial and temporal variability of biophysical variables in southwestern France In 2009, six CAROLS flights were conducted over south-
western France between 28 April and 27 May, and all of them
are used in this study. While half of them (28 April, 15 and
27 May) covered the whole transect, the others (18, 20 and
26 May) only covered the Toulouse-Atlantic coast transect
(225 km long). Moreover, 14 flights performed in 2010, cov-
ering the full transect between 15 April and 1 July, are used
in this study. 2.1.2
The 2009 and 2010 flights in southwestern France – the Garonne plain, between 0.2◦W and 2.1◦E, cor-
responding to hilly Armagnac, Garonne terraces and
Lauragais regions: It is characterized by undulating ter-
rain, intersected by numerous rivers, and mainly cov-
ered by croplands (e.g. wheat and irrigated maize), by
grassland and forest patches over the steepest slopes,
and with areas covered by vineyards. This part of the
transect presents the highest altitudes (from 150 m to
380 m). The loamy soils are characterised by a higher
clay content (20–30 %), in comparison with the sur-
rounding regions, and a sand fraction ranging between
20 % and 30 %. The CAROLS microwave Tb airborne measurements were
carried out from the French ATR-42 research aircraft, to-
gether with infrared temperature (TIR) observations per-
formed by a CIMEL radiometer. The flights consisted of
straight lines between Toulouse and the Atlantic coast (Bay
of Biscay), then to the Mediterranean coast, and back to
Toulouse (Fig. 1). The observations were performed at an al-
titude of 2000 m a.s.l. (above sea level), and the ground foot-
print sizes of the nadir and side-looking antennas were about
1.4 km and 2.1 km, respectively (Albergel et al., 2011). The
areas observed by the two antennas formed a swath with a
mean width of about 3 km. The high acquisition rate of the Hydrol. Earth Syst. Sci., 16, 1725–1743, 2012 E. Zakharova et al.: Spatial and temporal variability of biophysical variables in southwestern France For example, the fre-
quency used by the SMOS radiometer is 1.42 GHz (L-band)
and the C-band and X-band channels of AMSR-E correspond
to 6.925 GHZ and 10.65 GHz, respectively. Therefore, if one
assumes that f dominates the VOD response to VWC, VOD
is about 5 times more sensitive to VWC at C-band than at L-
band, even more at X-band. Using ground multi-frequency
passive microwave observations, Calvet et al. (2011) have
shown that C-band and X-band are more appropriate than L-
band to monitor the VWC of a wheat field, with VWC values
up to 3 kg m−2 at the end of May. This is consistent with the
lower sensitivity of VOD to changes in VWC (i.e. the lower
b value) at L-band. The high capability of SSM retrieval at L-band (1–2 GHz)
was demonstrated by several studies (e.g. Wigneron et al.,
2002; Kerr et al., 2001; de Rosnay et al., 2006; Calvet et
al., 2011). The first ground-based studies dedicated to soil
moisture measurement at L-band started in the 1970s (Njoku
and Kong, 1977). Later, they were complemented by airborne
measurements (Jackson et al., 1986; Schmugge et al., 1992;
Chanzy et al., 1997), which finally led to the development
the SMOS (Soil Moisture and Ocean Salinity) spaceborne
instrument operating at L-band (Kerr et al., 2001). p
g
A number of field experiments (CoSMOS, SMOSREX,
VAS, MELBEX-1, ELBARA-ETH) (Saleh et al., 2007,
2009; Cano et al., 2010) were carried out in order to pre-
pare the SMOS mission. In addition, several airborne cam-
paigns were performed to assess SSM retrieval over large ar-
eas: EuroSTARRS in France and Spain (Saleh et al., 2004),
NAFE/CoSMOS in Australia (Panciera et al., 2008), EA-
GLE2006 in Germany (Su et al., 2009), HOBE in Den-
mark (Bircher et al., 2012). These studies showed that the
response of L-band brightness temperatures to SSM is af-
fected by biomass conditions (Saleh et al., 2004). They also
showed the importance of specific biome calibration of the One of the more recent airborne campaigns dedicated to
SMOS is the CAROLS experiment, co-funded by CNES
and ESA. CAROLS was performed in 2009 and 2010 in www.hydrol-earth-syst-sci.net/16/1725/2012/ www.hydrol-earth-syst-sci.net/16/1725/2012/ Hydrol. Earth Syst. Sci., 16, 1725–1743, 2012 2.1.3
SSM and VOD retrievals As illustrated by Fig. 2, a number of unrealistic SSM val-
ues, close to 1 m3 m−3 or higher than 1 m3 m−3, as well as
a lot of smaller peaks are obtained. The spatial analysis of
the successful SSM retrievals shows that the perturbation of
SSM values are obtained over areas where (1) very low Tb
values and/or (2) significant differences between nadir V- and
H-polarized Tb are observed (TbV and TbH, respectively). In order to improve the retrievals, a post-processing filter-
ing technique was applied to the data set. Two methods were
used: (1) a physical method based on the fact that TbH and
TbV should be close at nadir and (2) a statistical method us-
ing 2-D histograms. The SSM and VOD values were retrieved from the
biangular/dual-polarized L-band CAROLS Tb measure-
ments, inverting the most recent version of the L-MEB model
(Panciera et al., 2008; Pard´e et al., 2011a,b). According to the
Fresnel law, TbV and TbH values are confounded at nadir,
and only three independent Tb values are used in the inver-
sion: Tb at nadir, and slant (33.5◦) TbV and TbH. The present
version uses the Dobson model (Dobson et al., 1985) of the
soil microwave dielectric properties. The soil roughness is
accounted for using the Wang and Choudhury (1981) model,
based on two parameters: h and Q. The Q parameter is set
to zero, and the h parameter is related to SSM as proposed
by Saleh et al. (2007) for a grassland site in southwestern
France, and applied by Pard´e et al. (2011b) to the CAROLS
data: The physical method was based on the paired view analy-
sis of TbV and TbH at nadir. According to the Fresnel law,
the surface emissivities at vertical and horizontal polariza-
tions are equal at nadir. Therefore, the difference between
nadir TbH and nadir TbV (1Tb) should not deviate much
from zero. It was assumed that all the retrievals correspond-
ing to 1Tb values higher or lower than ±2 standard devia-
tions (calculated using all 20 flights) were affected by RFI. Filtering the data using this criterion removed many peaks
around the largest urban areas. h = 1.3 −1.13 × SSM
(1) (1) h = 1.3 −1.13 × SSM (1) h = 1.3 −1.13 × SSM with SSM in units of m3 m−3. with SSM in units of m3 m−3. E. Zakharova et al.: Spatial and temporal variability of biophysical variables in southwestern France 1728 – the Mediterranean plain, between 2.1◦E and 3.3◦E is
flat and the vegetation cover is contrasted, with forest
patches alternating with sparse vegetation, dry shrubs,
and vineyards. In the easternmost part the soils are more
sandy, with sand fractions ranging from 40 % to 50 %. and their detection, were described in detail by Pard´e et
al. (2011a) and Zribi et al. (2011). Before applying the SSM
and VOD retrieval algorithm, a method of detection and mit-
igation of the undesirable effects of RFI was applied to the
CAROLS Tb dataset by Pard´e et al. (2011a). The analysis of
the SSM and VOD products performed in this study showed
that further RFI filtering is needed. 2.1.3
SSM and VOD retrievals The vegetation contribution is computed using the τ −ω
approach, where τ represents VOD, and ω represents the sin-
gle scattering albedo of the vegetation, assumed to be close to
zero (Wigneron et al., 2007). The effective temperature (Teff)
contribution is approximated as The statistical method was based on the analysis of TbH
vs. TbV at 33.5◦for the 2009 flights (Fig. 3). A density-based
clustering of the data (Jain et al., 1999) was applied to con-
tour a main cluster A (Fig. 3), and remove the data outside
this cluster. The detection of the cluster borders depends on
a density threshold, which was determined using the 2009
data, in order to optimize the spatial correlation between the
retrieved and the modelled SSM values. The same threshold
was used for the 2010 data. Teff = Tdepth +
TIR −Tdepth
× (SSM/w)β
(2) (2) where Tdepth is the ground temperature at a depth of 30 cm
measured at the meteorological stations of the SMOSMA-
NIA network (see Sect. 2.2) and then interpolated along
the aircraft transect, and TIR is the infrared temperature,
remotely sensed from the aircraft. The w and β parame-
ters have constant values: 0.30 m3 m−3 and 0.3, respectively
(Grant et al., 2008; Wigneron et al., 2007, 2008). The soil
properties like the sand and clay contents used in the model
are derived from the SMOSMANIA auxiliary dataset (Al-
bergel et al., 2008) linearly interpolated along the CAROLS
flight transect. The spatial analysis of the outliers corresponding to high
TbH and to high TbV values (B and C subsets of Fig. 3, re-
spectively) indicates that they are caused by unmitigated RFI
perturbations close to urban areas (not shown). The D cluster
corresponds to low values of both TbH and TbV, observed
in regions presenting a high density of water bodies (not
shown). In order to further reduce the impact of open water
surfaces, we have arbitrarily excluded the cluster A measure-
ments corresponding to TbH values less than 220 K. It re-
moved all the unrealistic SSM higher than 1 m3 m−3 (Fig. 2). The application of the above-mentioned post-processing fil-
tering techniques improved significantly the overall quality
of the SSM and VOD retrieval data set. www.hydrol-earth-syst-sci.net/16/1725/2012/ www.hydrol-earth-syst-sci.net/16/1725/2012/ E. Zakharova et al.: Spatial and temporal variability of biophysical variables in southwestern France 2.2
SMOSMANIA stations At each station, the soil moisture acquisition is done ev-
ery 12 min by four ThetaProbe ML2X instruments at 5 cm,
10 cm, 20 cm and 30 cm depths. Soil temperature is measured
at the same depths. The soil moisture dataset is available on-
line at http://www.ipf.tuwien.ac.at/insitu/. The observations
from this network were extensively used for the validation of
modelled and satellite-derived soil moisture (Albergel et al.,
2008, 2009, 2010, 2011; Parrens et al., 2012). The SSM retrievals were validated using in situ observa-
tions of the Soil Moisture Observing System – Meteorolog-
ical Automatic Network Integrated Application (SMOSMA-
NIA) network (Calvet et al., 2007). This network consists
of 21 stations in southern France, of which 12 have been
operating in southwestern France since January 2007. It is
based on the existing automatic weather station network of
M´et´eo-France, and soil moisture profiles are monitored, in
addition to standard hydrometeorological observations (pre-
cipitation, air temperature, air humidity, wind speed). The
stations form a transect between the Atlantic coast and the
Mediterranean sea (Fig. 1) and sample soil moisture un-
der contrasting climatic conditions (Albergel et al., 2008). 2.1.4
Mitigation of perturbing factors In southwestern France the CAROLS microwave measure-
ments are affected by RFI and by the presence of water
bodies. Albergel et al. (2011) had to filter out about half of
CAROLS Tb observations affected by RFI, over 11 SMOS-
MANIA sites. The RFI tend to increase the Tb values and
undetected RFI may result in the underestimation of SSM
and/or in the overestimation of VOD. The structure and qual-
ity of the CAROLS observations, as well as the RFI sources www.hydrol-earth-syst-sci.net/16/1725/2012/ www.hydrol-earth-syst-sci.net/16/1725/2012/ Hydrol. Earth Syst. Sci., 16, 1725–1743, 2012 E. Zakharova et al.: Spatial and temporal variability of biophysical variables in southwestern France va et al.: Spatial and temporal variability of biophysical variables in southwestern France 1729 E. Zakharova et al.: Spatial and temporal variability of biophysical variables in southwestern France
1729
Fig. 2. Spatial variability of (A) CAROLS TbH (green) and TbV (black) at nadir, (B) CAROLS brightness temperature difference (TbV–
TbH) at nadir, and (C) CAROLS surface soil moisture (SSM), for 28 April 2009. Red dots represent the SSM data after the post-processing
filtering. Fig. 2. Spatial variability of (A) CAROLS TbH (green) and TbV (black) at nadir, (B) CAROLS brightness temperature difference (TbV–
TbH) at nadir, and (C) CAROLS surface soil moisture (SSM), for 28 April 2009. Red dots represent the SSM data after the post-processing
filtering. 2.3
ISBA-A-gs surface soil moisture and LAI
simulations In order to assess the ability of the CAROLS measurements
to represent the spatial and temporal variability of SSM
and VOD, the retrievals were compared with SSM and LAI Hydrol. Earth Syst. Sci., 16, 1725–1743, 2012 www.hydrol-earth-syst-sci.net/16/1725/2012/ www.hydrol-earth-syst-sci.net/16/1725/2012/ www.hydrol-earth-syst-sci.net/16/1725/2012/ (4) for the flights presenting a significant
spatial correlation between VWC and VOD, with VWC and
VOD estimates derived from ISBA-A-gs and from CAROLS,
respectively, for grid cells with a fraction of woody vege-
tation higher than 70 %, and with a fraction of low vegeta-
tion higher than 80 %, respectively (see Sect. 3.2.2). Using
these average values of bhigh and blow, aggregated bottom-up
VOD values can be calculated from the ISBA-A-gs model for
each flight: the VWC and VOD values derived from Eqs. (3)–
(4) for low and for high vegetation are aggregated over each
ISBA-A-gs grid cell using a linear mixing equation based on
the ECOCLIMAP-II vegetation fractions. The SSM and LAI simulations were carried out using
the SURFEX (SURFace Externalis´ee) platform developed at
M´et´eo-France. ISBA-A-gs is a version of the ISBA LSM that
includes a photosynthesis and a plant growth model (Cal-
vet et al., 1998, 2004; Calvet, 2000; Calvet and Soussana,
2001). The simulations were driven by the SAFRAN analy-
sis of surface meteorological variables (Durand et al., 1993;
Quintana-Segui et al., 2008), and the spatial distribution of
the model parameters was based on ECOCLIMAP-II (Mas-
son et al., 2003; Faroux et al., 2009). The ISBA-A-gs version used in this study simulates three
soil layers. The simulated SSM corresponds to the modelled
surface soil layer, about 1 cm thick. The sub-grid heterogene-
ity is represented by aggregating the simulations performed
for the various surface types found in the grid cell, according
to the surface type fractions provided by ECOCLIMAP-II
(Faroux et al., 2009; Brut et al., 2009). Also, this allows to
provide separate estimates of SSM and LAI for high (trees)
and low (grasslands and crops) vegetation types. www.hydrol-earth-syst-sci.net/16/1725/2012/ Hydrol. Earth Syst. Sci., 16, 1725–1743, 2012 E. Zakharova et al.: Spatial and temporal variability of biophysical variables in southwestern France E. Zakharova et al.: Spatial and temporal variability of biophysical variables in southwestern France 1730 Fig. 3. Side-looking antenna TbV vs. TbH for the six CAROLS
flights in 2009. The measurements outside of the red contour were
removed from the analysis. The A–D letters correspond to data
clusters in the TbH–TbV space. The main cluster A (except for
TbH < 220 K) corresponds to the data analyzed in Sects. 3–4. Clus-
ters B–D correspond to observations excluded from the dataset:
B and C are related to unmitigated RFI perturbations close to ur-
ban areas; D is related to a high density of water bodies. crops) could be estimated as VWClow = 0.5 × LAI, in units
of kg m−2. For high (forest) canopies they set constant val-
ues of VWChigh, as at L-band this quantity depends mostly
on the water content of the branches. The latter was estimated
by Pellarin et al. (2003a) as 3 kg m−2 and 4 kg m−2 for conif-
erous and deciduous trees, respectively. As lower branch wa-
ter content values were reported by Grant et al. (2008) for
European forests, the 1.5 kg m−2 and 3 kg m−2 VWC values
are used in this study for coniferous and deciduous trees, re-
spectively. Using the LAI simulated by ISBA-A-gs for low
vegetation, and the ECOCLIMAP-II forest fraction, the veg-
etation water content affecting the L-band land emission for
low and high vegetation (in kg m−2) is estimated along the
aircraft transect as Fig. 3. Side-looking antenna TbV vs. TbH for the six CAROLS
flights in 2009. The measurements outside of the red contour were
removed from the analysis. The A–D letters correspond to data
clusters in the TbH–TbV space. The main cluster A (except for
TbH < 220 K) corresponds to the data analyzed in Sects. 3–4. Clus-
ters B–D correspond to observations excluded from the dataset:
B and C are related to unmitigated RFI perturbations close to ur-
ban areas; D is related to a high density of water bodies. VWClow = 0.5 × LAIlow
(3a)
VWChigh = 1.5 × αconif + 3 × αdecid
(3b) (3a) (3b) where LAIlow is the LAI of low vegetation in a given grid
cell, and αconif and αdecid are coniferous and deciduous for-
est fractions, respectively. www.hydrol-earth-syst-sci.net/16/1725/2012/ As shown by Eq. (3b), VWChigh
does not depend on LAI and does not present seasonal vari-
ations. This is coherent with ground observations of the L-
band microwave emission of forest canopies showing little
or no change across seasons (e.g. Guglielmetti et al., 2008;
Grant et al., 2008). Finally, VOD can be derived from VWC
as simulations produced by the ISBA-A-gs LSM, at a spatial
resolution of 8 km × 8 km. as Prior to the comparison, the airborne observations were
averaged within each ISBA-A-gs grid cell crossed by the
flight line. As Tb values are very sensitive to open water
surfaces, the grid cells with water fraction more than 0.8 %
(corresponding to a total open water area of 0.5 km2) were
removed. VODlow = blow VWClow
(4a)
VODhigh = bhigh VWChigh
(4b) (4a) VODlow = blow VWClow
(4a) VODhigh = bhigh VWChigh
(4b) (4b) where blow and bhigh are constant values, for a given vegeta-
tion type. Pellarin et al. (2003a) proposed blow values rang-
ing from 0.15 to 0.20 m2 kg−1 for low vegetation (crops and
grasslands, respectively), and bhigh = 0.33 m2 kg−1. Grant et
al. (2008) found a bhigh value of 0.4 m2 kg−1 for 26-yr-old
pine trees. Also, values of bhigh and blow can be obtained
by inverting Eq. (4) for the flights presenting a significant
spatial correlation between VWC and VOD, with VWC and
VOD estimates derived from ISBA-A-gs and from CAROLS,
respectively, for grid cells with a fraction of woody vege-
tation higher than 70 %, and with a fraction of low vegeta-
tion higher than 80 %, respectively (see Sect. 3.2.2). Using
these average values of bhigh and blow, aggregated bottom-up
VOD values can be calculated from the ISBA-A-gs model for
each flight: the VWC and VOD values derived from Eqs. (3)–
(4) for low and for high vegetation are aggregated over each
ISBA-A-gs grid cell using a linear mixing equation based on
the ECOCLIMAP-II vegetation fractions. where blow and bhigh are constant values, for a given vegeta-
tion type. Pellarin et al. (2003a) proposed blow values rang-
ing from 0.15 to 0.20 m2 kg−1 for low vegetation (crops and
grasslands, respectively), and bhigh = 0.33 m2 kg−1. Grant et
al. (2008) found a bhigh value of 0.4 m2 kg−1 for 26-yr-old
pine trees. Also, values of bhigh and blow can be obtained
by inverting Eq. 3.1
CAROLS SSM validation at the SMOSMANIA
stations In this study, the CAROLS-derived VOD was compared with
the version 1 of the GEOLAND2 LAI product (Baret et al.,
2012). This product is based on an algorithm trained with two
satellite data streams: MODIS, and SPOT/VEGETATION. The fused algorithm uses the SPOT/VEGETATION data to
produce the final LAI values. The initial 10-day, 1 × 1 km
satellite-derived LAI product was resampled to the SAFRAN
8 × 8 km spatial resolution for the 2009 and 2010 years. In order to evaluate the accuracy of the airborne L-band SSM
retrievals, the latter were compared with in situ soil moisture
observations performed at a depth of 5 cm at the 12 SMOS-
MANIA stations located in southwestern France (Fig. 4 and
Table 1). It must be noted that the L´ezignan-Corbi`eres sta-
tion (LZC) did not provide SSM observations during the air-
borne campaign of 2010. Therefore, only 11 stations are con-
sidered. For this comparison, the SSM retrievals were aver-
aged over a 10 km radius zone around each station. Signif-
icant correlations (p-value < 0.05) between airborne and in
situ observations are found for 8 out of 11 stations. For the
three other stations, Sabres (SBR), Peyrusse-Grande (PRG)
and Condom (CDM), discrepancies are observed and the cor-
relation of the CAROLS SSM retrievals with ground obser-
vations is not significant (Table 1). More often than not, at
PRG and CDM stations, the CAROLS SSM retrievals are
lower than the in situ data (Fig. 4). However, PRG presents
one SSM retrieval much higher than the in situ observations,
and the mean bias is slightly negative, in conjunction with a
high SDD value of 0.18 m3 m−3. E. Zakharova et al.: Spatial and temporal variability of biophysical variables in southwestern France E. Zakharova et al.: Spatial and temporal variability of biophysical variables in southwestern France va et al.: Spatial and temporal variability of biophysical variables in southwestern France E. Zakharova et al.: Spatial and temporal variability of biophysical variables in southwestern France 1731 Table 1. Comparison of SSM time series for (from left to right) SMOSMANIA vs. CAROLS, CAROLS vs. ISBA-A-gs, and ISBA-A-gs
vs. SMOSMANIA. The Pearson correlation coefficient (r), p-value, RMSD, bias (SMOSMANIA minus CAROLS, CAROLS minus ISBA-
A-gs, ISBA-A-gs minus SMOSMANIA, respectively) and the standard deviation of differences (SDD) are given for the pooled 2009 and
2010 CAROLS flights. Table 1. Comparison of SSM time series for (from left to right) SMOSMANIA vs. CAROLS, CAROLS vs. ISBA-A-gs, and ISBA-A-gs
vs. SMOSMANIA. The Pearson correlation coefficient (r), p-value, RMSD, bias (SMOSMANIA minus CAROLS, CAROLS minus ISBA-
A-gs, ISBA-A-gs minus SMOSMANIA, respectively) and the standard deviation of differences (SDD) are given for the pooled 2009 and
2010 CAROLS flights. Station
r
p-value
RMSD
Mean bias
SDD
Nobs
(m3 m−3)
(m3 m−3)
(m3 m−3)
SBR
0.36/0.54/0.69
NS/∗/∗∗∗
0.069/0.064/0.069
−0.024/−0.034/0.058
0.065/0.056/0.037
20
URG
0.56/0.50/0.64
∗/∗/∗∗
0.212/0.077/0.168
0.195/−0.046/−0.149
0.085/0.063/0.080
20
CRD
0.66/0.55/0.68
∗∗/∗/∗∗∗
0.102/0.069/0.092
−0.080/−0.005/0.085
0.063/0.069/0.036
20
PRG
0.23/0.58/0.67
NS/∗∗/∗∗
0.175/0.157/0.067
−0.012/−0.028/0.040
0.175/0.157/0.055
17
CDM
0.41/0.61/0.61
NS/∗∗/∗∗
0.134/0.090/0.085
0.088/−0.018/−0.070
0.101/0.090/0.050
17
LHS
0.62/0.73/0.59
∗∗/∗∗∗/∗∗
0.108/0.101/0.064
0.030/−0.009/−0.021
0.105/0.101/0.062
20
SVN
0.51/0.46/0.58
∗/∗/∗∗
0.212/0.213/0.068
−0.159/0.154/0.005
0.141/0.150/0.068
20
MNT
0.82/0.63/0.64
∗∗∗/∗∗/∗∗
0.121/0.067/0.150
0.113/0.032/−0.144
0.044/0.060/0.044
17
SFL
0.67/0.74/0.53
∗∗/∗∗∗/∗
0.073/0.066/0.074
−0.017/−0.018/0.029
0.071/0.065/0.069
17
MTM
0.80/0.72/0.54
∗∗∗/∗∗/∗
0.066/0.064/0.039
0.038/−0.031/−0.012
0.054/0.057/0.038
17
LZC
–
–
–
–
–
2
NBN
0.67/0.60/0.66
∗∗/∗/∗∗
0.039/0.044/0.043
−0.006/−0.020/0.023
0.039/0.040/0.036
17
Average
0.57/0.61/0.62
–
0.119/0.097/0.084
0.015/−0.002/−0.014
0.086/0.083/0.052
–
NS – non significant; ∗, ∗∗, ∗∗∗stand for p-value greater than 0.05, between 0.05 and 0.01, between 0.01 and 0.001, and below 0.001, respectively. (8 km × 8 km) may contain up to about 500 CAROLS re-
trievals. After the pre- and post-processing filtering, about
60 valid SSM and VOD retrievals are obtained, on average. This oversampling capability was used to investigate the sub-
grid variability of the model’s parameters in grid cells. following thresholds on p-values are used: (i) NS (non sig-
nificant) for p-value greater than 0.05, (ii) ∗between 0.05
and 0.01, (iii) ∗∗between 0.01 and 0.001, (iv) ∗∗∗be-
tween 0.001 and 0.0001 and (v) ∗∗∗∗below a value of 0.0001. 2.6
Metrics used for the comparison of the various data
sets In order to quantify the differences between two independent
estimates of the same quantity (SSM or VOD, either through
time at given locations, or throughout the CAROLS tran-
sect at given days), four scores are considered in this study:
the Pearson correlation coefficient (r), the root mean square
difference (RMSD), the standard deviation of differences
(SDD) and the Fisher’s F-test p-value. If the two estimates
to be compared present the same mean value, then SDD is
equal to RMSD. Otherwise, SDD is lower than RMSD as the
latter is impacted by the bias. The p-value indicates the sig-
nificance of the test: if it is small (e.g. below 0.05), it means
that the correlation is not a coincidence. In this study, the Hydrol. Earth Syst. Sci., 16, 1725–1743, 2012 www.hydrol-earth-syst-sci.net/16/1725/2012/ www.hydrol-earth-syst-sci.net/16/1725/2012/ 2.4
Investigating the ISBA-A-gs sub-grid variability
using the CAROLS retrievals The LAI simulations of ISBA-A-gs can be used, to some
extent, to estimate the VWC affecting the L-band land emis-
sion. In a study at a global scale, Pellarin et al. (2003a)
assumed that the VWC of low vegetation (grasslands and While the ground footprint of the CAROLS radiometer is
about 1.4 km at nadir, its along-track spatial resolution al-
lows sampling Tb every 5 m. Each ISBA-A-gs grid cell Hydrol. Earth Syst. Sci., 16, 1725–1743, 2012 www.hydrol-earth-syst-sci.net/16/1725/2012/ E. Zakharova et al.: Spatial and temporal variability of biophysical variables in southwestern France
1731
Table 1. Comparison of SSM time series for (from left to right) SMOSMANIA vs. CAROLS, CAROLS vs. ISBA-A-gs, and ISBA-A-gs
vs. SMOSMANIA. The Pearson correlation coefficient (r), p-value, RMSD, bias (SMOSMANIA minus CAROLS, CAROLS minus ISBA-
A-gs, ISBA-A-gs minus SMOSMANIA, respectively) and the standard deviation of differences (SDD) are given for the pooled 2009 and
2010 CAROLS flights. Station
r
p-value
RMSD
Mean bias
SDD
Nobs
(m3 m−3)
(m3 m−3)
(m3 m−3)
SBR
0.36/0.54/0.69
NS/∗/∗∗∗
0.069/0.064/0.069
−0.024/−0.034/0.058
0.065/0.056/0.037
20
URG
0.56/0.50/0.64
∗/∗/∗∗
0.212/0.077/0.168
0.195/−0.046/−0.149
0.085/0.063/0.080
20
CRD
0.66/0.55/0.68
∗∗/∗/∗∗∗
0.102/0.069/0.092
−0.080/−0.005/0.085
0.063/0.069/0.036
20
PRG
0.23/0.58/0.67
NS/∗∗/∗∗
0.175/0.157/0.067
−0.012/−0.028/0.040
0.175/0.157/0.055
17
CDM
0.41/0.61/0.61
NS/∗∗/∗∗
0.134/0.090/0.085
0.088/−0.018/−0.070
0.101/0.090/0.050
17
LHS
0.62/0.73/0.59
∗∗/∗∗∗/∗∗
0.108/0.101/0.064
0.030/−0.009/−0.021
0.105/0.101/0.062
20
SVN
0.51/0.46/0.58
∗/∗/∗∗
0.212/0.213/0.068
−0.159/0.154/0.005
0.141/0.150/0.068
20
MNT
0.82/0.63/0.64
∗∗∗/∗∗/∗∗
0.121/0.067/0.150
0.113/0.032/−0.144
0.044/0.060/0.044
17
SFL
0.67/0.74/0.53
∗∗/∗∗∗/∗
0.073/0.066/0.074
−0.017/−0.018/0.029
0.071/0.065/0.069
17
MTM
0.80/0.72/0.54
∗∗∗/∗∗/∗
0.066/0.064/0.039
0.038/−0.031/−0.012
0.054/0.057/0.038
17
LZC
–
–
–
–
–
2
NBN
0.67/0.60/0.66
∗∗/∗/∗∗
0.039/0.044/0.043
−0.006/−0.020/0.023
0.039/0.040/0.036
17
Average
0.57/0.61/0.62
–
0.119/0.097/0.084
0.015/−0.002/−0.014
0.086/0.083/0.052
–
NS – non significant; ∗, ∗∗, ∗∗∗stand for p-value greater than 0.05, between 0.05 and 0.01, between 0.01 and 0.001, and below 0.001, respectively. www.hydrol-earth-syst-sci.net/16/1725/2012/ E. Zakharova et al.: Spatial and temporal variability of biophysical variables in southwestern France 3.2
Observed and modelled spatial and temporal
variability of biophysical variables along the
CAROLS transect The ISBA-A-gs LSM simulates SSM, together with the root-
zone soil moisture, as prognostic variables. Also, the vege-
tation growth component of the model provides LAI simu-
lations. The simulated SSM and LAI are expected to corre-
late with the SSM and VOD values retrieved from the CAR-
OLS Tb, both temporally and spatially. Figure 5 presents
the SSM and LAI time series simulated by ISBA-A-gs, to-
gether with the precipitation provided by SAFRAN, over
the Atlantic-Mediterranean transect (Fig. 1), for the 2009–
2010 period. The three regions described in Sect. 2.1.2 can
be distinguished in both SSM and LAI time series. Higher
SSM values are simulated for the Garonne central part of the
transect, in relation to a higher soil water holding capacity. Higher LAI values are simulated over the Atlantic evergreen
Les Landes pine forest, at the western part of the transect
(3.5 m2 m−2 in April, at the beginning of the 2009 and 2010
CAROLS campaigns, and close to 5 m2 m−2 at the end of
May 2009 and June 2010). In the central and eastern parts of
the transect, the simulated LAI varies between 1.1 m2 m−2
and 4 m2 m−2, from the beginning to the end of the 2009 and
2010 CAROLS campaigns. The simulated leaf onset varies
from the end of February in Les Landes forest to the end
of March in other areas. Figure 5 also shows the satellite-
derived LAI values. The latter present lower and smoother
annual peak values than the simulated LAI. Fig. 5. Spatial and temporal variability of (A) precipitation
(SAFRAN reanalysis), (B) ISBA-A-gs surface soil moisture and
(C) ISBA-A-gs and satellite-derived LAI (solid and dashed lines,
respectively), during the 2009–2010 period, over the three regions
covered by the CAROLS Atlantic-Mediterranean transect (Atlantic,
Garonne, Mediterranean). Monthly values are plotted. more local precipitation events took place in different parts
of the transect. Figure 6 presents the retrieved CAROLS SSM along
the Atlantic-Mediterranean transect in contrasting 2009 and
2010 conditions (end of April and end of May), together with
the SSM simulated by ISBA-A-gs. At the end of April, the
CAROLS SSM values observed in 2009 are systematically
higher than the 2010 values. At the end of May, the CAR-
OLS SSM is higher in 2009 close to the Atlantic coast and
for the eastern part of the transect, and lower at the central
part of the transect. E. Zakharova et al.: Spatial and temporal variability of biophysical variables in southwestern France 1733 Fig. 5. Spatial and temporal variability of (A) precipitation
(SAFRAN reanalysis), (B) ISBA-A-gs surface soil moisture and
(C) ISBA-A-gs and satellite-derived LAI (solid and dashed lines,
respectively), during the 2009–2010 period, over the three regions
covered by the CAROLS Atlantic-Mediterranean transect (Atlantic,
Garonne, Mediterranean). Monthly values are plotted. situ observations. CAROLS presents fair correlations with
ISBA-A-gs for all the stations. While, for the eastern sta-
tions (MNT, SFL, MTM, NBN), the CAROLS SSM corre-
lates better with the in situ observations than ISBA-A-gs,
systematically higher SDD values are obtained with CAR-
OLS. On average, the CAROLS SDD scores are higher than
0.08 m3 m−3. The ISBA-A-gs SSM is closer to the in situ ob-
servations, with SDD = 0.052 m3 m−3, on average. The lower
average SDD between the model and in situ observations
is associated with a better average correlation (0.62, against
0.57 for CAROLS). 3.2
Observed and modelled spatial and temporal
variability of biophysical variables along the
CAROLS transect The same differences between 2010 and
2009 can be observed in Fig. 6 for the simulated SSM. Also,
the spatial distribution of the CAROLS SSM measurements
is in good agreement with that of the modelled SSM. The
lowest SSM values are observed in the forested Atlantic part
of the transect and close to the Mediterranean coast. Table 2
shows that the spatial correlation between the two datasets is
significant (p-value < 0.05) for all 20 flights, with correlation
coefficients ranging from 0.36 to 0.85 and root mean square
differences (RMSD) ranging from 0.05 to 0.20 m3 m−3. On
average, RMSD = 0.083 m3 m−3 and SDD = 0.066 m3 m−3. For 14 flights out of 20, there is a very good agreement (p-
value < 0.001) between the CAROLS and ISBA-A-gs SSM E. Zakharova et al.: Spatial and temporal variability of biophysical variables in southwestern France kharova et al.: Spatial and temporal variability of biophysical variables in southwestern Franc 1732 ral variability of the SSM measured by the SMOSMANIA stations (black line) and of the CAROLS SSM (red dots with std
BR – Sabres, URG – Urgons, CRD – Cr´eon d’Armagnac, PRG – Peyrusse-Grande, CDM – Condom, LHS – Lahas, SVN –
– Montaut, SFL – Saint-F´elix de Lauragais, MTM – Mouthoumet, LZC – L´ezignan-Corbi`eres, NBN – Narbonne. Fig. 4. Temporal variability of the SSM measured by the SMOSMANIA stations (black line) and of the CAROLS SSM (red dots with std
error bars): SBR – Sabres, URG – Urgons, CRD – Cr´eon d’Armagnac, PRG – Peyrusse-Grande, CDM – Condom, LHS – Lahas, SVN –
Savenes, MNT – Montaut, SFL – Saint-F´elix de Lauragais, MTM – Mouthoumet, LZC – L´ezignan-Corbi`eres, NBN – Narbonne. The most marked CAROLS biases (0.19 m3 m−3 and
−0.16 m3 m−3) vs. in situ observations are observed for the
Urgons (URG) and Savenes (SVN) stations. As both sta-
tions are far from the CAROLS flight transect, it is likely
that the station soil properties differ from those seen by
the L-band radiometer. This explanation does not hold for
the Montaut (MNT) station, which presents a marked bias
(0.12 m3 m−3) while lying very close to the CAROLS tran-
sect. Moreover, the highest Pearson correlation coefficient (r = 0.82) is obtained for this station. The MNT station is lo-
cated in a hilly area, and while the SSM in situ measurements
at this station represent well the SSM temporal variability of
the area, topographical effects impact the spatial variability
of SSM. In Table 1, the CAROLS SSM retrievals are com-
pared, also, with the ISBA-A-gs SSM simulations at the
8 km × 8 km grid cells covering the SMOSMANIA stations. For the sake of comparison, they are compared with the in www.hydrol-earth-syst-sci.net/16/1725/2012/ Hydrol. Earth Syst. Sci., 16, 1725–1743, 2012 www.hydrol-earth-syst-sci.net/16/1725/2012/ E. Zakharova et al.: Spatial and temporal variability of biophysical variables in southwestern France 3.2.1
Surface soil moisture The various CAROLS flights permitted the sampling of a
large range of SSM conditions, as illustrated by the SSM
values simulated by ISBA-A-gs in Fig. 5. The first CAROLS
flight on 28 April 2009 took place at the end of a marked
rainfall episode. For this date, the retrieved SSM was high
and exceeded 0.40 m3 m−3 at the central part of the transect. The end of the 2009 campaign was relatively dry, and the
last rainfall events (24–26 May 2009) triggered an increase
of the retrieved SSM in the central part of transect only. In
2010 two marked rainfall episodes occurred from 29 April to
14 May and from 6 June to 19 June. At the end of May 2010, www.hydrol-earth-syst-sci.net/16/1725/2012/ Hydrol. Earth Syst. Sci., 16, 1725–1743, 2012 www.hydrol-earth-syst-sci.net/16/1725/2012/ SSM
VOD
Date
R
p-value
RMSD
SDD
R
p-value
RMSD
SDD
Nobs
(m3 m−3)
(m3 m−3)
(−)
(−)
28 Apr 2009
0.37
∗∗
0.084
0.083
0.57
∗∗∗∗
0.056
0.055
67
15 May 2009
0.61
∗∗∗∗
0.098
0.073
0.48
∗∗∗∗
0.079
0.053
68
18 May 2009
0.61
∗∗∗
0.066
0.065
0.57
∗∗∗
0.063
0.058
40
20 May 2009
0.56
∗∗
0.056
0.052
0.55
∗∗
0.080
0.064
33
26 May 2009
0.37
∗
0.092
0.067
0.48
∗∗∗
0.077
0.066
48
27 May 2009
0.57
∗∗∗∗
0.070
0.063
0.49
∗∗∗∗
0.075
0.058
67
15 Apr 2010
0.41
∗∗
0.077
0.067
0.56
∗∗∗∗
0.052
0.051
68
28 Apr 2010
0.36
∗∗
0.059
0.050
0.61
∗∗∗∗
0.055
0.055
68
3 May 2010
0.38
∗
0.197
0.137
0.01
NS
0.218
0.126
60
9 May 2010
0.61
∗∗∗∗
0.088
0.068
0.43
∗∗∗
0.081
0.081
66
21 May 2010
0.70
∗∗∗∗
0.061
0.059
0.38
∗∗∗
0.064
0.060
68
26 May 2010
0.85
∗∗∗∗
0.074
0.062
0.32
∗
0.082
0.080
57
31 May 2010
0.43
∗∗∗
0.084
0.076
0.51
∗∗∗∗
0.077
0.052
71
4 Jun 2010
0.74
∗∗∗∗
0.061
0.042
0.61
∗∗∗∗
0.083
0.048
66
8 Jun 2010
0.52
∗∗∗
0.101
0.063
0.18
NS
0.120
0.094
70
13 Jun 2010
0.80
∗∗∗∗
0.088
0.079
0.37
∗∗
0.074
0.055
73
18 Jun 2010
0.65
∗∗∗∗
0.086
0.085
0.31
∗∗
0.089
0.066
69
22 Jun 2010
0.78
∗∗∗∗
0.106
0.060
0.48
∗∗∗∗
0.066
0.056
76
26 Jun 2010
0.70
∗∗∗∗
0.066
0.028
−0.17
NS
0.154
0.037
62/22
1 Jul 2010
0.80
∗∗∗∗
0.049
0.040
0.57
∗∗∗∗
0.082
0.046
65
Average
0.59
–
0.083
0.066
0.49
–
0.073
0.059
–
∗, ∗∗, ∗∗∗, ∗∗∗∗stand for p-value between 0.05 and 0.01, between 0.01 and 0.001, between 0.001 and 0.0001 and below 0.0001, respectively. Note
that only 22 ISBA-A-gs grid cells presented successful VOD retrievals on 26 June 2010. The average significant score values are indicated. ∗stand for p-value between 0.05 and 0.01, between 0.01 and 0.001, between 0.001 and 0.0001 and below 0.0001, respectively. Note
BA-A-gs grid cells presented successful VOD retrievals on 26 June 2010. The average significant score values are indicated. ∗, ∗∗, ∗∗∗, ∗∗∗∗stand for p-value between 0.05 and 0.01, between 0.01 and 0.001, between 0.001 and 0.0001 and below 0.0001, respectively. hat only 22 ISBA-A-gs grid cells presented successful VOD retrievals on 26 June 2010. The average significant score values are indicated. Fig. 6. www.hydrol-earth-syst-sci.net/16/1725/2012/ E. Zakharova et al.: Spatial and temporal variability of biophysical variables in southwestern France
3
3 rova et al.: Spatial and temporal variability of biophysical variables in southwestern France E. Zakharova et al.: Spatial and temporal variability of biophysical variables in southwestern France 1734 fficient (R), p-value, RMSD and SDD (m3 m−3 for SSM) and number of grid cells taken for score calculation
CAROLS SSM and VOD for 20 flights in 2009 and 2010. Table 2. Spatial correlation coefficient (R), p-value, RMSD and SDD (m3 m−3 for SSM) and number of grid cells taken for score calculation
(Nobs) between ISBA-A-gs and CAROLS SSM and VOD for 20 flights in 2009 and 2010. Table 2. Spatial correlation coefficient (R), p-value, RMSD and SDD (m3 m−3 for SSM) and number of grid cells taken for score calculation
(Nobs) between ISBA-A-gs and CAROLS SSM and VOD for 20 flights in 2009 and 2010. E. Zakharova et al.: Spatial and temporal variability of biophysical variables in southwestern France va et al.: Spatial and temporal variability of biophysical variables in southwestern France 1735 Fig. 7. Flight transect of (A, B) the vegetation optical thickness (VOD) retrieved from CAROLS Tb and of (C, D) the ISBA-A-gs LAI
simulations, at (A, C) the end of April 2010, and (B, D) the end of May 2010. variability of the retrieved VOD, either seasonal or interan-
nual, is very low and not significant (Fig. 7). spatial distribution, with r ranging from 0.43 to 0.85. For
these flights, the mean SDD value is 0.062 m3 m−3. The six
remaining CAROLS SSM transects do not correlate very
well with the simulated SSM and present higher p-values:
28 April 2009, 20 May 2009, 26 May 2009, 15 April 2010,
28 April 2010, and 3 May 2010. Figure 6 illustrates the dis-
agreement between the simulated and observed SSM spa-
tial patterns on 28 April 2009 and 28 April 2010. For these
dates, the CAROLS retrievals present a more pronounced
spatial variability than the simulations. This discrepancy can
be caused by uncertainties in both retrievals and simulations. In spite of the lack of temporal correlation between the
CAROLS VOD and the ISBA-A-gs LAI, the spatial correla-
tion between the two quantities is significant for 19 flights,
with r ranging from 0.34 to 0.85 (not shown). The slope of
this relationship changes with time (Fig. 8), decreasing from
April to July (Table 3). The comparison of the VOD spatial
distribution with the 10-day satellite-derived LAI confirms
this tendency (Fig. 8). However, in this case the spatial cor-
relation is significant at the end of the 2010 campaign only. For the same flights, a significant correlation is found be-
tween the VWC derived from the ISBA-A-gs simulations
(Eq. 3) and the VOD derived from the CAROLS observa-
tions. Inverting Eq. (4) for these flights, mean values of
bhigh = 0.16 ± 0.03 m2 kg−1 and blow = 0.09 ± 0.07 m2 kg−1
are obtained. The spatial correlation between the CAR-
OLS VOD and the aggregated model-derived VOD is sig-
nificant for 17 flights, with correlation coefficients vary-
ing from 0.31 to 0.61 (Fig. 8 and Table 2). The mean
SDD value is 0.059. Highly significant correlations (p-
value < 0.001) are found for 13 flights. For these flights,
the mean SDD value is 0.057. E. Zakharova et al.: Spatial and temporal variability of biophysical variables in southwestern France Seven CAROLS VOD tran-
sects do not correlate very well with the simulated VOD
and present higher p-values: 20 May 2009, 3 May 2010,
26 May 2010, 8 June 2010, 13 June 2010, 18 June 2010,
26 June 2010. Among them, only two are associated with
rather poor SSM spatial correlations: 20 May 2009 and
3 May 2010. For these two flights, the CAROLS observations www.hydrol-earth-syst-sci.net/16/1725/2012/ Flight transect of the surface soil moisture from (A, B) CAROLS retrievals and from (C, D) ISBA-A-gs simulations, at (A, C) the end
of April 2010, and (B, D) the end of May 2010. Fig. 6. Flight transect of the surface soil moisture from (A, B) CAROLS retrievals and from (C, D) ISBA-A-gs simulations, at (A, C) the end
of April 2010, and (B, D) the end of May 2010. www.hydrol-earth-syst-sci.net/16/1725/2012/ www.hydrol-earth-syst-sci.net/16/1725/2012/ Hydrol. Earth Syst. Sci., 16, 1725–1743, 2012 E. Zakharova et al.: Spatial and temporal variability of biophysical variables in southwestern France
1735
Fig. 7. Flight transect of (A, B) the vegetation optical thickness (VOD) retrieved from CAROLS Tb and of (C, D) the ISBA-A-gs LAI
simulations, at (A, C) the end of April 2010, and (B, D) the end of May 2010. E. Zakharova et al.: Spatial and temporal variability of biophysical variables in southwestern France 1736 1736
E. Zakharova et al.: Spatial and temporal variability of biophysical variables in southwestern France
Fig. 8. Spatial correlation between the CAROLS VOD and (A) the ISBA-A-gs LAI, (B) the satellite-derived LAI, and (C) the VOD estimated
from the ISBA-A-gs LAI and the forest fraction from ECOCLIMAP-II using the same blow parameter 0.09 for three dates in 2010 (from left
to right): 15 April, 4 June, 1 July. The solid lines on plots (A) and (B) represent linear regression lines with forced zero intercept. Fig. 8. Spatial correlation between the CAROLS VOD and (A) the ISBA-A-gs LAI, (B) the satellite-derived LAI, and (C) the VOD estimated
from the ISBA-A-gs LAI and the forest fraction from ECOCLIMAP-II using the same blow parameter 0.09 for three dates in 2010 (from left
to right): 15 April, 4 June, 1 July. The solid lines on plots (A) and (B) represent linear regression lines with forced zero intercept. Table 3. Spatial correlation coefficient (R), p-value, RMSD, and the
slopes of the regression lines (Fig. 8) between ISBA-A-gs/satellite
derived LAI and the CAROLS VOD. the retrieval accuracy, especially for VOD. On 26 June 2010,
only 22 CAROLS VOD retrievals were successful, mainly at
the westernmost and easternmost parts of the transect. Fig-
ure 9 shows that the spatial distribution of the CAROLS VOD
retrievals aggregated at the grid-cell level is consistent with
the simulated VOD for high vegetation. From 28 April 2010
to 4 June 2010, the simulated VOD for low vegetation in-
creases significantly and this increase does not appear in the
CAROLS VOD retrievals. Date
R
p-value
RMSD
slope
ISBA-A-gs LAI
15 Apr 2010
0.48
∗∗∗∗
1.48
0.096
4 Jun 2010
0.48
∗∗∗∗
3.44
0.039
1 Jul 2010
0.44
∗∗∗
4.03
0.037
Satellite-derived LAI
15 Apr 2010
–
NS
1.46
0.091
4 Jun 2010
0.02
NS
2.23
0.056
1 Jul 2010
0.70
∗∗∗∗
2.32
0.063
∗∗, ∗∗∗, ∗∗∗∗stand for p-value between 0.01 and 0.001,
between 0.001 and 0.0001 and below 0.0001, respectively. The linear
regression, with forced zero intercept (Fig. 8), fails for the flight of
15 April 2010. 3.2.2
LAI and VOD The VOD values retrieved from CAROLS Tb range
from 0.05 to 0.35. The highest VOD values are found in
forested areas, presenting an average VOD value of 0.2. The
arable lands are characterised by relatively low VOD val-
ues varying between 0.05 and 0.15. Figure 7 shows that
the ISBA-A-gs simulated LAI increases sharply in 2009
and in 2010, from the end of April to the end of May,
from 0.8 m2 m−2 in Les Landes forest to 1.2 m2 m−2 in
the other parts of the transect. In 2010, the airborne cam-
paign lasted 2.5 months and the simulated LAI increases,
on average, from about 2 m2 m−2 in Les Landes forest, to
2.6 m2 m−2 in the central agricultural part of the transect, and
to 1.8 m2 m−2 in the eastern Mediterranean part. However,
the CAROLS VOD retrievals do not show marked changes
during these periods. For most grid cells, the temporal Hydrol. Earth Syst. Sci., 16, 1725–1743, 2012 www.hydrol-earth-syst-sci.net/16/1725/2012/ E. Zakharova et al.: Spatial and temporal variability of biophysical variables in southwestern France va et al.: Spatial and temporal variability of biophysical variables in southwestern France E. Zakharova et al.: Spatial and temporal variability of biophysical variables in southwestern France 1737 E. Zakharova et al.: Spatial and temporal variability of b
Fig. 9. Along-track variability of the CAROLS VOD and the VOD
estimated using the ISBA-A-gs LAI of low vegetation, and the for-
est fraction from ECOCLIMAP-II and b parameter = 0.09 for low
vegetation and 0.16 for high vegetation, for (A) 28 April 2010 and
(B) 4 June 2010. close to the Lahas SMOSMANIA station, for nine CAROLS
flights (3 in 2009 and 6 in 2010). These data were compared
with the CAROLS Tb by Albergel et al. (2011). They found
that the average SSM at each site correlated well with CAR-
OLS retrievals based on semi-empirical statistical relation-
ships, except for the Berat agricultural site. Indeed, this site
was less representative of the area where distributed in situ
measurements were taken, as it consisted of large flat maize
fields with mainly bare soil in April and May, and rapidly
growing maize in June. More research is needed to analyse
the CAROLS observations over these sites. In particular, the
SSM observations made over hilly terrain at the Le Mona site
could be used to investigate the impact of topography on the
spatial variation of SSM (Yang et al., 2012). p
(
g
)
Along the Atlantic-Mediterranean CAROLS transect, the
SSM difference between CAROLS and the ISBA-A-gs
model is consistent with the CAROLS SSM departure from
the in situ observations. This indicates that the CAROLS
SSM retrievals behave differently from the other two SSM
estimates. Although the mean bias (of 20 flights) between
the CAROLS and ISBA-A-gs SSM is low and equal to
−0.02 m3 m−3, it presents a high spatial variability with a
standard deviation of 0.07 m3 m−3. The same spatial dis-
tribution of the bias is observed for all the flights (not
shown). The best agreement between airborne measure-
ments and model simulations is found in the Mediterranean
part of the transect with an average bias between these
datasets less than 0.01 m3 m−3. In the Armagnac region at
the western part of the transect, between 0.5◦W and 1◦E,
the CAROLS SSM retrievals are constantly lower, of about
−0.06 m3 m−3, on average. E. Zakharova et al.: Spatial and temporal variability of biophysical variables in southwestern France On the other hand, a positive bias
of about 0.05 m3 m−3 is observed over the Garonne River
valley at the centre of the transect, between 1◦E and 1.5◦E. This area is characterised by the highest discrepancy between
the CAROLS and ISBA-A-gs SSM estimates, and the maxi-
mal difference can reach 0.38 m3 m−3. It must be noted that,
although physical and statistical filters were applied to the
CAROLS dataset in order to mitigate the perturbing factors
(see Sects. 2.1.4 and 2.3), the influence on SSM of open wa-
ters like river channels or small ponds has not been fully
eliminated (Sect. 3.3). Using high-resolution Landsat Geo-
Cover Mosaic images, it was checked that areas with indi-
vidual SSM reaching 0.5 m3 m−3 in Fig. 2 correspond to re-
gions presenting a high density of small water bodies. Also,
the lower CAROLS SSM values in the western part of the
transect may be the signature of possible unfiltered low-level
RFI. These perturbing factors can also be an issue for SMOS. The physical filter used in this study cannot be applied to
SMOS since valid SMOS observations close to nadir are
scarce. The statistical approach could be used for SMOS Tb
filtering, provided specific threshold curves are developed. Indeed, the threshold curve of Fig. 3 is valid for an incidence
angle of 33.5◦and cannot be used at other incidence angles. Also, the threshold curve is valid for southwestern France Fig. 9. Along-track variability of the CAROLS VOD and the VOD
estimated using the ISBA-A-gs LAI of low vegetation, and the for-
est fraction from ECOCLIMAP-II and b parameter = 0.09 for low
vegetation and 0.16 for high vegetation, for (A) 28 April 2010 and
(B) 4 June 2010. close to the Garonne River valley. In the eastern part of the
transect, they are found in the hilly areas with a high fraction
of bare soil and deciduous forests. 4.1
Causes of mismatch between SSM estimates The CAROLS SSM retrievals may present significant biases
with respect to the in situ SMOSMANIA observations (Ta-
ble 1 and Fig. 4), and to the ISBA-A-gs simulations (Fig. 6). Part of these differences may be caused by the spatial het-
erogeneity of SSM, which is not fully represented in any of
the SSM estimates considered in this study (Sect. 3.3). Also,
as shown by Fig. 10, large-scale geographic patterns, such
as soil texture and vegetation types, may trigger systematic
differences in the representation of soil moisture. The CAROLS transect is very long (385 km), and sam-
pling soil moisture using ground observations over the whole
transect was not feasible. This is why sparse automatic
ground observations were associated with simulated SSM
values in this study. However, during the campaign, an ef-
fort was made to perform additional manual SSM observa-
tions at three contrasting sites (Le Mona, Lahage and Berat) Hydrol. Earth Syst. Sci., 16, 1725–1743, 2012 www.hydrol-earth-syst-sci.net/16/1725/2012/ 3.3
Small-scale spatial heterogeneity of SSM and VOD In order to assess the local heterogeneity of SSM and
VOD, we calculated and analysed the standard deviation
(std) of the CAROLS retrievals within each ISBA-A-gs
grid cell, using the oversampling capability of the in-
strument (see Sect. 2.4). For 83 % of the model’s grid
cells std(SSM) and std(VOD) present relatively low values:
std(SSM) ≤0.05 m3 m−3 and std(VOD) ≤0.05. High values
of std(SSM) and std(VOD) are found for 5 % of the model’s
grid cells: std(SSM) > 0.08 m3 m−3 and std(VOD) > 0.08. The grid cells presenting the highest sub-grid variability are
found on the western part of the transect, in Les Landes forest
area. In the central part of the transect, they are found close
to the Auch city (between Peyrusse and Lahas in Fig. 1), and were markedly affected by RFI along the whole transect,
and it is likely that the filtering technique described in
Sect. 2.1.4 was not able to screen out all the perturbations. On 8 June 2010, the RFI affected two zones in the middle
of the transect. They were not that strong and did not stop
the retrieval of either SSM or VOD values, but they affected Hydrol. Earth Syst. Sci., 16, 1725–1743, 2012 www.hydrol-earth-syst-sci.net/16/1725/2012/ E. Zakharova et al.: Spatial and temporal variability of biophysical variables in southwestern France 1739 E. Zakharova et al.: Spatial and temporal variability of biophysical variables in southwestern France While the flight to flight variability of bhigh is small, the blow
values present a significant seasonal trend (Fig. 11) and range
from values close to 0.15 m2 kg−1 in April, to values close
to 0.05 m2 kg−1 in summertime. The blow trend is signifi-
cant and equal to −0.0012 m2 kg−1 day−1. The decrease of
blow during the vegetation period compensates for the rise in
VWC, and this may explain the absence of significant tempo-
ral variability in the CAROLS VOD retrievals (Figs. 7 and 9). It must be noted that the ISBA-A-gs model simulates the
green LAI, and that Eq. (3a) was derived by Pellarin et
al. (2003b) from field data over a variety of crops, with a
VWC to LAI ratio of 0.5 kg m−2. For the SMOSREX grass-
land, de Rosnay et al. (2006) and Saleh et al. (2006b) found
very good correlations between the green vegetation VWC
and the green LAI (r2 close to 0.9), with VWC to LAI ra-
tio values ranging between 0.3 and 0.4 LAI kg m−2. An at-
tempt was made (not shown) to use such values for grass-
lands in deriving VOD estimates from ISBA-A-gs simula-
tions. This tended to degrade the scores presented in Table 2
for the VOD spatial correlation. Therefore, the same value of
0.5 kg m−2 (Eq. 3a) was used for both grasslands and crops. The presence of dead vegetation residues may affect VWC
and tends to reduce the correlation of VWC with LAI (de
Rosnay et al., 2006). In this study, we focused on the plant
growing period, and it was assumed that most low vegetation
covers consisted of green vegetation. Fig. 11. Temporal variation of the b parameter (in units of m2 kg−1)
for high and low vegetation. Time is in day of year (DOY)
2010. For bhigh the correlation is insignificant with r = −0.37; for
blow the correlation is significant (p-value = 0.0003 and r = −0.85);
the trend in blow is significant at the 0.1 % level and equal to
−0.0012 m2 kg−1 day−1. The same kind of problem may exist in the ISBA-A-gs
simulations. However, the main factors affecting SSM are
accounted for by the model. www.hydrol-earth-syst-sci.net/16/1725/2012/ www.hydrol-earth-syst-sci.net/16/1725/2012/ rova et al.: Spatial and temporal variability of biophysical variables in southwestern France 1738 738
E. Zakharova et al.: Spatial and temporal variability of biophysical variables in southwestern France
g. 10. Spatial variability (A) of the CAROLS minus ISBA-A-gs (crosses) and CAROLS minus SMOSMANIA (dots) bias averaged for 20
ghts; (B)sand (black) and clay (red) fraction used for ISBA-A-gs simulations (line) and CAROLS retrievals (dots); (C) fraction of surface
pes (bare soil, broadleaf deciduous forest, coniferous evergreen forest, C3 crops, rainfed maize, irrigated maize, grasslands, wetlands) from
COCLIMAP-II. E. Zakharova et al.: Spatial and temporal variability of biophysical variables in s Fig. 10. Spatial variability (A) of the CAROLS minus ISBA-A-gs (crosses) and CAROLS minus SMOSMANIA (dots) bias averaged for 20
flights; (B)sand (black) and clay (red) fraction used for ISBA-A-gs simulations (line) and CAROLS retrievals (dots); (C) fraction of surface
types (bare soil, broadleaf deciduous forest, coniferous evergreen forest, C3 crops, rainfed maize, irrigated maize, grasslands, wetlands) from
ECOCLIMAP-II. and it is likely that performing the same exercise in other re-
gions of the globe would give different results. litter. Finally, soil roughness may vary from one vegetation
type to another, and also within a given vegetation type. Fig-
ure 10 suggests that high values of either the sand propor-
tion of the soil or the fraction of forest tend to match the
areas where the CAROLS SSM values are lower than the
simulated ones. This may denote the limit of using the single
Eq. (1) to represent soil roughness over all the CAROLS tran-
sect. Pard´e et al. (2011b) have shown that the accuracy of the
soil moisture retrieval from CAROLS Tb observations can be
improved, up to 0.053 m3 m−3, through local soil roughness
calibration. To some extent, the large-scale spatial patterns in the
CAROLS/ISBA-A-gs SSM bias (Fig. 10) can be explained
by uncertainties related to the L-MEB inversion process. In-
deed, key processes affecting the microwave emission are not
represented, such as the topography and its impact on the an-
gular signature of Tb and on the spatial distribution of soil
moisture. Also, a number of studies have shown that it is
difficult to represent litters in L-MEB (Saleh et al., 2006a,
2007). The latter factor may affect all the vegetation types,
but grasslands and forests tend to favour the formation of a www.hydrol-earth-syst-sci.net/16/1725/2012/ www.hydrol-earth-syst-sci.net/16/1725/2012/ Hydrol. Earth Syst. Sci., 16, 1725–1743, 2012 E. 4.2
L-band b values through time and vegetation covers The b parameter for low vegetation obtained in this
study (blow = 0.09 ± 0.07 m2 kg−1) is close to the value
0.12 ± 0.03 m2 kg−1 that was found to be representative
of most agricultural crops by Wigneron et al. (2007). On
the other hand, the estimated b parameter for high vegeta-
tion (bhigh = 0.16 ± 0.03 m2 kg−1) is lower than the value of
0.33 m2 kg−1 reported in Pellarin et al. (2003a), or than the
range of values (0.26 to 0.34 m2 kg−1) used to retrieve VOD
of high vegetation from SMOS measurements (Kerr et al.,
2001). Moreover, Fig. 8 and Table 3 show that the CAROLS
VOD retrievals correlate with both LAI observations and ag-
gregated LAI simulations, and that the VOD sensitivity to
LAI (either observed or modelled) tends to decrease along
the growing season. E. Zakharova et al.: Spatial and temporal variability of biophysical variables in southwestern France The maximum SSM and the
rate at which SSM varies after a rain, in relation to the root-
zone soil moisture value, depend on pedotransfer functions
driven by soil characteristics such as soil texture (Noilhan
and Lacarr`ere, 1995). The model uses a map of soil proper-
ties and represents the interception of rain by the vegetation. Overall, this study tends to confirm that the L-band VOD
relationship with vegetation characteristics is less straight-
forward than at C-band or X-band. In addition to the reduced
sensitivity to VWC, the L-band b value is found to present a
seasonal variability for low vegetation canopies. This finding
is consistent with the microwave observations over a wheat
field analysed by Wigneron et al. (1996). The L-band b val-
ues given by Wigneron et al. (1996) for a wheat field range
from 0.125 m2 kg−1 for green vegetation at the start of the
growing season, to 0.040 m2 kg−1 at the end of June. Ex-
pressing b as b = Aε′′
S f (see Sect. 1), this could be explained
by changes in the value of the A coefficient, related to the
canopy structure, and to leaf microwave properties, from the
growing phase to the senescence. 4.3
Impact of surface conditions on the retrievals Overall, SSM SDD values and to a lesser extent VOD SDD
values tend to increase in wet conditions. Figure 12 shows
that the SSM SDD is significantly correlated with the CAR-
OLS SSM (r2 = 0.44, p-value < 0.01). For VOD, no signif-
icant trend is observed (r2 = 0.10). This is consistent with
the findings of Pellarin et al. (2003a) regarding the L-MEB
retrievals. They showed that (1) for VOD values higher
than 0.1, the value of SSM impacts the success of the SSM
retrievals, and (2) the retrieval performance is lower in wet
conditions. Indeed, the weaker L-band emission of a wet
soil is more easily attenuated by the vegetation. This study
confirms that surface conditions have to be accounted for in The model simulations permit the analysis of the sub-grid
variability of the b parameter and to distinguish the temporal
evolution of blow and bhigh (Fig. 11). Indeed, forest VOD val-
ues are generally not correlated with LAI (e.g. Grant et al.,
2008). In particular, the simulated forest VOD does not de-
pend on LAI (Eqs. 3b, and 4b) and does not present seasonal
variations. The use of the ECOCLIMAP-II land cover infor-
mation permits the simulation of separate contributions of
low vegetation and forests to the simulated VOD (Figs. 8–9). www.hydrol-earth-syst-sci.net/16/1725/2012/ www.hydrol-earth-syst-sci.net/16/1725/2012/ Zakharova et al.: Spatial and temporal variability of b
Fig. 11. Temporal variation of the b parameter (in units of m2 kg−1)
for high and low vegetation. Time is in day of year (DOY)
2010. For bhigh the correlation is insignificant with r = −0.37; for
blow the correlation is significant (p-value = 0.0003 and r = −0.85);
the trend in blow is significant at the 0.1 % level and equal to
−0.0012 m2 kg−1 day−1. arova et al.: Spatial and temporal variability of biophysical variables in southwestern France The publication of this article is financed by CNRS-INSU. The publication of this article is financed by CNRS-INSU. www.hydrol-earth-syst-sci.net/16/1725/2012/ Hydrol. Earth Syst. Sci., 16, 1725–1743, 2012 E. Zakharova et al.: Spatial and temporal variability of biophysical variables in southwestern France 5
Conclusions In this paper we have presented an analysis of the data ac-
quired during the CAROLS flights that took place in south-
western France between the Atlantic and the Mediterranean
coasts, in April–May 2009 and in April–July 2010. These
data were acquired to validate the retrieval algorithm used
for the L2 SMOS SSM processing, and to investigate the ac-
curacy of L-band soil moisture sensing over a large area pre-
senting variable soil and vegetation conditions. Edited by: L. Wang E. Zakharova et al.: Spatial and temporal variability of biophysical variables in southwestern France 1740 Fig. 12. Impact of SSM conditions (as observed by CAROLS) on
the spatial standard deviation of differences (SDD) between the
CAROLS SSM and VOD and the simulated values (Table 2, only
for p-value < 0.05). L-MEB optimisation technique depends on hypotheses, par-
ticularly on soil roughness, and this may affect the quality
of the SSM retrievals. Also, it is shown that deriving VWC
estimates from VOD retrievals is difficult, because forest and
herbaceous vegetation present contrasting VWC responses to
VOD. Finally, it was found that the b parameter for low veg-
etation may present a seasonal variation from springtime to
summertime and this effect should be investigated further as
it is currently not accounted for in L-band microwave emis-
sion models. Fig. 12. Impact of SSM conditions (as observed by CAROLS) on
the spatial standard deviation of differences (SDD) between the
CAROLS SSM and VOD and the simulated values (Table 2, only
for p-value < 0.05). Acknowledgements. This work was supported by the STAE (Sci-
ences et Technologies pour l’A´eronautique et l’Espace) foundation,
in the framework of the CYMENT project, as well as by Centre
National d’Etudes Spatiales (CNES) and M´et´eo-France. The
CAROLS project was funded by the “Programme Terre Oc´ean
Surface Continentales et Atmosph`ere” (TOSCA, CNES). The
ATR-42 aircraft was operated by the SAFIRE UMS 2859. S. Lafont
was supported by the GEOLAND2 project, co-funded by European
Commission within the GMES initiative in FP7. The authors would
like to thank Richard de Jeu (VUA) and one anonymous referee for
their fruitful comments. assessing the uncertainty of the SMOS SSM and VOD re-
trievals (Wigneron et al., 2000). The publication of this article is financed by CNRS-INSU. The microwave L-band Tb were affected by RFI. A post-
processing filtering, based on the TbH vs. TbV analysis at
nadir and slant-looking angles, improved the SSM and VOD
retrievals. After applying this filtering, a significant (at the
1 % level) temporal correlation between the airborne SSM
and in situ SSM observations was achieved at 6 locations (out
of 11), with r values ranging from 0.62 to 0.82, and SDD
values ranging from 0.039 to 0.105 m3 m−3. Moreover, the
spatial variability of the airborne SSM and VOD retrievals
was consistent with the ISBA-A-gs simulations. For 18 out
of 20 flights, the spatial correlation between ISBA-A-gs and
CAROLS SSM was significant at the 1 % level, with r and
SDD values ranging between 0.36 and 0.85 and between
0.028 and 0.085 m3 m−3, respectively. E. Zakharova et al.: Spatial and temporal variability of biophysical variables in southwestern France Calvet, J.-C., Noilhan, J., Roujean, J.-L., Bessemoulin, P., Ca-
belguenne, M., Olioso, A., and Wigneron, J.-P.: An interactive
vegetation SVAT model tested against data from six contrasting
sites, Agr. Forest Meteorol., 92, 73–95, 1998. Grant, J. P., Saleh-Contell, K., Wigneron, J. P., Guglielmetti, M.,
Kerr, Y., Schwank, M., Skou, N., and Van de Griend, A. A.: Cal-
ibration of the L-MEB model over a coniferous and a deciduous
forest, IEEE T. Geosci. Remote, 46, 808–818, 2008. Calvet, J.-C., Rivalland, V., Picon-Cochard, C., and Guehl, J.-
M.: Modelling forest transpiration and CO2 fluxes – response
to soil moisture stress, Agr. Forest Meteorol., 124, 143–156,
doi:10.1016/j.agrformet.2004.01.007, 2004. Gruhier, C., de Rosnay, P., Hasenauer, S., Holmes, T., de Jeu, R.,
Kerr, Y., Mougin, E., Njoku, E., Timouk, F., Wagner, W., and
Zribi, M.: Soil moisture active and passive microwave prod-
ucts: intercomparison and evaluation over a Sahelian site, Hy-
drol. Earth Syst. Sci., 14, 141–156, doi:10.5194/hess-14-141-
2010, 2010. Calvet, J.-C., Fritz, N., Froissard, F., Suquia, D., Petitpa, A., and
Piguet, B.: In-situ soil moisture observations for the CAL/VAL
of SMOS: the SMOSMANIA network, International Geo-
science and Remote Sensing Symposium, IGARSS, Barcelona,
Spain, 1196–1199, doi:10.1109/IGARSS.2007.4423019, 23–
28 July 2007. Guglielmetti, M., Schwank, M., M¨atzler, C., Oberd¨orster, C., Van-
derborght, J., and Fl¨uhler, H.: FOSMEX: Forest soil moisture ex-
periments with microwave radiometry, IEEE T. Geosci. Remote,
46, 727–735, doi:10.1109/TGRS.2007.914797, 2008. Jackson, T., Hawley, M. E., Shuie, J., O’Neill, P. E., Owe, M., Del-
nore, S. V., and Lawrence, R. W.: Assessment of preplanting soil
moisture using airborne microwave sensors, Hydrologic Appli-
cations of Space Technology, Proceedings of the Cocoa Beach
Workshop, Florida, August 1985, IAHS Publ., 160, 111–118,
1986. Calvet, J.-C., Wigneron, J.-P., Walker, J., Karbou, F., Chanzy,
A., and Albergel, C.: Sensitivity of passive microwave ob-
servations to soil moisture and vegetation water content: L-
band to W-band, IEEE T. Geosci. Remote, 49, 1190–1199,
doi:10.1109/TGRS.2010.2050488, 2011. Cano, A., Saleh, K., Wigneron, J. P., Antol’ın, C., Ballinge, J., Kerr,
Y., Kruszewski, A., Millˆıan-Scheiding, C., Søbjærge, S., Skoue,
N., and L’opez-Baeza, E.: The SMOS Mediterranean Ecosystem
L-Band characterisation EXperiment (MELBEX-I) over natural
shrubs, Remote Sens. Environ., 114, 844–853, 2010. Jackson, T. J. and Schmugge, T. J.: Vegetation effects on the mi-
crowave emission of soils, Remote Sens. Environ., 36, 203–212,
1991. Jain, A. K., Murty, M. N., and Flynn, P. J.: Data clustering: a review,
ACM Comput. Surv., 31, 264–323, 1999. E. Zakharova et al.: Spatial and temporal variability of biophysical variables in southwestern France 1741 airborne campaign, Remote Sens. Environ., 115, 2718–2728,
doi:10.1016/j.rse.2011.06.012, 2011. airborne campaign, Remote Sens. Environ., 115, 2718–2728,
doi:10.1016/j.rse.2011.06.012, 2011. De Rosnay, P., Gruhier, C., Timouk, F., Baup, F., Mougin, E., Hier-
naux, P., Kergoat, L., and LeDantec, V.: Multi-scale soil moisture
measurements at the Gourma meso-scale site in Mali, J. Hydrol.,
375, 241–252, 2009. Baret, F., Makhmara, H., Lacaze, R., and Smets, B.: Biopar Prod-
uct User Manual: LAI, FAPAR, Fcover NDVI Version 1 from
SPOT/VEGETATION data, GEOLAND2 FP7 project, avail-
able at: http://web.vgt.vito.be/documents/BioPar/, last access:
May 2012. Dobson, M. C., Ulaby, F. T., Hallikainen, M. T., and El-Rayes, M. A.: Microwave dielectric behaviour of wet soil – Part II: dielec-
tric mixing models, IEEE T. Geosci. Remote, GE-23, 35–46,
1985. Bircher, S., Balling, J. E., Skou, N., and Kerr, Y.: Validation of
SMOS brightness temperatures during the HOBE airborne cam-
paign, Western Denmark, IEEE T. Geosci. Remote, 50, 1468–
1482, doi:10.1109/TGRS.2011.2170177, 2012. Draper, C. S., Walker, J. P., Steinle, P. J., de Jeu, R., and Holmes, T.:
An evaluation of AMSR-E derived soil moisture over Australia,
Remote Sens. Environ., 113, 703–710, 2007. Brut, A., R¨udiger, C., Lafont, S., Roujean, J.-L., Calvet, J.-C., Jar-
lan, L., Gibelin, A.-L., Albergel, C., Le Moigne, P., Soussana,
J.-F., Klumpp, K., Guyon, D., Wigneron, J.-P., and Ceschia, E.:
Modelling LAI at a regional scale with ISBA-A-gs: compari-
son with satellite-derived LAI over southwestern France, Bio-
geosciences, 6, 1389–1404, doi:10.5194/bg-6-1389-2009, 2009. Drusch, M., Wood, E. F., Gao, H., and Thiele, A.: Soil moisture
retrieval during the Southern Great Plains Hydrologic Experi-
ment 1999: A comparison between experimental remote sensing
data and operational products, Water Resour. Res., 40, W02504,
doi:10.1029/2003WR002441, 2004. Durand, Y., Brun, E., Merindol, L., Guyomarch, G., Lesaffre, B.,
and Martin, E.: A meteorological estimation of relevant parame-
ters for snow models, Ann. Glaciol., 18, 65–71, 1993. Calvet, J.-C.: Investigating soil and atmospheric plant water stress
using physiological and micrometeorological data, Agr. Forest
Meteorol., 103, 229–247, 2000. Faroux, S., Roujean, J.-L., Kaptu´e, A., and Masson, V.: La base de
donn´ees de param`etres de surface ECOCLIMAP-II sur l’Europe,
Note de centre du Groupe de M´et´eorologie `a Moyenne Echelle,
86, M´et´eo-France, CNRM, Toulouse, France, 120 pp., 2009. Calvet, J.-C. and Soussana, J.-F.: Modelling CO2-enrichment ef-
fects using an interactive vegetation SVAT scheme, Agr. Forest
Meteorol., 108, 129–152, 2001. References Albergel, C., R¨udiger, C., Pellarin, T., Calvet, J.-C., Fritz, N., Frois-
sard, F., Suquia, D., Petitpa, A., Piguet, B., and Martin, E.: From
near-surface to root-zone soil moisture using an exponential fil-
ter: an assessment of the method based on in-situ observations
and model simulations, Hydrol. Earth Syst. Sci., 12, 1323–1337,
doi:10.5194/hess-12-1323-2008, 2008. Albergel, C., R¨udiger, C., Carrer, D., Calvet, J.-C., Fritz, N.,
Naeimi, V., Bartalis, Z., and Hasenauer, S.: An evaluation of
ASCAT surface soil moisture products with in-situ observations
in Southwestern France, Hydrol. Earth Syst. Sci., 13, 115–124,
doi:10.5194/hess-13-115-2009, 2009. The sub-grid variability of CAROLS SSM and VOD
within ISBA-A-gs grid cells was relatively low. Along the
Atlantic-Mediterranean transect, 83 % of ISBA grid cells
presented a spatial variability of CAROLS SSM retrievals
lower than 0.05 m3 m−3, a figure comparable with the accu-
racy acceptable for remotely sensed SSM estimates (Walker
and Houser, 2004). It was found that small water bodies
(100–300 m in length) had a significant impact on the CAR-
OLS measurements. Albergel, C., Calvet, J.-C., de Rosnay, P., Balsamo, G., Wagner,
W., Hasenauer, S., Naeimi, V., Martin, E., Bazile, E., Bouys-
sel, F., and Mahfouf, J.-F.: Cross-evaluation of modelled and
remotely sensed surface soil moisture with in situ data in
southwestern France, Hydrol. Earth Syst. Sci., 14, 2177–2191,
doi:10.5194/hess-14-2177-2010, 2010. Albergel, C., Zakharova, E., Calvet, J.-C., Zribi, M., Pard´e, M.,
Wigneron, J.-P., Novello, N., Kerr, Y., Mialon, A., and Fritz, N.:
A first assessment of the SMOS data in Southwestern France us-
ing in situ and airborne soil moisture estimates: the CAROLS The results of this work show the potential of the L-band
to monitor SSM over large regions. On the other hand, the www.hydrol-earth-syst-sci.net/16/1725/2012/ Hydrol. Earth Syst. Sci., 16, 1725–1743, 2012 E. Zakharova et al.: Spatial and temporal variability of biophysical variables in southwestern France Masson, V., Champeaux, J.-L., Chauvin, F., Meriguet, C., and La-
caze, R.: A global database of land surface parameters at 1-km
resolution in meteorological and climate models, J. Climate, 16,
1261–1282, 2003. Miralles, D. G., Holmes, T. R. H., De Jeu, R. A. M., Gash, J. H.,
Meesters, A. G. C. A., and Dolman, A. J.: Global land-surface
evaporation estimated from satellite-based observations, Hydrol. Earth Syst. Sci., 15, 453–469, doi:10.5194/hess-15-453-2011,
2011. R¨udiger, C., Calvet, J.-C., Gruhier, C., Holmes, T., De Jeu, R.,
and Wagner, W.: An intercomparison of ERS-Scat and AMSR-E
soil moisture observations with model simulations over France,
J. Hydrometeorol., 10, 431–447, doi:10.1175/2008JHM997.1,
2009. Mohr, K. I., Famiglietti, J. S., Boone, A., and Starks, P. J.: Modeling
soil moisture and surface flux variability with an untuned land
surface scheme: A case study from the Southern Great Plains
1997 Hydrology Experiment, J. Hydrometeorol., 1, 154–169,
2000. Saleh, K., Wigneron, J. P., Calvet, J.-C., Lopez-Baeza, E., Ferraz-
zoli, P., Berger, M., Wursteisen, P., Simmonds, L., and Miller, J.:
The EuroSTARRS airborne campaign in support of the SMOS
mission: first results over land surfaces, Int. J. Remote Sens., 25,
177–194, 2004. Saleh, K., Wigneron, J.-P., de Rosnay, P., Calvet, J.-C., and Kerr,
Y.: Semi-empirical regressions at L-band applied to surface soil
moisture retrieval over grass, Remote Sens. Environ., 101, 415–
426, 2006a. Njoku, E. G. and Chan, S. K.: Vegetation and surface roughness
effects on AMSR-E land observations, Remote Sens. Environ.,
100, 190–199, 2006. Njoku, E. G. and Kong, J.-A.: Theory for passive microwave re-
mote sensing of near-surface soil moisture, J. Geophys. Res., 82,
3108–3118, doi:10.1029/jb082i020p03108, 1977. Saleh, K., Wigneron, J.-P., de Rosnay, P., Calvet, J.-C., Kerr, Y.,
Waldteufel, P., and Escorihuela, M. J.: Impact of rain interception
by vegetation and mulch on the L-band emission of natural grass,
Remote Sens. Environ., 101, 127–139, 2006b. Noilhan, J. and Lacarr`ere, P.: GCM gridscale evaporation from
mesoscale modelling, J. Climate, 8, 206–223, 1995. Saleh, K., Wigneron, J.-P., Waldteufel, P., de Rosnay, P., Schwank,
M., Calvet, J.-C., and Kerr, Y. H.: Estimates of surface soil mois-
ture under grass covers using L-band radiometry, Remote Sens. Environ., 109, 42–53, 2007. Panceira, R., Walker, J. P., Kalma, J. D., Kim, E. J., Hacker, J. M.,
Merlin, O., Berger, M., and Skou, N.: The NAFE’05/CoSMOS
data set: toward SMOS soil moisture retrieval, downscaling and
assimilation, IEEE T. Geosci. Remote, 46, 736–746, 2008. Saleh, K., Kerr, Y. E. Zakharova et al.: Spatial and temporal variability of biophysical variables in southwestern France 1742 Parrens, M., Zakharova, E., Lafont, S., Calvet, J.-C., Kerr, Y., Wag-
ner, W., and Wigneron, J.-P.: Comparing soil moisture retrievals
from SMOS and ASCAT over France, Hydrol. Earth Syst. Sci.,
16, 423–440, doi:10.5194/hess-16-423-2012, 2012. Remote, 39, 1729–1736, 2001. Kirdyashev, K. P., Chukhlantsev, A. A., and Shutko, A. M.: Mi-
crowave radiation of the Earth’s surface in the presence of vege-
tation cover, Radio Eng. Electron. Phys., 24, 256–264, 1979. Pellarin, T., Wigneron, J. P., Calvet, J.-C., and Waldteufel,
P.: Global soil moisture retrieval from a synthetic L-band
brightness temperature data set, J. Geophys. Res., 108, 4364,
doi:10.1029/2002JD003086, 2003a. Kochendorfer, J. P. and Ram´ırez, J. A.: Modeling the monthly
mean soil-water balance with a statistical-dynamical ecohydrol-
ogy model as coupled to a two-component canopy model, Hy-
drol. Earth Syst. Sci., 14, 2099–2120, doi:10.5194/hess-14-2099-
2010, 2010. Pellarin, T., Wigneron, J.-P., Calvet, J.-C., Berger, M., Douville, H.,
Ferrazzoli, P., Kerr, Y. H., Lopez-Baeza, E., Pulliainen, J., Sim-
monds, L. P., and Waldteufel, P.: Two-year global simulation of
L-band brightness temperatures over land, IEEE T. Geosci. Re-
mote, 41, 2135–2139, 2003b. Lee, K., Burke, Eleanor J., Shuttleworth, W., and Harlow, R.: In-
fluence of vegetation on SMOS mission retrievals, Hydrol. Earth
Syst. Sci., 6, 153–166, doi:10.5194/hess-6-153-2002, 2002. Liu, Y., De Jeu, R. A. M., Van Dijk, A. I. J. M., and Owe,
M.: TRMM-TMI satellite observed soil moisture and vege-
tation density (1998–2005) show strong connection with El
Nino in eastern Australia, Geophys. Res. Lett., 34, L15401,
doi:10.1029/2007GL030311, 2007. Pellarin, T., Calvet, J.-C., and Wagner, W.: Evaluation of ERS
scatterometer soil moisture products over a half-degree re-
gion in Southwestern France, Geophys. Res. Lett., 33, L17401,
doi:10.1029/2006GL027231, 2006. Porporato, A. and Rodriguez-Iturbe, I.: Ecohydrology - a challeng-
ing multidisciplinary research perspective, Hydrolog. Sci. J., 47,
811-821, 2002. Liu, Y., De Jeu, R. A. M., McCabe, M. F., Evans, J. P., and Van
Dijk, A. I. J. M.: Global long-term passive microwave satellite
based retrievals of vegetation optical depth, Geophys. Res. Lett.,
38, L18402, doi:10.1029/2011GL048684, 2011. Quintana-Segui, P., Le Moigne, P., Durand, Y., Martin, E., Habets,
F., Baillon, M., Canellas, C., Franchist´eguy, L., and Morel, S.:
Analysis of near surface atmospheric variables: validation of the
SAFRAN analysis over France, J. Appl. Meteorol. Clim., 47, 92–
107, 2008. E. Zakharova et al.: Spatial and temporal variability of biophysical variables in southwestern France Chanzy, A., Schmugge, T. J., Calvet, J.-C., Kerr, Y., van Oevelen, P.,
Grosjean, O., and Wang, J. R.: Airborne microwave radiometry
on a semi-arid area during HAPEX-Sahel, J. Hydrol., 188–189,
285–309, 1997. Jones, O., Jones, L., Kimball, J., and McDonald, K.: Satellite pas-
sive microwave remote sensing for monitoring global land sur-
face phenology, Remote Sens. Environ., 115, 1102–1114, 2011. De Rosnay, P., Calvet, J.-C., Kerr, Y., Wigneron, J. P., Lemaˆıtre,
F., Escorihuela, M. J., Munoz Sabater, J., Saleh, K., Barrie, J.,
Coret, L., Cherel, G., Dedieu, G., Durbe, R., Fritz, N., Frois-
sard, F., Kruszewski, A., Lavenu, F., Suquia, D., and Waldteufel,
P.: SMOSREX: A long term field campaign experiment for soil
moisture and land surface processes remote sensing, Remote
Sens. Environ., 102, 377–389, 2006. Kerr, Y. H. and Wigneron, J.-P.: Vegetation models and observa-
tions, a review, in: Passive Microwave Remote Sensing of Land-
Atmosphere Interactions, edited by: Choudhury, B. J., Kerr, Y. H., Njoku, E. G., and Pampaloni, P., VSP, Utrecht, The Nether-
lands, 317–344, 1995. Kerr, Y., Waldteufel, P., Wigneron, J.-P., Martinuzzi, J.-M., Font,
J., and Berger, M.: Soil moisture retrieval from space: the soil
moisture and ocean salinity (SMOS) mission, IEEE T. Geosci. Hydrol. Earth Syst. Sci., 16, 1725–1743, 2012 www.hydrol-earth-syst-sci.net/16/1725/2012/ E. Zakharova et al.: Spatial and temporal variability of biophysical variables in southwestern France 1743 Su, Z., Timmermans, W. J., van der Tol, C., Dost, R., Bianchi, R.,
G´omez, J. A., House, A., Hajnsek, I., Menenti, M., Magliulo, V.,
Esposito, M., Haarbrink, R., Bosveld, F., Rothe, R., Baltink, H. K., Vekerdy, Z., Sobrino, J. A., Timmermans, J., van Laake, P.,
Salama, S., van der Kwast, H., Claassen, E., Stolk, A., Jia, L.,
Moors, E., Hartogensis, O., and Gillespie, A.: EAGLE 2006 –
Multi-purpose, multi-angle and multi-sensor in-situ and airborne
campaigns over grassland and forest, Hydrol. Earth Syst. Sci.,
13, 833–845, doi:10.5194/hess-13-833-2009, 2009. Wigneron, J.-P., Waldteufel, P., Chanzy, A., Calvet, J.-C., and Kerr,
Y.: Two-Dimensional Microwave Interferometer Retrieval Capa-
bilities over Land Surfaces (SMOS Mission), Remote Sens. En-
viron., 73, 270–282, 2000. Wigneron, J.-P., Chanzy, A., Calvet, J.-C., Olioso, A., and Kerr, Y.:
Modeling approaches to assimilating L band passive microwave
observations over land surfaces, J. Geophys. Res., 107, 4219,
doi:10.1029/2001JD000958, 2002. Wigneron, J.-P., Kerr, Y., Waldteufel, P., Saleh, K., Escorihuela, M.-
J., Richaume, P., Ferrazzoli, P., de Rosnay, P., Gurney, R., Cal-
vet, J.-C., Grant, J. P., Guglielmetti, M., Hornbuckle, B., M¨atzler,
C., Pellarin, T., and Schwankh, M.: L-band microwave emis-
sion of the biosphere (L-MEB) model: description and calibra-
tion against experimental data sets over crop fields, Remote Sens. Environ., 107, 639–655, 2007. Wagner, W., Lemoine, G., and Rott, H.: A method of estimating soil
moisture from ERS scatterometer and soil data, Remote Sens. Environ., 70, 191–207, 1999a. Wagner, W., Noll, J., Borgeaud, M., and Rott, H.: Monitoring soil
moisture over the Canadian prairies with the ERS scatterometer,
IEEE T. Geosci. Remote, 37, 206–216, 1999b. Wagner, W., Bl¨oschl, G., Pampaloni, P., Calvet, J.-C., Bizzarri,
B., Wigneron, J.-P., and Kerr, Y.: Operational readiness of mi-
crowave remote sensing of soil moisture for hydrologic applica-
tions, Nord. Hydrol., 38, 1–20, 2007. Wigneron, J.-P., Chanzy, A., de Rosnay, P., R¨udiger, C., and Calvet,
J.-C.: Estimating the effective soil temperature at L-band as a
function of soil properties, IEEE T. Geosci. Remote, 46, 797–
801, 2008. Yang, L., Wei, W., Chen, L., Jia, F., and Mo, B.: Spatial variation
of shallow and deep soil moisture in the semi-arid loess hilly
area, China, Hydrol. Earth Syst. Sci. Discuss., 9, 4553–4586,
doi:10.5194/hessd-9-4553-2012, 2012. Walker, J. P. and Houser, P. R.: Requirements of global near surface
soil moisture satellite mission: accuracy, repeat time and spatial
resolution, Adv. Water Resour., 27, 785–801, 2004. Wang, J. R. and Choudhury, B. E. Zakharova et al.: Spatial and temporal variability of biophysical variables in southwestern France H., Richaume, P., Escorihuela, M. J., Panciera,
R., Delwart, S., Boulet, G., Maisongrande, P., Walker, J. P.,
Wursteisen, P., and Wigneron, J. P.: Soil moisture retrievals at L-
band using a two-step inversion approach (COSMOS/NAFE’05
Experiment), Remote Sens. Environ., 113, 1304–1312, 2009. Panciera, R., Walker, J. P., Kalma, J. D., Kim, E. J., Saleh, K., and
Wigneron, J.-P.: Evaluation of the SMOS L-MEB passive mi-
crowave soil moisture retrieval algorithm, Remote Sens. Envi-
ron., 113, 435–444, 2009. Pard´e, M., Zribi, M., Fanise, P., and Dechambre, M.: Analysis
of RFI issue using the CAROLS L-Band experiment, IEEE T. Geosci. Remote, 49, 1063–1070, 2011a. Schmugge, T. J. and Jackson, T. J.: A dielectric model of the veg-
etation effects on the microwave emission from soils, IEEE T. Geosci. Remote, 30, 757–760, doi:10.1109/36.158870, 1992. Pard´e, M., Zribi, M., Wigneron, J. P., Dechambre, M., Fanise, P.,
Kerr, Y., Crapeau, M., Saleh, K., Calvet, J.-C., Albergel, C., Mi-
alon, A., and Novello, N.: Soil moisture estimations based on air-
borne CAROLS L-band microwave data, Remote Sens., 3, 2591–
2604, doi:10.3390/rs3122591, 2011b. Schmugge, T., Jackson, T. J., Kustas, W. P., and Wang, J. R.: Pas-
sive microwave remote sensing of soil moisture: results from
HAPEX, FIFE and MONSOON 90, J. Photogram. Remote Sens.,
47, 127–143, 1992. Hydrol. Earth Syst. Sci., 16, 1725–1743, 2012 www.hydrol-earth-syst-sci.net/16/1725/2012/ E. Zakharova et al.: Spatial and temporal variability of biophysical variables in southwestern France J.: Remote sensing of soil moisture
content over bare field at 1.4 GHz frequency, J. Geophys. Res.,
86, 5277–5282, 1981. Zhao, D., Kuenzer, C., Fu, C., and Wagner, W.: Evaluation of the
ERS scatterometer-derived soil water index to monitor water
availability and precipitation distribution at three different scales
in China, J. Hydrometeorol., 9, 549–562, 2008. Wang, L., D’Odorico, P., Evans, J. P., Eldridge, D., McCabe, M. F., Caylor, K. K., and King, E. G.: Dryland ecohydrology and
climate change: critical issues and technical advances, Hydrol. Earth Syst. Sci. Discuss., 9, 4777–4825, doi:10.5194/hessd-9-
4777-2012, 2012. Zribi, M., Pard´e, M., Boutin, J., Fanise, P., Hauser, D., Decham-
bre, M., Kerr, Y., Leduc-Leballeur, M., Skou, M., Søbjærg, S. S., Albergel, C., Calvet, J.-C., Wigneron, J.-P., Lopez-Baeza, E.,
Ruis, A., and Tenerelli, J.: CAROLS: a new airborne L-band ra-
diometer for ocean surface and land observations, Sensors, 11,
719–742, 2011. Wigneron, J.-P., Chanzy, A., Calvet, J.-C., and Bruguier, N.: A sim-
ple algorithm to retrieve soil moisture and vegetation biomass
using passive microwave measurements over crop fields, Remote
Sens. Environ., 5, 331–341, 1995. Wigneron, J.-P., Calvet, J.-C., and Kerr, Y.: Monitoring water inter-
ception by crop fields from passive microwave observations, Agr. Forest Meteorol., 80, 177–194, 1996. Hydrol. Earth Syst. Sci., 16, 1725–1743, 2012 Hydrol. Earth Syst. Sci., 16, 1725–1743, 2012 Hydrol. Earth Syst. Sci., 16, 1725–1743, 2012 www.hydrol-earth-syst-sci.net/16/1725/2012/ www.hydrol-earth-syst-sci.net/16/1725/2012/
|
https://openalex.org/W2916880271
|
http://archive.forbes5.pitt.edu/ojs/index.php/forbes5/article/download/7/7
|
Latin
| null |
References - Volume 2
|
Forbes & fifth
| 2,012
|
cc-by
| 852
|
Schizophrenia
and
a
Means
to
Study
It
(Sheikh) ³%LRJUDSK\´%U\DQ&KDUQOH\1SQG:HE2FWKWWSZZZEU\DQFKDUQ
OH\LQIRLQGH[DVS! \
S
&KDUQOH\%U\DQ³WK0D\´%U\DQ&KDUQOH\1SQ
KWWSZZZEU\DQFKDUQOH\LQIRSRUWULDWDVS! \
S
&KDUQOH\%U\DQ³WK0D\´%U\DQ&KDUQOH\1SQG:HE2FW
KWWSZZZEU\DQFKDUQOH\LQIRSRUWULDWDVS! /HZLV'$DQG-$/LHEHUPDQ³&DWFKLQJ8SRQ6FKL]RSKUHQLD1DWXUDO+LVWRU\DQG
1HXURELRORJ\´ Neuron 28 ³+RZ0HQWDO,OOQHVVHV$UH'LDJQRVHG´:HE0':HE0'0D\:HE
2FWKWWSZZZZHEPGFRPDQ[LHW\SDQLFJXLGHPHQWDOKHDOWKPDN
LQJGLDJQRVLV! .HHIH56DQG:6)HQWRQ³+RZ6KRXOG'609&ULWHULD)RU6FKL]RSKUHQLD,Q
FOXGH&RJQLWLYH,PSDLUPHQW"´Schizophrenia Bulletin 0LOOHU(.DQG-'&RKHQ³$Q,QWHJUDWLYH7KHRU\RI3UHIURQWDO&RUWH[)XQFWLRQ´
Annual Review of Neuroscience± &KDUQOH\%U\DQ³WK-XQH´%U\DQ&KDUQOH\1SQG:HE2FW
KWWSZZZEU\DQFKDUQOH\LQIRSRUWULDWDVS! *ODQW]/$DQG'$/HZLV³'HFUHDVHG'HQGULWLF6SLQH'HQVLW\RQ3UHIURQWDO&RU
WLFDOS\UDPLGDOQHXURQVLQVFKL]RSKUHQLD´Archives of General Psychiatry.
± .ROOXUL1HWDO³/DPLQDVSHFL¿F5HGXFWLRQVLQ'HQGULWLF6SLQH'HQVLW\LQWKH3UH
IURQWDO&RUWH[RI6XEMHFWVZLWK6FKL]RSKUHQLD´The American Journal of Psy-
chiatry± *RQ]DOH]%XUJRV*HWDO³$OWHUDWLRQVRI&RUWLFDO*$%$1HXURQVDQG1HWZRUN
2VFLOODWLRQVLQ6FKL]RSKUHQLD´Current Psychiatry Reports±
*XLGRWWL$HWDO³'HFUHDVH,Q5HHOLQDQG*OXWDPLF$FLG'HFDUER[\ODVH*$'
([SUHVVLRQLQ6FKL]RSKUHQLDDQG%LSRODU'LVRUGHU´Archives of General Psy
chiatry± &XUOH\$$HWDO³&RUWLFDO'H¿FLWVRI*OXWDPLF$FLG'HFDUER[\ODVH([SUHV
VLRQLQ6FKL]RSKUHQLD&OLQLFDO3URWHLQDQG&HOO7\SHVSHFL¿F)HDWXUHV´The
American Journal of Psychiatry± 3LFWXUHV KWWSZZZEU\DQFKDUQOH\LQIRSRUWULDWDVS KWWSZZZEU\DQFKDUQOH\LQIRSRUWULDWDVS 89 FORBES
&
FIFTH Ameritaku:
How
Goku
Beat
Superman
(Kizior) .HOWV5RODQG Japanamerica: How Japanese Pop Culture Has Invaded the U.S1HZ
<RUN1<3DOJUDYH0DFPLOODQ 5LFKDUG%ULJLWWH.R\DPDJapanese Animation: From Painted Scrolls to Pokémon.
=DQDUGL)ODPPDULRQ3ULQW %RXTXLOODUG-RFHO\QDQG&KULVWRSKH0DUTXHWHokusai, First Manga Master1HZ
<RUN$EUDPV3ULQW 5LFKPRQG6LPRQThe Rough Guide to Anime: Japan’s Finest Form from Ghibli to
Gankutsuo/RQGRQ5RXJK*XLGHV3ULQW 0DUFRYLW]+DO Anime'HWURLW/XFHQW .HOWV5RODQGJapanamerica: How Japanese Pop Culture Has Invaded the
U.S1HZ<RUN1<3DOJUDYH0DFPLOODQ ,ELG ,ELG 0DUFRYLW]+DO Anime'HWURLW/XFHQW .HOWV5RODQGJapanamerica: How Japanese Pop Culture Has Invaded the
U.S1HZ<RUN1<3DOJUDYH0DFPLOODQ 0DUFRYLW]+DOAnime'HWURLW/XFHQW ,ELG ,ELG ,ELG ,ELG 3DWWHQ)UHGWatching Anime, Reading Manga: 25 Years of Essays and Reviews. 3DWWHQ)UHGWatching Anime, Reading Manga: 25 Years of Essays and Reviews.
%HUNHOH\&$6WRQH%ULGJH3ULQW
%HUNHOH\&$6WRQH%ULGJH3ULQW 0DUFRYLW]+DOAnime'HWURLW/XFHQW ƿWRPR.DWVXKLUR Akira Vol.1-6.0LOZDXNLH25'DUN+RUVH&RPLFV Neon Genesis Evangelion'LU+LGHDNL$QQR*DLQD['9' 5LFKPRQG6LPRQThe Rough Guide to Anime: Japan’s Finest Form from Ghibli to
Gankutsuo/RQGRQ5RXJK*XLGHV3ULQW 0DUFRYLW]+DOAnime'HWURLW/XFHQW 1DSLHU6XVDQ-ROOLIIH Anime from Akira to Princess Mononoke: Experiencing
Contemporary Japanese Animation1HZ<RUN3DOJUDYH3ULQW 5LFKPRQG6LPRQThe Rough Guide to Anime: Japan’s Finest Form from Ghibli to
Gankutsuo/RQGRQ5RXJK*XLGHV3ULQW .HOWV5RODQGJapanamerica: How Japanese Pop Culture Has Invaded the U.S.
1HZ<RUN1<3DOJUDYH0DFPLOODQ 1DSLHU6XVDQ-ROOLIIHFrom Impression to Anime: Japan as Fantasy and Fan Cul-
ture in the Mind of the West%DVLQJVWRNH3DOJUDYH0DFPLOODQ 1DSLHU6XVDQ-ROOLIIHFrom Impression to Anime: Japan as Fantasy and Fan Cul-
ture in the Mind of the West%DVLQJVWRNH3DOJUDYH0DFPLOODQ *OHQQ0DUYLQ³$QLPHRQ79+LVWRU\´$QLPHRQ79$QLPH7HOHYLVLRQ5HVRXUFH
:HE0DUKWWSZZZDQLPHRQWYFRPPJDQLPHBWYBKLVWRU\KWP! 90 .HOWV5RODQGJapanamerica: How Japanese Pop Culture Has Invaded the
U.S1HZ<RUN1<3DOJUDYH0DFPLOODQ ,ELG ,ELG 1DSLHU6XVDQ-ROOLIIHFrom Impression to Anime: Japan as Fantasy and Fan Cul-
ture in the Mind of the West%DVLQJVWRNH3DOJUDYH0DFPLOODQ 3DWWHQ)UHGWatching Anime, Reading Manga: 25 Years of Essays and Reviews.
%HUNHOH\&$6WRQH%ULGJH3ULQW -RKQVRQ:RRGV7RQLManga: an Anthology of Global and Cultural Perspectives.
1HZ<RUN&RQWLQXXP3ULQW +DUULV-HII³7,&$_7KH+LVWRU\RI7RRQDPL´The X Bridge | Evolving Since
19980DU:HE0DUKWWSZZZWKH[EULGJHFRPWLPH
OLQHKWPO! 7KRPSVRQ-DVRQ³-DVRQ7KRPSVRQ¶V+RXVHRI0DQJD'UDJRQ%DOO´Anime
News Network0DU:HE0DU
KWWSZZZDQLPHQHZVQHWZRUNFRPKRXVHRIPDQJD! 7KRPSVRQ-DVRQ³-DVRQ7KRPSVRQ¶V+RXVHRI0DQJD'UDJRQ%DOO´Anime
News Network0DU:HE0DU News Network0DU:HE0DU
KWWSZZZDQLPHQHZVQHWZRUNFRPKRXVHRIPDQJD!
,ELG
KWWSZZZDQLPHQHZVQHWZRUNFRPKRXVHRIPDQJD!
,ELG +DUULV-HII³7,&$_7KH+LVWRU\RI7RRQDPL´The X Bridge | Evolving Since
19980DU:HE0DUKWWSZZZWKH[EULGJHFRPWLPH
OLQHKWPO! 0DUFRYLW]+DOAnime'HWURLW/XFHQW ,ELG ,ELG 3DWWHQ)UHGWatching Anime, Reading Manga: 25 Years of Essays and Reviews.
%HUNHOH\&$6WRQH%ULGJH3ULQW +DUULV-HII³7,&$_7KH+LVWRU\RI7RRQDPL´The X Bridge | Evolving Since 1998
0DU:HE0DUKWWSZZZWKH[EULGJHFRPWLPHOLQH
KWPO! 3DWWHQ)UHGWatching Anime, Reading Manga: 25 Years of Essays and Reviews.
%HUNHOH\&$6WRQH%ULGJH3ULQW &DPS%ULDQDQG-XOLH'DYLVAnime Classics Zettai!: 100 Must-see Japanese Ani
mation Masterpieces%HUNHOH\&$6WRQH%ULGJH3ULQW 3DWWHQ)UHGWatching Anime, Reading Manga: 25 Years of Essays and Reviews.
.HOWV5RODQGJapanamerica: How Japanese Pop Culture Has Invaded the
U.S1HZ<RUN1<3DOJUDYH0DFPLOODQ
,ELG REFERENCES
(continued) REFERENCES
(continued) Ameritaku:
How
Goku
Beat
Superman
(Kizior) 3DWWHQ)UHGWatching Anime, Reading Manga: 25 Ye
%HUNHOH\&$6WRQH%ULGJH3ULQW -RKQVRQ:RRGV7RQLManga: an Anthology of Global and Cultural Perspectives.
1HZ<RUN&RQWLQXXP3ULQW ,ELG ,ELG ,ELG ,ELG .HOWV5RODQGJapanamerica: How Japanese Pop Culture Has Invaded the
U S 1HZ <RUN 1< 3DOJUDYH 0DFPLOODQ .HOWV5RODQGJapanamerica: How Japanese Pop Culture Has Invaded the ,ELG 91 FORBES
&
FIFTH FORBES
&
FIFTH An
Overview
of
Sex
Determination
From
the
Adult
Shoulder
Girdle
(Dominach) %HUUL]EHLWLD ( / ³6H[ 'HWHUPLQDWLRQ ZLWK WKH +HDG RI WKH 5DGLXV´ The
Journal of Forensic Science %XUQV.5Forensic Anthropology Training Manual.8SSHU6DGGOH5LYHU1-
3HDUVRQ(GXFDWLRQ,QF %\HUV61Introduction to Forensic Anthropology8SSHU6DGGOH5LYHU1-
3HDUVRQ(GXFDWLRQ,QF 'DEEV*5³,V'ZLJKW5LJKW"&DQWKH0D[LPXP+HLJKWRIWKH6FDSXOD%H
8VHGIRU$FFXUDWH6H[(VWLPDWLRQ?.” Journal of Forensic Sciences
GRLM[ 'ZLJKW7³7KH5DQJHDQG6LJQL¿FDQFHRI9DULDWLRQLQWKH+XPDQ6NHOHWRQ´
Boston Medical and Surgical Journal )UXWRV / 5 ³'HWHUPLQDWLRQ RI 6H[ )URP WKH &ODYLFOH DQG 6FDSXOD LQ D
*XDWHPDODQ &RQWHPSRUDU\ 5XUDO ,QGLJHQRXV 3RSXODWLRQ´ The American
Journal of Forensic Medicine and Pathology )UXWRV/5³0HWULF'HWHUPLQDWLRQRI6H[)URPWKH+XPHUXVLQD*XDWHPDODQ
)RUHQVLF 6DPSOH.” Forensic Science International
GRLMIRUVFLLQW +UGOLþND$³7KH3ULQFLSOH'LPHQVLRQV$EVROXWHDQG5HODWLYHRIWKH+XPHUXV
LQWKH:KLWH5DFH´American Journal of Physical Anthropology
GRLDMSD +UGOLþND$³7KH6FDSXOD9LVXDO2EVHUYDWLRQV´American Journal of Physical
AnthropologyGRLDMSD ,VFDQ0<³)RUHQVLF$QWKURSRORJ\RI6H[DQG%RG\6L]H´Forensic Science
InternationalGRLMIRUVFLLQW .RQLJVEHU/:$OJHH+HZLWW%)% 6WHDGPDQ':³(VWLPDWLRQDQG
(YLGHQFH LQ )RUHQVLF$QWKURSRORJ\ 6H[ DQG 5DFH´ American Journal of
Physical AnthropologyGRLDMSD 5REOLQJ$ * 8EHODNHU ' + ³6H[ (VWLPDWLRQ IURP WKH 0HWDWDUVDOV´
Journal of Forensic Sciences 6SUDGOH\0. -DQW]5/³6H[(VWLPDWLRQLQ)RUHQVLF$QWKURSRORJ\6NXOO
9HUVXV3RVWFUDQLDO(OHPHQWV´Journal of Forensic Sciences
GRLM[ 6WHZDUW7'Essentials of Forensic Anthropology: Especially as Developed in
the United States6SULQJ¿HOG&KDUOHV&7KRPDV3XEOLVKHU YDQ'RQJHQ5³7KH6KRXOGHU*LUGOHDQG+XPHUXVRIWKH$XVWUDOLDQ$ERULJLQH´
American Journal of Physical Anthropology, GRL
DMSD 92
|
https://openalex.org/W3159670706
|
https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0250665&type=printable
|
English
| null |
Application of machine learning and genetic optimization algorithms for modeling and optimizing soybean yield using its component traits
|
PloS one
| 2,021
|
cc-by
| 9,858
|
PLOS ONE PLOS ONE RESEARCH ARTICLE Editor: Qiang Zeng, South China University of
Technology, CHINA Copyright: © 2021 Yoosefzadeh-Najafabadi et al. This is an open access article distributed under the
terms of the Creative Commons Attribution
License, which permits unrestricted use,
distribution, and reproduction in any medium,
provided the original author and source are
credited. Data Availability Statement: The data are
uploaded in an open access file in Github, and can
be accessed through the following link: https://
github.com/Mohsen1080/Available-Datasets. Funding: This project was funded in part by Grain
Farmers of Ontario (GFO) and SeCan. The funders
had no role in study design, data collection and
analysis, decision to publish, or preparation of the
manuscript. Application of machine learning and genetic
optimization algorithms for modeling and
optimizing soybean yield using its component
traits Mohsen Yoosefzadeh-NajafabadiID1, Dan TulpanID2, Milad EskandariID1* Mohsen Yoosefzadeh-NajafabadiID1, Dan TulpanID2, Milad EskandariID1*
1 Department of Plant Agriculture, University of Guelph, Guelph, Ontario, Canada, 2 Department of Animal
Biosciences, University of Guelph, Guelph, Ontario, Canada 1 Department of Plant Agriculture, University of Guelph, Guelph, Ontario, Canada, 2 Department of Animal
Biosciences, University of Guelph, Guelph, Ontario, Canada a1111111111
a1111111111
a1111111111
a1111111111
a1111111111 a1111111111
a1111111111
a1111111111
a1111111111
a1111111111 * meskanda@uoguelph.ca Abstract Improving genetic yield potential in major food grade crops such as soybean (Glycine max
L.) is the most sustainable way to address the growing global food demand and its security
concerns. Yield is a complex trait and reliant on various related variables called yield compo-
nents. In this study, the five most important yield component traits in soybean were mea-
sured using a panel of 250 genotypes grown in four environments. These traits were the
number of nodes per plant (NP), number of non-reproductive nodes per plant (NRNP), num-
ber of reproductive nodes per plant (RNP), number of pods per plant (PP), and the ratio of
number of pods to number of nodes per plant (P/N). These data were used for predicting the
total soybean seed yield using the Multilayer Perceptron (MLP), Radial Basis Function
(RBF), and Random Forest (RF), machine learning (ML) algorithms, individually and collec-
tively through an ensemble method based on bagging strategy (E-B). The RBF algorithm
with highest Coefficient of Determination (R2) value of 0.81 and the lowest Mean Absolute
Errors (MAE) and Root Mean Square Error (RMSE) values of 148.61 kg.ha-1, and 185.31
kg.ha-1, respectively, was the most accurate algorithm and, therefore, selected as the meta-
Classifier for the E-B algorithm. Using the E-B algorithm, we were able to increase the pre-
diction accuracy by improving the values of R2, MAE, and RMSE by 0.1, 0.24 kg.ha-1, and
0.96 kg.ha-1, respectively. Furthermore, for the first time in this study, we allied the E-B with
the genetic algorithm (GA) to model the optimum values of yield components in an ideotype
genotype in which the yield is maximized. The results revealed a better understanding of the
relationships between soybean yield and its components, which can be used for selecting
parental lines and designing promising crosses for developing cultivars with improved
genetic yield potential. OPEN ACCESS Citation: Yoosefzadeh-Najafabadi M, Tulpan D,
Eskandari M (2021) Application of machine
learning and genetic optimization algorithms for
modeling and optimizing soybean yield using its
component traits. PLoS ONE 16(4): e0250665. https://doi.org/10.1371/journal.pone.0250665 Editor: Qiang Zeng, South China University of
Technology, CHINA Introduction Soybean (Glycine max L. Merrill) is the world’s most widely grown leguminous crop and an
important oil and protein source for food and feed [1]. Because of its nutritional and 1 / 18 PLOS ONE | https://doi.org/10.1371/journal.pone.0250665
April 30, 2021 PLOS ONE Using machine learning algorithms for estimating soybean yield from yield component traits Competing interests: The authors have declared
that no competing interests exist. Competing interests: The authors have declared
that no competing interests exist. pharmaceutical properties, soybean is also considered as an important source of healthy plant-
based food products in the human diet. While the global demand for soybean is increasing sig-
nificantly [2], the current average annual genetic gain for yield seem not to be able to cope
with the growing demand [3]. One of the probable main reasons for this low genetic gain is the
inefficient selection criteria that are currently used in breeding programs for selecting geno-
types with desirable genetic yield potentials [4]. Despite the major advances in molecular technologies and their potential implications in
breeding programs, generating reliable phenotypic data and analyzing big datasets have been
remained the major bottlenecks [5]. Plant breeding programs, including soybeans, are contin-
uously relying on the evaluation of yield and important agronomic traits for making selections
and defining commercial products [6]. If a trait is under controlled by a few major genes, and
so with limited environmental effects, designing molecular marker tools would be sufficient
for selecting desirable genotypes in a given breeding population [7]. However, for complex
traits such as yield, which are highly influenced by the environment and controlled by numer-
ous genes with minor effects, the dissection of traits underlying the yield can be beneficial for
selecting genotypes with improved genetic potentials [8]. In general, soybean breeders have
made extensive use of the classical phenotypic selection approaches to evaluate and exploit
total seed yield as the main selection criterion in their cultivar development programs [8, 9]. However, genetic gains for yield have generally been low and inconsistent across different
environments [8]. The general low genetic gains for yield can be to a large extent because of
the nature of this trait, in which several secondary traits drive the final production directly or
indirectly [3]. Thus, one possible way to increase the yield genetic gains in new cultivars is to
improve their yield component traits [5, 7, 8]. Competing interests: The authors have declared
that no competing interests exist. PLOS ONE | https://doi.org/10.1371/journal.pone.0250665
April 30, 2021 Introduction Yield formation in plant species is mostly governed by yield component traits [10–12]. Traits such as the number of nodes per plant (NP), number of non-reproductive nodes per
plant (NRNP), number of reproductive nodes per plant (RNP), and number of pods per plant
(PP) are considered as the major yield components in soybean [13]. Therefore, the increase in
yield production can be regulated by selecting the soybeans with greater performance in their
yield components [13, 14]. Several studies have been conducted to describe yield improvement
in plants via improving yield components [15–18]. For example, positive correlations between
soybean yield and the number of pods [19] were reported to be the most significant contribu-
tor to yield gain in Northeast China [20]. By considering yield components, soybean breeders
can model and predict optimum conditions in which the highest yield production can achieve
[21]. However, developing reliable prediction models built upon several yield component traits
requires dealing with large datasets that are generated from the evaluation of large breeding
populations across multi-environments. Due to the essential need for advanced skills in computational and mathematical analyses,
exploiting large datasets in many public breeding programs is still a bottleneck. Machine
Learning (ML) algorithms, as one of the reliable and efficient computational approaches, were
successfully implemented in different fields of study, such as traffic crash frequency modeling
[22, 23], environmental science [24], engineering [25], and medicine [26]. Previously, Zeng,
Huang (22) developed neural network, as one of the ML algorithms for exploring the non-lin-
ear relationship between risk factors and crash frequency. They reported the successfulness of
using neural network algorithms to eliminate the overfitting and deal with lack-box character-
istic [22]. Also, several studies reported the efficiency of ML algorithms in better detection of
genomic regions associated with a trait of interest [26–28]. One of the recent agriculture trends is the use of ML algorithms for analyzing big data [29,
30]. Emerging ML algorithms in agriculture have created new opportunities to quantify and
understand the intensive data process in agriculture [29, 31]. In a simple form, ML algorithms PLOS ONE | https://doi.org/10.1371/journal.pone.0250665
April 30, 2021 2 / 18 PLOS ONE Using machine learning algorithms for estimating soybean yield from yield component traits can be defined as machines with the ability to learn without explicitly programmed [29, 32]. Introduction Theoretically, each algorithm is involved in a specific learning process from training data to per-
form a task of clustering, predicting, and classifying new datasets using the knowledge attained
during the learning process [31]. Various ML algorithms have been developed and can be
implemented for complex interactions between features [8, 29, 32, 33]. Multilayer Perceptron
(MLP), for example, is known as the common neural network algorithm that is widely used in
different areas such as plant sciences [30], remote sensing [34], environmental sciences [35],
and engineering [36]. Like other neural network algorithms, MLP is built upon many neurons
in which each neuron has its own specific weight [37]. In any case that one neuron is insuffi-
cient to explain the algorithm, MLP will be useful by providing multi-neurons [38, 39]. Radial
Basis Function (RBF) is another ML algorithm commonly used in plant sciences [40–42]. RBF
is reported to be successful for predictions wherever relevant features are used [40]. However,
its performance for predicting soybean yield from its components is still unknown. Random
Forest (RF) is another algorithm that its performance was evaluated in this study. RF has drawn
many researchers’ attention because of adequate performances in various fields, including plant
science [30, 43], animal science [44, 45], human science [46], and remote sensing [47]. One of the major impediments of using individual ML algorithms is the high probability of
overfitting in single predictive algorithms [48]. To overcome this obstacle, the ensemble tech-
niques can be employed [49]. Ensemble techniques are known as the most influential develop-
ment in the application of ML algorithms [50], in which combined algorithms are exploited to
improve prediction accuracies by reducing overfitting rates [48–50]. Three commonly used
ensemble algorithms are stacking, boosting, and bagging methods that are used according to
the nature of the dataset and the individual ML algorithms that are used [50]. The success of
using ensemble techniques was reported in different areas such as plant science [30], engineer-
ing [51], and computer sciences [52]. In soybean cultivar development programs, an optimum selection among important yield
components can significantly improve the yield genetic gain. Therefore, the implementation
of optimization methods in this field is of particular interest. Optimization algorithms for
improving important traits are becoming more and more attractive in plant science [40, 53]. Introduction Genetic Algorithm (GA) is known as one of the most well-known single objective optimization
methods designed and developed by Holland [54], as a searching algorithm based on natural
selection. GA searching algorithm is based on Darwin’s notion that more stable organisms
across different environments survive better than the others [55]. Although the successful uses of ML ensemble methods have been reported in different agri-
culture-related fields [30, 48, 53, 56, 57], the potential use of these algorithms to predict soy-
bean yield using yield components remains unknown. Therefore, this study aimed to
investigate the potential use of soybean yield components for predicting the final seed yield
using individual ML algorithms as well as ensemble learning methods. In addition, linking the
best machine learning algorithm with GA for estimating the optimized values of the yield com-
ponents for maximizing the soybean yield was investigated. The outcomes of this study can
pave the way to understand the importance of soybean yield components in determining the
total seed yield and implement the proposed pipeline for making the genotypic selection more
accurate. Phenotypic evaluations Seed yield (ton ha-1) of each plot was measured by harvesting three middle rows and adjusting
to a 13% moisture level. Soybean yield components, including NP, NRNP, RNP, and PP,
were hand-measured by randomly selected ten plants from each phenotypic plot for each
genotype. Also, the PP to NP ratio (P/N) for each genotype was calculated using the following
equation: P=N ¼ PP
NP
ð1Þ ð1Þ where PP indicates the number of pods per plant, and NP indicates the total number of nodes
per plant. Data pre-processing, correlation coefficient, and statistical analyses All the phenotypic plot-based data were adjusted for spatial variations within the fields using
nearest neighbor analysis (NNA) as one of the spatial error control methods to reduce and
minimize the possible error in the field data [58, 59]. The yield components were collected for
250 soybean genotypes from 2000 plots across four environments. The average value of each
yield component for each genotype was estimated through the best linear unbiased prediction
(BLUP) as a mixed model [60]. For BLUP analysis, the environment factor was selected as a
fixed effect, and the genotype factor was considered as a random effect. Afterward, all 250
data-points were used for constructing training and testing datasets. In this study, all the yield
component traits such as NP, NRNP, RNP, PP, and P/N were considered as input variables for
predicting the soybean yield as the output variable. In order to improve the prediction accu-
racy of input variables, data scaling and centering were applied for the pre-processing and pre-
treatment steps [61]. Before performing ML algorithms, the principal component (PC) analy-
sis was applied to identify outliers; however, no outlier was detected. The Pearson coefficient
of correlations between seed yield and yield components were estimated using the R software
version 3.6.1. Plant material and experimental design Two hundred and fifty soybean genotypes were grown under field conditions at two locations:
Palmyra (42˚25’50.1"N 81˚45’06.9"W, 195 m above sea level) and Ridgetown (42˚27’14.8"N 3 / 18 PLOS ONE | https://doi.org/10.1371/journal.pone.0250665
April 30, 2021 PLOS ONE Using machine learning algorithms for estimating soybean yield from yield component traits 81˚52’48.0"W, 200m above sea level), in Ontario, Canada in 2018–2019. The population used
in this study was selected from the core germplasms of soybean breeding programs at the Uni-
versity of Guelph, Ridgetown campus that have been created over 35 years and used for culti-
var development and genetic studies. The experiment was conducted using randomized
complete block designs (RCBD) with two replications in four environments (two
locations × two years), consisting of 2000 phenotypic plots in total. Each plot consisted of five
rows, each 4.2 m long and 40 cm spacing between each row. The seeding rates used in this
study were 50–57 seeds per m2. Optimization process via GA For obtimizing the values of NP, PP, RNP, NRNP, and P/N in a theoretical maximized yield
ideotype genotype, the best ML algorithm was linked to the genetic algorithm (GA). In order
to have the best implement of GA, some parameters such as mutation rate, crossover fraction,
and the number of chromosomes should be determined. For that, optimum values of the men-
tioned parameters are estimated by the trial and error methods. In brief, a chromosome is
known as a set of variables that define as a possible solution to the problem. In this study, all
the possible combinations of the yield component traits were considered as different chromo-
somes to form the maximum soybean yield production. All proposed chromosomes are con-
structed from the initial population, which is the first step in the GA optimization process
[53]. Crossover in GA is the process of creating a new generation of chromosomes by mixing
the existing chromosomes [69]. In this study, the possible crossover between two chromo-
somes, each containing a combination pattern of the yield components, was evaluated by
using a two-point crossover, which is known as one of the common crossover fractions. Muta-
tion is another parameter in GA, which is used to control the local minima in the population
[69]. By using a mutation rate, the possibility of having similar chromosomes will be decreased,
and therefore, the possible local minima are decreased [53]. In this study, the mutation and
crossover rates as well as the number of chromosomes were set to 0.1, 0.7, and 100, respectively
(Fig 1). Also, the Roulette wheel was used for selecting elite populations for crossover to obtain
the appropriate fitness. In order to achieve the generation number, the generational practice
was iteratively implemented. The lower and upper bounds of the dataset were considered as
the constraints in the optimization process (Fig 1). Data-driven modeling MLP, RBF, and RF are the most commonly used ML algorithms with distinct functions and
abilities that are used for predicting yield in plant crop species [37, 48, 62]. The MLP, as one of
the most common feed-forward neural networks, consists of input, hidden, and output layers
of interconnected neurons [63]. RBF is another type of neural network that used approximate
multivariate functions [64]. RBF has the same functionality as that of MLP but in an effective
way for using in more than one dimension [65]. RF is also another commonly used ML algo-
rithm that generates combined trees representing n number of independent observations [66]. The final prediction in RF is determined based on the average predictions of all possible inde-
pendent trees [48]. In order to improve the prediction performance of individual ML 4 / 18 PLOS ONE | https://doi.org/10.1371/journal.pone.0250665
April 30, 2021 PLOS ONE Using machine learning algorithms for estimating soybean yield from yield component traits algorithm, an ensemble method was proposed based on the bagging strategy (E-B). The steps
for the E-B analyses are as follows: (1) applying and training MLP, RBF, and RF, indepen-
dently; (2) selecting the best ML algorithm, based on the validation set, as the metaClassifier
for the E-B; and (3) combining the prediction results in order to improve the prediction accu-
racy of the soybean yield [67]. All the used parameters in each algorithm were optimized based
on the training dataset. The Weka software version 3.9.4 [68] was used to run all the tested ML
algorithms and the E-B method for analyzing training and validation sets. PLOS ONE | https://doi.org/10.1371/journal.pone.0250665
April 30, 2021 Quantification of model performance and error estimations The original dataset consists of 250 observations was randomly divided into training and vali-
dation sets based on the five k-fold cross-validation method [70] with ten repetitions (Fig 2). To quantify the performance of the ML algorithms for predicting soybean seed yield from the
yield components, the following statistical measurements between independent reference val-
ues (Y) and estimated values (Y0) were applied: The Root Mean Square Error (RMSE, Eq 2)
and the Mean Absolute Errors (MAE, Eq 3) of the validation set.fififififififififififififififififififififififififi RMSE ¼
ffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffi
P ðY0 YÞ
2
n
s
ð2Þ
MAE ¼
Pn
i¼1 jY0
i YIj
n
ð3Þ ð2Þ ð3Þ where Y0 stands for predicted value, Y is the field measured value, and n is the number of
observations for a given genotype. where Y0 stands for predicted value, Y is the field measured value, and n is the number of
observations for a given genotype. 5 / 18 PLOS ONE | https://doi.org/10.1371/journal.pone.0250665
April 30, 2021 PLOS ONE Using machine learning algorithms for estimating soybean yield from yield component traits Fig 1. The schematic diagram of the genetic algorithm as the single objective evolutionary optimization algorithm. https://doi org/10 1371/journal pone 0250665 g001 Fig 1. The schematic diagram of the genetic algorithm as the single objective evolutionary optimization algorithm. https://doi.org/10.1371/journal.pone.0250665.g001 Fig 1. The schematic diagram of the genetic algorithm as the single objective evolutionary optimization algorithm. Fig 1. The schematic diagram of the genetic algorithm as the single objective evolutionary optimization algorithm. The analyses of the goodness of fit between observed and the predicted values were per-
formed using the coefficient of determination (R2, Eq 4). While we provide their definitions
below, more comprehensive descriptions and definitions can be found in [71–73]: R2 ¼ SST SSE
SST
ð4Þ ð4Þ where SST stands for the sum of squares for total, and SSE stands for the sum of the squares for
error. where SST stands for the sum of squares for total, and SSE stands for the sum of the squares for
error. PLOS ONE | https://doi.org/10.1371/journal.pone.0250665
April 30, 2021 Pearson correlation analyses and individual ML evaluations Based on the field data analyses, the average yield of 250 soybean genotypes was estimated to
be between 2.58 to 5.71 ton ha-1 with a mean and standard deviation of 4.22 and 0.57 ton ha-1,
respectively. The potential benefits of using each soybean yield component for predicting the soybean
seed yield was quantified using the Pearson coefficients of correlation among all the measured
traits. Based on the correlation coefficients, all the yield components, except NRNP, were posi-
tively correlated with soybean seed yield. The linear correlation between soybean seed yield
and PP (r = 0.71) was found to be the strongest followed by its correlation with NP (r = 0.68),
RNP (r = 0.67), and P/N (r = 0.64). The negative correlation between soybean seed yield and
NRNP was estimated as r = -0.29 (Fig 3). Based on the results of correlation analyses, the top correlated variables were iteratively
added to the algorithms and updated the algorithm training performances until all variables
were included. The R2 values of each model were then calculated (Fig 4). Among all the tested
ML algorithms, the R2 reached its maximum value of 0.81 in RBF taking into account PP, NP,
and RNP. No changes in R2 value were detected after adding P/N and NRNP in the RBF algo-
rithm. The maximum R2 value of 0.80 was obtained for both RF and MLP when all the yield
components are added into the algorithms (Fig 4). Visualizing and statistical analyzing The results were visualized using the Microsoft Excel software (2019), ggvis [74], and ggplot2
[75] packages in the R software version 3.6.1. All statistical computational procedures were
also conducted using MASS [76] package in R software. 6 / 18 PLOS ONE | https://doi.org/10.1371/journal.pone.0250665
April 30, 2021 PLOS ONE Using machine learning algorithms for estimating soybean yield from yield component traits Fig 2. The experimental workflow of algorithm selection and validation for predicting the soybean seed yield. Th
Number of Nodes per plant (NP), the Number of Non-Reproductive Nodes per Plant (NRNP), the Number of
Reproductive Nodes per Plant (RNP), and the Number of Pods per Plant (PP), the ratio of number of Pods to number
of Nodes per plant (P/N), Genetic Algorithm (GA). https://doi.org/10.1371/journal.pone.0250665.g002 Fig 2. The experimental workflow of algorithm selection and validation for predicting the soybean seed yield. The
Number of Nodes per plant (NP), the Number of Non-Reproductive Nodes per Plant (NRNP), the Number of
Reproductive Nodes per Plant (RNP), and the Number of Pods per Plant (PP), the ratio of number of Pods to number
of Nodes per plant (P/N), Genetic Algorithm (GA). Fig 2. The experimental workflow of algorithm selection and validation for predicting the soybean seed yield. The
Number of Nodes per plant (NP), the Number of Non-Reproductive Nodes per Plant (NRNP), the Number of
Reproductive Nodes per Plant (RNP), and the Number of Pods per Plant (PP), the ratio of number of Pods to number
of Nodes per plant (P/N), Genetic Algorithm (GA). Fig 2. The experimental workflow of algorithm selection and validation for predicting the soybean seed yield. The
Number of Nodes per plant (NP), the Number of Non-Reproductive Nodes per Plant (NRNP), the Number of
Reproductive Nodes per Plant (RNP), and the Number of Pods per Plant (PP), the ratio of number of Pods to number
of Nodes per plant (P/N), Genetic Algorithm (GA). 7 / 18 PLOS ONE | https://doi.org/10.1371/journal.pone.0250665
April 30, 2021 PLOS ONE Using machine learning algorithms for estimating soybean yield from yield component traits PLOS ONE | https://doi.org/10.1371/journal.pone.0250665
April 30, 2021 Model performance and evaluation The full analysis of ML algorithms are presented in the S1 Table. Among the three tested ML
algorithms, RBF had the highest value for R2 (0.81) and the lowest values for MAE (148.61 kg. ha-1) and RMSE (185.31 kg.ha-1) (Fig 5A–5C). The R2 values for MLP and RF were the same Fig 3. Pearson correlation analysis of soybean yield component traits. The Number of Nodes per plant (NP), the
Number of Non-Reproductive Nodes per Plant (NRNP), the Number of Reproductive Nodes per Plant (RNP), and the
Number of Pods per Plant (PP), the ratio of number of Pods to number of Nodes per plant (P.N). https://doi.org/10.1371/journal.pone.0250665.g003 Fig 3. Pearson correlation analysis of soybean yield component traits. The Number of Nodes per plant (NP), the
Number of Non-Reproductive Nodes per Plant (NRNP), the Number of Reproductive Nodes per Plant (RNP), and the
Number of Pods per Plant (PP), the ratio of number of Pods to number of Nodes per plant (P.N). https://doi.org/10.1371/journal.pone.0250665.g003 8 / 18 PLOS ONE | https://doi.org/10.1371/journal.pone.0250665
April 30, 2021 PLOS ONE OS ONE
Using machine learning algorithms for estimating soybean yield from yield component traits Using machine learning algorithms for estimating soybean yield from yield component traits Fig 4. Model training accuracy for Random Forest (RF), Multilayer Perceptron (MLP), and Radial Basis Function
(RBF) algorithms by adding variables based on the correlation results. The Number of Nodes per plant (NP), the
Number of Non-Reproductive Nodes per Plant (NRNP), the Number of Reproductive Nodes per Plant (RNP), and the
Number of Pods per Plant (PP), the ratio of number of Pods to number of Nodes per plant (P/N). https://doi.org/10.1371/journal.pone.0250665.g004 Fig 4. Model training accuracy for Random Forest (RF), Multilayer Perceptron (MLP), and Radial Basis Function
(RBF) algorithms by adding variables based on the correlation results. The Number of Nodes per plant (NP), the
Number of Non-Reproductive Nodes per Plant (NRNP), the Number of Reproductive Nodes per Plant (RNP), and the
Number of Pods per Plant (PP), the ratio of number of Pods to number of Nodes per plant (P/N). https://doi.org/10.1371/journal.pone.0250665.g004 https://doi.org/10.1371/journal.pone.0250665.g004 (0.80); however, they had different values for MAE and RMSE. In comparison with the MLP
algorithm, RF had the lower MAE and RMSE with 156.28 kg.ha-1 and 194.75 kg.ha-1, respec-
tively (Fig 5A–5C). MLP had the highest MAE (172.98 kg.ha-1), and RMSE (211.57 kg.ha-1)
among the ML algorithms. Model performance and evaluation In addition to individual evaluations of the three ML algorithms,
an ensemble learning was also developed, which outperformed all the individual machine
learning algorithms, attaining an R2 value of 0.82. The E-B method had the acceptable RMSE
and MAE with a value of 184.35 kg.ha-1 and 148.37 kg.ha-1, respectively (Fig 5A–5C). In gen-
eral, the R2 value of E-B increased by 0.1, while the values of MAE and RMAS decreased by
0.24 kg.ha-1 and 0.96 kg.ha-1, respectively, in comparison with RBF as the most accurate indi-
vidual ML algorithm identified in this study. Optimization of the soybean seed yield using E-B-GA The aim of the current study, not only was to predict soybean seed yield using yield compo-
nents, but also to estimate the optimum values of these traits, i.e., NP, PP, RNP, NRNP, and P/
N, to maximize the final yield production in a given genotype. The results of the optimization
process using GA, as the single objective evolutionary optimization algorithm, are presented
in Table 1. Theoretically, the highest soybean seed yield production of 5.64 ton ha-1 can be
achieved in an ideotype soybean genotype in which the values of NP, NRNP, RNP, PP, and P/
N are 17.32, 3.07, 14.25, 48.98, and 2.83, respectively. Discussion One of the objectives of this study was to investigate the potential use of soybean yield compo-
nents such as NP, PP, RNP, NRNP, and P/N for predicting the final seed yield production. Many studies reported the reliance of the final yield production on the performance of several
yield-related traits [15, 77–80]. In soybean, PP and NP are considered as major players in 9 / 18 PLOS ONE | https://doi.org/10.1371/journal.pone.0250665
April 30, 2021 PLOS ONE Using machine learning algorithms for estimating soybean yield from yield component traits Fig 5. (A) coefficient of determination (R2), (B) the Root Mean Square Error (RMSE) and (C) the Mean Absolute Errors (MAE) performance of Random
Forest (RF), Multilayer Perceptron (MLP), and Radial Basis Function (RBF) algorithms, and the Ensemble-Bagging (E-B) strategy for soybean yield
prediction using yield component traits. The mean performance is indicated with an + sign in each Figure. https://doi.org/10.1371/journal.pone.0250665.g005 Fig 5. (A) coefficient of determination (R2), (B) the Root Mean Square Error (RMSE) and (C) the Mean Absolute Errors (MAE) performance of Rando
Forest (RF), Multilayer Perceptron (MLP), and Radial Basis Function (RBF) algorithms, and the Ensemble-Bagging (E-B) strategy for soybean yield
prediction using yield component traits. The mean performance is indicated with an + sign in each Figure. Fig 5. (A) coefficient of determination (R2), (B) the Root Mean Square Error (RMSE) and (C) the Mean Absolute Errors (MAE) performance of Random
Forest (RF), Multilayer Perceptron (MLP), and Radial Basis Function (RBF) algorithms, and the Ensemble-Bagging (E-B) strategy for soybean yield
prediction using yield component traits. The mean performance is indicated with an + sign in each Figure. https://doi.org/10.1371/journal.pone.0250665.g005 https://doi.org/10.1371/journal.pone.0250665.g005 Table 1. Optimizing the number of nodes per plant (NP), the number of non-reproductive nodes per plant (NRNP), the number of reproductive nodes per plant
(RNP), and the number of pods per plant (PP), the ratio of number of pods to number of nodes per plant (P/N) according to the E-B-GA for maximizing soybean
seed yield. Input variables
Predicted Yield (ton ha-1)
NP
NRNP
RNP
PP
P/N
17.32
3.07
14.25
48.98
2.83
5.64
https://doi.org/10.1371/journal.pone.0250665.t001
PLOS ONE | https://doi.org/10.1371/journal.pone.0250665
April 30, 2021
10 / 18 Table 1. Discussion Optimizing the number of nodes per plant (NP), the number of non-reproductive nodes per plant (NRNP), the number of reproductive nodes per plant
(RNP), and the number of pods per plant (PP), the ratio of number of pods to number of nodes per plant (P/N) according to the E-B-GA for maximizing soybean
seed yield. Input variables
Predicted Yield (ton ha-1)
NP
NRNP
RNP
PP
P/N
17.32
3.07
14.25
48.98
2.83
5.64
https://doi.org/10.1371/journal.pone.0250665.t001
PLOS ONE | https://doi.org/10.1371/journal.pone.0250665
April 30, 2021
10 / 18 PLOS ONE | https://doi.org/10.1371/journal.pone.0250665
April 30, 2021 10 / 18 PLOS ONE Using machine learning algorithms for estimating soybean yield from yield component traits determining the final seed yield [15, 81, 82]. In the current study, PP showed the highest linear
correlation with the total seed yield. The direct impact of the number of pods per plant on the
final soybean yield is also reported by Bastidas, Setiyono (83)]. Among all the tested yield com-
ponent traits in this study, NP showed the second-highest linear correlation with total seed
yield and showed a positive correlation with PP. Many studies reported that the variations in
the number of nodes per plant is usually accounted for the changes in the number of pods per
plant [81–84]. A negative correlation between the total soybean seed yield and NRNP was
found in this study. It is in agreement with previous studies claimed that increasing the num-
ber of non-reproductive nodes decreases the reproductive potential of soybean seed yield [81,
85]. The results of linear correlation analyses in this study illustrated the importance of indi-
vidual yield component traits in determining the total soybean seed yield. Conventional statistical methods such as ANOVA and simple regression methods are typi-
cally recommended for small datasets with limited dimensions [86, 87]. However, soybean
yield is a complex trait under controlled by different continuous variables called yield compo-
nent traits. Therefore, more sophisticated methods are required for analyzing large data sets
with high dimensions [88]. The successful uses of ML algorithms for analyzing big data with
multi-collinearity among the variables have recently been reported in many plant species such
as soybean [30], alfalfa [48], chrysanthemum [89], wheat [90], and lime [91]. PLOS ONE | https://doi.org/10.1371/journal.pone.0250665
April 30, 2021 Discussion Although the difference between
RF and RBF in terms of R2 values was not statistically significant (data are not shown), they
were statistically different for their MAE and RMSE values. The performance of the RF algo-
rithm relies on processing large dimensional data based on generalized error estimation [100,
101]. Also, there is no assumption requirement for RF about the distribution of data [102], and
this algorithm can isolate outliers in a small region of the variable space resulted in acceptable
performance against nonlinear environmental effects [102, 103]. In addition to individual comparison of the three tested ML algorithms, we developed a
bagging ensemble model by combining the results of RBF, MLP, and RF in this study. Since
the RBF had the highest performance in predicting the soybean seed yield, this algorithm was
chosen as the metaClassifier for developing the E-B algorithm. Using the E-B model, a slight
improvement was obtained in predicting the total soybean seed yield from its component
traits. Diversity and sufficiency are two of the most important principles in selecting base
learners for an ensemble model [67]. It means that the dependency among the used ML algo-
rithms in the ensemble model should be minimized, while each based learner should have an
acceptable predicting capability as well [104, 105]. Therefore, we selected different ML algo-
rithms as the base learners for the E-B with different training data mechanisms. Also, the per-
formance of the E-B was optimized by implementing RBF as the metaClassifier for this model. The effectiveness of using ensemble models was reported in different plant species such as
chrysanthemum [106], sorghum [107], wheat [108], alfalfa [67], and brassicas [109]. This
study demonstrates the benefit of using the RBF-based E-B approach to improve the soybean
yield prediction accuracy using yield components. Selecting high-yielding lines has always been one of the major goals in plant breeding pro-
grams that can be performed using either direct or indirect selection approaches [110]. Select-
ing superior genotypes based on the yield component traits can be considered as an indirect
method. An analytical breeding strategy is an alternate breeding approach that is focused on
the improvement of components of complex traits such as plant growth and development
rates or yield components [111] rather than the traits per se. Discussion The prediction
performance of a given machine learning algorithm refers to the power of the model in pre-
dicting the values of a dependent variable when non-representative samples, or samples from a
different population, are used as the test population [92]. The prediction performance of an
ML algorithm is estimated using its R2, RMSE, and MAE values [92–94]. In this study, the
three common ML algorithms, RBF, MLP, and RF, were used to predict the soybean seed yield
using its components and their prediction performance were estimated. RBF was found to be
the most accurate ML algorithm for predicting the soybean seed yield from its component
traits. In general, yield components in soybean are traits with low heritability that are influ-
enced by environmental factors. The environmental factors can bring some levels of instabil-
ity/noise in the results of all the ML analyses [95]. However, the structure of RBF (Fig 6) gives Fig 6. The schematic view of the Radial Basis Function (RBF) algorithm. https://doi.org/10.1371/journal.pone.0250665.g006 Fig 6. The schematic view of the Radial Basis Function (RBF) algorithm. https://doi.org/10.1371/journal.pone.0250665.g006 11 / 18 PLOS ONE | https://doi.org/10.1371/journal.pone.0250665
April 30, 2021 PLOS ONE Using machine learning algorithms for estimating soybean yield from yield component traits some level of robustness against the adversarial noises, compared to other tested ML algo-
rithms [96, 97]. The specific structure of RBF is the use of the transfer function of input vari-
ables to hidden layer name radial basis function [64, 98]. This function plays an important role
in reducing noises of input variables resulted in more accurate prediction performance [99]. Although RF and MLP had the same R2 values, the MAE and RMSE values were lower in
RF. MLP, as one of the neural network algorithms, is highly susceptible to possible instabili-
ties/noises caused by non-heritable factors. The MAE and RMSE values of this algorithm were
the highest among all the tested ML algorithms that may indicate the sensitivity of the algo-
rithm to noises. As a result, using this algorithm may not recommend for analyzing pheno-
typic data that are largely affected by environmental factors. RF with the R2, MAE, and RMSE
values of 0.80, 156.28 kg.ha-1, and 194.75 kg.ha-1, respectively, was selected as the second-best
ML algorithm for predicting soybean seed yield in this study. PLOS ONE | https://doi.org/10.1371/journal.pone.0250665
April 30, 2021 Acknowledgments The authors are grateful to the past and current members of Eskandari laboratory at the Uni-
versity of Guelph, Ridgetown Campus, including Dr. Sepideh Torabi, Mr. Bryan Stirling, Mr. John Kobler, and Mr. Robert Brandt for their technical support. We would also like to thank
Mrs. Maryam Vazin for her assistance with the field data collection. Conclusion Efficient breeding approaches for improving the genetic potential of complex traits such as
yield in soybean can be developed based upon secondary traits that govern the final perfor-
mance of the complex traits. Thus, in order to increase the genetic yield potential in soybean,
breeders can select soybean genotypes with improved yield component traits. However, mea-
suring yield components in a large soybean breeding program is time-consuming and labor-
intensive, which limit the implication of this approach in cultivar development programs. The
main objective of this study was to evaluate the potential use of yield component traits for esti-
mating final seed yield in soybean using different ML and E-B algorithms, which in turn can
be used by breeders for selecting parental lines and designing promising crosses for developing
cultivars with improved genetic yield potential. The results of the current study showed that
RBF is a reliable solo ML algorithm for predicting the soybean seed yield from its component
traits. However, an E-B algorithm that was built by combining the three ML and using RBF as
its metaClassifier outperformed all individual ML algorithms and, therefore, it is recom-
mended for predicting the soybean seed yield exploiting yield component traits. In the current
study for the first time, we coupled E-B algorithm with GA in order to estimate optimum val-
ues of yield component traits in a theoretical genotype in which the yield is maximized using
the real field data. The results seem to be promising but are recommended to be evaluated in
new and independent breeding populations before using in cultivar development programs
for selecting high-yielding potential genotypes. This information can be also used, in com-
bined with molecular marker technology, for developing genomic-based toolkits that can be
used for selecting genotypes with improved genetic yield potential at early generations. Supporting information S1 Table. Analysis performance of Random Forest (RF), Multilayer Perceptron (MLP),
and Radial Basis Function (RBF) algorithms, and the Ensemble-Bagging (E-B) strategy for
soybean yield prediction using yield component traits. (DOCX) Discussion This strategy can improve genetic
yield potential in varieties by setting up selection criteria on yield components and making the
selection more efficient [112]. In order to move toward analytical breeding, it would be impor-
tant to have the optimized level of each yield component traits in target populations. Genetic
algorithm is commonly used in finding optimized solutions by searching problems through
biological parameters such as selection, crossover, and mutation [53, 113]. After selecting E-B
as the combined algorithm with the highest prediction ability in this study, GA was linked into
this algorithm to estimate the optimum values of the yield component traits (Table 1). The suc-
cessfulness of using the GA algorithm for estimating optimized solutions was reported previ-
ously in plant tissue culture [89], plant physiology [114], and remote sensing [115]. PLOS ONE | https://doi.org/10.1371/journal.pone.0250665
April 30, 2021 12 / 18 PLOS ONE Using machine learning algorithms for estimating soybean yield from yield component traits PLOS ONE | https://doi.org/10.1371/journal.pone.0250665
April 30, 2021 References 1. Hashiguchi A, Komatsu S. Chapter 6—Proteomics of Soybean Plants. In: Colgrave ML, editor. Proteo-
mics in Food Science: Academic Press; 2017. p. 89–105. 2. Miransari M. 11—Soybean production and N fertilization. In: Miransari M, editor. Abiotic and Biotic
Stresses in Soybean Production. San Diego: Academic Press; 2016. p. 241–60. 3. Wilson RF. The role of genomics and biotechnology in achieving global food security for high-oleic
vegetable oil. Journal of oleo science. 2012; 61(7):357–67. https://doi.org/10.5650/jos.61.357 PMID:
22790166 4. Ramasubramanian V, Beavis WD. Factors affecting Response to Recurrent Genomic Selection in
Soybeans. BioRxiv. 2020. 5. Rebetzke G, Jimenez-Berni J, Fischer R, Deery D, Smith D. High-throughput phenotyping to enhance
the use of crop genetic resources. Plant Science. 2019; 282:40–8. https://doi.org/10.1016/j.plantsci. 2018.06.017 PMID: 31003610 6. Yuan J, Njiti V, Meksem K, Iqbal M, Triwitayakorn K, Kassem MA, et al. Quantitative trait loci in two
soybean recombinant inbred line populations segregating for yield and disease resistance. Crop sci-
ence. 2002; 42(1):271–7. https://doi.org/10.2135/cropsci2002.2710 PMID: 11756285 7. Tester M, Langridge P. Breeding technologies to increase crop production in a changing world. Sci-
ence. 2010; 327(5967):818–22. https://doi.org/10.1126/science.1183700 PMID: 20150489 8. Araus JL, Cairns JE. Field high-throughput phenotyping: the new crop breeding frontier. Trends in
plant science. 2014; 19(1):52–61. https://doi.org/10.1016/j.tplants.2013.09.008 PMID: 24139902 9. Qiu R, Wei S, Zhang M, Li H, Sun H, Liu G, et al. Sensors for measuring plant phenotyping: A review. International Journal of Agricultural and Biological Engineering. 2018; 11(2):1–17. 10. Kenga R, Tenkouano A, Gupta S, Alabi S. Genetic and phenotypic association between yield compo-
nents in hybrid sorghum (Sorghum bicolor (L.) Moench) populations. Euphytica. 2006; 150(3):319–26. 11. Robbins MD, Staub JE. Comparative analysis of marker-assisted and phenotypic selection for yield
components in cucumber. Theoretical and applied genetics. 2009; 119(4):621–34. https://doi.org/10. 1007/s00122-009-1072-8 PMID: 19484431 12. Richards R. Selectable traits to increase crop photosynthesis and yield of grain crops. Journal of
experimental botany. 2000; 51(suppl_1):447–58. https://doi.org/10.1093/jexbot/51.suppl_1.447
PMID: 10938853 13. Specht J, Hume D, Kumudini S. Soybean yield potential—a genetic and physiological perspective. Crop science. 1999; 39(6):1560–70. 14. Kumudini S, Hume DJ, Chu G. Genetic improvement in short season soybeans. Crop science. 2001;
41(2):391–8. 15. Xavier A, Rainey KM. Quantitative Genomic Dissection of Soybean Yield Components. G3: Genes,
Genomes, Genetics. 2020; 10(2):665–75. 16. Sah R, Chakraborty M, Prasad K, Pandit M, Tudu V, Chakravarty M, et al. Impact of water deficit stress
in maize: Phenology and yield components. Scientific reports. 2020; 10(1):1–15. https://doi.org/10. Author Contributions Conceptualization: Milad Eskandari. Formal analysis: Mohsen Yoosefzadeh-Najafabadi. Formal analysis: Mohsen Yoosefzadeh-Najafabadi. Formal analysis: Mohsen Yoosefzadeh-Najafabadi. Funding acquisition: Milad Eskandari. Funding acquisition: Milad Eskandari. Methodology: Mohsen Yoosefzadeh-Najafabadi. Methodology: Mohsen Yoosefzadeh-Najafabadi. Methodology: Mohsen Yoosefzadeh-Najafabadi. Validation: Dan Tulpan, Milad Eskandari. Writing – original draft: Mohsen Yoosefzadeh-Najafabadi. Writing – original draft: Mohsen Yoosefzadeh-Najafabadi. Writing – review & editing: Dan Tulpan, Milad Eskandari. Writing – review & editing: Dan Tulpan, Milad Eskandari. 13 / 18 PLOS ONE | https://doi.org/10.1371/journal.pone.0250665
April 30, 2021 PLOS ONE | https://doi.org/10.1371/journal.pone.0250665
April 30, 2021 PLOS ONE Using machine learning algorithms for estimating soybean yield from yield component traits References Szymczak S, Biernacka JM, Cordell HJ, Gonza´lez-Recio O, Ko¨nig IR, Zhang H, et al. Machine learn-
ing in genome-wide association studies. Genetic epidemiology. 2009; 33(S1):S51–S7. https://doi.org/
10.1002/gepi.20473 PMID: 19924717 29. Liakos KG, Busato P, Moshou D, Pearson S, Bochtis D. Machine learning in agriculture: A review. Sensors. 2018; 18(8):2674. https://doi.org/10.3390/s18082674 PMID: 30110960 30. Yoosefzadeh-Najafabadi M, Earl HJ, Tulpan D, Sulik J, Eskandari M. Application of Machine Learning
Algorithms in Plant Breeding: Predicting Yield From Hyperspectral Reflectance in Soybean. Frontiers
in Plant Science. 2021; 11(2169). https://doi.org/10.3389/fpls.2020.624273. PMID: 33510761 31. Crane-Droesch A. Machine learning methods for crop yield prediction and climate change impact
assessment in agriculture. Environmental Research Letters. 2018; 13(11):114003. 32. McQueen RJ, Garner SR, Nevill-Manning CG, Witten IH. Applying machine learning to agricultural
data. Computers and electronics in agriculture. 1995; 12(4):275–93. 33. Niazian M, Niedbała G. Machine Learning for Plant Breeding and Biotechnology. Agriculture. 2020; 10
(10):436. https://doi.org/10.3390/agriculture10100436 34. Zhang C, Pan X, Li H, Gardiner A, Sargent I, Hare J, et al. A hybrid MLP-CNN classifier for very fine
resolution remotely sensed image classification. ISPRS Journal of Photogrammetry and Remote
Sensing. 2018; 140:133–44. 35. Wang Y, Gao W. Prediction of the water content of biodiesel using ANN-MLP: An environmental appli-
cation. Energy Sources, Part A: Recovery, Utilization, and Environmental Effects. 2018; 40(8):987–
93. 36. Yilmaz I, Kaynar O. Multiple regression, ANN (RBF, MLP) and ANFIS models for prediction of swell
potential of clayey soils. Expert systems with applications. 2011; 38(5):5958–66. 37. Bhojani SH, Bhatt N. Wheat crop yield prediction using new activation functions in neural network. Neural Computing and Applications. 2020:1–11. 38. Deore B, Kyatham A, Narkhede S, editors. A novel approach to ensemble MLP and random forest for
network security. ITM Web of Conferences; 2020: EDP Sciences. 39. Araghinejad S. Data-driven modeling: using MATLAB® in water resources and environmental engi-
neering: Springer Science & Business Media; 2013. 40. Hesami M, Naderi R, Tohidfar M. Modeling and Optimizing Medium Composition for Shoot Regenera-
tion of Chrysanthemum via Radial Basis Function-Non-dominated Sorting Genetic Algorithm-II (RBF-
NSGAII). Scientific Reports. 2019; 9(1):1–11. https://doi.org/10.1038/s41598-018-37186-2 PMID:
30626917 41. Heddam S, Bermad A, Dechemi N. Applications of radial-basis function and generalized regression
neural networks for modeling of coagulant dosage in a drinking water-treatment plant: comparative
study. Journal of Environmental Engineering. 2011; 137(12):1209–14. 42. Chouhan SS, Kaul A, Singh UP, Jain S. References 1038/s41598-019-56847-4 PMID: 31913322 17. Majhi PK, Mogali SC, Abhisheka L. Genetic variability, heritability, genetic advance and correlation
studies for seed yield and yield components in early segregating lines (F3) of greengram [Vigna radiata
(L.) Wilczek]. International Journal of Chemical Studies. 2020; 8(4):1283–8. 18. Jiang Y, Lindsay DL, Davis AR, Wang Z, MacLean DE, Warkentin TD, et al. Impact of heat stress on
pod-based yield components in field pea (Pisum sativum L.). Journal of Agronomy and Crop Science. 2020; 206(1):76–89. 19. Jin J, Liu X, Wang G, Mi L, Shen Z, Chen X, et al. Agronomic and physiological contributions to the
yield improvement of soybean cultivars released from 1950 to 2006 in Northeast China. Field Crops
Research. 2010; 115(1):116–23. 20. Liu X, Jin J, Herbert S, Zhang Q, Wang G. Yield components, dry matter, LAI and LAD of soybeans in
Northeast China. Field Crops Research. 2005; 93(1):85–93. 21. Ma B, Dwyer LM, Costa C, Cober ER, Morrison MJ. Early prediction of soybean yield from canopy
reflectance measurements. Agronomy Journal. 2001; 93(6):1227–34. 22. Zeng Q, Huang H, Pei X, Wong S, Gao M. Rule extraction from an optimized neural network for traffic
crash frequency modeling. Accident Analysis & Prevention. 2016; 97:87–95. https://doi.org/10.1016/j. aap.2016.08.017 PMID: 27591417 23. Zeng Q, Huang H, Pei X, Wong S. Modeling nonlinear relationship between crash frequency by sever-
ity and contributing factors by neural networks. Analytic methods in accident research. 2016; 10:12–
25. 14 / 18 PLOS ONE | https://doi.org/10.1371/journal.pone.0250665
April 30, 2021 PLOS ONE Using machine learning algorithms for estimating soybean yield from yield component traits 24. Maganathan T, Senthilkumar S, Balakrishnan V, editors. Machine Learning and Data Analytics for
Environmental Science: A Review, Prospects and Challenges. IOP Conference Series: Materials Sci-
ence and Engineering; 2020: IOP Publishing. 25. Sha W, Guo Y, Yuan Q, Tang S, Zhang X, Lu S, et al. Artificial Intelligence to Power the Future of
Materials Science and Engineering. Advanced Intelligent Systems. 2020; 2(4):1900143. 26. Lee S, Liang X, Woods M, Reiner AS, Concannon P, Bernstein L, et al. Machine learning on genome-
wide association studies to predict the risk of radiation-associated contralateral breast cancer in the
WECARE Study. PloS one. 2020; 15(2):e0226157. https://doi.org/10.1371/journal.pone.0226157
PMID: 32106268 27. Duan K-B, Rajapakse JC, Wang H, Azuaje F. Multiple SVM-RFE for gene selection in cancer classifi-
cation with expression data. IEEE transactions on nanobioscience. 2005; 4(3):228–34. https://doi.org/
10.1109/tnb.2005.853657 PMID: 16220686 28. 45.
Tulpan D. 311 A brief overview, comparison and practical applications of machine learning models.
Journal of Animal Science. 2020; 98(Supplement_4):44–5. References Bacterial foraging optimization based radial basis function
neural network (BRBFNN) for identification and classification of plant leaf diseases: An automatic
approach towards plant pathology. IEEE Access. 2018; 6:8852–63. 43. De Castro AI, Torres-Sa´nchez J, Peña JM, Jime´nez-Brenes FM, Csillik O, Lo´pez-Granados F. An
automatic random forest-OBIA algorithm for early weed mapping between and within crop rows using
UAV imagery. Remote Sensing. 2018; 10(2):285. 44. Alsahaf A, Azzopardi G, Ducro B, Hanenberg E, Veerkamp RF, Petkov N. Prediction of slaughter age
in pigs and assessment of the predictive value of phenotypic and genetic information using random for-
est. Journal of animal science. 2018; 96(12):4935–43. https://doi.org/10.1093/jas/sky359 PMID:
30239725 45. Tulpan D. 311 A brief overview, comparison and practical applications of machine learning models. Journal of Animal Science. 2020; 98(Supplement_4):44–5. 15 / 18 PLOS ONE | https://doi.org/10.1371/journal.pone.0250665
April 30, 2021 PLOS ONE Using machine learning algorithms for estimating soybean yield from yield component traits 46. Acharjee A, Prentice P, Acerini C, Smith J, Hughes IA, Ong K, et al. The translation of lipid profiles to
nutritional biomarkers in the study of infant metabolism. Metabolomics. 2017; 13(3):25. https://doi.org/
10.1007/s11306-017-1166-2 PMID: 28190990 47. Pal M. Random forest classifier for remote sensing classification. International Journal of Remote
Sensing. 2005; 26(1):217–22. 48. Feng L, Zhang Z, Ma Y, Du Q, Williams P, Drewry J, et al. Alfalfa Yield Prediction Using UAV-Based
Hyperspectral Imagery and Ensemble Learning. Remote Sensing. 2020; 12(12):2028. 49. Dietterich TG, editor Ensemble methods in machine learning. International workshop on multiple clas-
sifier systems; 2000: Springer. 50. Seni G, Elder JF. Ensemble methods in data mining: improving accuracy through combining predic-
tions. Synthesis lectures on data mining and knowledge discovery. 2010; 2(1):1–126. 51. Aanonsen SI, Nævdal G, Oliver DS, Reynolds AC, Vallès B. The ensemble Kalman filter in reservoir
engineering—a review. Spe Journal. 2009; 14(03):393–412. 52. Wang H, Khoshgoftaar TM, Napolitano A. Software measurement data reduction using ensemble
techniques. Neurocomputing. 2012; 92:124–32. 53. Hesami M, Jones AMP. Application of artificial intelligence models and optimization algorithms in plant
cell and tissue culture. Applied Microbiology and Biotechnology. 2020. https://doi.org/10.1007/
s00253-020-10888-2 PMID: 32984921 54. Holland JH. Adaptation in natural and artificial systems: an introductory analysis with applications to
biology, control, and artificial intelligence: MIT press; 1992. 55. Yun Y, Chuluunsukh A, Gen M. Sustainable closed-loop supply chain design problem: A hybrid
genetic algorithm approach. Mathematics. 2020; 8(1):84. 56. Hesami M, Naderi R, Tohidfar M, Yoosefzadeh-Najafabadi M. PLOS ONE | https://doi.org/10.1371/journal.pone.0250665
April 30, 2021 References Development of support vector
machine-based model and comparative analysis with artificial neural network for modeling the plant
tissue culture procedures: effect of plant growth regulators on somatic embryogenesis of chrysanthe-
mum, as a case study. Plant Methods. 2020; 16(1):1–15. https://doi.org/10.1186/s13007-020-00655-9
PMID: 32817755 57. Hesami M, Naderi R, Tohidfar M. Introducing a hybrid artificial intelligence method for high-throughput
modeling and optimizing plant tissue culture processes: the establishment of a new embryogenesis
medium for chrysanthemum, as a case study. Applied Microbiology and Biotechnology. 2020; 104
(23):10249–63. https://doi.org/10.1007/s00253-020-10978-1 PMID: 33119796 58. Stroup W, Mulitze D. Nearest neighbor adjusted best linear unbiased prediction. The American Statis-
tician. 1991; 45(3):194–200. 59. Katsileros A, Drosou K, Koukouvinos C. Evaluation of nearest neighbor methods in wheat genotype
experiments. Commun Biom Crop Sci. 2015; 10:115–23. 60. Robinson GK. That BLUP is a good thing: the estimation of random effects. Statistical science. 1991; 6
(1):15–32. 61. Rossel RAV. ParLeS: Software for chemometric analysis of spectroscopic data. Chemometrics intelli-
gent laboratory systems. 2008; 90(1):72–83. 62. Geetha M. Forecasting the Crop Yield Production in Trichy District Using Fuzzy C-Means Algorithm
and Multilayer Perceptron (MLP). International Journal of Knowledge and Systems Science (IJKSS). 2020; 11(3):83–98. 63. Gardner MW, Dorling S. Artificial neural networks (the multilayer perceptron)—a review of applications
in the atmospheric sciences. Atmospheric environment. 1998; 32(14–15):2627–36. 64. Orr MJ. Introduction to radial basis function networks. Technical Report, center for cognitive science,
University of Edinburgh; 1996. 65. Wilamowski BM, Jaeger RC, editors. Implementation of RBF type networks by MLP networks. Pro-
ceedings of International Conference on Neural Networks (ICNN’96); 1996: IEEE. 66. Liaw A, Wiener M. Classification and regression by randomForest. R news. 2002; 2(3):18–22. 67. Feng L, Li Y, Wang Y, Du Q. Estimating hourly and continuous ground-level PM2. 5 concentrations
using an ensemble learning algorithm: The ST-stacking model. Atmospheric Environment. 2020;
223:117242. 68. Hall M, Frank E, Holmes G, Pfahringer B, Reutemann P, Witten IH. The WEKA data mining software:
an update. ACM SIGKDD explorations newsletter. 2009; 11(1):10–8. 69. Wang S-C. Genetic algorithm. Interdisciplinary Computing in Java Programming: Springer; 2003. p. 101–16. 16 / 18 PLOS ONE | https://doi.org/10.1371/journal.pone.0250665
April 30, 2021 PLOS ONE Using machine learning algorithms for estimating soybean yield from yield component traits 70. Siegmann B, Jarmer T. Comparison of different regression models and validation techniques for the
assessment of wheat leaf area index from hyperspectral data. International journal of remote sensing. 2015; 36(18):4519–34. 71. References Farifteh J, Van der Meer F, Atzberger C, Carranza EJM. Quantitative analysis of salt-affected soil
reflectance spectra: A comparison of two adaptive methods (PLSR and ANN). Remote Sensing of
Environment. 2007; 110(1):59–78. https://doi.org/10.1016/j.rse.2007.02.005. 72. Cacuci DG, Ionescu-Bujor M, Navon IM. Sensitivity and uncertainty analysis, volume II: applications to
large-scale systems: CRC press; 2005. 73. Taylor J. Introduction to error analysis, the study of uncertainties in physical measurements1997. 74. Chang W, Wickham H. ggvis: Interactive Grammar of Graphics. R package version0. 2016; 4. 75. Wickham H, Chang W, Wickham MH. Package ‘ggplot2’. Create Elegant Data Visualisations Using
the Grammar of Graphics Version. 2016; 2(1):1–189. 76. Ripley B, Venables B, Bates DM, Hornik K, Gebhardt A, Firth D, et al. Package ‘mass’. Cran R. 2013;538. 77. Ciampitti IA, Vyn TJ. Physiological perspectives of changes over time in maize yield dependency on
nitrogen uptake and associated nitrogen efficiencies: A review. Field Crops Research. 2012; 133:48–
67. 78. Cao S, Xu D, Hanif M, Xia X, He Z. Genetic architecture underpinning yield component traits in wheat. Theoretical and Applied Genetics. 2020:1–13. https://doi.org/10.1007/s00122-020-03562-8 PMID:
32062676 79. O’Connor K, Hayes B, Topp B. Prospects for increasing yield in macadamia using component traits
and genomics. Tree genetics & genomes. 2018; 14(1):7. 80. Dutamo D, Alamerew S, Eticha F, Assefa E. Genetic variability in bread wheat (Triticum aestivum L.)
germplasm for yield and yield component traits. Journal of Biology, Agriculture and Healthcare. 2015;
5(17):140–7. 81. Egli D. The relationship between the number of nodes and pods in soybean communities. Crop Sci-
ence. 2013; 53(4):1668–76. 82. Egli D. Flowering, pod set and reproductive success in soya bean. Journal of Agronomy and crop sci-
ence. 2005; 191(4):283–91. 83. Bastidas A, Setiyono T, Dobermann A, Cassman KG, Elmore RW, Graef GL, et al. Soybean sowing
date: The vegetative, reproductive, and agronomic impacts. Crop Science. 2008; 48(2):727–40. 84. Wei MCF, Molin JP. Soybean Yield Estimation and Its Components: A Linear Regression Approach. Agriculture. 2020; 10(8):348. 85. Du Y, Zhao Q, Li S, Yao X, Xie F, Zhao M. Shoot/root interactions affect soybean photosynthetic traits
and yield formation: a case study of grafting with record-yield cultivars. Frontiers in plant science. 2019; 10:445. https://doi.org/10.3389/fpls.2019.00445 PMID: 31024606 86. Rutherford A. Introducing ANOVA and ANCOVA: a GLM approach: Sage; 2001. 87. Homack SR. Understanding What ANOVA Post Hoc Tests Are, Really. 2001. 88. Vapnik V. PLOS ONE | https://doi.org/10.1371/journal.pone.0250665
April 30, 2021 References The nature of statistical learning theory: Springer science & business media; 2013. 89. Hesami M, Naderi R, Tohidfar M, Yoosefzadeh-Najafabadi M. Application of Adaptive Neuro-Fuzzy
Inference System-Non-dominated Sorting Genetic Algorithm-II (ANFIS-NSGAII) for Modeling and
Optimizing Somatic Embryogenesis of Chrysanthemum. Frontiers in plant science. 2019; 10:869. https://doi.org/10.3389/fpls.2019.00869 PMID: 31333705 90. Montesinos-Lo´pez OA, Montesinos-Lo´pez A, Crossa J, de los Campos G, Alvarado G, Suchismita M,
et al. Predicting grain yield using canopy hyperspectral reflectance in wheat breeding data. Plant meth-
ods. 2017; 13(1):4. https://doi.org/10.1186/s13007-016-0154-2 PMID: 28053649 91. Jafari M, Shahsavar A. The application of artificial neural networks in modeling and predicting the
effects of melatonin on morphological responses of citrus to drought stress. Plos one. 2020; 15(10):
e0240427. https://doi.org/10.1371/journal.pone.0240427 PMID: 33052940 92. Rocha A, Groen T, Skidmore A, Darvishzadeh R, Willemen L. Machine learning using hyperspectral
data inaccurately predicts plant traits under spatial dependency. Remote sensing. 2018; 10(8):1263. 93. James G, Witten D, Hastie T, Tibshirani R. An introduction to statistical learning: Springer; 2013. 94. Kuhn M, Johnson K. Applied predictive modeling: Springer; 2013. 95. Xavier A, Muir WM, Rainey KM. Assessing predictive properties of genome-wide selection in soy-
beans. G3: Genes, Genomes, Genetics. 2016; 6(8):2611–6. 17 / 18 PLOS ONE | https://doi.org/10.1371/journal.pone.0250665
April 30, 2021 PLOS ONE Using machine learning algorithms for estimating soybean yield from yield component traits 96. Chenou J, Hsieh G, Fields T, editors. Radial Basis Function Network: Its Robustness and Ability to Mit-
igate Adversarial Examples. 2019 International Conference on Computational Science and Computa-
tional Intelligence (CSCI); 2019: IEEE. 97. Langenberg P, Balda E, Behboodi A, Mathar R, editors. On the Robustness of Support Vector
Machines against Adversarial Examples. 2019 13th International Conference on Signal Processing
and Communication Systems (ICSPCS); 2019: IEEE. 98. Bawazeer SA, Baakeem SS, Mohamad AA. New Approach for Radial Basis Function Based on Parti-
tion of Unity of Taylor Series Expansion with Respect to Shape Parameter. Algorithms. 2021; 14(1):1. 99. Jiang Y, Wei G, Sun X, Zhang Y, editors. Predicting Noisy Data with an Improvement RBF Neural Net-
work for Surrogate Models. 2016 4th International Conference on Machinery, Materials and Comput-
ing Technology; 2016: Atlantis Press. 100. Rodriguez-Galiano V, Sanchez-Castillo M, Chica-Olmo M, Chica-Rivas M. Machine learning predic-
tive models for mineral prospectivity: An evaluation of neural networks, random forest, regression
trees and support vector machines. Ore Geology Reviews. 2015; 71:804–18. 101. Zhang P, Yin Z-Y, Jin Y-F, Chan TH. PLOS ONE | https://doi.org/10.1371/journal.pone.0250665
April 30, 2021 References A novel hybrid surrogate intelligent model for creep index predic-
tion based on particle swarm optimization and random forest. Engineering Geology. 2020;
265:105328. 102. Melesse AM, Khosravi K, Tiefenbacher JP, Heddam S, Kim S, Mosavi A, et al. River Water Salinity
Prediction Using Hybrid Machine Learning Models. Water. 2020; 12(10):2951. 103. De’ath G, Fabricius KE. Classification and regression trees: a powerful yet simple technique for eco-
logical data analysis. Ecology. 2000; 81(11):3178–92. 104. Araya DB, Grolinger K, ElYamany HF, Capretz MA, Bitsuamlak G. An ensemble learning framework
for anomaly detection in building energy consumption. Energy and Buildings. 2017; 144:191–206. 105. Zhang Z, Jin Y, Chen B, Brown P. California almond yield prediction at the orchard level with a
machine learning approach. Frontiers in plant science. 2019; 10:809. https://doi.org/10.3389/fpls. 2019.00809 PMID: 31379888 106. Hesami M, Alizadeh M, Naderi R, Tohidfar M. Forecasting and optimizing Agrobacterium-mediated
genetic transformation via ensemble model-fruit fly optimization algorithm: A data mining approach
using chrysanthemum databases. Plos One. 2020; 15(9):e0239901. https://doi.org/10.1371/journal. pone.0239901 PMID: 32997694 107. Kosmowski F, Worku T. Evaluation of a miniaturized NIR spectrometer for cultivar identification: The
case of barley, chickpea and sorghum in Ethiopia. PloS one. 2018; 13(3):e0193620. https://doi.org/10. 1371/journal.pone.0193620 PMID: 29561868 108. Tian Y, Zhao C, Lu S, Guo X. Multiple classifier combination for recognition of wheat leaf diseases. Intelligent Automation & Soft Computing. 2011; 17(5):519–29. 109. Qi Y. Random forest for bioinformatics. Ensemble machine learning: Springer; 2012. p. 307–23. 110. Slinkard A, Solh M, Vandenberg A. Breeding for yield: the direct approach. Linking Research and Mar-
keting Opportunities for Pulses in the 21st Century: Springer; 2000. p. 183–90. 111. Acevedo E, Aleppo S. Improvement of winter cereal crops in Mediterranean environments: Use of
yield, morphological and physiological traits. Breeding for drought resistance in wheat. 1991; 12:188. 112. Reynolds M. Application of physiology in wheat breeding: Cimmyt; 2001. 113. Dasgupta K, Mandal B, Dutta P, Mandal JK, Dam S. A genetic algorithm (ga) based load balancing
strategy for cloud computing. Procedia Technology. 2013; 10:340–7. 114. Halim AH, Ismail I, editors. Nonlinear plant modeling using neuro-fuzzy system with Tree Physiology
Optimization. 2013 IEEE Student Conference on Research and Developement; 2013: IEEE. 115. Wu Y, Miao Q, Ma W, Gong M, Wang S. PSOSAC: particle swarm optimization sample consensus
algorithm for remote sensing image registration. IEEE Geoscience and Remote Sensing Letters. 2017; 15(2):242–6. 18 / 18
|
https://openalex.org/W2104047124
|
https://www.zora.uzh.ch/id/eprint/154722/1/ZORA_NL_154722.pdf
|
English
| null |
Epilepsy, hippocampal sclerosis and febrile seizures linked by common genetic variation around SCN1A
|
Brain
| 2,013
|
cc-by
| 11,489
|
Zurich Open Repository and
Archive Zurich Open Repository and
Archive
University of Zurich
University Library
Strickhofstrasse 39
CH-8057 Zurich
www.zora.uzh.ch University of Zurich
University Library
Strickhofstrasse 39
CH-8057 Zurich
www.zora.uzh.ch Year: 2013 BRAIN A JOURNAL OF NEUROLOGY Received February 14, 2013. Revised June 28, 2013. Accepted July 2, 2013. Advance Access publication September 6, 2013
The Author (2013). Published by Oxford University Press on behalf of the Guarantors of Brain.
This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/3.0/), which permits unrestricted reuse,
distribution, and reproduction in any medium, provided the original work is properly cited. Epilepsy, hippocampal sclerosis and febrile seizures linked by common genetic
variation around SCN1A Kasperavičiūtė, Dalia ; Catarino, Claudia B ; Matarin, Mar ; Leu, Costin ; Novy, Jan ; Tostevin, Anna ; Leal,
Bárbara ; Hessel, Ellen V S ; Hallmann, Kerstin ; Hildebrand, Michael S ; Dahl, Hans-Henrik M ; Ryten, Mina ;
Trabzuni, Daniah ; Ramasamy, Adaikalavan ; Alhusaini, Saud ; Doherty, Colin P ; Dorn, Thomas ; Hansen, Jörg ;
Krämer, Günter ; Steinhoff, Bernhard J ; Zumsteg, Dominik ; Duncan, Susan ; Kälviäinen, Reetta K ; Eriksson,
Kai J ; Kantanen, Anne-Mari ; Pandolfo, Massimo ; Gruber-Sedlmayr, Ursula ; Schlachter, Kurt ; Reinthaler, Eva
M ; Stogmann, Elisabeth ; et al DOI: https://doi.org/10.1093/brain/awt233 DOI: https://doi.org/10.1093/brain/awt233 Posted at the Zurich Open Repository and Archive, University of Zurich
ZORA URL: https://doi.org/10.5167/uzh-154722
Journal Article
Published Version Originally published at:
Kasperavičiūtė, Dalia; Catarino, Claudia B; Matarin, Mar; Leu, Costin; Novy, Jan; Tostevin, Anna; Leal, Bárbara;
Hessel, Ellen V S; Hallmann, Kerstin; Hildebrand, Michael S; Dahl, Hans-Henrik M; Ryten, Mina; Trabzuni, Da-
niah; Ramasamy, Adaikalavan; Alhusaini, Saud; Doherty, Colin P; Dorn, Thomas; Hansen, Jörg; Krämer, Günter;
Steinhoff, Bernhard J; Zumsteg, Dominik; Duncan, Susan; Kälviäinen, Reetta K; Eriksson, Kai J; Kantanen, Anne-
Mari; Pandolfo, Massimo; Gruber-Sedlmayr, Ursula; Schlachter, Kurt; Reinthaler, Eva M; Stogmann, Elisabeth;
et al (2013). Epilepsy, hippocampal sclerosis and febrile seizures linked by common genetic variation around
SCN1A. Brain : a journal of neurology, 136(10):3140-3150. DOI: https://doi.org/10.1093/brain/awt233 BRAIN
A JOURNAL OF NEUROLOGY
doi:10.1093/brain/awt233
Brain 2013: 136; 3140–3150
|
3140 Brain 2013: 136; 3140–3150
|
3140 doi:10.1093/brain/awt233 gy
q
2 Epilepsy Society, Chalfont-St-Peter, SL9 0RJ, UK p
The Author (2013). Published by Oxford University Press on behalf of the Guarantors of Brain. Received February 14, 2013. Revised June 28, 2013. Accepted July 2, 2013. Advance Access publication September 6, 2013 gy
q
2 Epilepsy Society, Chalfont-St-Peter, SL9 0RJ, UK 1 NIHR University College London Hospitals Biomedical Research Centre, Department of Clinical and Experimenta
Neurology, Queen Square, London, WC1N 3BG, UK ology, Queen Square, London, WC1N 3BG, UK 1 NIHR University College London Hospitals Biomedical Research Centre, Department of Clinical and Experimental Epilepsy, UCL Institute of
Neurology, Queen Square, London, WC1N 3BG, UK 1 NIHR University College London Hospitals Biomedical Research Centre, Department of Clinical and Experimental Epilepsy, UCL Institute of
N
l
Q
S
L
d
WC1N 3BG UK 1 NIHR University College London Hospitals Biomedical Research Centre, Department of Clinical and Experimenta p
istribution, and reproduction in any medium, provided the original work is properly cited. Epilepsy, hippocampal sclerosis and febrile
seizures linked by common genetic variation
around SCN1A Dalia Kasperavicˇiu¯te_,1,* Claudia B. Catarino,1,2,* Mar Matarin,1,* Costin Leu,1,* Jan Novy,1,2
Anna Tostevin,1,2 Ba´rbara Leal,3,4 Ellen V. S. Hessel,5 Kerstin Hallmann,6,7 Michael S. Hildebrand,8
Hans-Henrik M. Dahl,8 Mina Ryten,9,10 Daniah Trabzuni,9,10,11 Adaikalavan Ramasamy,9,10,12
Saud Alhusaini,13,14 Colin P. Doherty,15 Thomas Dorn,16 Jo¨rg Hansen,16 Gu¨nter Kra¨mer,16
Bernhard J. Steinhoff,17 Dominik Zumsteg,18 Susan Duncan,19 Reetta K. Ka¨lvia¨inen,20,21
Kai J. Eriksson,22 Anne-Mari Kantanen,20 Massimo Pandolfo,23 Ursula Gruber-Sedlmayr,24
Kurt Schlachter,25 Eva M. Reinthaler,26 Elisabeth Stogmann,26 Fritz Zimprich,26 Emilie The´aˆtre,27,28
Colin Smith,29 Terence J. O’Brien,30,31 K. Meng Tan,30,31 Slave Petrovski,30,31,32
Angela Robbiano,33 Roberta Paravidino,33 Federico Zara,33 Pasquale Striano,34
Michael R. Sperling,35 Russell J. Buono,36 Hakon Hakonarson,37 Joa˜o Chaves,38
Paulo P. Costa,3,4,39 Berta M. Silva,3,4 Anto´nio M. da Silva,4,38 Pierre N. E. de Graan,5
Bobby P. C. Koeleman,40 Albert Becker,41 Susanne Schoch,41 Marec von Lehe,42 Philipp S. Reif,43
Felix Rosenow,43 Felicitas Becker,44 Yvonne Weber,44 Holger Lerche,44 Karl Ro¨ssler,45
Michael Buchfelder,45 Hajo M. Hamer,46 Katja Kobow,47 Roland Coras,47 Ingmar Blumcke,47
Ingrid E. Scheffer,8,48,49 Samuel F. Berkovic,8 Michael E. Weale,12 UK Brain Expression
Consortium9,10,† Norman Delanty,13,50 Chantal Depondt,23 Gianpiero L. Cavalleri,13
Wolfram S. Kunz6,7 and Sanjay M. Epilepsy, hippocampal sclerosis and febrile
seizures linked by common genetic variation
around SCN1A Ricardo Jorge (INSA), 4049-019 Porto, Portugal 40 Department of Medical Genetics, University Medical Centre Utrecht, 3584 CG Utrec 41 Department of Neuropathology, University of Bonn, 53105 Bonn, Germany of Neuropathology, University of Bonn, 53105 Bonn, Germ 42 Department of Neurosurgery, University of Bochum, 44892 Bochum, Germany Department of Neurology, University Hospitals and Philipps-University Marburg, 35043 Marburg, Germany 43 Epilepsy-Centre Hessen, Department of Neurology, University Hospitals and Philipps-University Marburg, 35 43 Epilepsy-Centre Hessen, Department of Neurology, University Hospitals and Phil 44 Department of Neurology and Epileptology, Hertie Institute for Clinical Brain Research, University of Tu¨ bingen, 72076 Tu¨ bingen, Germany 44 Department of Neurology and Epileptology, Hertie Institute for Clinical Brain Research, University of Tu¨ bingen, 72076 Tu¨ bingen, Germany 44 Department of Neurology and Epileptology, Hertie Institute for Clinical Brain Research, University of Tu¨ bingen, 72076 Tu¨ bingen, Germany
45 Department of Neurosurgery, University Hospital Erlangen, 91054 Erlangen, Germany 44 Department of Neurology and Epileptology, Hertie Institute for Clinical Brain Research, University of Tu¨ binge 46 Department of Neurology, Epilepsy Centre, University Hospital Erlangen, 91054 Erlangen, Ge 46 Department of Neurology, Epilepsy Centre, University Hospital Erlangen, 91054 Erlangen, Germany 47 Department of Neuropathology, University Hospital Erlangen, 91054 Erlangen, Germany 48 Florey Institute of Neuroscience and Mental Health, Melbourne VIC 3010, Australia 49 Department of Paediatrics, University of Melbourne, Royal Children’s Hospital, Melbourne VIC 3052, Australia 49 Department of Paediatrics, University of Melbourne, Royal Children’s Hospital, Melbourne VIC 3052, Austra 49 Department of Paediatrics, University of Melbourne, Royal Childre 50 Department of Neurology, Beaumont Hospital, Dublin 9, Ireland 50 Department of Neurology, Beaumont Hospital, Dublin *These authors contributed equally to this work. *These authors contributed equally to this work. q
The list of members of the UK Brain Expression Consortium is available at http://ukbec.wordpress.com. †The list of members of the UK Brain Expression Consortium is available at http://ukbec.wordpress.com. †The list of members of the UK Brain Expression Consortium is available at http://ukb Correspondence to: Sanjay M. Sisodiya, PhD, FRCP Correspondence to: Sanjay M. Sisodiya, PhD, FRCP Department of Clinical and Experimental Epilepsy, UCL Institute of Neurology, 33 Queen Square London,
WC1N 3BG, E-mail: s.sisodiya@ucl.ac.uk Epilepsy comprises several syndromes, amongst the most common being mesial temporal lobe epilepsy with hippocampal
sclerosis. Epilepsy, hippocampal sclerosis and febrile
seizures linked by common genetic variation
around SCN1A Gaslini’ Institute, 16147 Genova, Italy 33 Department of Neurosciences, Laboratory of Neurogenetics, University of Genoa, ‘G. Gaslini’ Institute, 16147 Genova, Italy 34 Paediatric Neurology and Muscular Diseases Unit, Department of Neurosciences, Rehabilitation, Ophthalmol
Health University of Genoa ‘G Gaslini’ Institute 16147 Genova Italy 34 Paediatric Neurology and Muscular Diseases Unit, Department of Neurosci
Health, University of Genoa, ‘G. Gaslini’ Institute, 16147 Genova, Italy y
y
35 Department of Neurology, Thomas Jefferson University, Philadelphia, PA 19107, USA 35 Department of Neurology, Thomas Jefferson University, Philadelphia, PA 19107, USA p
p
36 Department of Biomedical Science, Cooper Medical School of Rowan University, Camden, NJ 08103, USA 37 Centre for Applied Genomics, The Children’s Hospital of Philadelphia, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
19104-4318, USA 37 Centre for Applied Genomics, The Children’s Hospital of Philadelphia, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
19104-4318, USA Neurological Disorders and Senses, Hospital Santo Anto´ nio / Centro Hospitalar do Porto, 4099-001 Porto, Portugal 38 Department of Neurological Disorders and Senses, Hospital Santo Anto´ nio / Centro Hospitalar do Porto, 409 p
g
p
p
g
39 Instituto Nacional de Sau´ de Dr. Ricardo Jorge (INSA), 4049-019 Porto, Portugal 39 Instituto Nacional de Sau´ de Dr. Epilepsy, hippocampal sclerosis and febrile
seizures linked by common genetic variation
around SCN1A Sisodiya1,2 1 NIHR University College London Hospitals Biomedical Research Centre, Department of Clinical and Experimental Epilepsy, UCL Institute of
N
l
Q
S
L
d
WC1N 3BG UK p
p y
y
3 Immunogenetics Laboratory, University of Porto, 4050-313 Porto, Portugal g
y,
y
,
,
g
4 UMIB - Instituto Cieˆncias Biome´dicas Abel Salazar, University of Porto, 4099-003 Porto, Portugal 5 Rudolf Magnus Institute of Neuroscience, Department of Neuroscience and Pharmacology, University Medical Centre Utrecht, 3584 CG Utrecht,
The Netherlands 6 Department of Epileptology, University of Bonn, 53105 Bonn, Germany p
p
p
gy
y
y
7 Life & Brain Centre, University of Bonn, 53105 Bonn, Germany 7 Life & Brain Centre, University of Bonn, 53105 Bonn, Germany fe & Brain Centre, University of Bonn, 53105 Bonn, Germ y
y
8 Epilepsy Research Centre, Austin Health, University of Melbourne, Melbourne VIC 3084, Australia 9 Department of Molecular Neuroscience, UCL Institute of Neurology, London, WC1N 3BG, UK 10 Reta Lila Weston Institute, UCL Institute of Neurology, London, WC1N 3BG, UK 11 Department of Genetics, King Faisal Specialist Hospital and Research Centre, Riyadh, 11211, Saudi Arabia p
p
p
12 Department of Medical and Molecular Genetics, King’s College London, Guy’s Hospital, London, SE1 9RT, 12 Department of Medical and Molecular Genetics, King’s College London, Guy’s Hospital, London, S Department of Medical and Molecular Genetics, King’s Co 14 Brain Morphometry Laboratory, Neurophysics Department, Beaumont Hospital, Dublin 9, Ireland 15 Department of Neurology, St James’ Hospital, Dublin 8, Ireland 15 Department of Neurology, St James’ Hospital, Dublin 8, Ireland 16 Swiss Epilepsy Centre, 8008 Zurich, Switzerland 16 Swiss Epilepsy Centre, 8008 Zurich, Switzerland 17 Kork Epilepsy Centre, 77694 Kehl-Kork, Germany 18 Department of Neurology, University Hospital Zurich, 8091 Zurich, Switzerland 18 Department of Neurology, University Hospital Zurich, 8091 Zurich, Switzerland 18 Department of Neurology, University Hospital Zuric 18 Department of Neurology, University Hospital Zurich, 8091 Zurich, Switzerland
19 Edinburgh and South East Scotland Epilepsy Service, Western General Hospital Edinburgh, EH4 2XU, Scotland, UK 19 Edinburgh and South East Scotland Epilepsy Service, Western General Hospital Edinburgh, EH4 2XU, Scotla 19 Edinburgh and South East Scotland Epilepsy Service, Western General Hospital E Brain 2013: 136; 3140–3150
|
3141 SCN1A and MTLEHS with FS 0 Kuopio Epilepsy Centre, Kuopio University Hospital, 70211 Kuopio, Finland 20 Kuopio Epilepsy Centre, Kuopio University Hospital, 70211 Kuopio, Finland 20 Kuopio Epilepsy Centre, Kuopio University Hospital, 70211 Kuopio, Finland p
p y
p
y
p
p
ent of Neurology, Institute of Clinical Medicine, University of Eastern Finland, 70211 Kuopio, Finland p
p
p
p
p
p
21 Department of Neurology, Institute of Clinical Medicine, University of Eastern Finland, 70211 Kuopio, Finlan Department of Neurology, Institute of Clinical Medicine, U 21 Department of Neurology, Institute of Clinical Medicine, University of Eastern F 22 Paediatric Neurology Unit, Tampere University Hospital and Paediatric Research Centre, University of T c Neurology Unit, Tampere University Hospital and Paediatric Research Centre, University of Tampere, 33521 Tam 22 Paediatric Neurology Unit, Tampere University Hospital and Paediatric Research Centre, University of Tampere, 33521 Tampere, Finland
23 Department of Neurology, Hoˆ pital Erasme, Universite´ Libre de Bruxelles, 1070 Brussels, Belgium p
p
p
p
23 Department of Neurology, Hoˆ pital Erasme, Universite´ Libre de Bruxelles, 1070 Brussels, Belgium p
gy
p
24 Department of Paediatrics, Medical University of Graz, 8036 Graz, Austria 25 Department of Paediatrics, LKH Bregenz, 6900 Bregenz, Austria p
g
g
26 Department of Clinical Neurology, Medical University of Vienna, 1090 Vienna, Austria Department of Clinical Neurology, Medical University of p
27 Groupe Interdisciplinaire de Ge´noprote´omique Applique´e (GIGA-R) and Faculty of Veterinary Medicin 27 Groupe Interdisciplinaire de Ge´noprote´omique Applique´e (GIGA-R) and Faculty of Veterinary Medicine, University of Lie`ge, 4000 Lie`ge, Belgium
28 Unit of Gastroenterology, Centre Hospitalier Universitaire, University of Lie`ge, 4000 Lie`ge, Belgium 27 Groupe Interdisciplinaire de Genoproteomique Appliquee (GIGA R) and Faculty of Veterinary Medicine, University of Liege, 4000 Liege, Belgium
28 Unit of Gastroenterology, Centre Hospitalier Universitaire, University of Lie`ge, 4000 Lie`ge, Belgium p
p
p
q
pp q
y
y
y
g
g
g
28 Unit of Gastroenterology, Centre Hospitalier Universitaire, University of Lie`ge, 4000 Lie`ge, Belgium Unit of Gastroenterology, Centre Hospitalier Universitaire, gy
p
y
g
g
g
29 Department of Neuropathology, MRC Sudden Death Brain Bank Project, University of Edinburgh, Wilkie Bu of Medicine and Neurology, Royal Melbourne Hospital, University of Melbourne, Melbourne VIC 3050, Australia 30 Departments of Medicine and Neurology, Royal Melbourne Hospital, University of Melbourne, Melbourne V 31 Melbourne Brain Centre, University of Melbourne, Melbourne VIC 3084, Australia 32 Department of Medicine, Austin Health, University of Melbourne, Melbourne VIC 3084, Australia p
y
33 Department of Neurosciences, Laboratory of Neurogenetics, University of Genoa, ‘G. Epilepsy, hippocampal sclerosis and febrile
seizures linked by common genetic variation
around SCN1A Seizures in mesial temporal lobe epilepsy with hippocampal sclerosis are typically drug-resistant, and mesial temporal
lobe epilepsy with hippocampal sclerosis is frequently associated with important co-morbidities, mandating the search for better
understanding and treatment. The cause of mesial temporal lobe epilepsy with hippocampal sclerosis is unknown, but there is
an association with childhood febrile seizures. Several rarer epilepsies featuring febrile seizures are caused by mutations in
SCN1A, which encodes a brain-expressed sodium channel subunit targeted by many anti-epileptic drugs. We undertook a
genome-wide association study in 1018 people with mesial temporal lobe epilepsy with hippocampal sclerosis and 7552 control
subjects, with validation in an independent sample set comprising 959 people with mesial temporal lobe epilepsy with hippo-
campal sclerosis and 3591 control subjects. To dissect out variants related to a history of febrile seizures, we tested cases with
mesial temporal lobe epilepsy with hippocampal sclerosis with (overall n = 757) and without (overall n = 803) a history of febrile
seizures. Meta-analysis revealed a genome-wide significant association for mesial temporal lobe epilepsy with hippocampal
sclerosis with febrile seizures at the sodium channel gene cluster on chromosome 2q24.3 [rs7587026, within an intron of the
SCN1A gene, P = 3.36 109, odds ratio (A) = 1.42, 95% confidence interval: 1.26–1.59]. In a cohort of 172 individuals with
febrile seizures, who did not develop epilepsy during prospective follow-up to age 13 years, and 6456 controls, no association
was found for rs7587026 and febrile seizures. These findings suggest SCN1A involvement in a common epilepsy syndrome, give
new direction to biological understanding of mesial temporal lobe epilepsy with hippocampal sclerosis with febrile seizures, and
open avenues for investigation of prognostic factors and possible prevention of epilepsy in some children with febrile seizures. Epilepsy comprises several syndromes, amongst the most common being mesial temporal lobe epilepsy with hippocampal
sclerosis. Seizures in mesial temporal lobe epilepsy with hippocampal sclerosis are typically drug-resistant, and mesial temporal
lobe epilepsy with hippocampal sclerosis is frequently associated with important co-morbidities, mandating the search for better
understanding and treatment. The cause of mesial temporal lobe epilepsy with hippocampal sclerosis is unknown, but there is
an association with childhood febrile seizures. Several rarer epilepsies featuring febrile seizures are caused by mutations in
SCN1A, which encodes a brain-expressed sodium channel subunit targeted by many anti-epileptic drugs. Introduction considered unknown, and not eligible for analysis. Population-based
controls (n = 7552) were included in the discovery stage, and 3591 in
the replication (Table 1 and Supplementary Table 1). Mesial
temporal
lobe
epilepsy
with
hippocampal
sclerosis
(MTLEHS) is typically a serious epilepsy syndrome and the most
common drug-resistant epilepsy (Berg et al., 2010). It is associated
with burdensome co-morbidities, such as memory and psychiatric
disorders. MTLEHS is the epilepsy most considered for therapeutic
neurosurgery. Although surgery is a proven therapy, only 50%
of patients have sustained postoperative seizure freedom (de Tisi
et al., 2011), and surgery can have important adverse conse-
quences. Better
treatment
options,
or
even
prevention,
of
MTLEHS are therefore needed, but rational therapy for MTLEHS
remains elusive because its causes are obscure (O’Dell et al.,
2012). We also studied 542 individuals who had had febrile seizures but by
the last follow-up had not had unprovoked seizures. These came from
three groups: a German group; an Austrian group and the ALSPAC
(Avon Longitudinal Study of Parents and Children) cohort, the latter
followed to age 13 years (Supplementary material); MTLEHS after
febrile seizures almost always develops by the age of 15 (Neligan
et al., 2012). These cases were compared with 7387 control subjects
from three relevant populations (Table 1). For the German and
Austrian samples, the same controls as in the MTLEHS study were
used. To minimize population stratification, only individuals of white
European ancestry were included. In the discovery stage, a combin-
ation of self-identified ancestry and EIGENSTRAT principal component
methods was used to determine European ancestry. In the replication
and febrile seizures analyses, only self-reported white individuals of
European ancestry were included. More detailed ancestry data were
available from all sources except Austria, allowing exclusion of individ-
uals self-reported as coming from countries other than those where
they were recruited. MTLEHS is associated with a history of febrile seizures in child-
hood (Pittau et al., 2009; O’Dell et al., 2012). About 3% of chil-
dren have febrile seizures; why only some go on to develop
epilepsy, including MTLEHS, is unknown. There are a number of
rare, genetically-determined, epilepsy syndromes in which febrile
seizures are a prominent feature, such as Dravet syndrome and
‘genetic epilepsy with febrile seizures plus’ (GEFS + ) (Oliva et al.,
2012). Genotyping and quality control In the discovery stage, all but the Austrian samples and Belgian con-
trols
comprised
a
subset
of
a
previously
described
data
set
(Kasperaviciu¯ te et al., 2010), genotyped on Illumina genome-wide
genotyping chips, mostly on Illumina Human610-Quadv1/Human1-
2M-DuoCustom. One hundred and fifty-seven Austrian patients and
332 controls were genotyped on Illumina HumanCNV370duo, and
285 Belgian controls were genotyped on Illumina HumanHap300 gen-
otyping chips. Gender and relatedness checks were performed on all
samples. The cluster plots of the top-associated single nucleotide poly-
morphisms
were
inspected
manually. Details
are
given
in
Kasperaviciu¯ te et al. (2010) and in the online Supplementary material. For replication analysis, several methods were used for genotyping. We hypothesized that MTLEHS, or MTLEHS with febrile seiz-
ures, as common epilepsy syndromes, might be associated with
common genetic variation, and tested this ‘common disease-
common variant’ hypothesis in a genetic association study. Introduction MTLEHS has rarely been described in families with GEFS +
(Abou-Khalil et al., 2001) or familial febrile seizures (Mantegazza
et al., 2005) associated with SCN1A mutations. In familial mesial
temporal lobe epilepsy, some family members may have hippo-
campal sclerosis (Labate et al., 2011). A cluster of families with
mesial temporal lobe epilepsy with hippocampal changes has been
described in Brazil (Andrade-Valenc¸a et al., 2008). Together, this
evidence implies genetic susceptibility to MTLEHS, although its
heritability is unknown. Keywords: mesial temporal lobe epilepsy; mesial temporal sclerosis; SCN1A; association; complex genetics
Abbreviations: MTLEHS = mesial temporal lobe epilepsy with hippocampal sclerosis; MTLEHS + FS = MTLEHS with febrile seizures;
MTLEHS–FS = MTLEHS without febrile seizures Keywords: mesial temporal lobe epilepsy; mesial temporal sclerosis; SCN1A; association; complex genetics
Abbreviations: MTLEHS = mesial temporal lobe epilepsy with hippocampal sclerosis; MTLEHS + FS = MTLEHS with febrile seizures;
MTLEHS–FS = MTLEHS without febrile seizures Statistical analysis In the discovery stage, genome-wide association analysis was per-
formed using PLINK. Only single nucleotide polymorphisms present
on both Illumina Human610-Quadv1 and Human1-2M-DuoCustom
were analysed. In the discovery stage, we performed logistic regression
using an additive model, including all significant EIGENSTRAT axes
(assessed using the Tracy-Widom statistic with P 5 0.05) as covariates. Only single nucleotide polymorphisms with minor allele frequency
of 5 1% were analysed. Since the replication samples did not have
genome-wide data available to calculate EIGENSTRAT axes, we per-
formed stratified analysis using the Cochran-Mantel-Haenszel test for
2 2 8 stratified case-control subsamples deriving from eight differ-
ent recruitment countries and self-identified ancestry, using R. The
Woolf test was used to assess effect heterogeneity. Meta-analysis of
discovery and replication studies was performed using the inverse vari-
ance-weighted fixed-effects model as implemented in the GWAMA All aspects of the study were approved by the relevant institutional
review board. All participants gave written informed consent. Epilepsy, hippocampal sclerosis and febrile
seizures linked by common genetic variation
around SCN1A We undertook a
genome-wide association study in 1018 people with mesial temporal lobe epilepsy with hippocampal sclerosis and 7552 control
subjects with validation in an independent sample set comprising 959 people with mesial temporal lobe epilepsy with hippo genome wide association study in 1018 people with mesial temporal lobe epilepsy with hippocampal sclerosis and 7552 control
subjects, with validation in an independent sample set comprising 959 people with mesial temporal lobe epilepsy with hippo-
campal sclerosis and 3591 control subjects. To dissect out variants related to a history of febrile seizures, we tested cases with
mesial temporal lobe epilepsy with hippocampal sclerosis with (overall n = 757) and without (overall n = 803) a history of febrile
seizures. Meta-analysis revealed a genome-wide significant association for mesial temporal lobe epilepsy with hippocampal
sclerosis with febrile seizures at the sodium channel gene cluster on chromosome 2q24.3 [rs7587026, within an intron of the
SCN1A gene, P = 3.36 109, odds ratio (A) = 1.42, 95% confidence interval: 1.26–1.59]. In a cohort of 172 individuals with
febrile seizures, who did not develop epilepsy during prospective follow-up to age 13 years, and 6456 controls, no association
was found for rs7587026 and febrile seizures. These findings suggest SCN1A involvement in a common epilepsy syndrome, give
new direction to biological understanding of mesial temporal lobe epilepsy with hippocampal sclerosis with febrile seizures, and
open avenues for investigation of prognostic factors and possible prevention of epilepsy in some children with febrile seizures. 3142
|
Brain 2013: 136; 3140–3150
D. Kasperavicˇiu¯ t_e et al 3142
|
Brain 2013: 136; 3140–3150 D. Kasperavicˇiu¯ t_e et al. Subjects and DQ993523, respectively) (Martin et al., 2007) in the 5’ region of
SCN1A, were tested by quantitative RT-PCR as they are not covered
by the array. Details are provided in the Supplementary material. Further, we tested whether the associated single nucleotide poly-
morphisms have an effect on expression or splicing of any genes in the
genome in post-mortem tissue of nine brain regions from 134 control
individuals (Supplementary material). and DQ993523, respectively) (Martin et al., 2007) in the 5’ region of
SCN1A, were tested by quantitative RT-PCR as they are not covered
by the array. Details are provided in the Supplementary material. and DQ993523, respectively) (Martin et al., 2007) in the 5’ region of
SCN1A, were tested by quantitative RT-PCR as they are not covered
by the array. Details are provided in the Supplementary material. software (Ma¨gi and Morris, 2010). We considered an association to be
genome-wide significant at P 5 5 108. To fine map the association signal in the discovery stage, we
imputed single nucleotide polymorphisms in the 10 Mb region
surrounding rs7587026. Imputation was performed using MINIMAC
(Howie et al., 2012), and 1000 Genomes Project data (1000 Genomes
Project Consortium et al., 2010) as the reference data set. Subsequent
association analysis was performed using MACH2DAT (Li et al., 2010)
using significant EIGENSTRAT axes as covariates. Further, we tested whether the associated single nucleotide poly-
morphisms have an effect on expression or splicing of any genes in the
genome in post-mortem tissue of nine brain regions from 134 control
individuals (Supplementary material). Power calculations were performed using Genetic Power Calculator
(Purcell et al., 2003). Subjects Patients were recruited during clinical appointments. MTLEHS was
defined as in Wieser (2004). The diagnosis was made and/or reviewed
by a consultant epileptologist who was part of this study, with access
to history and investigation results. Patients with bilateral hippocampal
sclerosis or dual pathology were excluded. One thousand and eighteen
patients were included in the discovery stage and 959 patients in the
replication. The number of patients by country is shown in Table 1,
with further details in Supplementary Table 1. A history of presence or
absence of febrile seizures was accepted only if contemporary medical
records
or
a
parental
account
was
available; otherwise
it
was Brain 2013: 136; 3140–3150
|
3143 SCN1A and MTLEHS with FS 3143 Table 1 Number of individuals included in the study, after removal of population outliers and
individuals of non-European ancestry
Population
Patients with
MTLEHS
Individuals with a
definite history of
febrile seizures
Individuals with a
definite history of no
febrile seizures
Controls
Discovery
Austria
157
45
104
332
Belgium
67
23
20
285
USA
71
23
45
605
Finland
116
18
0*
746
Ireland
148
54
90
209
UK
277
117
101
5116
Switzerland
182
61
0*
259
Total discovery
1018
341
360
7552
Replication
Austria
57
18
39
254
Germany
273
112
161
346
Portugal
102
54
48
190
UK
80
42
28
857
Netherlands
164
74
0*
601
Italy
44
18
26
249
Australia
162
83
79
794
USA
77
15
62
300
Total replication
959
416
443
3591
Febrile seizures study
Austria
NA
158
NA
585**
Germany
NA
212
NA
346***
UK (ALSPAC)
NA
172
NA
6456
Total febrile seizures
NA
542
NA
7387
NA = not applicable. *Data were not collected according to the criteria used in the study. **Combined discovery and replication Austrian controls. ***Same as replication German controls. ble 1 Number of individuals included in the study, after removal of population outliers and
dividuals of non-European ancestry and DQ993523, respectively) (Martin et al., 2007) in the 5’ region of
SCN1A, were tested by quantitative RT-PCR as they are not covered
by the array. Details are provided in the Supplementary material. Further, we tested whether the associated single nucleotide poly-
morphisms have an effect on expression or splicing of any genes in the
genome in post-mortem tissue of nine brain regions from 134 control
individuals (Supplementary material). Expression analysis We performed a two-stage study. For discovery, we first investi-
gated genome-wide association between all MTLEHS and 531 164
single nucleotide polymorphisms in 1018 MTLEHS cases and 7552
controls from seven populations of European descent (Table 1 and
Supplementary Table 1). Using logistic regression analysis and cor-
recting
for
population
stratification,
suggestive
association
emerged for three single nucleotide polymorphisms in a region
of strong linkage disequilibrium on chromosome 2q24.3 encom-
passing SCN1A and other sodium channel genes (Supplementary
Fig. 1). The most strongly associated single nucleotide polymorph-
ism, rs11692675, is within intron 3 of the SCN1A full-length We tested association between genotypes of the two top single nu-
cleotide polymorphisms rs7587026 and rs11692675 and SCN1A exons
and gene expression in the middle temporal cortex (Brodmann areas
20 and 21) from 78 patients with MTLEHS who had undergone sur-
gical resection, compared with 78 neurologically normal individuals
from the MRC Sudden Death Brain and Tissue Bank. We specifically
chose not to study the hippocampus to avoid confounding due to
tissue changes such as cell loss and gliosis. All samples were randomly
hybridized to Affymetrix Human Exon 1.0 ST arrays. Differential
expression of SCN1A transcripts incorporating the ‘neonatal’ or
‘adult’ exon 5 form (5N or 5A exon, respectively), and expression of
non-coding exons 1a and 1b (GenBank accession numbers DQ993522 3144
|
Brain 2013: 136; 3140–3150 D. Kasperavicˇiu¯ t_e et al. Expression analysis Table 2 Genotype counts, allele frequencies and association results for rs7587026 and rs11692675 SNPs in the MTLEHS
study
SNP
n patients
n controls
Minor
allele
Genotype
count
in patients
Genotype count
in controls
Minor
allele
frequency
in patients
Minor
allele
frequency
in controls
P-value*
Odds ratio
(95% CI)
Discovery
MTLEHS versus controls
rs7587026
1017
7549
A
99/440/478
536/2895/4118
0.314
0.263
1.19 10–7
1.31 (1.19–1.45)
rs11692675
1018
7547
G
147/477/394
794/3352/3401
0.379
0.327
5.26 10–8
1.31 (1.19–1.44)
MTLEHS + FS versus controls
rs7587026
341
7549
A
43/161/137
536/2895/4118
0.362
0.263
2.64 10–8
1.59 (1.35–1.87)
rs11692675
341
7547
G
61/163/117
794/3352/3401
0.418
0.327
1.25 10–6
1.49 (1.27–1.75)
MTLEHSFS versus controls
rs7587026
359
6544
A
30/143/186
469/2528/2547
0.283
0.265
0.21
1.12 (0.94–1.33)
rs11692675
360
6542
G
48/167/145
698/2951/2893
0.365
0.332
0.039
1.19 (1.01–1.40)
MTLEHS + FS versus MTLEHSFS
rs7587026
341
359
A
43/161/137
30/143/186
0.362
0.283
1.12 10–3
1.48 (1.17–1.87)
rs11692675
341
360
G
61/163/117
48/167/145
0.418
0.365
0.030
1.28 (1.03–1.59)
Replication
MTLEHS versus controls
rs7587026
933
3537
A
89/360/484
247/1361/1929
0.288
0.262
0.025
1.15 (1.02–1.29)
rs11692675
826
3568
G
108/364/354
394/1615/1559
0.351
0.337
0.19
1.08 (0.96–1.21)
MTLEHS + FS versus controls
rs7587026
406
3537
A
43/163/200
247/1361/1929
0.307
0.262
5.88 10–3
1.26 (1.07–1.48)
rs11692675
371
3568
G
56/156/159
394/1615/1559
0.361
0.337
0.12
1.14 (0.97–1.34)
MTLEHSFS versus controls
rs7587026
436
2972
A
42/160/234
216/1136/1620
0.280
0.264
0.20
1.11 (0.95–1.31)
rs11692675
357
2983
G
42/164/151
336/1332/1315
0.347
0.336
0.35
1.08 (0.92–1.27)
MTLEHS + FS versus MTLEHSFS
rs7587026
338
436
A
35/137/166
42/160/234
0.306
0.280
0.22
1.16 (0.93–1.44)
rs11692675
298
357
G
46/125/127
42/164/151
0.364
0.347
0.50
1.09 (0.87–1.36)
Combined (meta-analysis)
MTLEHS versus controls
rs7587026
1950
11 086
A
188/800/962
783/4256/6047
0.302
0.263
3.78 10–8
1.24 (1.15–1.34)
rs11692675
1844
11 115
G
255/841/748
1188/4967/4960
0.366
0.330
4.87 10–7
1.21 (1.12–1.30)
MTLEHS + FS versus controls
rs7587026
747
11 086
A
86/324/337
783/4256/6047
0.332
0.263
3.36 10–9
1.42 (1.26–1.59)
rs11692675
712
11 115
G
117/319/276
1188/4967/4960
0.388
0.330
4.78 10–6
1.30 (1.16–1.46)
MTLEHSFS versus controls
rs7587026
795
9516
A
72/303/420
685/3664/5167
0.281
0.265
0.067
1.12 (0.99–1.25)
rs11692675
717
9525
G
90/331/296
1034/4283/4208
0.356
0.333
0.033
1.13 (1.01–1.27)
MTLEHS + FS versus MTLEHSFS
rs7587026
679
795
A
78/298/303
72/303/420
0.334
0.281
1.53 10–3
1.30 (1.10–1.52)
rs11692675
639
717
G
107/288/244
90/331/296
0.393
0.356
0.039
1.18 (1.01–1.38)
*In discovery stage, P-value is logistic regression P-value for additive genetic model; in replication stage, Cochran-Mantel-Haenszel test P-value. Expression analysis This evidence motivated our pre-analysis collection of febrile
seizure data, and our previous study of febrile seizures (Petrovski
et al., 2009). We performed analysis of patients in the discovery
cohort with a known history of presence of childhood febrile seiz-
ures (MTLEHS + FS, n = 341) (Table 2 and Fig. 1). The strongest
association was for rs7587026, P = 2.64 108 [OR(A) = 1.59,
95% CI: 1.35–1.87] and rs580041, P = 8.91 107 [OR(A)
= 1.56, 95% CI: 1.33–1.84], whereas the signal for rs11692675
was slightly weaker, P = 1.25 106 [OR(G) = 1.49, 95% CI:
1.27–1.75]. No association was seen in patients with MTLEHS
without febrile seizures (MTLEHSFS), despite similar sample size. Expression analysis Table 2 Genotype counts, allele frequencies and association results for rs7587026 and rs11692675 SNPs in the MTLEHS
study
l
l
dd Table 2 Genotype counts, allele frequencies and association results for rs7587026 and rs11692675 SNPs in the MTLEHS
t d lele frequencies and association results for rs7587026 and rs11692675 SNPs in the MTLEHS transcript variant (NM_001202435.1) {P = 5.26 108, odds ratio
for G allele [OR(G)] 1.31, 95% confidence interval (CI) 1.19–1.44;
Table 2}. Two other single nucleotide polymorphisms within
SCN1A
intron
1,
had
similarly
low
P-values:
rs7587026
(r2 = 0.806 with rs11692675 in CEU population based on 1000
Genomes data set), P = 1.19 107 [OR(A) = 1.31, 95% CI:
1.19–1.45];
and
rs580041
(r2 = 0.806
with
rs11692675),
P = 5.74 107 [OR(A) = 1.29, 95% CI: 1.17–1.43]. (Oliva et al., 2012). The common SCN1A single nucleotide poly-
morphism rs3812718, affecting splicing (Heinzen et al., 2007), has
also been associated with febrile seizures (Schlachter et al., 2009),
though replication has failed (Petrovski et al., 2009). Retrospective
studies show association between MTLE and febrile seizures
(Pittau et al., 2009; O’Dell et al., 2012). Whether febrile seizures
cause MTLEHS (Koyama et al., 2012) or whether pre-existing
hippocampal abnormalities predispose to febrile seizures (Cendes,
2004), which may then also be injurious, is unknown. Clinical
differences between patients with and without a history of febrile
seizures suggest MTLEHS is heterogeneous (Thom et al., 2010). SCN1A encodes brain-expressed voltage-gated sodium channel
type I, alpha subunit. It bears the largest number of known epi-
lepsy-related mutations, some associated with febrile seizures Figure 1 The results of genome-wide association analysis in MTLEHS + FS in discovery stage. (A) Manhattan plot, log10 (P-values) of
the logistic regression test are plotted against single nucleotide polymorphism positions on each chromosome. (B) Quantile-quantile plot,
the grey shaded area represents the 95% confidence interval of expected log10 (P-values). Black dots represent the observed P-values;
= 1.022. (C) Regional association results for the chromosome 2q24.3 locus. The left y-axis represents log10 (P-values) for association
with MTLEHS, the right y-axis represents the recombination rate, and the x-axis represents base-pair positions along the chromosome
(human genome Build 37). The top single nucleotide polymorphism, rs7587026, is shown in purple, the rest of the single nucleotide
polymorphisms are coloured according to their linkage disequilibrium r2 value with rs7587026. Expression analysis SCN1A and MTLEHS with FS
Brain 2013: 136; 3140–3150
|
314 Brain 2013: 136; 3140–3150
|
3145 SCN1A and MTLEHS with FS Figure 1 The results of genome-wide association analysis in MTLEHS + FS in discovery stage. (A) Manhattan plot, log10 (P-values) of
the logistic regression test are plotted against single nucleotide polymorphism positions on each chromosome. (B) Quantile-quantile plot,
the grey shaded area represents the 95% confidence interval of expected log10 (P-values). Black dots represent the observed P-values;
= 1.022. (C) Regional association results for the chromosome 2q24.3 locus. The left y-axis represents log10 (P-values) for association
with MTLEHS, the right y-axis represents the recombination rate, and the x-axis represents base-pair positions along the chromosome
(human genome Build 37). The top single nucleotide polymorphism, rs7587026, is shown in purple, the rest of the single nucleotide
polymorphisms are coloured according to their linkage disequilibrium r2 value with rs7587026. This evidence motivated our pre-analysis collection of febrile
seizure data, and our previous study of febrile seizures (Petrovski
et al., 2009). We performed analysis of patients in the discovery
cohort with a known history of presence of childhood febrile seiz-
ures (MTLEHS + FS, n = 341) (Table 2 and Fig. 1). The strongest
association was for rs7587026, P = 2.64 108 [OR(A) = 1.59,
95% CI: 1.35–1.87] and rs580041, P = 8.91 107 [OR(A)
= 1.56, 95% CI: 1.33–1.84], whereas the signal for rs11692675
was slightly weaker, P = 1.25 106 [OR(G) = 1.49, 95% CI:
1.27–1.75]. No association was seen in patients with MTLEHS
without febrile seizures (MTLEHSFS), despite similar sample size. To refine the association signal, we performed regional imput-
ation in the discovery data set of a 10 Mb region surrounding
rs7587026 using the 1000 Genomes reference panel. Two single
nucleotide polymorphisms had slightly lower P-values in the
MTLEHS + FS analysis than the original single nucleotide poly-
morphisms
[rs16851603
(P = 2.23 108)
and
rs3919196
(P = 2.26 108)], but neither were significantly stronger than
the original associations, and these signals reflected regional link-
age disequilibrium structure (Supplementary Fig. 2). No known
functional variants in SCN1A, nor in other genes in the region, were in high linkage disequilibrium with rs7587026. The associ-
ation signal is localized within one linkage disequilibrium block that
also
spans
the
promoter
and
5’
UTR
region
of
SCN1A
(Supplementary Fig. 2). Replication and combined analyses We
selected
the
two
top
single
nucleotide
polymorphisms,
rs7587026 and rs11692675, for replication in an independent
sample
of 959 patients with
MTLEHS, of whom 416 had
MTLEHS + FS,
and
3591
population-matched
controls
of
European
descent
from
eight
populations
(Table
1
and
Supplementary Table 1). We did not study rs580041 because of
its
perfect
linkage
disequilibrium
with
rs7587026
in
white
Europeans
(r2 = 1). We
detected
an
association
between
rs7587026 and MTLEHS + FS, P = 5.88 103 [OR(A) = 1.26,
95% CI: 1.07–1.48; Table 2]; this value remains significant at a
revised alpha threshold of 6.3 103 after Bonferroni correction
for multiple comparisons in the replication cohort. No association
was detected for MTLEHSFS. To refine the association signal, we performed regional imput-
ation in the discovery data set of a 10 Mb region surrounding
rs7587026 using the 1000 Genomes reference panel. Two single
nucleotide polymorphisms had slightly lower P-values in the
MTLEHS + FS analysis than the original single nucleotide poly-
morphisms
[rs16851603
(P = 2.23 108)
and
rs3919196
(P = 2.26 108)], but neither were significantly stronger than
the original associations, and these signals reflected regional link-
age disequilibrium structure (Supplementary Fig. 2). No known
functional variants in SCN1A, nor in other genes in the region, 3146
|
Brain 2013: 136; 3140–3150 D. Kasperavicˇiu¯ t_e et al. Figure 2 Forest plot for association of rs7587026 with
MTLEHS + FS. The confidence interval for each study population
is given by a horizontal line, and the point estimate is given by a
square whose area is inversely proportional to the standard error
of the estimate. The combined odds ratio is drawn as a diamond
with horizontal limits at the confidence limits and width inversely
proportional to its standard error. The study populations are
ordered in descending order by the number of MTLEHS + FS
cases. followed
children
to
age
13:
there
was
no
association
of
rs7587026 with febrile seizures in 171 individuals who did not
go on to develop epilepsy (Table 3) in comparison with 6443
controls from the same cohort. The two other cohorts of children
with febrile seizures, from Austria [samples partially overlapping
with those reported in Schlachter et al. Replication and combined analyses (2009)] and Germany,
were ascertained at a young age (to six years of age only) and
had no follow-up to establish whether the children had febrile
seizures only, or febrile seizures in the context of subsequent epi-
lepsy including MTLEHS, and are therefore not best suited to ad-
dress the question, but were examined as few cohorts overall are
available. Bearing this key caveat in mind, in these two data sets
there
was
an
observed
association
of
febrile
seizures
with
rs7587026 (Table 3). The previously reported association in the
Austrian population with an SCN1A functional splice-site single
nucleotide
polymorphism,
rs3812718,
was
also
seen
in
our
Austrian sample [which is not unexpected as there is partial over-
lap of cases with those in the original report (Schlachter et al.,
2009)] and was present in the German sample. The observed as-
sociation of rs7587026 with febrile seizures disappeared in both
Austrian and German data sets when analysis was conditioned on
rs3812718 (P 4 0.19; Table 3). Moreover, although the associ-
ation of febrile seizures with rs3812718 may be thought to be
of interest for pure febrile seizures alone, we note there is no
association of rs3812718 with febrile seizures in the best charac-
terized cohort, from ALSPAC (Table 3), nor in a published sample
(Petrovski et al., 2009). Figure 2 Forest plot for association of rs7587026 with Figure 2 Forest plot for association of rs7587026 with g
p
MTLEHS + FS. The confidence interval for each study population
is given by a horizontal line, and the point estimate is given by a
square whose area is inversely proportional to the standard error
of the estimate. The combined odds ratio is drawn as a diamond
with horizontal limits at the confidence limits and width inversely
proportional to its standard error. The study populations are
ordered in descending order by the number of MTLEHS + FS
cases. g
p
MTLEHS + FS. The confidence interval for each study population
is given by a horizontal line, and the point estimate is given by a
square whose area is inversely proportional to the standard error
of the estimate. The combined odds ratio is drawn as a diamond
with horizontal limits at the confidence limits and width inversely
proportional to its standard error. The study populations are
ordered in descending order by the number of MTLEHS + FS
cases. Replication and combined analyses Thus, although other single nucleotide polymorphisms in or near
SCN1A may predispose to pure febrile seizures, the signal we
observed in MTLEHS + FS is very unlikely to be due to the history
of febrile seizures alone. Moreover, no significant association was
detected in a group of patients with other partial epilepsies with a
history of febrile seizures [data set from Kasperaviciute et al. (2010); rs7587026, P = 0.24, OR(A) = 1.15, 95% CI: 0.91–1.45]. The sample for this analysis was smaller (177 patients; 7552 con-
trols), but had 81% power to detect association of OR 5 1.42 (as
seen in MTLEHS + FS group combined analysis) under 0.05 signifi-
cance
level. Collectively,
we
found
no
evidence
that
the
MTLEHS + FS association was due to febrile seizures, or that it
holds for all partial epilepsies with febrile seizures. Meta-analysis of the discovery and replication samples confirmed
the association of the 2q24.3 locus with MTLEHS + FS at genome-
wide
significant
level
for
rs7587026
[Pmeta = 3.36 109,
OR(A) = 1.42, 95% CI: 1.26–1.59]; the signal for rs11692675 did
not
reach
genome-wide
significance
[Pmeta = 4.78 106,
OR(G) = 1.30, 95% CI: 1.16–1.46]. No significant heterogeneity in
effect sizes was detected among different populations (Fig. 2,
Woolf’s test for heterogeneity P = 0.45, see Supplementary Tables
7–10 for allele frequencies in all populations). Febrile seizure analysis The observed association could act by modulating SCN1A gene
expression. The associated region harbours several alternative un-
translated SCN1A exons (Martin et al., 2007; Nakayama et al.,
2010). We did not detect association between rs7587026 and any
protein-coding exon except one (see below) or total SCN1A
expression, or with expression of untranslated 5’ exons 1a and
1b (Martin et al., 2007) (data not shown) in 78 patients and 78
control subjects. To explore whether the observed association with rs7587026 is
specific for MTLEHS + FS, or is specific for febrile seizures in gen-
eral, we examined a total of 7387 controls and three data sets of
patients (totalling 542) who had had febrile seizures but had not
developed epilepsy by the time of the latest follow-up. It has been
shown that almost all children who go on to develop any type of
epilepsy after febrile seizures have done so by the age of 15 years
(Neligan et al., 2012). Therefore, to address the specificity of the
association for MTLEHS + FS rather than febrile seizures alone, the
ideal febrile seizures cohort would have been followed to age 15
at least. Of the three data sets available to us, only one met this
criterion closely. The ALSPAC prospective cohort, which has the
most comprehensive phenotypic data of the three data sets, The
presence
or
absence
of
transcripts
incorporating
the
‘neonatal’
SCN1A
exon
5
(‘5N’)
was
significantly
different
according to genotype of the two top single nucleotide poly-
morphisms (rs11692675 and rs7587026, P-values 1.08 109
and
1.17 106,
respectively;
Supplementary
material). Febrile seizure analysis Finally,
expression
quantitative
trait loci analyses for subsets of patients according to a known
history of presence (n = 46) or absence (n = 27) of febrile seizures
in childhood for rs11692675 or rs7587026 showed significant dif-
ferences in the level of expression of 5N exon according to geno-
type in both MTLEHS + FS and MTLEHSFS. Including both
rs11692675 or rs11692675 and rs922224 in the regression
models, only rs922224 remained significant in both MTLEHS + FS
and MTLEHSFS groups (Supplementary material). narrowly-defined syndromes. Because the biology of most of the
epilepsies is poorly understood, there are few a priori data upon
which to base selection of the range of phenotypes to include in
studies of possible genetic causation. Our findings suggest that
focussing on clinically recognized syndromes or constellations
(Berg et al., 2010) may prove fruitful by reducing heterogeneity
before genomic analyses. Our association seems to be specific for MTLEHS + FS, with no
association
for
MTLEHSFS,
febrile
seizures
alone
or
non-
MTLEHS partial epilepsies with febrile seizures. Our findings sug-
gest that there is genetic susceptibility to MTLEHS, and that it, or
hippocampal sclerosis, may not necessarily be only acquired. The
results support the concept of heterogeneity in MTLEHS, beyond
that already documented clinico-pathologically (Tassi et al., 2009;
Thom et al., 2010; Blu¨ mcke et al., 2012). However, further work
will be needed to confirm the specificity of our findings, as we did
not formally establish a significant difference in odds ratios be-
tween MTLEHS + FS and MTLEHSFS. It would also be interesting
to explore, in a suitably-powered study, whether there is any
association with MTLE without hippocampal sclerosis. We cannot exclude the possibility that rs7587026 (or another
single nucleotide polymorphism in the high linkage disequilibrium
region) may act as an additional splicing controller to rs3812718,
but our data are consistent with rs7587026 having no solo effect
on 5N splicing. We also did not detect any correlation using a
significance
level
of
P 5 5 105
between
rs7587026
and
expression/splicing
of
any
other
genes
across
the
genome
(Supplementary material). Febrile seizure analysis For
rs11692675 and rs7587026, respectively, none and 1% of the Brain 2013: 136; 3140–3150
|
3147 SCN1A and MTLEHS with FS Table 3 Genotype counts, allele frequencies and association results for rs7587026, rs3812718 and rs922224 in febrile
seizures stage Table 3 Genotype counts, allele frequencies and association results for rs7587026, rs3812718 and rs922224 in febrile
seizures stage Table 3 Genotype counts, allele frequencies and association results for rs7587026, rs3812718 and rs922224 in febrile
seizures stage
Population
n patients
n controls
Minor
allele
Genotype
count in
patients
Genotype
count in
controls
Minor allele
frequency
in patients
Minor
allele
frequency in
controls
P-value in
single SNP
association
(allelic 2 test)
P-value in
conditional
analysis**
rs7587026
Austria
158
584
A
19/58/81
31/216/337
0.304
0.238
0.017
0.19
Germany
194
337
A
15/92/87
20/116/201
0.314
0.231
0.003
0.43
UK (ALSPAC)
171
6443
A
23/59/89
498/2550/3395
0.307
0.275
0.194
0.33*
rs3812718
Austria
133
209
G
16/65/52
52/100/57
0.365
0.488
0.0015
0.030
Germany
212
344
G
32/98/82
88/166/90
0.382
0.497
0.00018
0.0012
rs922224 (proxy for rs3812718)
UK (ALSPAC)
172
6456
G
34/81/57
1371/3144/1941
0.433
0.456
0.40
0.83*
*Conditional analysis performed despite a non-significant single SNP association. **In conditional analyses, rs7587026 was conditioned for rs3812718 (or its proxy, rs922224, for the ALSPAC cohort), while rs3812718 and rs922224 were conditioned for
rs7587026. allele frequencies and association results for rs7587026, rs3812718 and rs922224 in febrile Table 3 Genotype counts, allele frequencies and association results for rs7587026, rs381271
seizures stage individuals with the GG and AA genotype showed SCN1A
transcripts in the neonatal form, compared with 83% and 81%
with the genotype AA or CC. This alternative splicing event is
influenced by rs3812718 (Heinzen et al., 2007). The association
of alternative splicing with rs922224 (r2 = 1 with rs3812718) was
stronger, P = 2.33 1031. The level of expression of SCN1A
exon 5N was also significantly different according to genotype
(P = 1.62 1011 for rs11692675, 2.70 106 for rs7587026,
7.40 1034 for rs922224). In conditional analyses including all
three single nucleotide polymorphisms, only rs922224 remained
significant
(P = 1.08 1025). Febrile seizure analysis The notably weaker association in the replication stage could be
due to several factors, the most important of which is the ‘win-
ner’s curse’ (Ioannidis et al., 2009); there may be a large number
of weak but real associations in the data, some of which achieve
genome-wide significance in a particular study through random
stochastic chance, but will not do so in another study. The asso-
ciation in our discovery cohort was replicated in the second inde-
pendent sample, but it is nevertheless important that other studies
are undertaken to further replicate our findings. Other limitations
of our study are the lack of genome-wide data in the replication
sample, preventing direct population stratification assessment,
though self-identification closely corresponds to genetically-deter-
mined ancestry (Lao et al., 2008; Wang et al., 2010), a phenom-
enon we confirmed in the discovery stage, and the small size of
some of the replication groups, reducing replication power, and
magnifying effects of undetected population admixture. Acknowledgements We would like to thank
AROS
Applied
Biotechnology
AS
company
laboratories
and
Affymetrix for their valuable input. We are grateful to the
Banner Sun Health Research Institute Brain and Body Donation
Program of Sun City, Arizona for the provision of human biospeci-
mens contributing to gene expression analysis of nine brain re-
gions
from
134
control
individuals. The
Brain
and
Body
Donation Program is supported by the National Institute of
Neurological
Disorders
and
Stroke
(U24
NS072026
National
Brain and Tissue Resource for Parkinson’s Disease and Related
Disorders),
the
National
Institute
on
Aging
(P30
AG19610
Arizona
Alzheimer’s
Disease
Core
Centre),
the
Arizona
Department
of
Health
Services
(contract
211002,
Arizona
Alzheimer’s Research Centre), the Arizona Biomedical Research
Commission (contracts 4001, 0011, 05-901 and 1001 to the The location of the associated variants within SCN1A and over-
lapping its promoter regions (Long et al., 2008), was suggestive of
possible roles in SCN1A expression modulation. In fact, we did not
detect a definitive effect on expression of SCN1A or its exons in
temporal neocortex. However, this analysis may have been con-
founded by many factors: effects may be brain-region or cell-
population
specific,
as
in
SCN1A-related
Dravet
syndrome,
where consequences are only found in interneurons (Ogiwara
et al., 2007); our whole-tissue expression analysis would not
detect such subtle signals. Moreover, noting the febrile seizures
association, the effects may be temporally or spatially restricted,
acting only in childhood or/and in the stress of febrile seizures
(Koyama et al., 2012). Further studies will be needed to explore
possible functional effects. p
The detected association could act in different ways, predispos-
ing to MTLEHS + FS as a distinct syndrome, or to the specific de-
velopment of MTLEHS in the context of remote febrile seizures. If
the association does indeed relate to SCN1A and function of the
encoded protein, new lines of investigation may prove possible in
the context of the existing deep knowledge of SCN1A, experimen-
tal models of MTLE and in vitro study of mechanisms of hippo-
campal dysfunction in epilepsy, as well as intriguing reports of the
role of SCN1A in many epilepsies, such as the suggestion that
mutations in SCN1A in Dravet Syndrome may protect against
hippocampal sclerosis (Auvin et al., 2008; Catarino et al., 2011). Acknowledgements The
Brain
and
Body
Donation Program is supported by the National Institute of
Neurological
Disorders
and
Stroke
(U24
NS072026
National
Brain and Tissue Resource for Parkinson’s Disease and Related
Disorders),
the
National
Institute
on
Aging
(P30
AG19610
Arizona
Alzheimer’s
Disease
Core
Centre),
the
Arizona
Department
of
Health
Services
(contract
211002,
Arizona
Alzheimer’s Research Centre), the Arizona Biomedical Research
Commission (contracts 4001, 0011, 05-901 and 1001 to the We thank all patients, their families and physicians for participat-
ing in this study. We thank Drs. Goldstein, Heinzen and Radtke for
use of data from patients at Duke University School of Medicine,
and for their comments. We thank Drs. D. Lowenstein and A-E. Lehesjoki,
and
the
ILAE
Consortium
on
Complex
Epilepsies
(including Carolien de Kovel, Thomas Sander, Dennis Dlugos,
Warren Lo, Tom Ferraro, Mike Johnson, Tony Marson, Douglas
Speed, Patrick Kwan, Larry Baum, Stacey Cherny, Zhi Wei, Larry
Brody, Pak Sham, David Balding and Aarno Palotie) for their sup-
port of the work, and for their comments. We thank Prof J. Hardy
for his support. We thank the members of the Dutch Collaborative
Epilepsy Surgery Program for their cooperation. We acknowledge
the Italian League against Epilepsy (LICE) collaborative group for
its support. We gratefully acknowledge Professor John Hopper
(School of Population Health, The University of Melbourne) for
providing the control samples for the Melbourne cohort and Dr. Marian Todaro for processing the DNA samples for the Melbourne
cohort; Dr. Liisa Myllykangas (Folkhalsan Institute of Genetics and
Department of Pathology, University of Helsinki) and Dr. Pentti
Tienari (Molecular Neurology Programme, Biomedicum, University
of Helsinki and Department of Neurology, Helsinki University
Central Hospital) for providing us the Vantaa85 + Study GWAS
genotypes; Professor Edouard Louis (MD, PhD), Head of the
Gastroenterology
Unit,
University
Hospital
Centre
(CHU)
of
Lie`ge and Professor Michel Georges (DVM, PhD), Head of the
Animal
Genomics
Unit,
Faculty
of
Veterinary
Medicine
and Groupe Interdisciplinaire de Ge´noprote´omique Applique´e
(GIGA-R) for providing us the Belgian control cohort; Drs. P. C. van Rijen and P. H. Gosselaar, Department of Neurosurgery,
Rudolf Magnus Institute of Neuroscience, University Medical
Centre Utrecht, The Netherlands; Christian Hengsbach for expert
assistance
with
recruitment
for the Tu¨ bingen
MTLE cohort;
Susanne Beyer and Ulrike Strube for the technical assistance in
SNP genotyping for the Bonn MTLE cohort; and the whole
ALSPAC team, which includes interviewers, computer and labora-
tory technicians, clerical workers, research scientists, volunteers,
managers, receptionists and nurses. Discussion We show that common variation in and near SCN1A may increase
susceptibility to MTLEHS + FS. Our previously published larger
genome-wide association study for a broader range of focal
epilepsies did not identify any single-single nucleotide polymorph-
ism association (Kasperaviciu¯ te et al., 2010), but the findings
here demonstrate that associated variants may exist for more 3148
|
Brain 2013: 136; 3140–3150 3148
|
Brain 2013: 136; 3140–3150 D. Kasperavicˇiu¯ t_e et al. As for many genome-wide association studies, we could not
narrow the association to a single gene or functional variant. There
are
other
genes
designated
‘SCNxA’
in
the
vicinity:
SCN3A, SCN2A, SCN9A and SCN7A (this last does not show
any sodium channel activity in exogenous expression systems)
(Meisler et al., 2010). Among these genes, SCN2A has the most
published evidence to support its role in the epilepsies. We cannot
exclude the possibility that the association is driven by deleterious
variants in these or other nearby genes. SCN1A, however,
emerges as the most plausible candidate, due both to its proximity
to the associated region and its role in other epilepsies with febrile
seizures. Notably, our association is with a syndrome involving
hippocampal damage, whereas typically no hippocampal damage
is observed in patients with Dravet syndrome caused by deleteri-
ous changes affecting SCN1A (Catarino et al., 2011), suggesting
that SCN1A might influence epileptogenesis through various
mechanisms. contribute to understanding the risk of developing MTLEHS after
febrile seizures. Acknowledgements g
We thank all patients, their families and physicians for participat-
ing in this study. We thank Drs. Goldstein, Heinzen and Radtke for
use of data from patients at Duke University School of Medicine,
and for their comments. We thank Drs. D. Lowenstein and A-E. Lehesjoki,
and
the
ILAE
Consortium
on
Complex
Epilepsies
(including Carolien de Kovel, Thomas Sander, Dennis Dlugos,
Warren Lo, Tom Ferraro, Mike Johnson, Tony Marson, Douglas
Speed, Patrick Kwan, Larry Baum, Stacey Cherny, Zhi Wei, Larry
Brody, Pak Sham, David Balding and Aarno Palotie) for their sup-
port of the work, and for their comments. We thank Prof J. Hardy
for his support. We thank the members of the Dutch Collaborative
Epilepsy Surgery Program for their cooperation. We acknowledge
the Italian League against Epilepsy (LICE) collaborative group for
its support. We gratefully acknowledge Professor John Hopper
(School of Population Health, The University of Melbourne) for
providing the control samples for the Melbourne cohort and Dr. Marian Todaro for processing the DNA samples for the Melbourne
cohort; Dr. Liisa Myllykangas (Folkhalsan Institute of Genetics and
Department of Pathology, University of Helsinki) and Dr. Pentti
Tienari (Molecular Neurology Programme, Biomedicum, University
of Helsinki and Department of Neurology, Helsinki University
Central Hospital) for providing us the Vantaa85 + Study GWAS
genotypes; Professor Edouard Louis (MD, PhD), Head of the
Gastroenterology
Unit,
University
Hospital
Centre
(CHU)
of
Lie`ge and Professor Michel Georges (DVM, PhD), Head of the
Animal
Genomics
Unit,
Faculty
of
Veterinary
Medicine
and Groupe Interdisciplinaire de Ge´noprote´omique Applique´e
(GIGA-R) for providing us the Belgian control cohort; Drs. P. C. van Rijen and P. H. Gosselaar, Department of Neurosurgery,
Rudolf Magnus Institute of Neuroscience, University Medical
Centre Utrecht, The Netherlands; Christian Hengsbach for expert
assistance
with
recruitment
for the Tu¨ bingen
MTLE cohort;
Susanne Beyer and Ulrike Strube for the technical assistance in
SNP genotyping for the Bonn MTLE cohort; and the whole
ALSPAC team, which includes interviewers, computer and labora-
tory technicians, clerical workers, research scientists, volunteers,
managers, receptionists and nurses. We would like to thank
AROS
Applied
Biotechnology
AS
company
laboratories
and
Affymetrix for their valuable input. We are grateful to the
Banner Sun Health Research Institute Brain and Body Donation
Program of Sun City, Arizona for the provision of human biospeci-
mens contributing to gene expression analysis of nine brain re-
gions
from
134
control
individuals. Funding This study makes use of data generated by the Wellcome Trust
Case-Control Consortium (a full list of the investigators who con-
tributed to the generation of the data is available from www. wtccc.org.uk; funding for the project was provided by the
Wellcome Trust under award 076113 and 085475) and the Irish
Amyotrophic Lateral Sclerosis Study (funding support was pro-
vided by Muscular Dystrophy Association, USA, Irish Institute of
Clinical Neurosciences Travel Award, and National Institutes of
Health,
USA;
additional
genotyping
was
provided
by
the
National Institute of Neurological Disorders and Stroke (NINDS);
the dataset used for the analyses described in this manuscript were
obtained from the NINDS Database found at http://www.ncbi. nlm.nih.gov/gap
through
dbGaP
accession
number
phs000127.v1.p1). Supported by the Wellcome Trust (grant 084730 to S.M.S., N.D,
C.D.); the UK Medical Research Council (MRC grants G0400126
to S.M.S., G1100616 to C.S., G0901254 to J.H. and M.E.W., and
Training Fellowship G0802462 to M.R.); the King Faisal Specialist
Hospital and Research Centre (KFSH & RC grant to D.T.); the
University College London Hospitals Charities and the Clinical
Research and Development Committee (UCLH/CRDC grant F136
to S.M.S.); the National Institute for Health Research (NIHR grant
08-08-SCC to S.M.S.); the National Society for Epilepsy; the
National Institute for Health Research University College London
Hospitals Biomedical Research Centre; Marie Curie International
Re-integration Grant (FP7-PEOPLE-2009-RG grant No 256545 to
M.M. and S.M.S.); the European Commission (FP7 project EpiPGX,
grant 279062 to H.L., S.M.S and W.S.K.; FP6 project Epicure,
grant LSHM-CT-2006-037315 to H.L., P.S.R. and F.R.); the
Robert
Bosch
Foundation,
Stuttgart,
and
the
University
of
Tu¨ bingen (IZEPHA project 18-0-0, grant to H.L.); the German
Federal Ministry of Education and Research, National Genome
Research Network (NGFNplus: EMINet grant 01GS08123 to
H.L., S.S., A.J.B.); BONFOR (S.S., A.J.B.); the German Federal
Ministry
of
Education
and
Research
(independent
research
groups
in
neuroscience);
the
German
Research
Foundation
(EUROCORES program, EuroEPINOMICS-RES grant RO3396/2-1
to P.S.R. and F.R. and EuroEPINOMICS-RES grant DFG Bl421/3-1
to I.B. and K.K.); the Austrian Science Fund (project FWF I643,
grant to F. Zimprich); the National Health and Medical Research
Council (NHMRC grant 628952 to S.F.B.); the Royal Melbourne
Hospital
Neuroscience
Foundation
(grant
to
T.J.O’B.);
the
Foundation of Science and Technology, Lisbon (FCT grant PIC/
IC/83297/2007 to B.M.S.); the National Institutes of Health,
USA
(NIH
grants
R01-NS-49306-01
to
R.J.B. and
R01-NS-
064154-01 to R.J.B. Funding and H.H.); the collection of the Irish patient
cohort was supported by the Irish Higher Education Authority
Programme for Research in Third Level Institutions (PRTLI3)
through
a
Science
Foundation
Ireland
Research
Frontiers
Programme award (08/RFP/GEN1538) and a Medical Research
Charities Group of Ireland/Health Research Board award (2009/
001)
from
Brainwave–the
Irish
Epilepsy
Association. GlaxoSmithKline funded the recruitment and phenotypic data col-
lection of the GenEpA Consortium samples used in this study and
contributed to the genotyping costs associated with their study. The collection of the Belgian patients was supported by the Fonds
National de la Recherche Scientifique, grant n. FC 63574/
3.4.620.06
F,
and
the
Fonds
Erasme,
Universite´
Libre
de
Bruxelles. The collection of the Belgian control cohort was sup-
ported
by
the
Walloon
Region
and
the
French-Speaking
Community of Belgium, the Belgian Science Policy and the
University of Lie`ge. J.N. is supported by the Swiss National
Science Foundation-Fellowships for prospective researchers and
the SICPA Foundation, Prilly, Switzerland. Computing facilities
used at King’s College London were supported by the National Acknowledgements Stratifying by febrile seizures type could also prove illuminating, as
prolonged, lateralized or repeated febrile seizures within a short
interval may have different effects to ‘uncomplicated’ febrile seiz-
ures. Our retrospective febrile seizures data were insufficiently
resolved to permit such analysis. This is an important avenue for
further investigation, because no predictors exist for the develop-
ment of epilepsy in the 3% of all the children who have febrile
seizures, and because established MTLEHS can have devastating
consequences. Eventual reliable prediction of significant risk of
MTLEHS after febrile seizures could lead to novel preventative
measures in at-risk individuals: here, we note that SCN1A encodes
an important anti-epileptic drug target and that it is possible to
pharmacologically prevent the development of epilepsy after
febrile seizures in an animal model (Koyama et al., 2012). Our
findings suggest that further work on SCN1A variation may Brain 2013: 136; 3140–3150
| SCN1A and MTLEHS with FS SCN1A and MTLEHS with FS 3149 3149 Arizona Parkinson’s Disease Consortium) and the Michael J. Fox
Foundation for Parkinson’s Research. Institute for Health Research (NIHR) Biomedical Research Centre
based at Guy’s and St Thomas’ NHS Foundation Trust and King’s
College London. Funding support for the ALSPAC was provided by
The
UK
Medical
Research
Council
(grant
refs:
74882)
the
Wellcome Trust (grant refs: 076467) and the University of Bristol. References Ogiwara I, Miyamoto H, Morita N, Atapour N, Mazaki E, Inoue I, et al. Nav1.1 localizes to axons of parvalbumin-positive inhibitory inter-
neurons: a circuit basis for epileptic seizures in mice carrying an
Scn1a gene mutation. J Neurosci 2007; 27: 5903–14. p
Cendes F. Febrile seizures and mesial temporal sclerosis. Curr Opin
Neurol 2004; 17: 161–4. Oliva M, Berkovic SF, Petrou S. Sodium channels and the neurobiology
of epilepsy. Epilepsia 2012; 53: 1849–59. De Tisi J, Bell GS, Peacock JL, McEvoy AW, Harkness WF, Sander JW,
et al. The long-term outcome of adult epilepsy surgery, patterns of
seizure remission, and relapse: a cohort study. Lancet 2011; 378:
1388–95. Petrovski S, Scheffer IE, Sisodiya SM, O’Brien TJ, Berkovic SF. Lack of
replication of association between scn1a SNP and febrile seizures. Neurology 2009; 73: 1928–30. Heinzen EL, Yoon W, Tate SK, Sen A, Wood NW, Sisodiya SM, et al. Nova2 interacts with a cis-acting polymorphism to influence the pro-
portions of drug-responsive splice variants of SCN1A. Am J Hum
Genet 2007; 80: 876–83. Pittau F, Bisulli F, Mai R, Fares JE, Vignatelli L, Labate A, et al. Prognostic
factors in patients with mesial temporal lobe epilepsy. Epilepsia 2009;
50 (Suppl 1): 41–4. Purcell S, Cherny SS, Sham PC. Genetic power calculator: design of link-
age and association genetic mapping studies of complex traits. Bioinformatics 2003; 19: 149–50. Howie B, Fuchsberger C, Stephens M, Marchini J, Abecasis GR. Fast and
accurate genotype imputation in genome-wide association studies
through pre-phasing. Nat Genet 2012; 44: 955–9. Schlachter K, Gruber-Sedlmayr U, Stogmann E, Lausecker M, Hotzy C,
Balzar J, et al. A splice site variant in the sodium channel gene SCN1A
confers risk of febrile seizures. Neurology 2009; 72: 974–8. Ioannidis JP, Thomas G, Daly MJ. Validating, augmenting and refining
genome-wide association signals. Nat Rev Genet 2009; 10: 318–29. Kasperaviciu¯ te D, Catarino CB, Heinzen EL, Depondt C, Cavalleri GL,
Caboclo LO, et al. Common genetic variation and susceptibility to
partial epilepsies: a genome-wide association study. Brain 2010; 133:
2136–47. Tassi L, Meroni A, Deleo F, Villani F, Mai R, Russo GL, et al. Temporal
lobe epilepsy: neuropathological and clinical correlations in 243 surgi-
cally treated patients. Epileptic Disord 2009; 11: 281–92. Thom M, Mathern GW, Cross JH, Bertram EH. Mesial temporal lobe
epilepsy: how do we improve surgical outcome? Ann Neurol 2010;
68: 424–34. References Mantegazza M, Gambardella A, Rusconi R, Schiavon E, Annesi F,
Cassulini RR, et al. Identification of an Nav1.1 sodium channel
(SCN1A) loss-of-function mutation associated with familial simple fe-
brile seizures. Proc Natl Acad.Sci USA 2005; 102: 18177–82. 1000 Genomes Project Consortium, Abecasis GR, Altshuler D, Auton A,
Brooks L, Durbin R, et al. A map of human genome variation from
population-scale sequencing. Nature 2010; 467: 1061–73. Abou-Khalil B, Ge Q, Desai R, Ryther R, Bazyk A, Bailey R, et al. Partial
and generalized epilepsy with febrile seizures plus and a novel SCN1A
mutation. Neurology 2001; 57: 2265–72. Martin MS, Tang B, Ta N, Escayg A. Characterization of 5’ untranslated
regions of the voltage-gated sodium channels SCN1A, SCN2A, and
SCN3A and identification of cis-conserved noncoding sequences. Genomics 2007; 90: 225–35. Andrade-Valenc¸a
LP,
Valenc¸a
MM,
Velasco
TR,
Carlotti
CG
Jr,
Assirati JA, Galvis-Alonso OY, et al. Mesial temporal lobe epilepsy:
clinical and neuropathologic findings of familial and sporadic forms. Epilepsia 2008; 49: 1046–54. Meisler MH, O’Brien JE, Sharkey LM. Sodium channel gene family: epi-
lepsy mutations, gene interactions and modifier effects. J Physiol
(Lond.) 2010; 588: 1841–8. p
p
Auvin S, Dulac O, Valle´e L. Do SCN1A mutations protect from hippo-
campal sclerosis? Epilepsia 2008; 49: 1107–8. Nakayama T, Ogiwara I, Ito K, Kaneda M, Mazaki E, Osaka H, et al. Deletions of SCN1A 5’ genomic region with promoter activity in
Dravet syndrome. Hum Mutat 2010; 31: 820–9. Berg AT, Berkovic SF, Brodie MJ, Buchhalter J, Cross JH, van Emde
Boas W, et al. Revised terminology and concepts for organization of
seizures
and
epilepsies:
report
of
the
ILAE
Commission
on
Classification
and
Terminology,
2005-2009. Epilepsia
2010;
51:
676–85. Neligan A, Bell GS, Giavasi C, Johnson AL, Goodridge DM, Shorvon SD,
et al. Long-term risk of developing epilepsy after febrile seizures: a
prospective cohort study. Neurology 2012; 78: 1166–70. O’Dell CM, Das A, Wallace G 4th, Ray SK, Banik NL. Understanding the
basic mechanisms underlying seizures in mesial temporal lobe epilepsy
and possible therapeutic targets: a review. J Neurosci Res 2012; 90:
913–24. Blu¨ mcke I, Coras R, Miyata H, Ozkara C. Defining clinico-neuropatho-
logical subtypes of mesial temporal lobe epilepsy with hippocampal
sclerosis. Brain Pathol 2012; 22: 402–11. Catarino CB, Liu JY, Liagkouras I, Gibbons VS, Labrum RW, Ellis R, et al. Dravet syndrome as epileptic encephalopathy: evidence from long-
term course and neuropathology. Brain 2011; 134: 2982–3010. Conflict of interest Y.W. has served on scientific advisory boards for UCB Pharma and
has received funding for travel and speaker honoraria from UCB,
Desitin Pharmaceuticals, GmbH, and Eisai Inc.; H.L. has served on
scientific advisory boards for Eisai Inc., GlaxoSmithKline, Pfizer Inc,
UCB, and Valeant Pharmaceuticals International, has received
funding for travel from GlaxoSmithKline, Medtronic, Pfizer and
UCB
and
speaker
honoraria
from
Desitin
Pharmaceuticals,
GmbH, Eisai Inc., GlaxoSmithKline, Pfizer, and UCB, and has
received
research
support
from
Sanofi-Aventis,
UCB,
DFG,
BMBF, and the EU; J.C. has received funding from the Tecnifar
group (BICE Tecnifar Grant 2009); F.R. has received within the last
two years honoraria as scientific advisor from GSK, EISAI, UCB and
Pfizer, and has received speaker honoraria from UCB, GSK, Eisai,
Desitin
and
Medtronic
and educational
grants
from
Nihon-
Kohden, UCB, Medtronics, Cyberonics and Cerbomed (F.R. has,
however, no conflicts of interest regarding this study); P.S.R. has
received travel grants from UCB; G.L.C has received research
funding from UCB and speaker honoraria from Eisai; S.M.S has
received research funding or personal/institutional honoraria from
UCB Pharma, GlaxoSmithKline and Eisai Inc; H.M.H. has served on
the scientific advisory board of Eisai, Pfizer, GlaxoSmithKline and
UCB Pharma, has served on the speakers’ bureau of Desitin, Eisai,
GlaxoSmithKline and UCB Pharma and received research funding
from Desitin, Janssen-Cilag, GlaxoSmithKline and UCB Pharma;
I.B. received speaker honoraria from Desitin Pharmaceuticals,
GmbH, Eisai Inc., and UCB, and has received research support
from Boehringer-Ingelheim; R.K.K. has served on scientific advis-
ory boards for UCB Pharma, Eisai, Lundbeck, GlaxoSmithKline,
and Fennomedical and has received funding for travel and speaker
honoraria from UCB Pharma, Eisai, GlaxoSmithKline, Medtronic,
Pfizer, Orion, Fennomedical and institutional research funding
from UCB Pharma and GlaxoSmithKline; A-M.K has received
funding for travel from UCB Pharma, Eisai, Abbott and Biogen;
S.F.B. is an inventor on a patent for SCN1A testing held by 3150
|
Brain 2013: 136; 3140–3150 D. Kasperavicˇiu¯ t_e et al. Lao O, Lu TT, Nothnagel M, Junge O, Freitag-Wolf S, Caliebe A, et al. Correlation between genetic and geographic structure in Europe. Curr
Biol 2008; 18: 1241–8. Bionomics Inc and licensed to various diagnostic companies. All
other authors declare that they have no conflicts of interest. Li Y, Willer CJ, Ding J, Scheet P, Abecasis GR. MaCH: using sequence
and genotype data to estimate haplotypes and unobserved genotypes. Genet Epidemiol 2010; 34: 816–34. Supplementary material is available at Brain online. Ma¨gi R, Morris AP. GWAMA: software for genome-wide association
meta-analysis. BMC Bioinformatics 2010; 11: 288. Supplementary material Long YS, Zhao QH, Su T, Cai YL, Zeng Y, Shi YW, et al. Identification of
the promoter region and the 5’-untranslated exons of the human volt-
age-gated sodium channel Nav1.1 gene (SCN1A) and enhancement of
gene expression by the 5’-untranslated exons. J. Neurosci Res 2008;
86: 3375–81. Supplementary material is available at Brain online. References Koyama R, Tao K, Sasaki T, Ichikawa J, Miyamoto D, Muramatsu R,
et al. GABAergic excitation after febrile seizures induces ectopic
granule cells and adult epilepsy [Internet]. Nat Med 2012; 18:
1271–8. Available
from:
http://www.ncbi.nlm.nih.gov/pubmed/
22797810 (13 September 2012, date last accessed). Wang H, Haiman CA, Kolonel LN, Henderson BE, Wilkens LR, Le
Marchand L, et al. Self-reported ethnicity, genetic structure and the
impact of population stratification in a multiethnic study. Hum Genet
2010; 128: 165–77. Labate
A,
Gambardella
A,
Andermann
E,
Aguglia
U,
Cendes
F,
Berkovic SF, et al. Benign mesial temporal lobe epilepsy. Nat Rev
Neurol 2011; 7: 237–40. Wieser HG. ILAE Commission Report. Mesial temporal lobe epilepsy with
hippocampal sclerosis. Epilepsia 2004; 45: 695–714.
|
W4252232850.txt
|
https://www.qeios.com/read/WGMVBT/pdf
|
cy
|
Brachydactyly-syndactyly, Zhao type
|
Definitions
| 2,020
|
cc-by
| 93
|
Qeios · Definition, February 10, 2020
Ope n Pe e r Re v ie w on Qe ios
Brachydactyly-syndactyly, Zhao type
INSERM
Source
INSERM. (1999). Orphanet: an online rare disease and orphan drug data base.
Brachydactyly-syndactyly, Zhao type. ORPHA:93409
Brachydactyly-syndactyly, Zhao type is a recently described syndrome associating a
brachydactyly type A4 (short middle phalanges of the 2nd and 5th fingers and absence of
middle phalanges of the 2nd to 5th toes) and a syndactyly of the 2nd and 3rd toes.
Metacarpals and metatarsals anomalies are common.
Qeios ID: WGMVBT · https://doi.org/10.32388/WGMVBT
1/1
|
|
https://openalex.org/W2998810908
|
https://europepmc.org/articles/pmc6988671?pdf=render
|
English
| null |
The Threshold of the Severity of Diabetic Retinopathy below Which Intensive Glycemic Control Is Beneficial in Diabetic Patients: Estimation Using Data from Large Randomized Clinical Trials
|
Journal of diabetes research
| 2,020
|
cc-by
| 4,986
|
Hindawi
Journal of Diabetes Research
Volume 2020, Article ID 8765139, 6 pages
https://doi.org/10.1155/2020/8765139 Hindawi
Journal of Diabetes Research
Volume 2020, Article ID 8765139, 6 pages
https://doi.org/10.1155/2020/8765139 Hindawi
Journal of Diabetes Research
Volume 2020, Article ID 8765139, 6 pages
https://doi.org/10.1155/2020/8765139 Hindawi
Journal of Diabetes Research
Volume 2020, Article ID 8765139, 6 pages
https://doi.org/10.1155/2020/8765139 Review Article
The Threshold of the Severity of Diabetic Retinopathy below
Which Intensive Glycemic Control Is Beneficial in
Diabetic Patients: Estimation Using Data from Large Randomized
Clinical Trials Yuqi Liu, Juan Li
, Jinfang Ma, and Nanwei Tong
Department of Endocrinology and Metabolism, West China Hospital of Sichuan University, Chengdu, 610041 Sichuan, China Department of Endocrinology and Metabolism, West China Hospital of Sichuan University, Chengdu, 610041 Sichuan, China of Endocrinology and Metabolism, West China Hospital of Sichuan University, Chengdu, 610041 Sichuan, China Correspondence should be addressed to Nanwei Tong; tongnw@scu.edu.cn Received 24 July 2019; Revised 13 December 2019; Accepted 3 January 2020; Published 17 January 2020 Academic Editor: Erifili Hatziagelaki Copyright © 2020 Yuqi Liu et al. This is an open access article distributed under the Creative Commons Attribution License, which
permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. Intensive glucose therapy can protect the retina of individuals with diabetes, but it is unknown if it provides the same protection to
patients with different severity of diabetic retinopathy (DR). We finally included DR-related studies involving intensive glucose
control with large sample size and long follow-up time, including five large and high-quality randomized clinical trials (RCTs):
DCCT, UKPDS, ACCORD, AdRem, and VADT. With DCCT as a reference, we supposed a DR severity threshold that is
verified by other RCTs then. We found that individuals who have DR lesions that are equivalent to or less severe than moderate
NPDR achieve benefits for the retina by intensive glycemic control. However, these are realized only if the HbA1c in type 1 or
type 2 diabetic patients is reduced at least by 0.8% versus the control group or it is reduced to <7% and >3 years of intensive
glucose control is required. If the severity of DR lesions is worse than moderate NPDR, intensive glycemic control may not
bring benefits. 1. Introduction (UKPDS), and their follow-up studies [4, 5], showed a legacy
effect of intensive glucose control in terms of macrovascular
protection in those patients without established atheroscle-
rotic cardiovascular disease (ASCVD). However, a previously
published meta-analysis found that intensive glucose control
does not have such a legacy effect in diabetic patients with
established or very high-risk ASCVD [6]. The current evi-
dence suggests that intensive glycemic control can reduce
the incidence of diabetic retinopathy and delay the progres-
sion of retinopathy in patients with type 1 or type 2 diabetes
in the DCCT [3], its follow-up study [7], and UKPDS [4], but
there is few focused on whether disparate effects exist in indi-
viduals with different DR conditions. Diabetic retinopathy (DR) is a progressive disease that can be
divided into two stages: the earlier stage is referred to as
“nonproliferative diabetic retinopathy” (NPDR) and the later
stage as “proliferative diabetic retinopathy” (PDR). NPDR is
characterized by weakness of the capillary wall, microaneur-
ysm formation and fluid leakage, and greater adhesion of leu-
kocytes and monocytes to the endothelium [1]. Conversely,
the proliferative stage is characterized by the development
of new retinal blood vessels and fibrous tissue at the optic disc
or near venules elsewhere in the retina. The appearance of
these vessels is associated with nonperfusion or edema in
the macula, vitreous hemorrhage, and distortions or traction
retinal detachment, leading to loss of vision [2]. The retinal microvascular protection provided by inten-
sive glucose therapy may depend on the severity of the
lesions. We hypothesized that there is a particular threshold
of lesion severity below which hypoglycemic therapy, espe-
cially intensive glycemic control or glycemia-dependent reti-
nal microvascular protection, can be effective. Conversely, Studies of intensive glycemic control in patients with
newly diagnosed type 1 diabetes and type 2 diabetes, includ-
ing the Diabetes Control and Complications Trials (DCCT)
[3] and the United Kingdom Prospective Diabetes Study Journal of Diabetes Research 2 Table 1: Characteristics of included studies. Table 1: Characteristics of included studies. Study
Author and year
Country
Age (years)
(IG vs. CG) DM type Follow-up
(years)
HbA1c at baseline (IG vs. CG)
Achieved HbA1c
(IG vs. CG)
DCCT
DCCT group, 1993
USA
27
T1DM
10
Primary prevention: 8.8%;
secondary prevention: 8.9%
7.2% vs. 8.0%
UKPDS
UKPDS group, 1998
UK
63
T2DM
15
9.3% vs. 9.4%
7.1% vs. 7.9%
VADT
Duckworth 2009, Azad
2014
USA
60
T2DM
6
9.3% vs. 2. Search Strategy and Selection Criteria The study was of 1,441 participants and included a primary
prevention cohort of 726 patients who had no retinopathy
and a secondary intervention cohort of 200 individuals with
microangioma or nonproliferative DR in 715 participants [3]. The secondary intervention cohort excluded patients
with severe NPDR and those with more severe DR, meaning
that the fundic status of all the subjects in this group was at or
below the moderate NPDR level of the International Clinical
DR Disease Severity Scale. The mean HbA1c at baseline
was 8.8%, and the mean follow-up duration was 6.4 years. 3.2. Identification of the Hypothesized DR Severity Threshold. Because DR is a classical and specific complication, the sever-
ity of which is closely related to blood glucose concentration
in type 1 diabetes, we first decided to identify such a thresh-
old using data from the DCCT. The DCCT study, initiated in
1983, was an RCT conducted in patients with type 1 diabetes. The study was of 1,441 participants and included a primary
prevention cohort of 726 patients who had no retinopathy
and a secondary intervention cohort of 200 individuals with
microangioma or nonproliferative DR in 715 participants [3]. 3.2. Identification of the Hypothesized DR Severity Threshold. Because DR is a classical and specific complication, the sever-
ity of which is closely related to blood glucose concentration
in type 1 diabetes, we first decided to identify such a thresh-
old using data from the DCCT. The DCCT study, initiated in
1983, was an RCT conducted in patients with type 1 diabetes. The study was of 1,441 participants and included a primary
prevention cohort of 726 patients who had no retinopathy
and a secondary intervention cohort of 200 individuals with
microangioma or nonproliferative DR in 715 participants [3]. 1. Introduction 9.4%
6.9% vs. 8.4%
ACCORD ACCORD group, 2010
USA
61.6
T2DM
4
8.2% vs. 8.2%
7.1% vs. 9.4%
AdRem
Beulens, 2009
20
countries
66
T2DM
4.1
7.4% vs. 7.4%
6.49% vs. 7.24%
DM = diabetes; T1DM = type 1 diabetes; T2DM = type 2 diabetes; IG = intensive glycemia control group; CG = conventional glycemic control group. ype 1 diabetes; T2DM = type 2 diabetes; IG = intensive glycemia control group; CG = conventional glycemic control group. Disease Severity Scale (DR International Classification
Standard, Table 2) and the International Clinical Diabetic
Macular Edema Disease Severity Scale were developed in
Sydney in 2002 by the American Academy of Ophthalmol-
ogy (AAO), involving representatives from many countries. The standard scale provides an important basis for standard-
izing epidemiological investigations of DR, facilitates com-
munication among community doctors, endocrinologists,
and ophthalmologists, and is widely applied internationally
[11]. The UKPDS [4] made minor adjustments to the ETDRS
grading scale (Table 3), but this did not affect the uniformity
of the severity scales (Table 2). The methods of fundic assess-
ment and grading in studies we included were almost identi-
cal to those of the UKPDS. once the lesion reaches a certain degree of severity, intensive
glycemic control will not have microvascular benefits. In this
review, we aim to infer the threshold of DR lesion severity
below which intensive therapy could have protective effects,
but above which it would have no benefits for patients. We
have pursued this aim by reviewing high-quality published
randomized clinical trials (RCTs) of intensive blood glucose
control in diabetic patients. Disease Severity Scale (DR International Classification
Standard, Table 2) and the International Clinical Diabetic
Macular Edema Disease Severity Scale were developed in
Sydney in 2002 by the American Academy of Ophthalmol-
ogy (AAO), involving representatives from many countries. The standard scale provides an important basis for standard-
izing epidemiological investigations of DR, facilitates com-
munication among community doctors, endocrinologists,
and ophthalmologists, and is widely applied internationally
[11]. The UKPDS [4] made minor adjustments to the ETDRS
grading scale (Table 3), but this did not affect the uniformity
of the severity scales (Table 2). The methods of fundic assess-
ment and grading in studies we included were almost identi-
cal to those of the UKPDS. 2. Search Strategy and Selection Criteria We screened published literature searched according to the
search
strategy
(Supplement
Table
1). Randomized
controlled trials were included if they separately assessed the
effects of intensive glycemic control in individuals with type
1 or type 2 diabetes and diabetic retinopathy has been
reported and if they had at least a 3-year follow-up in both
groups and had more than 500 participant-years in each
treatment group. The intensive glycemic control has been
defined
as maintenance
of
glycated
hemoglobin A1c
(HbA1c) concentration at ≤7% (53 mmol/mol)
in
the
intervention group or a difference in HbA1c between the
intervention and conventional management groups of ≥0.8%
[8]. Trials were excluded if they were in a non-English
publication or with multifactorial interventions that cannot
separate assessment of the effects of glycemic control. In summary, the International Clinical DR Disease Sever-
ity Scale can be used to assess the severity of DR in subjects in
the studies we included, and the criteria used can be regarded
as consistent. In these studies, the progression of DR was defined as the
increase in severity of DR from baseline at follow-up of ≥2
or ≥3 steps in the ETDRS grading system, where an increase
of 1 step means that the severity of the lesion has progressed
from the original level to the next more severe level. Analysis
of the ACCORD study showed that the definition of progres-
sion used (>1, 2, or 3 steps) does not affect the results of the
study, so it can be considered that the definition of DR
progression is similar for each study [12]. The primary outcomes were new-onset or any progres-
sion in diabetic retinopathy which was defined as a composite
of progression of DR by at least two steps on the Early Treat-
ment of Diabetic Retinopathy Study (ETDRS) severity scale,
development of proliferative retinopathy, or requirement for
retinal photocoagulation therapy or vitrectomy. 3.2. Identification of the Hypothesized DR Severity Threshold. Because DR is a classical and specific complication, the sever-
ity of which is closely related to blood glucose concentration
in type 1 diabetes, we first decided to identify such a thresh-
old using data from the DCCT. The DCCT study, initiated in
1983, was an RCT conducted in patients with type 1 diabetes. 3. Determination of the DR Severity
Threshold below Which Intensive Glycemic
Control Has Benefits for the Retina 3.1. Homogeneity of Assessment of DR Severity in RCTs. Finally, five trials were included in this review (Table 1). Although each study was different, the description and
classification of DR were based on the Early Treatment of
Diabetic Retinopathy Study (ETDRS) [9]. Based on data
from the ETDRS and the Wisconsin Epidemiological Study
on Diabetic Retinopathy (WESDR) [10], the Retinopathy The secondary intervention cohort excluded patients
with severe NPDR and those with more severe DR, meaning
that the fundic status of all the subjects in this group was at or
below the moderate NPDR level of the International Clinical
DR Disease Severity Scale. The mean HbA1c at baseline
was 8.8%, and the mean follow-up duration was 6.4 years. Journal of Diabetes Research 3 he Diabetic Retinopathy Disease Severity and International Clinical Diabetic Retinopathy Disease Severity Scales Table 2: The Diabetic Retinopathy Disease Severity and International Clinical Diabetic Retinopathy Disease Severity Scales. Disease severity level
Findings observable upon dilated ophthalmoscopy
No apparent retinopathy
No abnormalities
Mild NPDR
Microaneurysms only
Moderate NPDR
More than just microaneurysms but less than severe NPDR
Severe NPDR
U.S. definition
Any of the following (4-2-1 rule) and no signs of proliferative retinopathy:
(i) Severe intraretinal hemorrhages and microaneurysms in each of four quadrants
(ii) Definite venous beading in two or more quadrants
(iii) Prominent IRMA in one or more quadrants
International definition
Any of the following and no signs of proliferative retinopathy:
(i) More than 20 intraretinal hemorrhages in each of four quadrants
(ii) Definite venous beading in two or more quadrants
(iii) Prominent IRMA in one or more quadrants
PDR
One or both of the following:
(i) Neovascularization
(ii) Vitreous/preretinal hemorrhage
IRMA = intraretinal microvascular abnormalities; NPDR = nonproliferative diabetic retinopathy; PDR = proliferative diabetic retinopathy. Note: any patient
with two or more of the characteristics of severe NPDR is considered to have very severe NPDR. PDR may be classified as high risk or not high risk. PDR Table 3: The grading system from the Early Treatment of Diabetic Retinopathy Study. Table 3: The grading system from the Early Treatment of Diabetic Retinopathy Study. 3. Determination of the DR Severity
Threshold below Which Intensive Glycemic
Control Has Benefits for the Retina Level
Severity
Definitions
Scale step
10/10
DR absent
All diabetic retinopathy features absent
1
20/<20
MA only
Microaneurysm(s) only, other lesions absent, one eye
2
20/20
MA only
Microaneurysm(s) only, other lesions absent, both eyes
3
35/<35
Mild NPDR
MA plus retinal hemorrhage(s) and/or hard exudates and/or cotton wool
spots, one eye
4
35/35
Mild NPDR
MA plus retinal hemorrhage(s) and/or hard exudates and/or cotton wool
spots, both eyes
5
43/<43
Moderate NPDR
Lesions as above + either extensive or severe HMA or IRMA present, one eye
6
43/43
Moderate NPDR
Lesions as above + either extensive or severe HMA or IRMA present, both eyes
7
47/<47
Moderately severe NPDR Lesions of 35 + either extensive or severe HMA with IRMA or venous beading,
one eye
8
47/47
Moderately severe NPDR Lesions of 35 + either extensive or severe HMA with IRMA or venous beading,
both eyes
9
53/<53
Severe NPDR
Extensive and severe HMA, IRMA, and/or venous beading, one eye
10
53/53
Severe NPDR
Extensive and severe HMA, IRMA, and/or venous beading, both eyes
11
60, 61, 65, 71, 75, 81
Proliferative DR
NVD and/or NVE without or with complication
12+
DR = diabetic retinopathy; NPDR = nonprotective diabetic retinopathy; MA = microaneurysm; HMA = hemorrhages and microaneurysms; HE = hard
exudates; CWS = cotton wool spots; IRMA = intraretinal microvascular abnormalities; NVD = new vessels on the disc; NVE = new vessels elsewhere. DR = diabetic retinopathy; NPDR = nonprotective diabetic retinopathy; MA = microaneurysm; HMA = hemorrhages and
xudates; CWS = cotton wool spots; IRMA = intraretinal microvascular abnormalities; NVD = new vessels on the disc; NVE = n At the end of the study, the mean HbA1c concentrations
achieved were 7.2% and 8.0% in the intensive glycemic
control and conventional management groups, respectively. The endpoints were the incidence of DR and progression of
DR, with the progression of DR being defined as a severity
increment of ≥3 steps in the ETDRS grading system between
baseline and follow-up. that in the conventional treatment group, and after a
mean 6-year follow-up, intensive glucose control reduced
the adjusted mean risk of retinopathy by 76%. The reduction
in risk increased with time [3]. The patients in the intensive glycemic control group in
the secondary intervention cohort had a higher cumulative
incidence of progression of DR. 3. Determination of the DR Severity
Threshold below Which Intensive Glycemic
Control Has Benefits for the Retina Intensive treatment reduced
the mean risk of DR progression by 54% over the entire study
period (n = 77 events in the intensive group and n = 143
events in the conventional group). It appears that intensive
glycemic control can delay the progression of DR in patients
whose lesion severity is less than or equal to the moderate
NPDR on the International Clinical DR Disease Severity In the primary prevention cohort of the study, there was a
significant difference in the cumulative incidence of DR
between the two groups at 36 months, which is why we only
included RCTs with more than a 3-year follow-up. From 5
years onward, the cumulative incidence of retinopathy in
the intensive therapy group was approximately 50% less than Journal of Diabetes Research 4 difference between the intensive glycemic control group and
the control group if progression was defined as >4 steps, this
may be because few patients progressed this much, meaning
that the analysis was insufficiently powered or that most
patients whose DR progressed >4 steps had undergone fur-
ther photocoagulation. However, the ACCORD trial did
show that intensive glycemic control delays the progression
of DR, especially in patients with unilateral or bilateral
microaneurysms or those with mild NPDR signs in one eye. Scale. Therefore, we contend that the DR severity threshold
below which significant retinal benefits of intensive glucose
control accrue is no more than that consistent with moderate
NPDR, as defined in the International Clinical DR Disease
Severity Scale. 3.3. Verification of the Determined DR Severity Threshold. The UKPDS included 3,867 newly diagnosed type 2 diabetes
patients with a median age of 54 years, 64% of whom had no
NPDR at the time of admission, 24% had mild NPDR, 10%
had moderate NPDR, 2% had severe NPDR, and 0.1% had
PDR, meaning that >95% of the participants had no DR, or
their DR was less severe or equivalent to moderate NPDR
at the beginning of the study [4, 13]. After 10 years of fol-
low-up, the HbA1c concentration achieved in the intensive
glycemic control group was 7.0%, compared with 7.9% in
the conventional therapy group. At the commencement of
the study and then every 3 years, all the participants under-
went a full clinical examination, including tests of visual acu-
ity and ophthalmoscopy following pupillary dilation. 3. Determination of the DR Severity
Threshold below Which Intensive Glycemic
Control Has Benefits for the Retina There
was a significant difference in the incidence of progression
of DR between the groups from the sixth year onwards. The results suggested that intensive glycemic control slowed
the progression of DR, and it is also consistent with intensive
blood glucose control having a beneficial effect on individuals
with diabetes when their severity of DR does not exceed the
moderate NPDR level defined by the International Clinical
DR Disease Severity Scale. However, the study did not report
the incidence of newly diagnosed DR. y
g
y
These two studies confirmed the beneficial effects of
intensive glucose control in the population they enrolled in. The Action in Diabetes and Vascular Disease: Preterax
and Diamicron MR Controlled Evaluation Retinal Measure-
ments (AdRem) study is a substudy of ADVANCE. Of these,
over 50% of participants had no DR at baseline, more than
30% had moderate NPDR, and 3.7% had severe NPDR or
PDR, which means more participants with severe DR com-
pared with the population in UKPDS and ACCORD. The
results indicated that there was no statistical difference in the
incidence or frequency of progression of DR between the
intensive glycemic control and conventional management
groups. The reason for this negative result is unclear, but the
worse DR condition at baseline might partly contribute. Besides, although intensive glucose control achieved a median
HbA1c of <7%, the difference in the medians between the
groups was <0.8% (6.4% vs. 7.0%), which might be the expla-
nation because the protective effect of glucose lowering
against macrovascular disease was previously shown to
require the difference in achieved HbA1c to be ≥0.8% [15]. y
g
In the ACCORD study, the effect of intensive glycemic
control was evaluated on the incidence of cardiovascular
events in type 2 diabetes patients with established cardiovas-
cular disease and/or additional cardiovascular risk factors
[14]. A total of 2,856 patients were enrolled, and 38% had
at least one cardiovascular event or possessed other CVD risk
factors. According to the International Clinical DR Disease
Severity Scale, less than 2% had severe NPDR or PDR. The
median follow-up period for the study was 4 years, during
which the mean HbA1c concentration decreased from >8%
to 6.3% in the intensive glycemic control group, but only to
7.6% in the conventional therapy group. 3. Determination of the DR Severity
Threshold below Which Intensive Glycemic
Control Has Benefits for the Retina The cumulative inci-
dence of progression of DR over the 4 years differed signifi-
cantly between groups (4.8% in the intensive treatment and
13.1% in the conventional management group) [14]. DR pro-
gression was significantly reduced by intensive glycemic
intervention compared to standard therapy throughout the
study. For all the DR severity levels combined, the primary
results showed a statistically significant benefit of intensive
glycemic control compared with conventional management
[14]. Chew et al. considered specific components of the pri-
mary eye outcomes from ACCORD and compared the
results among subgroups of different DR severity at baseline
[12]. The difference was large and statistically significant only
for patients with microaneurysms in one or both eyes when
compared with those with mild NPDR in only one eye (odds
ratio 0.30, 95% confidence interval 0.15–0.59; P = 0:0002),
and similar results were obtained for retinopathy progression
by 1, 2, and 4 or more steps on the person scale and for ≥2
steps on the eye scale [12]. Although there was no significant The VADT [16, 17] study assessed 858 patients with type
2 diabetes using the ETDRS grading system; using the inter-
national clinical DR severity scale, 31% of the patients
showed no evidence of fundic lesions at the time of enroll-
ment, 21% had mild NPDR, 42% had moderate NPDR, and
around 6% had severe NPDR or PDR. Individuals with severe
DR were more. The VADT study group defined the progres-
sion of DR as a progression of >2 steps between baseline and
follow-up. The results of a 5-year follow-up showed that
HbA1c in the intensive glycemic control group had decreased
from 9.3% to 6.9% on average, while HbA1c in the control
group only decreased from 9.4% to 8.4%. Although the
two-step progression in the intensive glycemic control group
was significantly lower than that in the conventional
management group (17.0% vs. 22.1%) [16], the other DR
outcomes show no significant difference between the two
groups. DR condition at the baseline might be a clue for the
negative results. 4. Discussion We reviewed five large-scale RCTs which had shown that a
DR severity of no more than moderate NPDR on the Interna-
tional Clinical DR Disease Severity Scale is the threshold
below which intensive glucose control has beneficial effects
on retinal microvessels. When individuals have DR lesions that are equivalent to
or less severe than moderate NPDR, >3 years of intensive
glucose control is required to achieve benefits for the retina. However, these are realized only if the HbA1c in type 1 or Journal of Diabetes Research 5 type 2 diabetic patients is reduced at least by 0.8% versus the
control group or it is reduced to <7%. The same degree of
glucose control is associated with less pronounced retinal
benefits in type 2 diabetic patients than in those with type 1
diabetes, according to analysis of the DCCT, UKPDS, and
ACCORD, which might be the result of the presence of
hypertension and/or other risk factors frequently associated
with type 2 diabetes, such as hypertriglyceridemia. [3] The Diabetes Control and Complications Trial Research
Group, “The effect of intensive treatment of diabetes on the
development and progression of long-term complications
in insulin-dependent diabetes mellitus,” The New England
Journal of Medicine, vol. 329, no. 14, pp. 977–986, 1993. [4] UK Prospective Diabetes Study (UKPDS) Group, “Intensive
blood-glucose control with sulphonylureas or insulin com-
pared with conventional treatment and risk of complications
in patients with type 2 diabetes (UKPDS 33),” The Lancet,
vol. 352, no. 9131, pp. 837–853, 1998. The increase of permeability in retinal vessels is one of
the early pathological signs of DR in animal models. Hyper-
glycemia induces intracellular reactive oxygen species (ROS)
[18] and advanced glycation end product (AGEs) pathway
which causes a breakdown of the blood-retina barrier and
loss of retinal vascular pericytes [19, 20]. However, overpro-
duction of ROS and decreased efficiency of antioxidant
defenses eventually worsen over the course of the disease
[21]. This might partly explain why glycemic control lost
the protective effect for an individual’s retina with severe DR. [5] R. R. Holman, S. K. Paul, M. A. Bethel, D. R. Matthews, and
H. A. Neil, “10-year follow-up of intensive glucose control in
type 2 diabetes,” The New England Journal of Medicine,
vol. 359, no. 15, pp. 1577–1589, 2008. [6] X. Zhang, Y. Liu, F. Zhang, J. Li, and N. Conflicts of Interest The authors declare that they have no conflict of interest. [11] C. P. Wilkinson, F. L. Ferris, R. E. Klein et al., “Proposed inter-
national clinical diabetic retinopathy and diabetic macular
edema disease severity scales,” Ophthalmology, vol. 110,
no. 9, pp. 1677–1682, 2003. 4. Discussion Tong, “Legacy effect of
intensive blood glucose control on cardiovascular outcomes in
patients with type 2 diabetes and very high risk or secondary
prevention of cardiovascular disease: a meta-analysis of
randomized controlled trials,” Clinical Therapeutics, vol. 40,
no. 5, pp. 776–788.e3, 2018, e773. It is widely accepted that glycemic control does delay the
progression of diabetic retinopathy. However, nearly no
guideline or review mentioned whether the different severity
of diabetic retinopathy conditions affects the beneficial effect
of glycemic control. Based on the benefit-risk evaluation, it is
vital for clinicians to make their clinical decisions on appro-
priate glycemic control goals with their different patients. [7] A. R. Gosmanov and E. O. Gosmanova, “Long-term renal out-
comes of patients with type 1 diabetes mellitus and microalbu-
minuria: an analysis of the DCCT/EDIC cohort,” Archives of
Internal Medicine, vol. 171, no. 17, p. 1596, 2011, author reply
1597. [8] Y. Wu, L. Tang, F. Zhang, Z. Yan, J. Li, and N. Tong, “Evalua-
tion of the HbA1c reduction cut point for a nonglycemic effect
on cardiovascular benefit of hypoglycemic agents in patients
with type 2 diabetes based on endpoint events,” International
Journal of Endocrinology, vol. 2018, Article ID 8457538,
7 pages, 2018. We have to admit the inevitable limitation on this review. Because these data have no details in the events in each level
of DR severity, a meta-analysis cannot be performed. However, these trials we included can be considered as the
“milestones” in diabetes mellitus fields. We can just consider
each study as a whole body and infer to find its value. [9] Early Treatment Diabetic Retinopathy Study Research Group,
“Grading Diabetic Retinopathy from Stereoscopic Color Fun-
dus Photographs–An Extension of the Modified Airlie House
Classification: ETDRS Report Number 10,” Ophthalmology,
vol. 98, no. 5, pp. 786–806, 1991. In summary, we contend that the concept of a threshold
of DR severity can provide clinicians with a reference to
judge whether the retinas of individuals with diabetes could
be protected by intensive glucose control, and it is also a
new point that need more attention for future investigations. [10] R. Klein, B. E. Klein, S. E. Moss, and K. J. Cruickshanks, “The
Wisconsin Epidemiologic Study of diabetic retinopathy. XIV. Ten-year incidence and progression of diabetic retinopathy,”
Archives of Ophthalmology, vol. 112, no. 9, pp. 1217–1228,
1994. Acknowledgments This work was supported by the Major Project of the Science
and Technology Department of Sichuan Province (Grant No. 0040205301D50). [12] E. Y. Chew, M. D. Davis, R. P. Danis et al., “The effects of
medical management on the progression of diabetic reti-
nopathy in persons with type 2 diabetes: the Action to
Control Cardiovascular Risk in Diabetes (ACCORD) Eye
Study,” Ophthalmology, vol. 121, no. 12, pp. 2443–2451,
2014. Supplementary Materials Supplement Table 1. Search strategy, Supplement Table 2. The baseline of diabetic retinopathy condition, Supplement
Table 3. Diabetic retinopathy outcomes at the end of studies
(Supplementary Materials) [13] I. M. Stratton, E. M. Kohner, S. J. Aldington et al., “UKPDS 50:
risk factors for incidence and progression of retinopathy in
type II diabetes over 6 years from diagnosis,” Diabetologia,
vol. 44, no. 2, pp. 156–163, 2001. [14] The ACCORD Study Group and ACCORD Eye Study Group,
“Effects of medical therapies on retinopathy progression in
type 2 diabetes,” The New England Journal of Medicine,
vol. 363, no. 3, pp. 233–244, 2010. References [1] R. N. Frank, “Diabetic retinopathy,” The New England Journal
of Medicine, vol. 350, no. 1, pp. 48–58, 2004. [15] J. W. Beulens, A. Patel, J. R. Vingerling et al., “Effects of blood
pressure lowering and intensive glucose control on the inci-
dence and progression of retinopathy in patients with type 2 [2] “Panel. AAoORV. Preferred Practice Pattern® Guidelines. Diabetic Retinopathy,” 2016, https://www.aao.org/ppp. Journal of Diabetes Research 6 diabetes mellitus: a randomised controlled trial,” Diabetologia,
vol. 52, no. 10, pp. 2027–2036, 2009. [16] W. Duckworth, C. Abraira, T. Moritz et al., “Glucose control
and vascular complications in veterans with type 2 diabetes,”
The New England Journal of Medicine, vol. 360, no. 2,
pp. 129–139, 2009. [17] N. Azad, L. Agrawal, N. V. Emanuele et al., “Association of
blood glucose control and pancreatic reserve with diabetic
retinopathy in the Veterans Affairs Diabetes Trial (VADT),”
Diabetologia, vol. 57, no. 6, pp. 1124–1131, 2014. [18] A. S. Al-Kharashi, “Role of oxidative stress, inflammation,
hypoxia and angiogenesis in the development of diabetic
retinopathy,” Saudi Journal of Ophthalmology, vol. 32, no. 4,
pp. 318–323, 2018. [19] R. Milne and S. Brownstein, “Advanced glycation end prod-
ucts and diabetic retinopathy,” Amino Acids, vol. 44, no. 6,
pp. 1397–1407, 2013. [20] Z. Gurel, B. W. Zaro, M. R. Pratt, and N. Sheibani, “Identifica-
tion of O-GlcNAc modification targets in mouse retinal
pericytes: implication of p53 in pathogenesis of diabetic reti-
nopathy,” PLoS One, vol. 9, no. 5, article e95561, 2014. [21] M. Brownlee, “The pathobiology of diabetic complications: a
unifying mechanism,” Diabetes, vol. 54, no. 6, pp. 1615–1625,
2005.
|
https://openalex.org/W2281918775
|
https://septentrio.uit.no/index.php/1700/article/download/3528/3762
|
French
| null |
Une communauté d’artistes et d’artisans français à l’étranger : Le cas des sculpteurs au château royal de Stockholm au XVIIIe siècle
|
Sjuttonhundratal
| 2,015
|
cc-by
| 7,758
|
DOI: http://dx.doi.org/10.7557/4.3528 Une communauté d’artistes
et d’artisans français à
l’étranger : le cas des
sculpteurs au château royal de
Stockholm au XVIIIe siècle Une communauté d’artistes
et d’artisans français à
l’étranger : le cas des
sculpteurs au château royal de
Stockholm au XVIIIe siècle Anne-Sophie Michel Anne-Sophie Michel Dans le contexte culturel européen du XVIIIe siècle, la France de Louis XV oc-
cupe une position éminente. L’art français, dans ses diverses composantes, connaît
une diffusion sans précédent imputable au prestige dont il est assorti.1 La Suède,
en plein renouveau culturel, se tourne alors vers son allié inaugurant l’âge d’or des
relations franco-suédoises. Pour autant, la multiplication de ces échanges est loin
d’être un phénomène naturel et résulte, en partie, des choix opérés par une élite
francophile soucieuse d’affirmer sa puissance sur la scène européenne.2 C’est ainsi que vont s’épanouir entre les deux pays des relations denses et
étroites qui laisseront des traces dans la pierre, sur les murs et les plafonds du
château royal de Stockholm. Réalisé selon les plans de l’architecte Nicodème Tes-
sin le jeune, le chantier ouvert en 1697 se poursuit jusqu’à la fin du XVIIIe siècle
malgré de nombreuses difficultés économiques, politiques et matérielles.3 Très
tôt, la France y apparaît comme une source d’inspiration. Son rayonnement se
traduit par la mise en place progressive de réseaux artistiques et commerciaux,
ainsi que par le recrutement de deux générations successives d’artistes et artisans
français.4 Ces derniers seront d’ailleurs les acteurs indispensables de la création
d’institutions modernes sur le modèle des Bâtiments du Roi et de l’Académie
royale de Peinture et de Sculpture. Dans le sillage des recherches de Linda Hinners sur la première vague de Fran-
çais, ce travail se propose d’étudier sous un nouveau jour la seconde vague com-
posée principalement de sculpteurs recrutés entre 1728 et 1765 pour participer à
la décoration du château royal de Stockholm.5 Il s’agit ici d’abandonner la vision
nationaliste des précédents travaux français, selon lesquels le rayonnement général
de l’esprit et du goût français se manifeste par l’appel à ses artistes dans toute
l’Europe, pour tenter de comprendre à travers ces migrations artistiques le trans-
fert culturel opéré.6 Si le recours aux Français apparaît comme un corollaire des
liens artistiques noués entre les deux pays, il n’en demeure pas moins un moyen 117 Sjuttonhundratal | 2015 rapide et efficace pour s’approprier le modèle artistique français. Dès lors, qui
sont ces sculpteurs et pourquoi sont-ils recrutés ? A quelles conditions ? Quels
rôles leurs sont assignés ? Une communauté d’artistes
et d’artisans français à
l’étranger : le cas des
sculpteurs au château royal de
Stockholm au XVIIIe siècle Et surtout quels éléments les distinguent de la précé-
dente génération de Français ? En répondant à ces questions, cet article invite à relativiser l’idée d’une in-
fluence française et à analyser ces migrations au prisme d’une histoire sociale
soucieuse de mieux comprendre le rôle joué par ces sculpteurs dans les mutations
qu’a connu le milieu artistique suédois au XVIIIe siècle. Le recrutement de sculpteurs français sur le chantier
du château royal : raisons et moyens Grâce aux archives du château et à la correspondance diploma-
tique, il est possible de retracer l’histoire mouvementée de leur engagement. Dès
1732, Carl Hårleman s’embarque pour la France afin d’engager, avec l’aide de ses
amis comme l’ornemaniste parisien Claude III Audran, une première équipe. Si ses
relations lui permettent d’entrer en contact avec de nombreux sculpteurs, elles ne
l’empêchent pas d’éprouver certaines difficultés. Selon lui, il se trouve bien d’habiles gens ici qui n’ont presque rien à faire, qui meurent de faim qui
voudrerent bien changer leur sort mais qui ne sauraient se résoudre à gagner leur pain et
à vivre hors de Paris, avec tout cela je n’oserois les presser de peur qu’ils ne se rendent
trop cher. Que mon trop peu de sejour dans ce pays cy et le devoir indispensable dans
lequel je suis au bon marché s’accordent mal avec une commission tel que la mienne qui
ne devrait avoir que l’habileté et le scavoir en vüe.10 Après de longues et laborieuses recherches, il réussit à recruter deux maîtres
sculpteurs : Michel Lelièvre et Antoine Belette, ainsi que quatre compagnons :
Nicolas Varin, Pierre David, Nicolas Leger, et Charles Ruste.11 L’année suivante,
la surintendance des Bâtiments suédois charge le Baron de Gedda épaulé par deux
maîtres de l’Académie de Saint Luc liés à Antoine Bellette, Gardy et Montheau,
de trouver de nouveaux sculpteurs. La nouvelle équipe compte un maître et dix
compagnons : Michel Gardy, André Tiroir, François Ménard, Jean-Baptiste Gues-
non, Pierre Hanneguy, Jacques-Gabriel Créssé, Eustache Bouru, Ignace Blaton,
Lambert Dequinthe, Robert Lemerle et Louis Roland. Après de longues et laborieuses recherches, il réussit à recruter deux maîtres
sculpteurs : Michel Lelièvre et Antoine Belette, ainsi que quatre compagnons :
Nicolas Varin, Pierre David, Nicolas Leger, et Charles Ruste.11 L’année suivante,
la surintendance des Bâtiments suédois charge le Baron de Gedda épaulé par deux
maîtres de l’Académie de Saint Luc liés à Antoine Bellette, Gardy et Montheau,
de trouver de nouveaux sculpteurs. La nouvelle équipe compte un maître et dix
compagnons : Michel Gardy, André Tiroir, François Ménard, Jean-Baptiste Gues-
non, Pierre Hanneguy, Jacques-Gabriel Créssé, Eustache Bouru, Ignace Blaton,
Lambert Dequinthe, Robert Lemerle et Louis Roland. Par la suite, le recrutement de Français semble s’essouffler. Les nouvelles re-
crues viennent alors simplement remplacer leurs compatriotes ou répondre à des
exigences artistiques précises. Le recrutement de sculpteurs français sur le chantier
du château royal : raisons et moyens L’âge d’or des relations franco-suédoises se caractérise par la naissance de véritables
réseaux artistiques qui résultent de l’action conjointe de l’élite suédoise et de ses
agents parisiens. Le rayonnement de l’art français passe en effet par la connaissance
des artistes, du goût français, et l’affluence d’objets et d’œuvres d’art.7 Avec les
voyages d’étude à Paris des différents surintendants des Bâtiments suédois, Carl
Gustaf Tessin, Carl Hårleman, puis Carl Johan Cronstedt, se créent de solides liens
d’amitiés entre le milieu artistique français et suédois. Ainsi, entre 1732 et 1754,
les échanges avec Paris se multiplient grâce aux actions conjointes du Baron Niklas
Peter von Gedda, Ministre plénipotentiaire de 1725 à 1742, du Comte Carl Gustaf
Tessin, en mission extraordinaire à la cour entre 1739 et 1742 et du Baron Carl
Fredrik Scheffer, ambassadeur de Suède de 1742 à 1752.8 Ces hommes entretien-
nent une correspondance régulière avec la surintendance des Bâtiments suédois qui
les charge de différentes missions. Ils passent des commandes aux peintres français,
font des achats de mobilier, accueillent les Suédois en voyage à Paris, les informent
des nouveautés parisiennes et surtout engagent des artistes et artisans pour venir
travailler au chantier du château royal. C’est dans ce contexte culturel particulière-
ment ouvert sur la France que se poursuit la construction du château. Si l’avènement de l’art rocaille au début du siècle implique de repenser le
programme décoratif élaboré par Nicodème Tessin le jeune au XVIIe siècle, le
modèle français se maintient et pour cause. Le château construit d’après les plans
de l’architecte va se parer d’un décor rocaille suivant la dernière mode parisienne. Carl Gustaf Tessin et Carl Hårleman, tous deux en charge de la reprise des tra-
vaux, décident alors de se rendre en France pour se procurer une partie de la main
d’œuvre nécessaire à sa réalisation. Notons cependant que leurs recherches ne
sont pas circonscrites à la France mais qu’elles seront peu fructueuses, peut être 118 Anne-Sophie Michel | Une communauté d’artistes et d’artisans français à l’étranger en raison de l’absence de réseau, en Italie, en Belgique comme en Flandres.9 La
surintendance des Bâtiments suédois semble donc, au départ, moins à la recherche
de Français que d’ouvriers spécialisés capables d’exécuter rapidement et à moindre
coût un décor de qualité française. Ainsi, arrivent à Stockholm entre 1732 et 1755 une trentaine de sculpteurs
français accompagnés de quelques autres artisans spécialisés (peintres, menuisier,
fondeur, mouleur). Le recrutement de sculpteurs français sur le chantier
du château royal : raisons et moyens C’est le cas, par exemple, de Charles Guillaume
Cousin, Jacques Philippe Bouchardon, sculpteurs de figures et d’ornements, de
Nicolas Alexandre Vigé, mouleur ou encore de Pierre-Hubert L’Archevêque, aca-
démicien. Ainsi, on ne compte pas plus d’une dizaine de nouveaux sculpteurs
entre 1735 et 1755.12 Il faut dire que le pays connaît de grosses difficultés finan-
cières qui ne tardèrent pas à se répercuter sur le budget dédié au château. Une fois
de plus, cette mission échoit aux résidents suédois à Paris qui éprouvent toujours 119 Sjuttonhundratal | 2015 les mêmes difficultés comme le laisse entendre Carl Gustaf Tessin dans sa corres-
pondance. Il écrit : « Je suis à Paris depuis six jours, et je chasse actuellement aux
sculpteurs ; c’est un gibier plus rare qu’on ne s’imagine d’abord. Les uns ne veu-
lent pas aller si loin, les autres mettent leurs marchandises à trop haut prix ».13 Si les Suédois ne peuvent convaincre ni les académiciens ni les sculpteurs ré-
putés de la capitale, ils réussissent néanmoins à recruter une trentaine de maîtres
et compagnons prêts à s’embarquer pour Stockholm. Ces derniers, plus que les
peintres, prennent part aux travaux complémentaires de la construction rendant
leur présence sur le chantier indispensable. Anne-Sophie Michel | Une communauté d’artistes et d’artisans français à l’étranger Les contrats stipulent ensuite que les compagnons bénéficient d’un logement
commun. Hårleman écrira : J’espere aussy qu’à leur arrivé ils pourront être logé à Rännarebanan,20 une partie dans la
maisonnette de bois et l’autre dans la grande de pierre. C’est un article que j’ai eu bien de
la peine a leur accorder mais par ou il m’a bien fallu passer comme par le reste vu que de
tout tems et partout ce meme avantage est attaché aux ouvriers de toutes espece. Outre
que tout bien considéré on les a de cette façon la mieux sous les yeux et que le Roi en
est mieux servi.21 Cette prise en charge se présente comme un avantage supplémentaire surtout si
le chantier du château de Versailles (1662–1715) est pris comme point de com-
paraison.22 Les Français se voient aussi accorder le libre exercice de la religion ca-
tholique, d’où leur regroupement autour de la chapelle de l’ambassade française.23
Enfin, tout un chapitre est réservé à la rupture du contrat et à la maladie. En cas
de mécontentement, le Roi peut renvoyer les Français en les avertissant à l’avance
et en leur accordant une somme pour leur retour. De même, en cas de maladie
courte, ils bénéficient du maintien de leur gage jusqu’à leur rétablissement. En
France, si les accidents du travail et les décès font l’objet d’une indemnisation,
son montant dérisoire ne vise pas à compenser la perte d’une capacité à générer
un revenu. En outre, si l’accident ou la maladie intervient en dehors du lieu de
travail, des soins seront apportés par les autorités mais aucune indemnisation ne
sera versée.24 Ces articles accordent donc de réelles garanties aux Français afin de
les rassurer et surtout de les inciter au départ. De leur côté les sculpteurs, dont la plupart sont liés l’Académie de Saint Luc
et ont travaillé pour les Bâtiments du Roi, jouissent d’un traitement particulier.25
Leurs contrats reprennent les mêmes clauses que ceux des compagnons mais des
assouplissements sont introduits. Les salaires sont compris entre 2000 et 6000
livres par an en fonction de leur statut et de leur talent. La monarchie leur con-
cède aussi le droit d’être rémunéré à la pièce et de travailler pour des particuliers,
complément de revenu lucratif. Les conditions de vie et de travail offertes aux Français Afin de matérialiser leur engagement, des contrats sont conclus avec la monarchie
suédoise au moment du départ.14 Ils nous éclairent sur les conditions de vie et de
travail offertes aux Français, tout en faisant ressortir immédiatement une diffé-
rence de traitement entre les compagnons et les sculpteurs. Les compagnons ont tous conclu « un contrat pour se transporter à Stockholm
et y travailler de leur profession pendant l’espace de trois années ». S’ils bénéficient
de la prise en charge des frais, ils voient en contrepartie leur liberté au cours du
voyage très encadrée. Une fois sur place, le compagnon « travaillera de sa dite pro-
fession sous les ordres des préposés pour les dits bâtiments de sa dite majesté ». Le contrat précise que « les journées dureront de 7h du matin jusqu’à 7h du soir
pendant l’espace duquel ledit [compagnon] aura deux heures pour ses repas suivant
les usages de cette ville de Paris ». Son activité lui donne droit de percevoir un salaire
dont le montant varie entre 700 et 1700 livres. La moyenne étant de 700 livres, leur
rémunération reste plus attractive qu’en France où un compagnon perçoit environ
400 livres par an.15 Mais n’oublions pas que leur départ comporte des risques et
que les expériences malheureuses sont nombreuses.16 A Hårleman de noter : « à dire
le vrai, ce n’est point trop, vu qu’ils perdent ici en attendant leurs pratiques aussi
bien que le gout qui dépend tant de la mode et qu’il faut compter ces gens à leur
retour au bout d’un certain nombre d’année comme mort pour ce pay ci ».17 De ce
fait, la surintendance des Bâtiments devra, malgré ses difficultés financières, faire
des concessions comme le paiement de « certaines sommes, à compte sur le premier
quartier quelque uns pour payer leur petites dettes à d’autre pour s’équiper, ceux-ci
pour laisser à leur femme et enfants à Paris et à ceux là pour s’acheter des estampes,
des modèles et des outils ».18 En réalité, c’est surtout la concurrence exercée par la
Pologne et la Russie qui les oblige à revoir leur position.19 120 Anne-Sophie Michel | Une communauté d’artistes et d’artisans français à l’étranger Anne-Sophie Michel | Une communauté d’artistes et d’artisans français à l’étranger Malgré ces avantages financiers, les sculpteurs
n’auront de cesse de se plaindre de la faiblesse de leur salaire.26 La raison de leur
départ est donc à rechercher du côté des opportunités de carrière et de la qualité
des conditions de vie et de travail offertes par la Suède. D’autant plus qu’à partir
des années 1740 les sculpteurs français ne manquent plus d’ouvrage à Paris. La
proposition suédoise offre, en effet, au sculpteur « l’honneur de travailler à un
Palazzo Réale, [sans compter] la bordure qu’il pourroit donner à son mérite en se
faisant apostropher peintre du Roy et Professeur de l’Académie Royale de pein- 121 Sjuttonhundratal | 2015 ture et de sculpture de Suède ».27 Le surintendant Carl Fredrik Adelcrantz réussit
ainsi à recruter L’Archevêque en lui offrant le privilège, très recherché à l’époque,
de réaliser une statue équestre du Roi.28 Les sculpteurs obtiennent également des
conditions matérielles beaucoup plus avantageuses. Leur logement individuel est
pris en charge de même que le chauffage, le luminaire voire l’atelier de travail et le
matériel.29 Bouchardon obtiendra, par exemple, la fourniture de « tous les outils,
ferrement, matériaux et autres ustencils nécessaires à la profession », Masreliez
la fourniture de « matières nécèssaires pour ses ouvrages d’où bois, plomb, bron-
ze, cire, plastre, stuc, papier, carton, et génèralement toutes les autres matières,
matèriaux, outils », alors que L’Archevêque profite de la fourniture d’un atelier,
d’outils, de matières premières et même d’une exemption d’impôt.30 Anne-Sophie Michel | Une communauté d’artistes et d’artisans français à l’étranger Afin de réaliser l’ensemble du décor, les Suédois ont donc d’abord engagé des
équipes d’ornemanistes capables de travailler dans une certaine unité artistique,
avant de leur préférer des sculpteurs expérimentés. Comme en Russie, les Français
se voient également confier la conduite des travaux de sculpture.33 D’après les
contrats, les Français « conduiront le travail des autres ouvriers de leur profession
soit français ayant fait le voyage avec eux soit suédois ou autres qui pourront
leur être adjoint a Stockholm ».34 La conduite des travaux de sculpture apparaît
comme une charge pour laquelle ils perçoivent une rémunération spécifique. Ain-
si, ils forment et animent de véritables équipes de travail qui constituent autant
d’ateliers de production. Ils se composent de maîtres français, de compagnons,
d’ouvriers et de manœuvres suédois, tous placés sous la direction de la surin-
tendance des Bâtiments. Ils communiquent notamment par l’intermédiaire d’un
tisserand français, Dubois, installé à Stockholm depuis plusieurs années. Mais
quel est exactement le rôle du surintendant dans l’élaboration du décor réalisé
par les sculpteurs français ? A la différence de ce qui se passe en Russie ou au
Danemark, le décor semble rester dans l’ensemble l’œuvre des architectes suédois
secondés, pour sa réalisation, par les Français. Formés en France, ils sont capables
de créer un décor rocaille français de très belle qualité. Cependant, comme pour
les décors de boiseries parisiens, il est difficile d’affirmer qui de l’architecte ou de
l’ornemaniste l’imagine et surtout le dessine.35 D’après les documents d’archives,
il semble que les ornemanistes français aient travaillé tantôt d’après leurs propres
dessins, tantôt d’après ceux de l’architecte.36 Selon Bruno Pons ou Göran Alm, les
ornemanistes ont un mode de travail singulier.37 Il ne serait donc pas étonnant que
la plupart réalisent les dessins des ornements, se distinguant ainsi des sculpteurs
de figures pour qui la tutelle suédoise semble plus contraignante.38 Enfin, à côté de leur travail, les Français assument la formation des jeunes
Suédois.39 Ce rôle assigné aux peintres comme aux sculpteurs résulte, au départ,
d’un besoin pressant d’une main d’œuvre formée. A cette époque, il n’y a que des
artisans, soumis à des statuts de corporations, dont quelques-uns se distinguent
en travaillant au service du Roi. Les rôles assignés aux sculpteurs français Sur le chantier, le rôle des Français ne se limite pas à la décoration du château. Si la surintendance des Bâtiments recourt à leurs compétences artistiques, elle
fait aussi appel à leurs expériences des grands chantiers parisiens et à leurs con-
naissances théoriques. A leur arrivée, leur activité se concentre sur les décors de
boiserie des appartements de l’aile Nord, le mobilier et les ornements des façades
du château. Malgré leur destruction quasi-totale, il est certain que leur réalisation
nécessita l’intervention de plusieurs équipes d’ornemanistes rompus à l’exercice. Peter Thornton considère d’ailleurs ces aménagements comme l’un des meilleurs
exemples de l’art français hors de France.31 A partir des années 1740, date de l’ouverture de l’aile Sud, la nature des ouvra-
ges change. Les Français ne se voient plus confier la réalisation de simples or-
nements mais l’ensemble du décor d’où l’intervention, non plus de décorateurs,
mais plutôt de bons sculpteurs. Le chantier de la salle des États (Rikssalen) et
de la chapelle se présente ainsi comme l’alliance parfaite de la vision artistique de
Nicodème Tessin, qui en donne les premiers plans, et du savoir-faire de ses succes-
seurs qui réussissent habilement à le faire décorer. Jacques-Philippe Bouchardon
y réalise une grande partie du décor sculpté en bois, stuc et pierre.32 Son talent et
ses ouvrages lui valent d’être nommé Premier sculpteur du Roi de Suède et Di-
recteur de l’Académie royale de Peinture et de Sculpture. La salle des États reçoit,
quant à elle, un décor réalisé en partie par Charles-Guillaume Cousin, et achevé
par Pierre-Hubert L’Archevêque vers 1754. Les intérieurs du château seront, par
la suite, aménagés avec des pièces commandées pour la plupart directement dans
les ateliers parisiens. 122 Anne-Sophie Michel | Une communauté d’artistes et d’artisans français à l’étranger Anne-Sophie Michel | Une communauté d’artistes et d’artisans français à l’étranger Anne-Sophie Michel | Une communauté d’artistes et d’artisans français à l’étranger Le peintre Guillaume Taraval et le sculpteur An-
toine Belette sont les premiers à leur dispenser au sein même du château des cours
libres et gratuits cinq jours par semaine afin de leur apprendre à modeler et dessi-
ner. Les élèves commencent à travailler d’après les dessins des Français, les mou-
lages d’Antiques rapportés par Tessin de Paris puis progressivement d’après des
modèles vivants. Il faut cependant attendre 1735 pour que leur école de dessin
devienne une véritable Académie royale, et les années 1750 pour que les profes-
seurs reçoivent un traitement. Bien qu’insuffisant, il rappelle que l’enseignement
fait désormais partie intégrante de leur mission. Officiellement reconnue, l’Aca- 123 Sjuttonhundratal | 2015 démie est soumise à l’autorité du surintendant des Bâtiments. Dès lors, le travail
de construction du château et celui de l’Académie commencent à se distinguer. Grâce à Carl Gustaf Tessin et Carl Hårleman le budget s’étoffe peu à peu d’où la
diversification de l’enseignement (gravure, anatomie, perspective), la création de
prix et de bourses d’étude. En outre, les cours sont dispensés par des professeurs
spécialisés à partir d’un corpus de dessin réuni par Tessin et Hårleman au cours de
leurs voyages en France. La réforme des années 1770 vise, comme nous le verrons,
à réaliser des économies en remplaçant les Français par leurs élèves puis, à terme,
à doter la Suède d’une véritable élite artistique. Le recours aux artistes français
n’étant plus nécessaire, il est rapidement condamné, si bien qu’en 1765, L’Arch-
evêque et Masreliez sont les derniers encore actifs à la cour suédoise.40 démie est soumise à l’autorité du surintendant des Bâtiments. Dès lors, le travail
de construction du château et celui de l’Académie commencent à se distinguer. Grâce à Carl Gustaf Tessin et Carl Hårleman le budget s’étoffe peu à peu d’où la
diversification de l’enseignement (gravure, anatomie, perspective), la création de
prix et de bourses d’étude. En outre, les cours sont dispensés par des professeurs
spécialisés à partir d’un corpus de dessin réuni par Tessin et Hårleman au cours de
leurs voyages en France. La réforme des années 1770 vise, comme nous le verrons,
à réaliser des économies en remplaçant les Français par leurs élèves puis, à terme,
à doter la Suède d’une véritable élite artistique. Le recours aux artistes français
n’étant plus nécessaire, il est rapidement condamné, si bien qu’en 1765, L’Arch-
evêque et Masreliez sont les derniers encore actifs à la cour suédoise.40 Anne-Sophie Michel | Une communauté d’artistes et d’artisans français à l’étranger La professionnalisation des activités artistiques apparaît encore plus nettement
au XVIIIe siècle lors des recrutements à travers les avantages concédés, comme sur
le chantier où les ateliers se structurent. La Suède suit donc le mouvement initié
par la France où les activités de peintre et sculpteur se détachent progressivement
du métier.43 En effet, à partir des années 1740, les Suédois ne cherchent plus à
recruter des familles d’artisans susceptibles de s’établir en Suède mais plutôt à
bénéficier rapidement et temporairement d’équipes de travail spécialisées et opé-
rationnelles. Les Français sont alors minutieusement choisis et partent seuls pour
y séjourner pendant le temps de leur contrat. Leurs femmes et leurs enfants res-
tent désormais en France, comme le suggère la possibilité qui leur est laissée de
faire toucher une partie de leur pension à la personne de leur choix. À l’exception
des Masreliez, aucun d’ailleurs ne s’y établit vraiment définitivement. Par le biais
de ce recrutement ciblé, la surintendance des Bâtiments dispose d’un savoir-faire
spécifique qui répond précisément aux besoins du chantier. p
p
p
De la même manière, la spécialisation des tâches était encore embryonnaire
alors même que Tessin le jeune avait eu recours à des artisans spécialisés dans
la décoration. D’après Linda Hinners cette spécialisation, bien qu’en voie d’af-
firmation, était loin d’être la règle dans la pratique des ateliers familiaux.44 Il
faut attendre le siècle suivant pour percevoir une affirmation de ce phénomène. Il se traduit par une véritable répartition des tâches au sein des différents ate-
liers de sculpture du château et, inéluctablement, l’introduction de hiérarchies
qui transparaissent surtout au niveau de la rémunération.45 L’idée de groupe,
dominante jusque-là, s’efface peu à peu au profit de celle d’équipes spécialisées,
structurées et organisées. Cette répartition est intéressante car elle témoigne,
dans un souci d’efficacité, d’une volonté nouvelle de restreindre les domaines
d’activité en distinguant notamment les sculpteurs de figure des sculpteurs
d’ornement, même si la frontière n’est pas imperméable. Peut-être que cette
répartition allait d’ailleurs bien au-delà et que certains sculpteurs étaient spé-
cialisés dans un type de motif ou de mobilier. Il faut dire aussi que la réalisation
du décor rocaille nécessite un savoir-faire artistique et technique très spécifique. Les spécificités de cette vague migratoire (1732–1765) La venue de cette seconde génération de Français a joué un rôle important dans la
redéfinition du statut et de la place des artisans et des artistes au sein de la société
suédoise. Amorcées un siècle plus tôt, la professionnalisation et la spécialisation
des activités artistiques résultent d’une modernisation des structures imputables
à la création de la surintendance des Bâtiments suédois et de l’Académie royale de
Peinture et de Sculpture. Crée en 1697 à l’initiative de Nicodème Tessin le jeune, la surintendance
des Bâtiments (Överintendentsämbetet) s’inspire du modèle français. Pour Lars
Ljungström Son office n’était en fait qu’un cabinet d’architecte élargie ; où l’on assumait à l’occasion
d’autres tâches artistiques tandis que le surintendant français, qui avait rang de ministre,
commandait une multitude d’architectes, de dessinateurs, d’artisans et de techniciens. Il
n’existait pas en Suède d’institution telle que les ateliers royaux français. C’est seulement
pour le projet du nouveau château que le rôle du surintendant en vint à inclure en partie
la coordination des artistes qualifiés qui y travaillaient.41 De ce fait, on assiste à un glissement des ateliers de travail traditionnels et fami-
liaux vers des ateliers organisés, spécialisés et hiérarchisés. Cette évolution était
déjà perceptible chez les premiers Français, et à Linda Hinners de noter à leur
égard « une évolution du rôle de l’artiste et de la créativité artistique dans les
débuts de l’ère moderne tels qu’ils ont été discutés par les historiens de l’art
Baxandall, Alpers et Wittkower ».42 124 Anne-Sophie Michel | Une communauté d’artistes et d’artisans français à l’étranger Sjuttonhundratal | 2015 Sjuttonhundratal | 2015 Avec la création d’une véritable Académie royale de Peinture et de Sculpture,
la rupture semble véritablement consommée. En effet, depuis 1735 l’Académie se
structure progressivement jusqu’en 1773, date à laquelle elle reçoit ses premiers
règlements officiels. Protégée par le Roi et subventionnée par l’Etat, elle est dé-
sormais en mesure de s’installer dans de nouveaux locaux et de recruter plusieurs
professeurs suédois. Comme en France, cette institution concurrente de la corpo-
ration va peu à peu établir une sélection pour créer une élite artistique, et redéfinir
les critères de cette compétence dans un sens plus intellectuel que manuel. Ainsi,
elle assure la promotion sociale des arts et légitime le nouveau statut d’artiste. Cette idée se retrouve parfaitement dans la nature de l’enseignement dispensé
après le départ des Français. Très théorique, il s’intellectualise et se spécialise
permettant aux Suédois de former autant des peintres et des sculpteurs que des
architectes et des graveurs. Directeur de l’Académie de 1768 à 1778, Pierre-Hu-
bert L’Archevêque parachève sa transformation sur le modèle parisien et forme
ainsi les premiers grands maîtres de la sculpture suédoise à l’image de l’œuvre de
Nicolas François Gillet en Russie.46 A la lumière de ce développement, le château royal de Stockholm apparaît
comme le fruit des relations artistiques franco-suédoises, et la France comme
une source d’inspiration autant qu’une pépinière de sculpteurs dans laquelle la
surintendance des Bâtiments suédois puise pour répondre aux besoins spécifiques
du chantier. Il semble ainsi que ce soit surtout des raisons pragmatiques et éco-
nomiques qui aient conduit les Suédois à se tourner vers elle. Au-delà du modèle
artistique, ils y ont également puisé les principes d’une gestion efficace et mo-
derne d’un chantier. Les rouages administratifs indispensables à la conduite d’une
véritable politique artistique sont mis en place dès lors que la Suède se dote d’un
bureau de la surintendance des Bâtiments et d’une Académie royale. Ces évolu-
tions se répercutent bientôt sur le statut et le rôle des artistes dans la mesure où
le mouvement de professionnalisation et de spécialisation des activités les éloigne
définitivement de l’univers artisanal. En recrutant des équipes de travail compé-
tentes, formées et autonomes, la Suède est alors en mesure de réaliser un décor à
la française. Elle se distingue de ses voisins polonais ou allemands qui, à la même
époque, ont plutôt fait le choix d’importer les décors. Anne-Sophie Michel | Une communauté d’artistes et d’artisans français à l’étranger Les charges et fonctions administratives telles que Premier sculpteur du Roi,
Conducteur des travaux, Professeur de sculpture viennent enfin reconnaître le
rôle de chacun dans le cadre du chantier du château royal, et introduire une
hiérarchie tout à fait nouvelle dans l’organisation du travail. La maîtrise perd
alors peu à peu de son sens au profit de l’expérience et de la capacité d’inven-
tion. Ainsi, la professionnalisation et la spécialisation des activités artistiques,
induites par la présence des sculpteurs français, les éloignent définitivement au
cours du siècle de l’univers artisanal de la génération précédente. 125 Notes 1. Cf. Stéphane Castellucio (dir.), Le commerce du luxe à Paris aux XVIIe siècle et XVIIIe siècle,
échanges Nationaux et Internationaux (Bern, 2009). (
)
2. A partir du XVIIe siècle, la France à l’apogée de sa puissance politique et culturelle do-
mine l’Europe. De son côté la Suède, de par sa fragile situation géographique et politique,
est à la recherche à la fois d’un puissant allié et d’un modèle politique pour s’affirmer sur
la scène internationale. Dans ce rapport, souvent déséquilibré mais toutefois complémen-
taire entre ces deux nations, la France apparaît comme un modèle en termes de goût, d’art
de vivre et d’orientation artistique. Pour autant, ce rayonnement culturel ne résulte pas
d’une emprise politique française qui aurait conduit, par son impérialisme, à une francisa-
tion de l’élite suédoise. En effet, avec la création d’un Etat puissant, le besoin de paraître
allait bientôt se faire ressentir chez les nobles suédois réunis autour du parti politique des
Chapeaux. Les échanges commerciaux doublés d’échanges artistiques sont alors encouragés
par une demande sans cesse croissante, appelée à resserrer les liens entre les deux pays. Cette circulation des idées comme des objets résulte de réseaux amicaux et commerciaux
qui alimentent un véritable marché du luxe à destination de Stockholm. Sur ce sujet voir
Marianne et Jean-François Battail, Une amitié millénaire : les relations entre la France et la Suède à
travers les âges (Paris, 1993) ; Influences : relations culturelles entre la France et la Suède, actes pu-
bliés par Gunnar von Proschwitz (Göteborg, 1988). 3. En 1771, le château royal est habitable mais les travaux d’aménagement se poursui-
vent. La taxe prélevée pour la construction du château (Slottsbyggnadshjälpen) ne sera
d’ailleurs abolie qu’en 1809. 4. Le soleil et l’étoile du Nord : La France et la Suède au XVIIIe siècle, association française d’action
artistique, ministère des affaires étrangères (Paris, 1994). 5. Linda Hinners, De fransöske hantwerkarna på Stockholms Slott : yrkesroller, organisation, arbetspro-
cesser, Stockholms Universitet (Stockholm, 2012) ; Linda Hinners & Martin Olin, « Les
appartements royaux du château de Stockholm », Appartement princier – architecture – décor
– cérémonial (à paraître) ; Linda Hinners, Linnéa Rollenhagen-Tilly & Anne-Sophie Mi-
chel, « Paris à Stockholm, des échanges franco-suédois de la fin du XVIIe siècle au milieu
du XVIIIe siècle », Bulletin de la Société d’Histoire de Paris et de l’Île-de-France, 139, 2012, pp. Sjuttonhundratal | 2015 Loin de témoigner d’un
phénomène d’imitation servile, cette recherche confirme l’idée d’une adaptation
circonstanciée et éphémère du modèle artistique français dans une perspective
de transfert culturel. Affirmant ses propres compétences, la Suède s’émancipera
d’ailleurs rapidement, comme en témoigne la création du style national gustavien
par la nouvelle génération d’artistes formés par les Français au sein de la nouvelle
Académie royale de Peinture et de Sculpture. 126 Anne-Sophie Michel | Une communauté d’artistes et d’artisans français à l’étranger Anne-Sophie Michel | Une communauté d’artistes et d’artisans français à l’étranger Notes 58–78 ; Pour une étude complète des artistes français présents sur le chantier du château
royal cf. : Martin Olsson (ed.), Stockholm slotts historia, vol. 3 (Stockholm, 1940). 6. Cf. Pierre Lespinasse, Les artistes français en Scandinavie, coll. Société de l’histoire de l’Art
français, (Paris, 1913) ; Louis Dussieux, Les artistes français à l’étranger (Paris, 1946) ; « Les
études de transfert visent à étudier les interactions entre cultures et sociétés – ou frac-
tions et groupes à l’intérieur d’une société – dans leur dynamique historique, à rendre
compte des conditions qui ont marqué leur déclenchement et leur déroulement, à analyser
les phénomènes d’émission, de diffusion, de réception et de réinterprétation qui les cons-
tituent, enfin à décortiquer les mécanismes symboliques à travers lesquels se recomposent 127 Sjuttonhundratal | 2015 les groupes sociaux et les structures qui les sous-tendent », Sylvie Mesure & Patrick Savi-
daan, Dictionnaire des Sciences humaines (Paris, 2006). les groupes sociaux et les structures qui les sous-tendent », Sylvie Mesure & Patrick Savi-
daan, Dictionnaire des Sciences humaines (Paris, 2006). 7. Cf. Jérôme de La Gorce, « Le voyage des objets d’art de Paris à Stockholm à la fin du
règne de Louis XIV », Le commerce du luxe à Paris aux XVIIe et XVIIIe siècles, pp. 321–334 ;
Linda Hinners, « Nicodème Tessin le jeune et le marché de luxe parisien à la fin du règne
de Louis XIV », Le commerce du luxe à Paris aux XVIIe et XVIIIe siècles, pp. 231–248 ; ou en-
core : Marianne Roland-Michel, « Les achats du Comte de Tessin », Revue de l’Art, 1987,
n°77, p. 28. DOI: http://dx.doi.org/10.3406/rvart.1987.347649 ; Gunnar Von Pros-
chwitz, Tableaux de Paris et de la Cour de France 1739–1742, lettres inédites de Carl Gustaf, Comte de
Tessin (Paris, 1983) ; Magnus Olausson, « Count Tessin, Mariette and the Crozat sale »,
Art Bulletin of Nationalmuseum Stockholm, vol. 19, 2012, pp. 145–156. 8. Cf. Linnéa Rollenhagen-Tilly, « Carl Johan Cronstedt’s stay in Paris (1732–1735)
: Instruction, Contacts and Purchases », Art Bulletin of Nationalmuseum Stockholm, vol. 15,
2008, pp. 101–108 ; Ces dates correspondent au lancement des travaux de construction
du château royal et à l’emménagement de la famille royale. Elles se caractérisent donc par
une intense activité artistique autour du chantier du château royal ; Riksarkivet, Stoc-
kholm, Ericsbergarkivet, Tessinsamlingen II, Correspondances. 13. RA, EA, TS, E5723, Lettre de Carl Gustaf Tessin à Carl Hårleman, Paris, le 7–18/11
1740. 12. Les Français recrutés entre ces dates sont: Jean Bourguignon, Charles-Guillaume
Cousin, Jacques-Philippe Bouchardon, Pierre Saint Laurent, Pierre Leloup, Pierre et Si-
mon Pontaléon, Jacques-Adrien Masreliez, Jean-Baptiste Maréchal, Pierre-Hubert L’Ar-
chevêque. Notes E723, E724, E725, E726,
E727, E728, E729, E730, E731, E732, E733, E734, E735, E736, E737, E738, E739,
E740; Autografsamlingen, vol. 1–260. Papiers Carl Gustaf Tessin et Carl Hårleman ;
Gunnar von Proschwitz, Tableaux de Paris et de la Cour de France 1739–1742, lettres inédites de
Carl Gustaf, Comte de Tessin (Paris, 1983). 9. RA, EA, TS, E7537 : Lettre de Carl Johan Cronstedt à Carl Hårleman, Paris, le 14/07
1735. Il évoque la possibilité de recruter un sculpteur de Bruxelles : Johan Baptista
Vanderhaegen ; Dans deux brouillons de lettres de Cronstedt à Hårleman, il est ques-
tion d’un Flamand : Michiel Van der Voort (1667–1737) ou Michiel François van der
Voort (1714–1777). RA, EA, TS, E5723, Lettre de Carl Gustaf Tessin à Carl Hårle-
man, Venise, le 5–16/06 1736 : il évoque un sculpteur italien nommé Gaï. En revanche,
ils réussirent très tôt à recruter deux peintres italiens : Alessandro Feretti et Domenico
Francia. 10. RA, EA, TS, E5723, Lettre de Carl Hårleman à Carl Gustaf Tessin, Paris, le 22/02
1732. 11. RA, EA, TS, E5723, Lettre de Carl Hårleman à Carl Gustaf Tessin, Paris, le 15/05
1732. 12. Les Français recrutés entre ces dates sont: Jean Bourguignon, Charles-Guillaume
Cousin, Jacques-Philippe Bouchardon, Pierre Saint Laurent, Pierre Leloup, Pierre et Si-
mon Pontaléon, Jacques-Adrien Masreliez, Jean-Baptiste Maréchal, Pierre-Hubert L’Ar-
chevêque. 128 Anne-Sophie Michel | Une communauté d’artistes et d’artisans français à l’étranger 14. Au total, ce corpus comprend onze contrats conservés dans les Archives Nationales,
Paris, Minutier Central, ET/CVXIII/373, ET/XVIII/381, ET/XVIII/397 et ET/I/405 et
deux autres contrats conservés dans les Archives du Château royal, Slottsarkivet, Slotts-
byggnadsdeputationen, vol. II : 19 (artistes étrangers). 15. Cf. Antoine Schnapper, Le métier de peintre au grand siècle (Paris, 2004). 15. Cf. Antoine Schnapper, Le métier de peintre au grand siècle (Paris, 2004). 16. Cf. Lespinasse 1913. Le récit du voyage du premier groupe de Français parti au XVIIe
siècle et revenu à cause du manque d’ouvrage et sans fortune, constitue un élément impor-
tant. Il en est de même de celui des Français partie en Russie à qui on avait tout promis
mais rien donné une fois sur place. 16. Cf. Lespinasse 1913. Le récit du voyage du premier groupe de Français parti au XVIIe
siècle et revenu à cause du manque d’ouvrage et sans fortune, constitue un élément impor-
tant. Notes Il en est de même de celui des Français partie en Russie à qui on avait tout promis
mais rien donné une fois sur place. 17. RA, EA, TS, E5723, Lettre de Carl Hårleman à Carl Gustaf Tessin, Paris, le 15/05
1732. 18. RA, EA, TS, E5723, Lettre de Carl Hårleman à Carl Gustaf Tessin, Paris, 15/05
1732. 19. Cf. Jean-Pierre Poussou, Anne Mezin & Yves Perret-Gentil (dir.), L’influence française
en Russie au XVIIIe siècle (Paris, 2004). Dans une lettre de Carl Hårleman à Carl Gustaf
Tessin, Paris, en date du 15 mai 1732, Hårleman explique à Tessin : « J’ai mesme vu une
lettre du Roy de Pologne par laquelle il offre huit milles francs à Oudry, jugés mon très
cher Surintendant si l’on doit tant s’écrier si j’ai accordé 6000 livres à Taraval ». 20. Le logement de Rännarebanan, à Hötorget, est utilisé pour la fonte des sculptures
en bronze et le logement des sculpteurs. Pourtant, les premiers ouvriers présents sur le
chantier semblent résider au château. La mise à disposition d’un logement apparaît donc
bien comme un avantage concédé aux Français. RA, EA, TS, E5723, Lettre Carl Hårleman
à Carl Gustaf Tessin, Paris, 15/05 1732. « Le logement de Rännarebanan a été de tout
temps celui des sculpteurs. La maison comme vous le savez est encore actuellement au
château et ils en tiendront beaucoup dans celle la et elle est fort commode pour le jour et
aux sculpteurs et aux peintres ». 20. Le logement de Rännarebanan, à Hötorget, est utilisé pour la fonte des sculptures
en bronze et le logement des sculpteurs. Pourtant, les premiers ouvriers présents sur le
chantier semblent résider au château. La mise à disposition d’un logement apparaît donc
bien comme un avantage concédé aux Français. RA, EA, TS, E5723, Lettre Carl Hårleman
à Carl Gustaf Tessin, Paris, 15/05 1732. « Le logement de Rännarebanan a été de tout
temps celui des sculpteurs. La maison comme vous le savez est encore actuellement au
château et ils en tiendront beaucoup dans celle la et elle est fort commode pour le jour et
aux sculpteurs et aux peintres ». 21. RA, EA, TS, E5723, Lettre Carl Hårleman à Carl Gustaf Tessin, Paris, 30/05 1732. 22. Frédéric Tiberghien, Versailles : le chantier de Louis XIV (1662–1715) (Paris, 2002), p. 161. 21. RA, EA, TS, E5723, Lettre Carl Hårleman à Carl Gustaf Tessin, Paris, 30/05 1732. 22. Notes Frédéric Tiberghien, Versailles : le chantier de Louis XIV (1662–1715) (Paris, 2002), p. 161. 23. Cf. Barbro Lindqvist, Rokoko, opera och bibliskt skuggspel : katolska kulturarbetare i 1700-talets
Stockholm, http://www.signum.se/archive/read.php?id=3662. 23. Cf. Barbro Lindqvist, Rokoko, opera och bibliskt skuggspel : katolska kulturarbetare i 1700-talets
Stockholm, http://www.signum.se/archive/read.php?id=3662. 24. Cf. Tiberghien 2002, passim. 24. Cf. Tiberghien 2002, passim. 25. AN, MC, Placards et affiches, 6C6–6C13. 25. AN, MC, Placards et affiches, 6C6–6C13. 26. Slottsarkivet, Slottsbyggnadsdeputationen, vol. II : 19 : artistes étrangers. 27. RA, EA, TS, E5740, Lettre de Carl Gustaf Tessin à Carl Hårleman, Venise, le 18–
29/08 1736. Et SA, SBD, vol. II : 19 : artistes étrangers. Il est possible de lire dans une
lettre non datée « J’eus l’honneur de vous présenter un mémoire pour l’augmentation de
ma pension, eu égard de la hauteur du change, de la cherté des vivres, et de tous les autres
besoins de la vie […] Loin de voir l’accomplissement de mes souhaits, le mal n’a fait
qu’empirer depuis et me met absolument dans la nécessité ou de prendre de nouveau en- 129 Sjuttonhundratal | 2015 gagement avec vous Messieurs, en ce cas que mes service vous soyent agréables, ou, sinon,
de me retirer, dans ma patrie, où mes parents et mes amis m’appellent depuis longtemps et
où la paix et les ouvrages considérables, que le Roi et les princes font faire, m’ouvrent une
carrière assez vaste pour exceller mon talent avec honneur et profit ». 28. Cette statue sera d’ailleurs la première statue équestre du Roi en Suède. Cf. Ragnar
Josephson, L’Archevêques ungdom : hans studier i Rom och hans första verksamhet i Frankrike (Stoc-
kholm, 1974); Johan Cederlund, Skulptören Pierre Hubert L’Archevêque 1721–1778 (Stoc-
kholm, 2003). 29. SA, SBD, vol. II : 19, Quittances de Jean Bourguignon. 29. SA, SBD, vol. II : 19, Quittances de Jean Bourguignon. 30. Contrat de Jacques-Philippe Bouchardon cité par Andreas Lindblom, Jacques-Philippe
Bouchardon och de franska bildhuggarna vid Stockholms slott under rokokotiden (Uppsala, 1924), p. 180 ; SA, SBD, vol. II : 19 : Contrat Adrien Masreliez. 31. Le soleil et l’étoile du Nord, pp. 104–105. 32. Lindblom 1924. 32. Lindblom 1924. 33. Cf. Marie-Liesse Pierre-Dulau, Trois artistes lorrains à Saint-Pétersbourg au XVIIIe siècle,
« L’influence française en Russie au XVIIIe siècle », pp. 131–157. 34. AN, MC, LXVIII-373, 15/05 1732 ; SA, SB, vol. concédés aux artistes étrangers, l’emploi de jeunes Suédois revenus de leur voyage d’étude
étant préférable. concédés aux artistes étrangers, l’emploi de jeunes Suédois revenus de leur voyage d’étude
étant préférable. p
41. Lars Ljungström, « Surintendant et intendant de cour », Le soleil et l’étoile du Nord, p. 78. 42. Hinners 2012, p. 298. 43. Cf. Jean Chatelus, La Condition du peintre à Paris au 18e siècle (Lille, 1988); Nathalie Hei-
nich, Du peintre à l’artiste, artisans et Académiciens à l’âge classique (Paris, 1993). 44. Cf. Hinners 2012; Heinich 1993; Schnapper 2004. 45. Les rémunérations des sculpteurs : A. Belette : 3400 livres, M. Lelièvre : 3400 livres,
M. Gardy : 2000 livres, J. Bourguignon : 3400 livres, C-G. Cousin : 2500 livres, J-P. Bou-
chardon : 5000 livres, A. Masreliez : 4500 livres, P-H. L’Archevêque 6000 livres. 46. Poussou 2004, pp. 131–157. 45. Les rémunérations des sculpteurs : A. Belette : 3400 livres, M. Lelièvre : 3400 livres,
M. Gardy : 2000 livres, J. Bourguignon : 3400 livres, C-G. Cousin : 2500 livres, J-P. Bou-
chardon : 5000 livres, A. Masreliez : 4500 livres, P-H. L’Archevêque 6000 livres. 46. Poussou 2004, pp. 131–157. Notes II : 19, 19/04 1735 ; AN, MC,
XVIII-581, 23/01 1734 ; SA, SBD, vol. II : 19, 16/04 1748. XVIII-581, 23/01 1734 ; SA, SBD, vol. II : 19, 16/04 1748. XVIII-581, 23/01 1734 ; SA, SBD, vol. II : 19, 16/04 1748. 35. Cf. Bruno Pons, De Paris à Versailles, 1699–1736, les sculpteurs ornemanistes parisiens et l’art
décoratif des bâtiments du roi (Paris, 1986) ; Bertrand Jestaz, Jules-Hardouin Mansart (Barcelone,
2008). 36. On a retrouvé au Garde-meuble un moulage en plâtre de détail de la chambre du
prince royal. Selon les comptes ces cartouches furent exécutés d’après un dessin d’Adrien
Masreliez de 1748. 37. Göran Alm, « L’atelier de sculpture d’ornement du château de Stockholm », Le soleil
et l’étoile du Nord, pp. 104–105 ; Göran Alm, Franskt blev svenskt: den franska konstnärsfamiljen
Masreliez i Sverige under 1700-talet (Stockholm, 1991). 38. Cf. Anne-Sophie Michel, Une communauté d’artistes et d’artisans Français à l’étranger : Le cas
des sculpteurs français au château royal de Stockholm au XVIIIe siècle, Mémoire Master 2, sous la
direction d’Alain Mérot (Paris, 2012). 39. Pour une histoire de l’Académie : cf. Ludvig Looström, Den svenska konstakademien under
första århundradet af hennes tillvaro 1735–1835 : ett bidnag till den svenska konstens historia (Stoc-
kholm, 1887). 40. Selon M. Lespinasse, un patriotisme mal inspiré imputait à crime l’appel fait par
Tessin à des étrangers. Un clan se forma contre leurs partisans. En témoignent plusieurs
faits comme le refus de la municipalité de Stockholm de concéder aux Français un local
destiné à les loger plus convenablement ou la cabale dont fut victime L’Archevêque, ac-
cusé de négligence et d’incapacité. Il sera d’ailleurs le dernier Français à avoir occupé une
place prépondérante au sein de l’Académie. A partir de 1762 la Commission écrit au Roi
qu’il est désormais inutile de grever les fonds de la construction de lourds appointements 130 Anne-Sophie Michel | Une communauté d’artistes et d’artisans français à l’étranger concédés aux artistes étrangers, l’emploi de jeunes Suédois revenus de leur voyage d’étude
étant préférable. 41. Lars Ljungström, « Surintendant et intendant de cour », Le soleil et l’étoile du Nord, p. 78. 42. Hinners 2012, p. 298. 43. Cf. Jean Chatelus, La Condition du peintre à Paris au 18e siècle (Lille, 1988); Nathalie Hei-
nich, Du peintre à l’artiste, artisans et Académiciens à l’âge classique (Paris, 1993). 44. Cf. Hinners 2012; Heinich 1993; Schnapper 2004. 45. Notes Les rémunérations des sculpteurs : A. Belette : 3400 livres, M. Lelièvre : 3400 livres,
M. Gardy : 2000 livres, J. Bourguignon : 3400 livres, C-G. Cousin : 2500 livres, J-P. Bou-
chardon : 5000 livres, A. Masreliez : 4500 livres, P-H. L’Archevêque 6000 livres. 46. Poussou 2004, pp. 131–157. concédés aux artistes étrangers, l’emploi de jeunes Suédois revenus de leur voyage d’étude
étant préférable. Summary: A Community of French Artists and Craftsmen Abroad: A Case Study of the
Sculptors of the Royal Palace of Stockholm in the Eighteenth Century Following the approach of Linda Hinners’s research, this article comprises a study
of French sculptors who worked on the construction of Stockholm’s royal palace
in the eighteenth century. Indeed, between 1732 and 1765, the superintendent of
royal buildings had recruited, through the action of social networks, thirty French
sculptors. To encourage them to leave France, the superintendent offered them
very attractive conditions of life and work, and the prospects of a career. Once
there, these sculptors created the royal palace decoration from the sketches of the
Swedish architects. Beyond their artistic ability, the Swedes utilized their great
experience of construction work and technical know-how. Soon, they took over
the management of the sculpture works and training of young Swedish craftsmen
present on the site. With the recruitment of French experts, the Swedes therefore
had skilled and knowledgeable work teams, which created autonomous production
workshops. These latter also underwent a modernization process induced by the
creation of the Superintendence of royal buildings and the Swedish Royal Acad-
emy. Thus, the French appear to have been the actors of a modern artistic policy
that allowed Sweden to utilize the French aesthetic model. Keywords: cultural transfer; French sculptors; Royal Palace of Stockholm; Swedish
artistic policy. 131
|
https://openalex.org/W2924273089
|
https://ora.ox.ac.uk/objects/uuid:1433057e-1858-4d32-a080-a4fd67d3081b/files/m7560dad7468d0a75921d2c19cb1f569e
|
English
| null |
The Clinical Features, Pathogenesis and Methotrexate Therapy of Chronic Chikungunya Arthritis
|
Viruses
| 2,019
|
cc-by
| 8,045
|
Received: 24 February 2019; Accepted: 19 March 2019; Published: 22 March 2019 Abstract: Chikungunya fever (CHIKF) is an emerging viral infection that has spread widely, along
with its Aedes vectors, throughout the tropics and beyond, causing explosive epidemics of acute
illness and persistent disabling arthritis. The rheumatic symptoms associated with chikungunya virus
(CHIKV) infection include polyarthralgia, polyarthritis, morning stiffness, joint edema, and erythema. Chronic CHIK arthritis (CCA) often causes severe pain and associated disability. The pathogenesis
of CCA is not well understood. Proposed hypotheses include the persistence of a low level of
replicating virus in the joints, the persistence of viral RNA in the synovium, and the induction of
autoimmunity. In this review, we describe the main hypotheses of CCA pathogenesis, some of which
support methotrexate (MTX) treatment which has been shown to be effective in preliminary studies
in CCA. Keywords: chikungunya virus; chronic chikungunya arthritis; pathogenesis; methotrexate J. Kennedy Amaral 1, Peter C. Taylor 2, Mauro Martins Teixeira 3, Thomas E. “Tem” Morrison 4
and Robert T. Schoen 5,* J. Kennedy Amaral 1, Peter C. Taylor 2, Mauro Martins Teixeira 3, Thomas E. “Tem” Morrison 4
and Robert T. Schoen 5,* . Kennedy Amaral 1, Peter C. Taylor 2, Mauro Martins Teixeira 3, Thomas E. “Tem” Morrison 4
and Robert T. Schoen 5,* 1
Department of Infectious Diseases and Tropical Medicine, Federal University of Minas Gerais,
Belo Horizonte, Minas Gerais 31270-901, Brazil; jkennedy-@hotmail.com
2
Nuffield Department of Orthopaedics, Rheumatology and Musculoskeletal Sciences, University of Oxford,
Windmill Road, Oxford, OX3 7LDR, UK; peter.taylor@kennedy.ox.ac.uk 1
Department of Infectious Diseases and Tropical Medicine, Federal University of Minas Gerais,
Belo Horizonte, Minas Gerais 31270-901, Brazil; jkennedy-@hotmail.com
2
Nuffield Department of Orthopaedics, Rheumatology and Musculoskeletal Sciences, University of Oxford,
Windmill Road, Oxford, OX3 7LDR, UK; peter.taylor@kennedy.ox.ac.uk Belo Horizonte, Minas Gerais 31270 901, Brazil; jkennedy @hotmail.com
2
Nuffield Department of Orthopaedics, Rheumatology and Musculoskeletal Sciences, University of Oxford,
Windmill Road, Oxford, OX3 7LDR, UK; peter.taylor@kennedy.ox.ac.uk p
y
y
3
Department of Biochemistry and Immunology, Federal University of Minas Gerais, Belo Horizonte,
Minas Gerais 31270-901, Brazil; mmtex.ufmg@gmail.com 4
Department of Immunology and Microbiology, University of Colorado School of Medicine, Aurora,
CO 80045, USA; Thomas.morrison@udenver.edu 5
Section of Rheumatology, Allery and Immunology, Yale University School of Medicine, New Haven,
CT 06510, USA *
Correspondence: robert.schoen@yale.edu *
Correspondence: robert.schoen@yale.edu
viruses viruses viruses viruses viruses 1. Introduction Chikungunya virus (CHIKV) is a small (60–70 nm, 12 Kb), single-stranded positive-sense RNA
virus in the Alphavirus genus of the Togaviridae family [1,2]. Like many other arboviral diseases,
chikungunya fever (CHIKF) is transmitted by mosquito vectors, primarily Aedes aegypti and Aedes
albopictus [3]. CHIKF is an infectious febrile illness often accompanied by acute and chronic arthritis. The name “chikungunya” in the Makonde dialect refers to the stooped posture assumed by many
patients who experience disabling joint pain [4]. CHIKV was isolated in 1952 during an outbreak in the Makonde Plateau, Tanzania (Africa), but
CHIKF may be much older [5]. A disease similar to CHIKF was reported in Zanzibar in 1823, and
since then, sporadic outbreaks have primarily been reported in Africa and parts of Asia. In the 21st
century, CHIKF became a global epidemic. The disease occurred in Kenya in 2004 (500,000 cases), and
in 2005, spread across countries in the Indian Ocean, including Reunion Island (266,000 cases) and
India (1.4 million cases) [3,6,7]. In 2013, CHIKF was reported in the Caribbean island of Saint Martin
and spread to 45 countries in the Americas (with more than 3 million cases) [6]. In Brazil alone, almost
500,000 cases of CHIKF have been reported since 2014 [8]. www.mdpi.com/journal/viruses Viruses 2019, 11, 289; doi:10.3390/v11030289 Viruses 2019, 11, 289 2 of 12 CHIKV infection typically occurs in two phases. In the first phase, 2 to 6 days after the mosquito
bite, infected patients develop a high fever, arthralgia and arthritis, headache, maculopapular rash, and
intense fatigue, often accompanied by anorexia, nausea, vomiting, and diarrhea [9]. In most reports,
almost all of the infected patients became symptomatic, but high rates of asymptomatic infection
have also been recorded in Thailand (47.1%) and Kenya (45.1%) with east/central/south African viral
lineages [10]. Acute CHIKF lasts approximately 10 days [4]. Neurological complications, including
encephalitis, optic neuritis, facial paralysis, sensorineural deafness, and Guillain–Barré syndrome, can
occur in a variable proportion of patients [11]. Less frequently, CHIKF causes myocarditis, cardiac
arrhythmia, severe sepsis, septic shock, and renal failure [3]. After the acute phase, the disease resolves in some patients, but 25%–40% develop chronic arthritis
that includes musculoskeletal pain, arthralgia, or frank arthritis, lasting weeks or months after the
acute attack. These symptoms can be relapsing or persistent and are unrelated to previous rheumatic
disease, which is absent in the majority of patients [12,13]. 1. Introduction CHIKF has become a global epidemic, causing acute febrile illness, chronic painful arthritis,
and severe economic harm to the affected communities [4,7]. Unfortunately, at present, the only
available treatment for acute infection is supportive—hydration, and use of opioid analgesics,
paracetamol/acetaminophen and non-steroidal anti-inflammatory drugs (NSAIDs). Aspirin has been
avoided due to the risk of bleeding, especially in patients who were co-infected with dengue or
at risk of Reye’s syndrome. Similarly, corticosteroids have been avoided due to the concern for
immunosuppression and potential exacerbation of the viral infection [4]. Despite the gaps in understanding of the mechanism of viral replication and pathogenesis of both
acute and chronic disease, various antiviral therapeutics have been investigated [14,15]. These efforts
include preclinical studies of the traditional antiviral compounds, synthesis of designer molecules,
in silico high-throughput screening for existing products with efficacy against CHIKV, nucleic
acid compounds, therapeutic monoclonal antibodies, and drugs that target host cell proteins [15]. Several compounds are in early clinical trials, including ribavirin, 6-azauridine, glycyrrhizin, and
interferon. There has also been interest in vaccine development, including virus-like particle and
measles-vectored vaccines that have reached phase 2 clinical trials [16]. However, at the present time,
no antiviral therapies or licensed vaccines are available to lessen the impact of this epidemic [15,17]. As its pathogenesis is uncertain,
there is no existing consensus as to how chronic
chikungunya arthritis (CCA) should be treated. In addition to symptomatic treatment with NSAIDs,
a variety of inflammation suppressing therapies, including corticosteroids, chloroquine (CHQ),
hydroxychloroquine (HCQ), sulfasalazine (SSZ), methotrexate (MTX), and immune-modulating
biologic agents including anti-TNF agents, B-lymphocyte depletion (rituximab), and interleukin-6
receptor inhibition (tocilizumab), have been used [13,18,19]. The treatment strategy has been empirical
and no high-quality, controlled, randomized trials have assessed these interventions in CCA [19]. In this report, we discuss the clinical features and pathogenesis of CCA, including evidence for
a persistent viral infection versus a post-infectious inflammatory disease. We considered MTX as a
therapeutic option for CCA, based on the current understanding of its pathogenesis and evaluated
the MTX studies that have been conducted in CCA [20]. Due to the severity and chronicity of CHIK
arthritis, it is important to develop effective treatment [21]. We are optimistic about the use of MTX in
CCA, based on favorable, albeit limited, clinical data [19,20,22]. 2. Chronic Chikungunya Arthritis The transition from CHIKF to CCA is variable. In many patients, arthrialgias/arthritis began
at the onset of disease and is unremitting. In others, there is transient improvement after CHIKF
followed by persisitent arthritis [4,12,23]. In several studies, 25% to 62% of patients had arthritic
symptoms 18 months after the onset of CHIKF [23,24]. Even at the 36-month follow-up, the prevalence
of arthritis has been reported to be as high as 60% [12,13,25]. Among 152 Colombian patients evaluated
at 26 weeks after disease onset, persistent arthritis was found in 54%, morning stiffness in 49%, joint Viruses 2019, 11, 289 3 of 12 edema in 41%, and both polyarthralgia and morning stiffness in 38% [26]. In a Reunion Island study
(2005–2006) of 88 patients, chronic arthritis occurred in 93%, 57%, and 47% at 3, 15, and 24 months,
respectively [24]. In another Colombian cohort (2014–2015), persistent arthritis was less frequent, with
12% affected at the 18-month follow-up [23]. Viruses 2018, 10, x
3 of 12
Reunion Island study (2005–2006) of 88 patients, chronic arthritis occurred in 93%, 57%, and 47% at Rheumatic symptoms associated with CHIKV infection include polyarthralgia, polyarthritis,
morning stiffness, joint edema, and joint redness. CHIK arthritis often causes severe pain and
associated disability [21,27]. The most commonly affected joints are hands, knees, wrists, ankles,
and shoulders [22,24,26,28]. For example, Borgherini et al. [24] reported the frequency of joints affected
as hands (57%), knees (57%), wrists (50%), ankles (46%), and shoulders (45%). Mathew et al. [29]
described the involvement of knees (83%), ankles (62%), and elbows (59%). The pattern of symmetric
polyarthralgia/polyarthritis of large and small joints, especially in the hands, knees, shoulders, wrists,
and ankles, has been frequently described [26,28–31]. 3, 15, and 24 months, respectively [24]. In another Colombian cohort (2014–2015), persistent arthritis
was less frequent, with 12% affected at the 18-month follow-up [23]. Rheumatic symptoms associated with CHIKV infection include polyarthralgia, polyarthritis,
morning stiffness, joint edema, and joint redness. CHIK arthritis often causes severe pain and
associated disability [21,27]. The most commonly affected joints are hands, knees, wrists, ankles, and
shoulders [22,24,26,28]. For example, Borgherini et al. [24] reported the frequency of joints affected as
hands (57%), knees (57%), wrists (50%), ankles (46%), and shoulders (45%). Mathew et al. [29]
described the involvement of knees (83%), ankles (62%), and elbows (59%). 2. Chronic Chikungunya Arthritis The pattern of symmetric
polyarthralgia/polyarthritis of large and small joints especially in the hands knees shoulders wrists A number of reports characterized CCA as “post-chikungunya chronic inflammatory rheumatism”
(CIR-CHIK) [12,18,26,29,30,32]. Javelle et al. [13] described 159 patients who were symptomatic
for at least 2 years, 112 of whom developed CIR-CHIK classified as mimicking four clinical
patterns—rheumatoid arthritis (RA), seronegative spondyloarthritis (SpA), fibromyalgia (FM), or
undifferentiated polyarthritis (UP), defined as the presence of inflammatory arthritis affecting more
than four joints of greater than 6 weeks duration in the absence of an alternative diagnosis. Among
these 112 patients, 33 fulfilled classification criteria for spondyloarthritis, 40 for RA, and 21 for
undifferentiated polyarthritis [13,31]. In a group of 437 patients with CHIKF (India, 2011), 57%
developed post-viral polyarthralgia, 22% inflammatory polyarthritis, and 19.5% tenosynovitis during
a 15-month period [29]. Several of these patients’ diseases were reported to mimic RA and psoriatic
arthritis (PsA) [13,30,33]. polyarthralgia/polyarthritis of large and small joints, especially in the hands, knees, shoulders, wrists,
and ankles, has been frequently described [26,28–31]. A number of reports characterized CCA as “post-chikungunya chronic inflammatory
rheumatism” (CIR-CHIK) [12,18,26,29,30,32]. Javelle et al. [13] described 159 patients who were
symptomatic for at least 2 years, 112 of whom developed CIR-CHIK classified as mimicking four
clinical patterns—rheumatoid arthritis (RA), seronegative spondyloarthritis (SpA), fibromyalgia
(FM), or undifferentiated polyarthritis (UP), defined as the presence of inflammatory arthritis
affecting more than four joints of greater than 6 weeks duration in the absence of an alternative
diagnosis. Among these 112 patients, 33 fulfilled classification criteria for spondyloarthritis, 40 for
RA, and 21 for undifferentiated polyarthritis [13,31]. In a group of 437 patients with CHIKF (India,
2011), 57% developed post-viral polyarthralgia, 22% inflammatory polyarthritis, and 19.5%
tenosynovitis during a 15-month period [29]. Several of these patients’ diseases were reported to Similarly, Schilte et al. [25] studied 180 patients with CHIKV arthritis of 36 months duration in
whom the hands, wrists, ankles, and knees were most affected. Around 60%–80% of the patients had
intermittent arthritis, while arthritis was unremitting in 20%–40%. Among 173 patients with CHIKV
evaluated at 27.5 months, Essackjee et al. [33] reported that 78.6% had persistent musculoskeletal
symptoms and 5% met the American College of Rheumatology/European League Against Rheumatism
(ACR/EULAR) criteria for RA. mimic RA and psoriatic arthritis (PsA) [13,30,33]. Similarly, Schilte et al. 2. Chronic Chikungunya Arthritis [25] studied 180 patients with CHIKV arthritis of 36 months duration in
whom the hands, wrists, ankles, and knees were most affected. Around 60%–80% of the patients had
intermittent arthritis, while arthritis was unremitting in 20%–40%. Among 173 patients with CHIKV
evaluated at 27.5 months, Essackjee et al.[33] reported that 78.6% had persistent musculoskeletal
symptoms and 5% met the American College of Rheumatology/European League Against
Rh
ti
(ACR/EULAR)
it
i f
RA Other reports have also focused on CCA as an “RA mimic”. Among the 203 patients with CHIKF
who developed joint pain, 36% (34/94) met the ACR/EULAR criteria for RA [34]. In other reports, RA
mimics have been even more frequent. In 39 Colombian patients with CHIKF, 90% developed arthritis
that met the RA ACR/EULAR criteria [35]. In a small cohort of 10 American relief workers who
developed CHIKF in Haiti, 8 of 10 fulfilled the ACR/EULAR criteria for seronegative RA, presenting
with morning stiffness and polyarthritis, especially in the hands, wrists, feet, and ankles [36]. A typical
example of symmetrical polyarthritis of the hands—reminiscent of RA—in one of our patients is shown
in Figure 1. Another parallel to RA has been the finding of subchondral bone erosions, joint effusions,
and joint thickening in patients with CCA [34,37]. Rheumatism (ACR/EULAR) criteria for RA. Other reports have also focused on CCA as an “RA mimic”. Among the 203 patients with CHIKF
who developed joint pain, 36% (34/94) met the ACR/EULAR criteria for RA [34]. In other reports, RA
mimics have been even more frequent. In 39 Colombian patients with CHIKF, 90% developed
arthritis that met the RA ACR/EULAR criteria [35]. In a small cohort of 10 American relief workers
who developed CHIKF in Haiti, 8 of 10 fulfilled the ACR/EULAR criteria for seronegative RA,
presenting with morning stiffness and polyarthritis, especially in the hands, wrists, feet, and ankles
[36]. A typical example of symmetrical polyarthritis of the hands—reminiscent of RA—in one of our
patients is shown in Figure 1. Another parallel to RA has been the finding of subchondral bone
erosions, joint effusions, and joint thickening in patients with CCA [34,37]. Figure 1. Woman, 82 years old, 2 years after CHIKV infection. Intense arthritis of
metacarpophalangeal joints and wrist. Figure 1. Woman, 82 years old, 2 years after CHIKV infection. Intense arthritis of metacarpophalangeal
joints and wrist. Figure 1. Woman, 82 years old, 2 years after CHIKV infection. 2. Chronic Chikungunya Arthritis Intense arthritis of
metacarpophalangeal joints and wrist. Figure 1. Woman, 82 years old, 2 years after CHIKV infection. Intense arthritis of metacarpophalangeal
joints and wrist. 4 of 12 Viruses 2019, 11, 289 Among reports of CCA patients whose disease mimics RA, the rates of rheumatoid factor (RF)
and anti-cyclic citrullinated peptide antibody (CCP) positivity have varied widely. In an Indian study,
13 of 95 patients and 4 of 67 patients were respectively positive for RF and anti-CCP antibody [38]. In other reports, RF positivity has varied between 25% and 43%, and anti-CCP antibody positivity
has been less frequent [39]. We observed a patient who developed RA symptoms 3 months after
CHIKF who was positive for both RF and anti-CCP antibody. In addition, this patient developed
neutropenia and splenomegaly within 1 year after the onset of her arthritis, establishing the diagnosis
of Felty’s syndrome [40]. On the other hand, in a Colombian cohort of 109 CCA patients, 98% had
no detectable RF or anti-CCP antibodies [12]. In the Haitian report, none of the 8 RA mimic patients
had RF or anti-CCP antibody positivity [36], and of the 22 prospectively evaluated Reunion Island
patients with long-term arthralgia, none were positive for anti-CCP antibody [13,31]. There may be
two different groups of chronic arthritis patients being reported—CCA patients who are negative for
RF and anti-CCP antibody, and another group that are more frequently positive for RF and anti-CCP
antibody and actually suffering from two diseases, CHIKF followed by new onset of RA. Recently in our clinic, we evaluated a cohort of 50 Brazilian patients seen with CCA that we
defined as arthritis/arthralgia, persisting for more than 3 months after the onset of CHIKF [41]. Our patients, 90% of whom were self-referred, experienced chronic pain and disability prior to
evaluation in our clinic. The mean time between the onset of CHIKF and the first visit to us was 14.2
months, similar to the delays of 8 months to 2 years in treatment of CCA reported elsewhere [41]. Thirty of our patients (60%) had arthralgia while 20 patients (40%) also had arthritis, with clinically
evident synovitis (Figure 1). Arthralgia was most common in the hands (56%), ankles (48%), and knees
(44%). Arthralgia was polyarticular (>4 joints) (76%) or oligoarticular (2–4 joints) (24%). Of the patients
with arthritis, all 20 had hand involvement. 2. Chronic Chikungunya Arthritis Other joints with arthritis included wrists in 16 (32%),
ankles in 12 (24%), and ankles and knees in 9 (18%) patients. Overall, both large and small joints of
the upper and lower extremities were affected. Morning stiffness, low back pain, and neck pain were
reported by 3 (6%), 8 (16%), and 3 (6%) patients, respectively. The ACR criteria for RA were met by 11
(22%) of the patients, and another 7 (14%) met the criteria for FM [41]. We evaluated whether pre-existing rheumatic disease in our patients impacted the subsequent
clinical expression of CCA and found that pre-existing rheumatic diseases could aggravate the pain
in CCA patients. Similarly, among 159 cases of CHIK-CIR analyzed by Javelle et al. [12], 50 (31%)
had previous “rheumatic and musculoskeletal disorders”, including 6 with “chronic inflammatory
rheumatism” [12]. Sissoko [32] observed osteoarthritis in 38 of 147 (26%) patients who were followed
for 15 months. In a small study, Zeana [42] reported preexisting rheumatic disease, including
osteoarthritis, carpal tunnel syndrome, retrocalcaneal bursitis, and lateral epicondylitis. Essackjee [33]
found that among 173 patients followed for more than 2 years after CHIKV infection, 27 (15.6%) had
some pre-existing musculoskeletal disease. In our cohort, the rate of pre-existing rheumatic disease
was significant (22 of 50; 44%), but there was no relationship between these conditions and the clinical
expression of CHIK arthritis or the response to treatment [41]. Suggested risk factors for progression to long-term disease include female sex, age greater than
45, diabetes mellitus, hypertension, dyslipidemia, and previous rheumatic disease [43]. In addition,
one study found that more severe initial CHIKV infection predicted a greater likelihood of long-term
arthritis [44]. 3. Replication Cycle of Chikungunya Virus The transmission cycle of CHIKV requires the infection of female mosquitoes through a
virus-containing blood meal and, following an appropriate extrinsic incubation period, transmission
to another vertebrate host during subsequent feeding [1,4]. The ability of CHIKV to bind human
cells and to replicate in cell cultures was documented, and the general features are similar to
other alphaviruses [45–47]. CHIKV is internalized into human target cells mainly as a result of Viruses 2019, 11, 289 5 of 12 receptor-mediated endocytosis involving clathrin-dependent mechanisms, delivering the virus to
endosomes from which the viral capsid is released into the cytosol [48–50]. The latter process is triggered by the low pH environment in the endosome that induces
conformational changes in the viral E1 and E2 glycoproteins. These conformational changes result in
exposure of the E1 fusion loop, which inserts into the host membrane and promotes fusion of the viral
envelope and endosomal membrane. The synthesis of viral RNA occurs in the replication complexes
found in the bulb-shaped invaginations of the plasma membrane, termed spherules, and includes the
production of genomic positive-sense viral RNA, as well as a subgenomic positive-sense viral RNA,
that encodes the structural polyprotein (capsid, E3, E2, 6K/TF, E1) from a negative-sense template. Following release of the capsid protein via autoproteolysis, the E1 and E2 glycoproteins are trafficked
into the endoplasmic reticulum, transported through the Golgi, processed in the trans Golgi network,
and finally transported to the plasma membrane where virus assembly and egress occur [49,51]. CHIKV is highly cytopathic in human cell cultures, and the infected cells rapidly undergo
apoptosis [52]. Alphavirus replication strongly affects the fundamental processes of cellular physiology,
with inhibition of cell transcription and translation, and redirection of cellular resources for the
synthesis of viral proteins and viral genomes [52–54]. Studies have shown that CHIKV infection has
been associated with extensive cell death and the release of high levels of infectious virus [46,54]. In human cell cultures, CHIKV elicits an autophagic response that promotes viral replication [55–57]. A study showed that the ability of CHIKV to induce apoptosis depends on the ability of the virus
to replicate [55]. There are clues that the completion of the apoptotic process is an important element for
the efficient propagation of the virus [58]. 4. Pathogenesis of Chronic Chikungunya Arthritis There are intriguing similarities in the immunological phenotypes of peripheral blood
mononuclear cells of patients with RA and CCA (CCA), but the pathobiology of CCA is not well
understood. Proposed hypotheses include the persistence of a low level of replicating virus in the
joints, the persistence of viral RNA in synovium, and the induction of autoimmunity [63]. 3. Replication Cycle of Chikungunya Virus Inhibition of the apoptotic process by pan-caspase inhibitors
(a family of intracellular cysteine proteases critical to several cellular functions, including apoptosis
and inflammation) limits the number of CHIKV-infected cells [55,59]. A study showed that blood
monocytes were the main targets of CHIKV during acute phase infection and that macrophages and
B lymphocytes were also infected with the virus, contrary to previous reports [60]. CHIKV infection
rapidly results in the induction of type I interferons (IFNs) and the production of proinflammatory
cytokines as part of the innate cellular immune response [61,62]. 4.1. Cytokine/Chemokine Responses In some studies, CCA is associated with high levels of circulating IL-6, GM-CSF, IFN-α, and
IL-17 [64,65]. In a study of the involvement of inflammatory cytokines and chemokines, plasma
levels of IL-6 and GM-CSF were significantly higher in patients with persistent arthralgia compared
with those who had recovered [66]. IL-6 is involved in the joint inflammation associated with RA
and increases the production of cartilage-destroying enzymes. In addition to IL-6, CCA patients
have other systemic markers of inflammation, such as the IFN-induced chemokines MIG/CXCL-9
and IP-10/CXCL-10, as well as proinflammatory cytokines including IL-1β, IL-1RA, CCL-2/MCP-1,
CCL-3/MIP-1a, CCL-4/MIP-1b, and IL-12 [64]. MCP-1/CCL-2 is a major chemoattractant for
monocytes and macrophages, and is strongly expressed during acute infection in humans and animal
models [1,67]. In addition, the worsening severity of CHIKF has been associated with increased plasma levels
of IL-1β and IL-6 and a reduced level in RANTES. As in RA, high levels of IL-1β may also mediate
the development of abrupt and persistent arthralgia [68]. In a recent study, levels of all cytokines that
were elevated in patients with CCA (IL1 -RA, IL-6, IL-8, MIP-1a, MIP-1b, and MCP-1) returned to Viruses 2019, 11, 289 6 of 12 control levels following disease resolution, indicating that elevations of these cytokines were specific
for patients who develop chronic arthritis [65]. Viruses 2018, 10, x
6 of 12
lymphocytes, acting as a growth factor for natural killer (NK) cells, increasing their cytotoxic action A study of the cytokine profile of patients in the acute and chronic phases of CHIKF identified
dramatically elevated levels of IL-12 in chronic patients [64]. IL-12 is essential for the synthesis
of Th1 lymphocytes, acting as a growth factor for natural killer (NK) cells, increasing their
cytotoxic action [69]. In the synovial tissue analysis of patients with CCA, there was evidence
of active monocyte/macrophage trafficking and several abnormal histological findings in the
synovial membrane, including synovial lining hyperplasia, vascular proliferation, and infiltration of
macrophages [64]. y
p
y
g
g
g
y
[69]. In the synovial tissue analysis of patients with CCA, there was evidence of active
monocyte/macrophage trafficking and several abnormal histological findings in the synovial
membrane, including synovial lining hyperplasia, vascular proliferation, and infiltration of
macrophages [64]. Most parenchymal cells express interleukin-17 receptors. 4.1. Cytokine/Chemokine Responses Signaling through these receptors
induces target cells to produce proinflammatory factors, such as IL-1, IL-6, IL-8, TNF, and matrix
metalloproteinases capable of destroying the extracellular matrix and causing bone resorption Most parenchymal cells express interleukin-17 receptors. Signaling through these receptors
induces target cells to produce proinflammatory factors, such as IL-1, IL-6, IL-8, TNF, and matrix
metalloproteinases capable of destroying the extracellular matrix and causing bone resorption [2,62,70]. This helps in understanding cases of bone erosion and joint damage in patients with CCA (Figure 2). p
p
y
g
g
p
[2,62,70]. This helps in understanding cases of bone erosion and joint damage in patients with CCA
(Figure 2). Figure 2. Cytokines that participate in the pathogenic process of acute and chronic phases of CHIKV
infection and likely mechanism of action of MTX therapy. Figure 2. Cytokines that participate in the pathogenic process of acute and chronic phases of CHIKV
infection and likely mechanism of action of MTX therapy. Figure 2. Cytokines that participate in the pathogenic process of acute and chronic phases of CHIKV
infection and likely mechanism of action of MTX therapy. Figure 2. Cytokines that participate in the pathogenic process of acute and chronic phases of CHIKV
infection and likely mechanism of action of MTX therapy. 4 2 Cellular Response
4.2. Cellular Response p
An inefficient antiviral response due to disturbed immune cell function (NK, T cell, B cell, etc.)
may be a possible reason for the persistence of the virus and/or chronic arthralgia [71]. For example,
in one study, the expression of NKG2A and CD94 inhibitory receptors on natural killer (NK)/natural
killer T cell (NKT) cells from chronic CHIK patients was elevated [71]. Another study that examined
human synovial biopsies with CCA showed a high fraction of activated CD69 + CD4 + T cells,
suggesting that these cells may contribute to chronic disease [64]. Indeed, a study reported the
reduced frequency of NK-like T cells, lower expression of perforin + NK, and higher expression of
TNF-α + NK-like T and IFN-γ + NK-like T cells as markers of chronic arthritic diseases [72]
An inefficient antiviral response due to disturbed immune cell function (NK, T cell, B cell, etc.)
may be a possible reason for the persistence of the virus and/or chronic arthralgia [71]. For example, in
one study, the expression of NKG2A and CD94 inhibitory receptors on natural killer (NK)/natural killer
T cell (NKT) cells from chronic CHIK patients was elevated [71]. Another study that examined human
synovial biopsies with CCA showed a high fraction of activated CD69 + CD4 + T cells, suggesting that
these cells may contribute to chronic disease [64]. Indeed, a study reported the reduced frequency of
NK-like T cells, lower expression of perforin + NK, and higher expression of TNF-α + NK-like T and
IFN-γ + NK-like T cells as markers of chronic arthritic diseases [72]. 5. Methotrexate Therapy of Chronic Chikungunya Arthritis To explain the anti-inflammatory properties of MTX, several mechanisms of action have
been suggested, including the inhibition of purine and pyrimidine synthesis, suppression of
transmethylation reactions with accumulation of polyamines, reduction of antigen-dependent
T-cell proliferation, and promotion of adenosine release with adenosine-mediated suppression of
inflammation [77,78]. In RA, the anti-inflammatory effects of MTX seem to be related to an extracellular
increase in adenosine and its interaction with specific cell surface receptors. This is followed
by the inhibition of purine and pyrimidine synthesis, mediated by the production of interleukin
8 (IL8)/CXCL8 by peripheral blood mononuclear cells (PBMC), the secretion of IL6 by human
monocytes, and the inhibition of other proinflammatory cytokines, including IL-1, IL-2, IL-8, IL-12,
and TNF-α [78,79]. In addition, MTX reduces the production of IL-4, IL-6, IL-13, TNF-α, interferon
gamma (IFNγ), and granulocyte-macrophage colony-stimulating factor (GM-CSF), due to the de novo
synthesis of purines and pyrimidines [80]. Studies in animal models have shown that a low dose of MTX promotes intracellular accumulation
of 5-aminoimidazole-4-carboxamide ribonucleotide (AICAR), an intermediate in purine synthesis,
and that the accumulation of AICAR is associated with increased adenosine release in inflammatory
exudates; adenosine mediates the anti-inflammatory effects of MTX in animal models of both acute
inflammation and adjuvant arthritis [77,81]. As CCA is similar to RA [26,30,36] and has a similar pathogenesis [2,62–64], the improvement
of patients with CCA using MTX [20,41] could be due to the increase in adenosine, in addition to the
decrease in levels of inflammatory interleukins. A recent study revealed that MTX treatment is probably safe and does not affect the antiviral
and inflammatory responses of primary human synovial fibroblasts (HSF). MTX alone did not
increase the capacity of CHIKV to infect and replicate in HSF [82]. This fact is important because the
immunomodulatory activity of MTX in the context of viral persistence has been of concern. We conducted a systematic review to evaluate the efficacy and safety of MTX in CCA [20]. Among 131 possibly relevant available studies, six met our evaluation criteria. Of these, four
were retrospective studies, one was an uncontrolled prospective study, and one was an unblinded
randomized clinical trial comparing MTX monotherapy to MTX combined with sulfasalazine and
hydroxychloroquine. Based on our review of published studies of MTX in CCA, we believe that (a)
MTX treatment has been safe and (b) the evidence warrants high-quality randomized clinical trials of
MTX in CCA [20]. 4 3 Autoimmunity
4.3. Autoimmunity 4.3. Autoimmunity
Experiments using non-human primates and mice demonstrated that the RNA and CHIKV
antigen remained detectable in musculoskeletal and other tissues for months after infection. In mice,
the long-term persistence of viral RNA was associated with chronic inflammatory pathology and
immune activation [73]. In the mouse model, chronic arthritis may be related to persistent,
replicating, transcriptionally active CHIKV RNA [74]. In contrast, in an analysis of 33 patients 22
months after acute infection, no viral RNA or proteins were identified in the synovial fluid,
Experiments using non-human primates and mice demonstrated that the RNA and CHIKV
antigen remained detectable in musculoskeletal and other tissues for months after infection. In mice,
the long-term persistence of viral RNA was associated with chronic inflammatory pathology and
immune activation [73]. In the mouse model, chronic arthritis may be related to persistent, replicating,
transcriptionally active CHIKV RNA [74]. In contrast, in an analysis of 33 patients 22 months after
acute infection, no viral RNA or proteins were identified in the synovial fluid, suggesting that viral Viruses 2019, 11, 289 7 of 12 persistence may not be necessary for persistent arthritis [75]. The authors suggested that autoantigens
or autoreactive lymphocytes could be present in the synovium or muscle tissue, contributing to
the CCA. Immunohistology on muscle biopsies from two CHIKV-infected patients with a myositic
syndrome showed that viral antigens were found exclusively inside skeletal muscle progenitor cells;
viral RNA has also been detected in synovial and muscle tissue biopsies collected from patients with
CCA [51,63,76]. 5. Methotrexate Therapy of Chronic Chikungunya Arthritis As noted, we recently evaluated the effectiveness of MTX in pain reduction using a visual analog
scale (VAS) (0–10) with higher values indicating more severe pain [41]. We treated 48 Brazilian CCA
patients who were seen 14.2 (SD, 4.2) months after the onset of disease. Sixty percent of the patients
had arthralgia. Forty percent also had arthritis. The patients received MTX 7.5 mg/week with folic
acid, with dose escalations for refractory symptoms at 4 weeks. The final mean MTX dose was 9.2 (SD,
3.2) mg/week. The mean reductions in pain at 4 and 8 weeks, compared to baseline, were 4.3 (3.0)
(p < 0.0001) and 4.5 (2.6) (p < 0.0001), respectively [41] Viruses 2019, 11, 289 8 of 12 6. Conclusions The reported improvement of CCA patients treated with MTX may be a pathway for
understanding the uncertain pathogenesis of this emerging form of arthritis. The similarities in
the clinical and pathogenic characteristics of CCA and RA make MTX an essential drug to evaluate in
CCA. A better understanding of the treatment of CCA should provide further insights, not only in this
disease, but in other forms of inflammatory arthritis, including RA. Author Contributions: All authors have made substantial contributions to the conception of the work and
have drafted the work or substantively revised it; A.N.D. has approved the submitted version; they agree to be
personally accountable for their contributions and for questions related to the accuracy or integrity of any part
of the work. Conceptualization, J.K.A., P.C.T., M.M.T., T.E.T.M. and R.T.S.; Writing—Original Draft Preparation,
J.K.A., P.C.T., M.M.T., T.E.T.M. and R.T.S.; Writing—Review & Editing, J.K.A., P.C.T., M.M.T., T.E.T.M. and R.T.S. Conflicts of Interest: The authors declare no conflict of interest. Conflicts of Interest: The authors declare no conflict of interest. References 1. Solignat, M.; Gay, B.; Higgs, S.; Briant, L.; Devaux, C. Replication cycle of chikungunya: A re-emerging
arbovirus. Virology 2009, 393, 183–197. [CrossRef] [PubMed] 1. Solignat, M.; Gay, B.; Higgs, S.; Briant, L.; Devaux, C. Replication cycle of chikungunya: A re-emerging
arbovirus. Virology 2009, 393, 183–197. [CrossRef] [PubMed] 2. Bautista-Reyes, E.; Núñez-Avellaneda, D.; Alonso-Palomares, L.A.; Salazar, M.I. Chikungunya: Molecular
Aspects, Clinical Outcomes and Pathogenesis. Rev. Invest. Clin. 2017, 69. [CrossRef] [PubMed] 3. Staples, J.; Breiman, R.; Powers, A. Chikungunya Fever: An Epidemiological Review of a Re-Emerging
Infectious Disease. Clin. Infect. Dis. 2009, 49, 942–948. [CrossRef] 4. Thiberville, S.; Moyen, N.; Dupuis-Maguiraga, L.; Nougairede, A.; Gould, E.A.; Roques, P.; De Lamballerie, X. Chikungunya fever: Epidemiology, clinical syndrome, pathogenesis and therapy. Antiviral Res. 2013, 99,
345–370. [CrossRef] [PubMed] 5. Ross, R.W. The Newala epidemic: III. The virus: Isolation, pathogenic properties and relationship to the
epidemic. J. Hyg (Lond). 1956, 54, 177–191. [CrossRef] [PubMed] 6. Yactoyo, S.; Staples, J.E.; Millot, V.; Cibrelus, L.; Ramon-Pardo, P. Epidemiology of chikungunya in the
Americas. J. Infect. Dis. 2016, 214, 441–445. [CrossRef] 7. Wahid, B.; Ali, A.; Rafique, S.; Idrees, M. Global expansion of chikungunya virus: Mapping the 64-year
history. Int. J. Infect. Dis. 2017, 58, 69–76. [CrossRef] 8. Amaral, J.K.; Schoen, R.T. Chikungunya in Brazil: Rheumatologists on the Front Line. J. Rheumatol. 2018, 45,
1491–1492. [CrossRef] 9. Simon, F.W.; Javelle, E.; Oliver, M.; Leparc-Goffart, I.; Marimoutou, C. Chikungunya Virus Infection. Curr. Infect. Dis. Rep. 2011, 13, 218–228. [CrossRef] 10. Gay, N.; Rousset, D.; Huc, P.; Matheus, S.; Rosine, J.; Ledrans, M.; Noël, H. Seroprevalence of Asian Lineage
Chikungunya Virus Infection on Saint Martin Island, 7 Months After the 2013 Emergence. Am. J. Trop. Med. Hyg. 2016, 94, 393–396. [CrossRef] yg
11. Mehta, R.; Gerardin, P.; de Brito, C.; Soares, C.N.; Ferreira, M.; Solomon, T. The neurological complications of
chikungunya virus: A. systematic review. Rev. Medical. Virol. 2018, 28, e1978. [CrossRef] 12. Rodríguez-Morales, A.J.; Cardona-Ospina, J.A.; Fernanda Urbano-Garzón, S.; Sebastian Hurtado-Zapata, J. Prevalence of Post-Chikungunya Infection Chronic Inflammatory Arthritis: A Systematic Review and
Meta-Analysis. Arthritis Care Res. 2016, 68, 1849–1858. [CrossRef] 13. Javelle, E.; Ribera, A.; Degasne, I.; Gaüzère, B.; Marimoutou, C.; Simon, F. Specific Management of
Post-Chikungunya Rheumatic Disorders: A Retrospective Study of 159 Cases in Reunion Island from
2006–2012. PLoS Negl. Trop Dis. 2015, 9, e0003603. [CrossRef] 14. Tharmarajah, K.; Mahalingam, S.; Zaid, A. Chikungunya: Vaccines and therapeutics. F1000Research 2017,
6, 2114. [CrossRef] 15. Powers, A.M. Vaccine and Therapeutic Options To Control Chikungunya Virus. Clin. Microbiol. Rev. 2017
31, e00104-16. [CrossRef] References Powers, A.M. Vaccine and Therapeutic Options To Control Chikungunya Virus. Clin. Microbiol. Rev. 2017,
31, e00104-16. [CrossRef] 9 of 12 Viruses 2019, 11, 289 16. Reisinger, E.C.; Tschismarov, R.; Beubler, E.; Wiedermann, U.; Firbas, C.; Loebermann, M.; Ramsauer, K. Immunogenicity, safety, and tolerability of the measles-vectored chikungunya virus vaccine MV-CHIK:
A double-blind, randomised, placebo-controlled and active-controlled phase 2 trial. Lancet 2018, 392,
2718–2727. [CrossRef] 17. Zaid, A.M.; Gérardin, P.; Taylor, A.; Mostafavi, H.; Malvy, D.; Mahalingam, S. Chikungunya Virus
Arthritis:
Implications of Acute and Chronic Inflammation Mechanisms on Patient Management. Arthritis Rheumatol. 2017. [CrossRef] 18. Simon, F.; Javelle, E.; Cabie, A.; Bouquillard, E.; Troisgros, O.; Gentile, G.; Leparc-Goffart, I.; Hoen, B.;
Gandjbakhch, F.; Rene-Corail, P.; et al. French guidelines for the management of chikungunya (acute and
persistent presentations). November 2014. Med. Mal. Infect. 2015, 45, 243–263. [CrossRef] 19. Martí-Carvajal, A.; Ramon-Pardo, P.; Javelle, E.; Simon, F.; Aldighieri, S.; Horvath, H.; Reveiz, L. Interventions
for treating patients with chikungunya virus infection-related rheumatic and musculoskeletal disorders:
A systematic review. PLoS ONE 2017, 12, e0179028. [CrossRef] 20. Amaral, J.K.; Sutaria, R.; Schoen, R.T. Treatment of chronic chikungunya arthritis with methotrexate:
A systematic review. Arthritis Care Res. 2018. [CrossRef] 21. Marimoutou, C.; Ferraro, J.; Javelle, E.; Deparis, X.; Simon, F. Chikungunya infection: Self-reported rheumatic
morbidity and impaired quality of life persist 6 years later. Clin. Microbiol. Infect. 2015, 21, 688–693. [CrossRef]
[PubMed] 22. Ganu, M.A.; Ganu, A.S. Post-chikungunya chronic arthritis—our experience with DMARDs over two year
follow up. J. Assoc. Physicians India 2011, 59, 83–86. 23. Chang, A.Y.; Encinales, L.; Porras, A.; Pacheco, N.; Reid, S.P.; Martins, K.A.; Simon, G.L. Frequency of
Chronic Joint Pain Following Chikungunya Virus Infection. Arthritis Rheumatol. 2018. [CrossRef] 24. Borgherini, G.; Poubeau, P.; Jossaume, A.; Gouix, A.; Cotte, L.; Michault, A.; Paganin, F. Persistent Arthralgia
Associated with Chikungunya Virus: A Study of 88 Adult Patients on Reunion Island. Clin. Infect. Dis. 2008,
47, 469–475. [CrossRef] [PubMed] 25. Schilte, C.; Staikovsky, F.; Couderc, T.; Madec, Y.; Carpentier, F.; Kassab, S.; Michault, A. Chikungunya
Virus-associated Long-term Arthralgia: A 36-month Prospective Longitudinal Study. PLoS Negl. Trop Dis. 2013, 7, e2137. [CrossRef] 26. Rodriguez-Morales,
A.J.;
Gil-Restrepo,
A.F.;
Ramírez-Jaramillo,
V.;
Montoya-Arias,
C.P.;
Acevedo-Mendoza, W.F.; Bedoya-Arias, J.E.; Lagos-Grisales, G.J. Post-chikungunya chronic inflammatory
rheumatism: Results from a retrospective follow-up study of 283 adult and child cases in La Virginia,
Risaralda, Colombia. F1000Research 2016, 5, 360. [CrossRef] 27. References De Andrade, D.C.; Jean, S.; Clavelou, P.; Dallel, R.; Bouhassira, D. Chronic pain associated with the
Chikungunya Fever: Long lasting burden of an acute illness. BMC Infect Dis. 2010, 10. [CrossRef] 28. Kularatne, S.A.; Weerasinghe, S.C.; Gihan, C.; Wickramasinghe, S.; Dharmarathne, S.; Abeyrathna, A.;
Jayalath, T. Epidemiology, Clinical Manifestations, and Long-Term Outcomes of a Major Outbreak of
Chikungunya in a Hamlet in Sri Lanka, in 2007: A Longitudinal Cohort Study. J. Trop Med. 2012, 2012, 1–6. [CrossRef] 29. Mathew,
A.J.;
Goyal,
V.;
George,
E.;
Thekkemuriyil,
D.V.;
Jayakumar,
B.;
Chopra,
A. Rheumatic-musculoskeletal pain and disorders in a naïve group of individuals 15 months following a
Chikungunya viral epidemic in south India: A population based observational study. Int. J. Clin. Pract. 2011,
65, 1306–1312. [CrossRef] 30. Bouquillard, É.; Combe, B. A report of 21 cases of rheumatoid arthritis following Chikungunya fever. A
mean follow-up of two years. Joint. Bone Spine. 2009, 76, 654–657. [CrossRef] 31. Javelle, E.; Ribera, A.; Degasne, I.; Marimoutou, C.; Simon, F. Clinical spectrum of post-chikungunya
rheumatic musculoskeletal disorders and use of disease-modifying antirheumatic drugs to treat the chronic
inflammatory entities: 6-year experience from Reunion Island. BMC Infect Dis. 2014, 14 (Suppl. 2), O20. [CrossRef] 32. Sissoko, D.; Malvy, D.; Ezzedine, K.; Renault, P.; Moscetti, F.; Ledrans, M.; Pierre, V. Post epidemic
chikungunya disease on Reunion Island: Course of rheumatic manifestations and associated factors over a
15-month period. PLoS Negl. Trop Dis. 2009, 3, e389. [CrossRef] 10 of 12 Viruses 2019, 11, 289 10 of 12 33. Essackjee, K.; Goorah, S.; Ramchurn, S.K.; Cheeneebash, J.; Walker-Bone, K. Prevalence of and risk factors
for chronic arthralgia and rheumatoid-like polyarthritis more than 2 years after infection with chikungunya
virus. Postgrad. Med. J. 2013, 89, 440–447. [CrossRef] 34. Manimunda, S.P.; Vijayachari, P.; Uppoor, R.; Sugunan, A.P.; Singh, S.S.; Rai, S.K.; Guruprasad, D.R. Clinical progression of chikungunya fever during acute and chronic arthritic stages and the changes in joint
morphology as revealed by imaging. Trans. R Soc. Trop Med. Hyg. 2010, 104, 392–399. [CrossRef] Clinical progression of chikungunya fever during acute and chronic arthritic stages and the changes in joint
morphology as revealed by imaging. Trans. R Soc. Trop Med. Hyg. 2010, 104, 392–399. [CrossRef] 35. Rodriguez-Morales, A.J.; Villamil-Gomez, W.; Merlano-Espinosa, M.; Simone-Kleber, L. Post-chikungunya
chronic arthralgia: A first retrospective follow-up study of 39 cases in Colombia. Clin. Rheumatol. 2015, 35,
831–832. [CrossRef] 36. References Miner, J.J.; Aw Yeang, H.X.; Fox, J.M.; Taffner, S.; Malkova, O.N.; Oh, S.T.; Kim, A.H.J.; Diamond, M.S.;
Lenschow, D.J.; Yokoyama, W.M. Brief report: Chikungunya viral arthritis in the united states: A mimic of
seronegative rheumatoid arthritis. Arthritis Rheumatol. 2015, 67, 1214–1220. [CrossRef] 37. Chaaithanya, I.K.; Muruganandam, N.; Raghuraj, U.; Sugunan, A.P.; Rajesh, R.; Anwesh, M.; Vijayachari, P. Chronic inflammatory arthritis with persisting bony erosions in patients following chikungunya infection. Indian J. Med. Res. 2014, 140, 142–145, Retrieved March 10, 2017. 38. Chopra, A.; Anuradha, V.; Lagoo-Joshi, V.; Kunjir, V.; Salvi, S.; Saluja, M. Chikungunya virus aches and pains:
An emerging challenge. Arthritis Rheum. 2008, 58, 2921–2922. [CrossRef] 39. Horcada, M.L.; Díaz-Calderón, C.; Garrido, L. Chikungunya Fever. Rheumatic Manifestations of an Emerging
Disease in Europe. Reumatol. Clin. (English Edition). 2015, 11, 161–164. [CrossRef] 40. Amaral, J.K.; Schoen, R.T. A Case Report of Chikungunya Fever, Rheumatoid Arthritis, and Felty’s Syndrome. Rheumatol. Ther. 2018. [CrossRef] 41. Amaral, J.K.; Bingham, C.O.; Schoen, R.T. Successful Methotrexate Treatment of Chronic Chikungunya
Arthritis. J. Clin. Rheumatol. 2018, 1. [CrossRef] 42. Zeana, C.; Kelly, P.; Heredia, W.; Cifuentes, A.; Franchin, G.; Purswani, M.; Hagmann, S.H. Post-chikungunya
rheumatic disorders in travelers after return from the Caribbean. Travel Med. Infect. Dis. 2016, 14, 21–25. [CrossRef] [PubMed] 43. Gérardin, P.; Fianu, A.; Michault, A.; Mussard, C.; Boussaïd, K.; Rollot, O.; Grivard, P.; Kassab, S.;
Bouquillard, E.; Borgherini, G.; et al. Predictors of chikungunya rheumatism: A prognostic survey ancillary
to the TELECHIK cohort study. Arthritis Res. Ther. 2013, 15, R9. [CrossRef] [PubMed] 44. Yaseen, H.M.; Simon, F.; Deparis, X.; Marimoutou, C. Identification of initial severity determinants to predict
arthritis after chikungunya infection in a cohort of French gendarmes. BMC Musculoskelet Disord. 2014, 15. [CrossRef] 45. Cunningham, A.L.; Fraser, J. Ross river virus infection of human synovial cells in vitro. Aust. J. Exp. Biol. Med. Sci. 1985, 63, 197–204. [CrossRef] 46. Linn, M.L.; Aaskov, J.G.; Suhrbier, A. Antibody-dependent enhancement and persistence in macrophages of
an arbovirus associated with arthritis. J. Gen. Virol. 1996, 77, 407–411. [CrossRef] [PubMed] 47. Lee, R.C.; Hapuarachchi, H.C.; Chen, K.C.; Hussain, K.M.; Chen, H.; Low, S.L.; Chu, J.J. Mosquito Cellular
Factors and Functions in Mediating the Infectious entry of Chikungunya Virus. PLoS Negl. Trop Dis. 2013,
7, e2050. [CrossRef] 48. Bernard, E.; Solignat, M.; Gay, B.; Chazal, N.; Higgs, S.; Devaux, C.; Briant, L. Endocytosis of Chikungunya
Virus into Mammalian Cells: Role of Clathrin and Early Endosomal Compartments. References PLoS ONE 2010,
5, e11479. [CrossRef] 49. Wichit, S.; Hamel, R.; Bernard, E.; Talignani, L.; Diop, F.; Ferraris, P.; Missé, D. Imipramine Inhibits
Chikungunya Virus Replication in Human Skin Fibroblasts through Interference with Intracellular
Cholesterol Trafficking. Sci. Rep. 2017, 7. [CrossRef] 0. Kielian, M. Membrane fusion And the Alphavirus Life Cycle. Adv. Virus. Res. 1995, 113–151. [CrossRef 51. Ozden, S.; Huerre, M.; Riviere, J.; Coffey, L.L.; Afonso, P.V.; Mouly, V.; Ceccaldi, P. Human Muscle Satellite
Cells as Targets of Chikungunya Virus Infection. PLoS ONE. 2007, 2, e527. [CrossRef] 52. Sourisseau, M.; Schwartz, O. Characterization of reemerging chikungunya virus. Plos Pathog. 2007, 3,
0804–0817. [CrossRef] 53. Ashok, A.; Atwood, W.J. Contrasting Roles of Endosomal pH and the Cytoskeleton in Infection of Human
Glial Cells by JC Virus and Simian Virus 40. J. Virol. 2003, 77, 1347–1356. [CrossRef] 11 of 12 Viruses 2019, 11, 289 54. Krejbich-Trotot, P.; Denizot, M.; Hoarau, J.; Jaffar-Bandjee, M.; Das, T.; Gasque, P. Chikungunya virus
mobilizes the apoptotic machinery to invade host cell defenses. FASEB J. 2011, 25, 314–325. [CrossRef] 55. Judith, D.; Mostowy, S.; Bourai, M.; Gangneux, N.; Lelek, M.; Lucas-Hourani, M.; Lecuit, M. Species-specific
impact of the autophagy machinery on Chikungunya virus infection. EMBO Rep. 2013, 14, 534–544. [CrossRef] 56. Krejbich-Trotot, P.; Gay, B.; Li-Pat-Yuen, G.; Hoarau, J.; Jaffar-Bandjee, M.; Briant, L.; Denizot, M. Chikungunya triggers an autophagic process which promotes viral replication. Virol. J. 2011, 8, 432. [CrossRef] 57. Tang, B.L. The cell biology of Chikungunya virus infection. Cell Microbiol. 2012, 14, 1354–1363. [CrossRef]
58. Callus, B.A.; Vaux, D.L. Caspase inhibitors: Viral, cellular and chemical. Cell Death Differ. 2006, 14, 73–78. [CrossRef] 57. Tang, B.L. The cell biology of Chikungunya virus infection. Cell Microbiol. 2012, 14, 1354–1363. [Cro 58. Callus, B.A.; Vaux, D.L. Caspase inhibitors: Viral, cellular and chemical. Cell Death Differ. 2006, 14, 73–78. [CrossRef] 59. Schilte, C.; Couderc, T.; Chretien, F.; Sourisseau, M.; Gangneux, N.; Guivel-Benhassine, F.; Kraxner, A.;
Tschopp, J.; Higgs, S.; Michault, A.; et al. Type I IFN controls chikungunya virus via its action on
nonhematopoietic cells. J. Exp. Med. 2010, 207, 429–442. [CrossRef] 60. Her, Z.; Malleret, B.; Chan, M.; Ong, E.K.; Wong, S.C.; Kwek, D.J.; Ng, L.F. Active Infection of Human Blood
Monocytes by Chikungunya Virus Triggers an Innate Immune Response. J. Immunol. 2010, 184, 5903–5913. [CrossRef] 61. Chirathaworn, C.L.; Poovorawan, Y.; Lertmaharit, S.; Wuttirattanakowit, N. Cytokine levels in patients with
chikungunya virus infection. Asian Pac. J. References Trop Med. 2013, 6, 631–634. [CrossRef] 62. Miner, J.J.; Lenschow, D.J. Editorial: Lessons Learned From Chikungunya in the Americas. Arthritis Rheumatol. 2018, 70, 477–479. [CrossRef] 63. Hoarau, J.J.; Jaffar Bandjee, M.C.; Krejbich Trotot, P.; Das, T.; Li-Pat-Yuen, G.; Dassa, B.; Guichard, E.;
Ribera, A.; Henni, T.; Tallet, F.; et al. Persistent chronic inflammation and infection by chikungunya
arthritogenic alphavirus in spite of a robust host immune response. J. Immunol. 2010, 184, 5914–5927. [CrossRef] 64. Chaaitanya, I.K.; Muruganandam, N.; Sundaram, S.G.; Kawalekar, O.; Sugunan, A.P.; Manimunda, S.P.;
Ghosal, S.R.; Muthumani, K.; Vijayachari, P. Role of pro-inflammatory cytokines and chemokines in chronic
arthropathy in CHIKV infection. Viral. Immunol. 2011, 24, 265–271. [CrossRef] 65. Chow, A.; Her, Z.; Ong, E.K.; Chen, J.; Dimatatac, F.; Kwek, D.J.; Ng, L.F. Persistent Arthralgia
Induced by Chikungunya Virus Infection is Associated with Interleukin-6 and Granulocyte Macrophage
Colony-Stimulating Factor. J. Infect Dis. 2011, 203, 149–157. [CrossRef] 66. Dupuis-Maguiraga, L.; Noret, M.; Brun, S.; Le Grand, R.; Gras, G.; Roques, P. Chikungunya Disease:
Infection-Associated Markers from the Acute to the Chronic Phase of Arbovirus-Induced Arthralgia. PLoS Negl. Trop Dis. 2012, 6, e1446. [CrossRef] 67. Labadie, K.; Larcher, T.; Joubert, C.; Mannioui, A.; Delache, B.; Brochard, P.; Roques, P. Chikungunya disease
in nonhuman primates involves long-term viral persistence in macrophages. J. Clin. Invest. 2010, 120,
894–906. [CrossRef] 68. Ng, L.F.; Chow, A.; Sun, Y.; Kwek, D.J.; Lim, P.; Dimatatac, F.; Leo, Y. IL-1β, IL-6, and RANTES as Biomarkers
of Chikungunya Severity. PLoS ONE 2009, 4, e4261. [CrossRef] 69. Spadaro, A.; Scrivo, R.; Rinaldi, T.; Riccieri, V.; Sili Scavalli, A.; Taccari, E.; Valesini, G. The role of
Interleukin-12 in immune-mediated rheumatic diseases. Reumatismo 2011, 54. [CrossRef] 70. Miossec, P.; Korn, T.; Kuchroo, V.K. Interleukin-17 and Type 17 Helper, T. Cells. N. Engl. J. Med. 2009, 361,
888–898. [CrossRef] 71. Thanapati, S.; Ganu, M.A.; Tripathy, A.S. Differential inhibitory and activating NK cell receptor levels
and NK/NKT-like cell functionality in chronic and recovered stages of chikungunya. PLoS ONE 2017,
12, e0188342. [CrossRef] 72. Thanapati, S.; Ganu, M.; Giri, P.; Kulkarni, S.; Sharma, M.; Babar, P.; Tripathy, A.S. Impaired NK
cell functionality and increased TNF-α production as biomarkers of chronic chikungunya arthritis and
rheumatoid arthritis. Hum. Immunol. 2017, 78, 370–374. [CrossRef] 73. McCarthy, M.K.; Morrison, T.E. Chronic chikungunya virus musculoskeletal disease: What are the underlying
mechanisms? Future Microbiol. 2016, 11, 331–334. [CrossRef] 74. References Poo, Y.S.; Rudd, P.A.; Gardner, J.; Wilson, J.A.; Larcher, T.; Suhrbier, A. Multiple immune factors are involved
in controlling acute and chronic chikungunya virus infection. PLoS Negl. Trop Dis. 2014, 8, e3354. [CrossRef] Viruses 2019, 11, 289 12 of 12 75. Chang, A.Y.; Martins, K.A.; Encinales, L.; Reid, S.P.; Acuña, M.; Encinales, C.; Firestein, G.S. Chikungunya
Arthritis Mechanisms in the Americas. Arthritis Rheumatol. 2018, 70, 585–593. [CrossRef] 76. McCarthy, M.K.; Morrison, T.E. Persistent RNA virus infections: Do PAMPS drive chronic disease? Curr. Opin. Virol. 2017, 23, 8–15. [CrossRef] 77. Tian, H.; Cronstein, B. Understanding the mechanisms of action of methotrexate: Implications for the
treatment of rheumatoid arthritis. Bull NYU Hosp. Jt. Dis. 2007, 65, 168–173. 78. Swierkot, J.; Szechinski, J. Methotrexate in rheumatoid arthritis. Pharmacol. Rep. 2006, 58, 473–492. 79. Cutolo, M. Anti-inflammatory mechanisms of methotrexate in rheumatoid arthritis. Ann. Rheum. Dis. 2001,
60, 729–735. [CrossRef] 80. Wessels, J.A.; Huizinga, T.W.; Guchelaar, H. Recent insights in the pharmacological actions of methotrexate
in the treatment of rheumatoid arthritis. Rheumatology (Oxford). 2007, 47, 249–255. [CrossRef] 81. Montesinos, M.C.; Yap, J.S.; Desai, A.; Posadas, I.; McCrary, C.T.; Cronstein, B.N. Reversal of the
antiinflammatory effects of methotrexate by the nonselective adenosine receptor antagonists theophylline
and caffeine: Evidence that the antiinflammatory effects of methotrexate are mediated via multiple adenosine
receptors in rat adjuvant arthritis. Arthritis Rheum. 2000, 43, 656–663. [PubMed] 82. Bedoui, Y.; Giry, C.; Jaffar-Bandjee, M.; Selambarom, J.; Guiraud, P.; Gasque, P. Immunomodulatory drug
methotrexate used to treat patients with chronic inflammatory rheumatisms post-chikungunya does not
impair the synovial antiviral and bone repair responses. PLoS Negl. Trop Dis. 2018, 12, e0006634. [CrossRef] © 2019 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access
article distributed under the terms and conditions of the Creative Commons Attribution
(CC BY) license (http://creativecommons.org/licenses/by/4.0/).
|
https://openalex.org/W2766812273
|
https://figshare.com/articles/journal_contribution/QbD-driven_development_and_evaluation_of_nanostructured_lipid_carriers_NLCs_of_Olmesartan_medoxomil_employing_multivariate_statistical_techniques/5579695/1/files/9702496.pdf
|
English
| null |
QbD-driven development and evaluation of nanostructured lipid carriers (NLCs) of Olmesartan medoxomil employing multivariate statistical techniques
|
Drug development and industrial pharmacy
| 2,017
|
cc-by
| 818
|
Supplementary Data Tables Supplementary Data Tables Table S1: Comparison of predicted and experimental values of the CQAs of NLCs
Composition in
coded levels
X1 (ratio) : X2 (%)
Response
variable
Predicted
value
Experimental
value
% Prediction
Error
Optimized-NLCs
(0.30 : 0.16)
Particle Size
229.4
232.9
1.50
Zeta Potential
-20.6
-21.7
5.07
Entrapment Eff. 74.71
76.94
2.90
Drug Rel. (Q4h)
83.4
82.19
-1.47
VAL 1
(0.32 : 0.08)
Particle Size
225.5
229.78
1.86
Zeta Potential
-21.7
-19.67
-10.32
Entrapment Eff. 72.6
73.58
1.33
Drug Rel. (Q4h)
81.5
82.21
0.86
VAL 2
(0.38 : 0.34)
Particle Size
224.7
221.58
-1.41
Zeta Potential
-20.5
-21.58
5.00
Entrapment Eff. 77.5
76.68
-1.07
Drug Rel. (Q4h)
82.7
82.57
-0.16
Overall percentage error (Mean ± S.D.) = 0.54 ± 1.56
VAL 1 and VAL 2 are the validation formulations Table S1: Comparison of predicted and experimental values of the CQAs of NLCs Supplementary Data Figures Supplementary Data Figures
Figure S1: Perturbation charts for the CQA, viz. (A) particle size, (B) zeta
potential, (C) entrapment efficiency, (D) Q4h pp
y
g
Figure S1: Perturbation charts for the CQA, viz. (A) particle size, (B) zeta
potential, (C) entrapment efficiency, (D) Q4h
Figure S2: Normal plot of residuals for the CQAs viz. (A) particle size,
(B) zeta potential, (C) entrapment efficiency, (D) Q4h Figure S1: Perturbation charts for the CQA, viz. (A) particle size, (B) zeta
potential, (C) entrapment efficiency, (D) Q4h Figure S2: Normal plot of residuals for the CQAs viz. (A) particle size,
(B) zeta potential, (C) entrapment efficiency, (D) Q4h Figure S2: Normal plot of residuals for the CQAs viz. (A) particle size,
(B) zeta potential, (C) entrapment efficiency, (D) Q4h Figure S3: Predicted versus Run plots for CQAs viz. (A) particle size,
(B) zeta potential, (C) entrapment efficiency, (D) Q4h
Figure S4: Residual versus Run plots for the CQAs viz. (A) particle size, (B) zeta
potential, (C) entrapment efficiency, (D) Q4h Figure S3: Predicted versus Run plots for CQAs viz. (A) particle size,
(B) zeta potential, (C) entrapment efficiency, (D) Q4h Figure S3: Predicted versus Run plots for CQAs viz. (A) particle size,
(B) zeta potential, (C) entrapment efficiency, (D) Q4h Figure S4: Residual versus Run plots for the CQAs viz. (A) particle size, (B) zeta
potential, (C) entrapment efficiency, (D) Q4h Figure S4: Residual versus Run plots for the CQAs viz. Supplementary Data Tables (A) particle size, (B) zeta
potential, (C) entrapment efficiency, (D) Q4h Figure S5: Leverage plots for the CQAs viz. (A) particle size, (B) zeta potential, (C)
entrapment efficiency, (D) Q4h
Figure S6: Cook’s distance plots for the CQAs viz. (A) particle size, (B) zeta
potential, (C) entrapment efficiency, (D) Q4h Figure S5: Leverage plots for the CQAs viz. (A) particle size, (B) zeta potential, (C)
entrapment efficiency, (D) Q4h Figure S5: Leverage plots for the CQAs viz. (A) particle size, (B) zeta potential, (C)
entrapment efficiency, (D) Q4h Figure S5: Leverage plots for the CQAs viz. (A) particle size, (B) zeta potential, (C)
entrapment efficiency, (D) Q4h Figure S6: Cook’s distance plots for the CQAs viz. (A) particle size, (B) zeta
potential, (C) entrapment efficiency, (D) Q4h Figure S7: Box-Cox plots for the CQAs viz. (A) particle size, (B) zeta potential, (C)
entrapment efficiency, (D) Q4h Figure S7: Box-Cox plots for the CQAs viz. Supplementary Data Tables (A) particle size, (B) zeta potential, (C)
entrapment efficiency, (D) Q4h Figure S8: Linear and residual plots between the observed and predicted values
of CQAs, (A-B) particle size, (C-D) zeta potential, (E-F) entrapment
efficiency, (G-H) Q4h
y = 1.005x
R = 0.999
85
190
295
85
190
295
Predicted
Observed
-5.0
-2.5
0.0
2.5
5.0
85
190
295
%Residuals
Observed
y = 1.012x
R = 0.993
18
29
40
18
29
40
Predicted
Observed
-5.0
-2.5
0.0
2.5
5.0
18
29
40
%Residuals
Observed
y = 1.001x
R = 0.980
72
85
98
72
85
98
Predicted
Observed
-2.5
0.0
2.5
72
85
98
%Residuals
Observed
y = 1.098x
R = 0.963
72
79
86
72
79
86
Predicted
Observed
-2.5
0.0
2.5
72
79
86
%Residuals
Observed
(A)
(B)
(C)
(D)
(E)
(F)
(G)
(H) -5.0
-2.5
0.0
2.5
5.0
85
190
295
%Residuals
Observed
(B) y = 1.005x
R = 0.999
85
190
295
85
190
295
Predicted
Observed
(A) (B) (B) -5.0
-2.5
0.0
2.5
5.0
18
29
40
%Residuals
Observed
(D) y = 1.012x
R = 0.993
18
29
40
18
29
40
Predicted
Observed
(C) (D) (D) -2.5
0.0
2.5
72
85
98
%Residuals
Observed
(F) y = 1.001x
R = 0.980
72
85
98
72
85
98
Predicted
Observed
(E) (F) (E) (F) -2.5
0.0
2.5
72
79
86
%Residuals
Observed
(H) y = 1.098x
R = 0.963
72
79
86
72
79
86
Predicted
Observed
(G) (H) (H) (G) Figure S8: Linear and residual plots between the observed and predicted values
of CQAs, (A-B) particle size, (C-D) zeta potential, (E-F) entrapment
efficiency, (G-H) Q4h
|
W4385504176.txt
|
https://journals.wlb-stuttgart.de/ojs/index.php/sh/article/download/7153/7040
|
de
|
"Schreiben für das Reich Gottes"
|
Schwäbische Heimat
| 2,023
|
cc-by
| 4,860
|
«Schreiben für das Reich Gottes»
Werner Raupp
Christian Gottlob Barth,
ein schaffiger Württemberger
Im Jahre 1945 erschien in Stuttgart die 483. und letzte
Auflage eines Büchleins, das erstmals 1832 in Calw
im Schwarzwald unter dem Titel Zweymal
zwey und
fünfzig biblische Geschichten für Schule und Familien
das Licht der Welt erblickt hatte. Bis
zum Ende
des
Zweiten Weltkrieges hatte das 216seitige Werk Dut-
zende von Übersetzungen erlebt und war ein internationaler Bestseller unter den Schulbüchern geworden.
Als
ursprünglicher Verfasser
gilt Christian
Gottlob Barth, der rührige Pietistenkopf und Gründer des Calwer
Verlags, dessen Geburtstag sich in
1
diesem Jahr zum 200. Male jährt.
Jahrzehnte
Vier
Stadt Calw und
er
in der
den nahe
und Stammheim
Möttlingen
als
gewirkt:
hat
in
Hermann-Hesse-
gelegenen Dörfern
Weise
vielfältiger
in
Pfarrer, Erweckungsprediger, Dichter,
Schriftsteller und Verleger wie auch als Förderer der
Inneren und äußeren Mission und als Naturforscher.
Vor allem durch die biblischen Geschichten hat
seinen
großen Erfolg
er
erzielt und den Calwer Verlag,
der mittlerweile in Stuttgart beheimatet ist, weltweit
bekannt
gemacht.
Geboren 1799 in Stuttgart,
die
Studium der Theologie in Tübingen
(1747-1811), dem Ur-Urgroßvater Hermann Hesses,
vom
Pietistenführer
geleitet wurde. Von
In der damals
zwanzigtausend Einwohner zählen-
den Landeshauptstadt begann auch am 31. Juli 1799
humanistische
Johann Christian
1810
an
besuchte
er
Gundert
dann
das
Gymnasium, die damals
Stuttgarter
beste Schule des Landes. Vom Bildungseifer ergriffen,
Barths Lebenslauf. Seine Vorfahren väterlicherseits
galt er als ein von Ehrgeiz zerfressener Schüler (so sein
gehörten einem alteingesessenen Stuttgarter Bürger-
Mitschüler, der Jurist und Politiker Robert von Mohl).
geschlecht
an
und
waren
Strumpfstricker tätig.
Der
als
eine
Vater,
begabte Natur, war Gipser und
introvertierte Mutter,
Weingärtner
eine
und
künstlerisch
Maler. Die
ernste,
geborene Engelmann,
Über die Schule hinaus entfaltete Barth eine rege
Betriebsamkeit. So verfaßte er bereits mit zehn Jahren
eine kleine
Sammlung Biblischer Geschichten zur
Aufmunterung für die Seele,
kommt aus Kirchheim am Neckar. Ebenso wie die
von
Großeltern waren auch die Eltern religiös veranlagt
Wochenmarkt für einen
und
hatte
gehörten pietistischen
die Württembergische
Zu
seinem
Friedrich
Verwandtschaftskreis
Böhringer (1791-1867),
Verwaltungsrat
men
Kreisen
an,
die
1812
Bibelgesellschaft gründeten.
zählt
ein
in einer
dem
Groschen
Auflage
Stuttgarter
feilbot.
Damit
gleichsam sein literarisches Erstlingswerk
vorgelegt: ein nicht zu überhörendes Präludium der
zwanzig Jahre später erscheinenden Zweymal zwey
langjähriger
und fünfzig biblischen Geschichten. 1817 ließ er sodann
dieser Gesellschaft, der 1817 zusam-
mit einem Vetter Barths in Stuttgart eine Apo-
«Boehringer Ingelheim KG Chemische Fabrik»
(gegr. 1885) wurde.
Den ersten Schulunterricht erhielt der geistig
fünf weitere Schriften pietistischen Inhalts folgen, in
denen
sich
seine
dem
romantisch-idealistischen
Lebensgefühl erwachsende religiöse Einbildungskraft äußert. Die
Johann
rege
und vielfältig begabte Barth in der deutschen Schule,
Schwäbische Heimat 99/3
er
er
Christian
theke gründete, die die Keimzelle der weltbekannten
zwanzig
die
Exemplaren auf
Eine
Heinrich
Scene
aus
wichtigste
war
Jung-Stilling:
ein
Nachruf auf
Stillings Siegesfeier.
der Geisterwelt, ein
in Hexametern
abgefaßtes Epos.
341
Die
malerische Universitätsstadt
Tübingen bot
verwundert es kaum,
zeugnis
der Theologie bewohnte er das berühmte Evangeli-
des Mystizismus gelandet.
vom
in seinem
wenn es
Abgangs-
Herbst 1821 heißt, er wäre auf Irrwegen
Barth von 1817 bis 1821 eine neue Bleibe. Als Student
sche Stift, wo drei Jahrzehnte zuvor das schwäbische
Dreigestirn Hegel, Hölderlin und Schelling studiert
«So viele wie möglich zu retten»
hatte. Zu seinen Studiengenossen zählte unter ande-
als erweckter Pfarrer in Möttlingen und
rem
-
Unterhaugstett
der Dichter Wilhelm Hauff, mit dem er kurzzeitig
das Zimmer bewohnte. Dem aufklärerischen Zeit-
Für seine nach dem Vikariat 1824 beginnende Lauf-
in jenen Jahren an der evan-
bahn als Pfarrer von Möttlingen und für seine schrif-
geist verpflichtet,
war
gelisch-theologischen Fakultät
der
von
«biblischer
tenmissionarischen Projekte war der Boden bereitet:
Denkgläubigkeit» bestimmte «biblisch-verständige»
Es war die Zeit der sogenannten Erweckungsbewe-
Supranaturalismus der sogenannten Alteren Tübin-
gung («Erweckungspietismus»), die nach den Befrei-
Schule
ger
Dieser
vorherrschend.
konnte
den
mystisch-spiritualistisch gesinnten Barth zwar nicht
entscheidend prägen,
ihn aber dennoch beeinflussen.
ungskriegen von 1813 bis 1815 als kontinentalprotestantische Bewegung einsetzt und den Zeitraum des
Vormärz umfaßt.
Wie ernst Barth anfangs sein Studium nahm, zeigt
sein
es
«Morgenstudienplan» vom Januar 1818, worin
heißt: Zuerst,
wenn
ich vom Bette komme,
Uhr, lese ich zwei Kapitel im Brief an
um
drei
die Römer im fran-
In
18.
wurzelte
Württemberg
Dessen
Jahrhunderts.
Traditionen erwuchsen
schen
sie im
Pietismus
des
biblizistisch-spekulative
weitgehend dem schwäbi«religiösen Überbegabt-
Volkscharakter: der
zösischen Testament, sodann zwei Psalmen hebräisch und
heit» des sinnierenden schwäbischen Menschen, der
holländisch, ferner 30-40 Verse aus der Illias [...], endlich
für
ein Kapitel aus Seneca, Cicero und aus meiner spanischen
«prädisponiert»
pietistische Frömmigkeitsform gleichsam
sei
(Ernst Kretschmar). Angeführt
wurde
der
mit der Naturwissenschaft und erwarb sich schließ-
Johann
Albrecht
lich den Ruf eines «gärenden Polyhistors».
Christoph Oetinger (1702-1782), dessen theosophi-
Grammatik. Damit
mehr
Je länger, je
durch seine
nicht
die
genug, beschäftigte er sich
aber
wurden
seine
Studien
Aktivitäten für das «Reich
vielfältigen
der
an
Gründung des Tübinger
(1819), sondern predigte
als
auch
Missionsvereins
Sonntag
für Sonntag
redegewandter Himmelstürmer und griff
mit
zwei Flugschriften in den heftigen Streit um die 1819
gegründete
ein. Erfüllt
Pietistenkolonie
war
er
dabei
von
Korntal
bei
Leonberg
mystisch-spiritualisti-
den
von
«Schwabenvätern»
und Friedrich
Bengel (1687-1752)
sche Gedanken nicht
Barth, sondern auch
nur
dem
Deutschen Idealismus Impulse verliehen.
Gottes» beeinträchtigt, das das zentrale Motiv seines
Wirkens werden sollte. So beteiligte er sich nicht nur
Pietismus
Dieser und die Romantik indes beeinflußten auch
die Erweckungsbewegung, die sich in ihrer Gesamtheit als irrationaler Protest gegen die mit Aufklärung
und Französischer Revolution einsetzende Säkulari-
sierung des sozialen und religiösen Lebens ausweist.
Damit einhergehend hielt sie
Hüterin
des Christentums
servilen
Dienerin
der
am
Ancien regime als
fest und
Gott
«von
mutierte
zur
eingesetzten»
schem, kirchenkritischem Sendungsbewußtsein, das
restaurativen
ein
wurde sie eine Rechristianisierungsbewegung: eine
geistunmittelbares Christentum beschwörte. So
Monarchie.
Je
länger,
desto
mehr
antimodernistische Bewegung, die im süddeutschen
Raum
hauptsächlich
Kleinbürgertum
die
Bauernschaft
erfaßte
und
und
das
biedermeierliches
Gepräge annahm. Mit ängstlichem Blick sah man in
Liberalismus
Werner Raupp
Christian Gottlob Barth
Werner Raupp
Christian Gottlob
Barth
STUDIEN ZU LEBEN UND
—
Ej
Studien
zu
Leben und Werk
Demokratie
(Revolution
am
Werk, die Christi Wiederkunft
Reich Gottes heraufführen sollten.
QF 16. 1998.
WERK
und
294 SöitSH
DM 98,-ÖS 715,-SFR 88,ISBN 3-7668-3579-3
calwer
l Calwer Verlag ■ 70599 Stuttgart I
und
damit das
Gespeist waren
derartige Hoffnungen von neutestamentlich-apokalyptischer Mythologie.
Somit
galt es, mittels
der
missionarischen und
diakonischen Tat noch zu retten, was
*
von
1848/49) antichristliche und endzeitliche Vorboten
zu
retten sei. Die
eschatologische (endzeitliche) Krönung bildete die
Christianisierung
und
die
damit
einhergehende
Zivilisierung der
sogenannten gottverlassenen heidniVölker:
die
schen
Mission, die bekanntlich in Übersee
als liierte Partnerin des Kolonialismus verheerende
342
Schwäbische Heimat 99/3
Für die Festschrift
«Hundert Jahre
Kinderrettungsanstalt
Stammheim-Calw»
hat O. Elsässer diese
überblickende Dar-
stellung geschaffen.
kulturelle
Schäden anrichtete.
Die
dort
erzielten
Erfolge dienten als Kompensation für das in der Hei-
Erfolgreich als Missionspublizist,
Kinderbuchautor und
Volksschriftsteller
mat verlorengehende Terrain.
«Soviele wie möglich zu retten»
-
dies war auch
Bedingt
war
dieser
nicht
Fehlschlag
zuletzt
das Ziel von Barths Wirken in den etwa 800 Einwoh-
durch seine vielfältigen «Reich-Gottes-Projekte», die
zählenden Dörfern Möttlingen und Unterhaug-
Barths geschäftigen Geist neben der Gemeindearbeit
ner
stett, wo er vierzehn
Werk und
Jahre amtierte. Er ging eifrig ans
vermochte
die
«erwecken»: durch die
Gemeinde zunächst
zu
Einrichtung von Missions-
in Atem hielten. So
gründete er 1826 im Calwer Vor-
ort Stammheim eine
Dies
«Kinder-Rettungsanstalt».
allerdings erst der Auftakt. Zwei Jahre
war
und Jugendkreisen sowie durch die Förderung der
später
Armenpflege; zudem verzichtete er auf die Stolge-
Reich-Gottes-Arbeit aufzunehmen,
bühren bei Taufe und Hochzeit.
und
Reich-Gottes-Predig-
Barth
sodann
seine
planmäßige
um
zurückzudrängen und
Aufklärung
Im Mittelpunkt standen seine mit Feuereifer vor-
getragenen Bekehrungs-
begann
die
Gottes
gottlose
tausend-
jähriges Königreich vorzubereiten. Dazu ging er an die
Grenze des
Menschenmöglichen und entfachte als
ten, die weit über die Gemeinde hinaus zahlreiche
Autor und Dichter wie auch als Publizist und Verle-
Gottesdienstbesucher anzogen. Mitgerissen von sei-
ger ein Schnellfeuer, das von Calw aus
gleichsam die Gegenwart Gottes
nem
jahrzehnte-
vermitteln-
lang hell aufflammte und ihn zu einem Bahnbrecher
dem Pathos, konnte mitunter die ganze Kirche mit ihm
des kirchlichen Pressewesens, der Volksmission und
weinen. Mit Vorliebe prangerte er dabei das Tanzen
der
Missionsbewegung machte. Möglich geworden
und die Kirchweihfeste als Fleischeslust an. Aufsehen
war
dies durch den in jenen Jahren heraufziehenden
erregte
seine
im
Frühjahr 1828 bewirkte Heilung
eines
epileptischen Mädchens, die er als «Exorzis-
mus»
aufgefaßt hatte.
gemeindeübergreifende Erweckung einstellte,
die allerdings auch bald wieder abflaute, nachdem
Barth,
wie
gepredigt
selbst feststellte,
er
hatte.
Das
und
sich
am
die
Gemeinde
idealisierten
totVor-
bild neutestamentlicher Gemeindebildung orientie-
Den
um
Anfang
wer
ren.
Dargeboten
Schwäbische Heimat 99/3
werden
begeisternder Briefe
teilen,
Pietisten ließ sich freilich nicht realisieren.
nahezu 150%
ansteigen ließ.
machte das Calwer Missionsblatt
(1828
Verlags werden sollte. Es erschien vierzehntägig
romantische
begeisterten
Bücherpro-
in einer Auflage von zunächst viertausend Exempla-
meindlichen»
von
der die
bis 1918), das zu einem der «Flaggschiffe» des Cal-
rende, hochgesteckte Ziel: die Bildung einer «urge-
Mustergemeinde
Zeitungsfrühling,
duktion im deutschsprachigen Raum zwischen 1820
und 1850
So kam es nicht von ungefähr, daß sich schon bald
eine
Bücher-
zahllose
von
darin eine
riesige
Fülle
Missionaren aus allen Erd-
Erfolgsbilanzen
und
Bekehrungsgeschichten,
ten zu Münchhausiaden anschwellen.
vor
allem
die nicht sel-
Getragen wer-
343
den sie
die
weitgehend von eschatologischen Motiven,
den
Kolonialismus
als
heilsgeschichtliche
Führungen Gottes feiern und von abendländisch-kulturellem Superioritätsgefühl erfüllt sind. Demnach
sind die Heiden wie Unmündige und Kinder, die einen
Pfleger und Vormund haben müssen.
Mit
derartigen diskriminierenden Vorstellungen,
die zu damaliger Zeit weit verbreitet waren, erlangte
das Missionsblatt großen Erfolg. Mit einer Auflage
schließlich 16 000
von
Exemplaren (im Jahre 1847)
wurde es weit über Württemberg hinaus neben dem
Barmer Missionsblatt zum meistgelesenen Missions-
periodikum
im
deutschsprachigen
hatte Barth eine
neue
Raum.
kirchlich-journalistische Lite-
raturgattung mitgeschaffen. Über das
hinaus
sen
Damit
Missionswe-
plante er schließlich, eine politisch-christ-
liche Tageszeitung zu begründen, worüber er sich mit
dem preußischen Kultusminister Friedrich Eichhorn
besprach.
Neben
der
publizistischen Tätigkeit
trat
Barth
auch als Dichter auf den Plan und erwarb sich als
Mitbegründer der Gattung des Missionsliedes Anerkennung
er
im
in der evangelischen Welt. Noch heute ist
Evangelischen Gesangbuch vertreten, unter
anderem mit einigen Strophen des weithin bekannten Liedes Sonne
denen
er
der
Gerechtigkeit (EG 262/263),
in
die verschlafene Christenheit wachzurütteln
sucht:
Weck die tote Christenheit
aus
dem
Bischofstraße 4 in Calw, das Domizil des Calwer Verlagsvereins seit 1854 und Wohnung von Christian Gottlob Barth.
Schlaf der Sicherheit;
mache Deinen Ruhm bekannt
überall im
-
ganzen Land.
Erbarm' Dich Herr.
trauen und Moral; Bibel und
Weg;
Auch auf dem Gebiet der Kinder- und Jugendlite-
Armut und
Gebet weisen stets den
Monarchie
Demokrat sein) werden
Jein Christ kann kein
gottgegeben akzeptiert;
als
ratur hat Barth eine Marktlücke entdeckt und eine
nicht selten erscheint Gott als ein deus ex
Ära mitbegründet.
der auf wundersame Weise eingreift. Immerhin tritt
vom
lang
Bereits
Armen Heinrich
mehrfach
von
seine
Erzählung
erste
1828, die ein Jahrhundert
aufgelegt
und
übersetzt
wurde,
machte ihn über Deutschland hinaus bekannt. Sie
schildert die providentiell-heilsgeschichtliche «Lebens-
Waisenknaben,
in
der
eigene Kindheit widerspiegelt,
die
er
führung»
eines
sich
seine
sehnsüchtig
nacherlebt. Fortan trat Barth als Verfasser des Armen
missionarischem
zu
Drang
zu
zu
Sie verkünden gleichsam ein individu-
Damit avancierte Barth
emigrieren.
stantischen
Pendant
schriftstellers
gen erlebten.
spürbarer
ein
dennoch weisen
ten Teilen als «Fluchtliteratur» aus, die dem Leser die
und
Biographien folgen,
und
Möglichkeit eröffnen, in eine pietistische Überwelt
Heinrich auf und ließ (v. a. bei Johann Friedrich Stein-
Übersetzun-
-
sich derlei heilsgeschichtliche Erzählungen in wei-
kopf in Stuttgart) Dutzende von heilsgeschichtlichen
die zumeist auch
Bekennermut
sozialer Aktivität
machina,
zu
des
Christoph
einem
der
Jugendbuchautoren
zum
katholischen
von
Schmid
prote-
Lieblings(1768-1854)
erfolgreichsten Kinder-
und
des 19. Jahrhunderts.
Erfolgreich war Barth auch als Publizist mit sei-
elles Reich Gottes, in dem sich das pietistische See-
nen
lenleben mit der äußeren Geschichte verknüpft.
schrift zur Förderung wahrer Bildung (1836-1951). Ver-
Oft in eindrucksvolle Naturschilderungen einge-
rahmt, sind sie
Jugend-Blättern,
einer
achtzigseitigen Monats-
suchten seine Kinderschriften vor allem das Gemüt
vom
Leitgedanken bestimmt: Alles
anzusprechen, so beabsichtigten diese Blätter alles
kommt von oben! Und
so erscheint Barths pietistische
menschliche Wissen vom Wort Gottes her zu verstehen
Gesinnung stereotyp: Überall herrschen
344
Gottver-
und
damit eine christlich-restaurative Weitsicht zu
Schwäbische Heimat 99/3
propagieren. Dazu dienten besonders geschichtliche
und naturkundliche Beiträge, die spürbar vom aufder
klärerischen Denken
damaligen
Zeit
geprägt
sind, das Barth ja vehement bekämpfte. Und so weist
er
sich
gleichsam als biblisch-verständiger Physiko-
zwanzig
illu-
strierte Traktate, die Barth aus dem Englischen
über-
verbreitete der
Zunächst
setzte; sechzehn weitere,
ihm verfaßte Num-
von
In den ersten drei Jahren fanden sie in
folgten.
mern
Verein
mehr als einer Million Exemplaren dankbare Abneh-
Theologe aus: als durchaus moderner Zeitgenosse
mer.
und als wahrer Aufklärer.
lange nicht zufrieden. Nachdem er noch den finanz-
-
Der «Zeitgeist», den Barth
bekämpfen ausgezogen
zu
war,
sprach
aus
ihm
selbst.
Damit aber
geschäftige
Barth noch
gewinnen konnte,
Pietismus
kräftigen Stuttgarter
gründete
Auch als Volksschriftsteller fand Barth, besonders
der
war
5. Juli 1833 den «Calwer Verlagsver-
er am
ein», mit dem er endlich sein
großes Lebenswerk
mit seinen historischen Darstellungen, große Beach-
gefunden hatte. Dessen Ziel war es, zum Zwecke der
tung. Zunächst verfaßte er die heilsgeschichtlich ori-
christlichen
entierte Christliche Kirchengeschichte (1835), die bis in
zum
und
Jahrhundert hinein nahezu
dreißig Auflagen
vierzig Übersetzungen erlebte. Ihr folgte die
unser
Allgemeinen Weltgeschichte (1837), die von Adam und
Eva bis
Gegenwart eine skurrile biblizistische
zur
Geschichtsinterpretation darbietet.
1843
erschien
Volksbildung Kinder-
möglichst wohlfeilsten
und
Preis
zu
Schulschriften
verbreiten,
um
damit eine Sündfluth christlicher Bücher auszulösen, um
die unchristlichen Bücher hinwegzuschwemmen.
Nach der
Gründung übernahm der Verein das
Calwer Missionsblatt und ließ weitere Bücher und
Zeitschriften
folgen:
unter
anderem
eine
Biblische
sodann die beliebte Geschichte Württembergs, die in
Geographie für Schulen und Familien (1836), das Calwer
der Einleitung
ABC-Buch (1838), das mit originellen Beispielen aus
mit der
stupenden Bemerkung auf-
wartet: Es gibt zwei gelobte Länder in der
ist
das andere
Palästina,
zum
ist
Welt, das eine
Württemberg.
Sie
wurde
Klassiker und erlebte 1986 eine, von Hansmar-
tin Decker-Hauff initiierte, weitere Neuauflage.
Weite
Verbreitung
Christliche Gedichte,
fanden
schließlich
die die Schönheiten
die unbeschwerte Kindheit und
das
der
unter
den
aus
Missionsblatt
für
Kinder
(1842-1918)
und
schließlich das weitverbreitete Handbuch der Bibeler-
klärung (2 Bde, 1849/50). 1836 erhielt der Verlagsverein die Konzession der Rechte einer Buchhandlung.
Natur,
In jenem Jahr hat auch das Konsistorium einige Cal-
kleinbürger-
theologische Gelegenheitsschriften,
er
anderem
Calwer
Barths
lich-idyllische Familienglück besingen. Zudem veröffentlichte
der Bibel versehene Calwer Rechenbuch (1840), das
mythologisch-christologi-
wer
Bücher für die Volksschulen in
Württemberg
empfohlen.
Eines dieser Werke
fünfzig
waren
die Zweymal
zwey und
biblischen Geschichten von 1832. Der alttesta-
schen Traditionen schöpfenden Traktat Der Engel des
mentliche Teil stammt
Bundes (1845), womit er mit dem berühmten Philo-
Ludwig Gottlob Hochstetter (1790-1863),
sophen Friedrich Wilhelm Schelling die Klingen zu
testamentliche von Barth. Die mit Holzschnitten ver-
kreuzen suchte.
zierten
vom
testamentlichen
und Leiter des Calwer
Verlags, der die Hermann-
neu-
der Schöpfung über die alt-
Kriegs-
Wundergeschichten
Seinen bleibenden Erfolg erzielte Barth als Gründer
der
Geschichten, die sich eng an den Bibeltext
anlehnen, reichen von
Gründer und Leiter des Calwer Verlags
Simmozheimer Pfarrer
bis
und
hin
neutestamentlichen
zur
Ausbreitung des
Evangeliums durch die Apostel.
Der
Erfolg
des
Büchleins
war
grandios.
Hesse-Stadt weit über Deutschland hinaus bekannt
erschien bereits
machte. Dabei verbanden sich seine
dertste, 1945 schließlich die 483. und letzte Auflage.
schöpferischen
Ideen und sein Unternehmergeist mit der Fähigkeit,
andere für seine Vorhaben
zu
gewinnen.
Die Grün-
Nicht
die hundertste,
genug damit, fand
setzungen
1902
1854
die vierhun-
das Buch durch seine Über-
in mindestens 87 Sprachen weltweite Ver-
dung im Jahr 1833 geht zurück auf den 1827 entstan-
breitung, die hauptsächlich auf der englischen Ver-
denen sogenannten «Blätter-Verein», sodann auf den
sion Dr. Barths Bible Stories basierten. Dabei wurden
«Calwer Traktat-Verein», den Barth 1829 initiierte.
auch Sprachen kleinerer Volksgruppen bedacht wie
Dieser ist ein Ableger der Londoner
etwa das Fidschi, das
Religious Tract
Society (gegr. 1799), die den Verlag jahrzehntelang
unterstützte. Getragen wurde er von mehreren Pfarrern
aus
der
Umgebung und
von
wohlhabenden
Calwer Bürgern: vor allem vom Strumpffabrikanten
Inupik oder auch das Sorbi-
Insgesamt kursierten wohl in über tausend
Gesamtauflagen nahezu fünf Millionen Exemplare
sche.
und machten Barths Biblische Geschichten
Weltbestseller:
zu
zu
Jakob Ludwig Federhaff (1764-1833), der führenden
und
Gestalt des
Schrift. Bis zum heutigen Tag zählt es auch
Calwer
Pietismus, der
anfangs auch verlegte.
Schwäbische Heimat 99/3
die
Schriften
Koran
wohl
einem
der im 19. Jahrhundert nach Bibel
mit
am
weitesten
verbreiteten
zu
den
erfolgreichsten Büchern evangelischer Provenienz.
345
Das «Calwer Missionsblatt» erschien
von
1828 bis 1918
alle vierzehn Tage
und war das «Flagg-
schiff» des Calwer
Verlags. Mitte des
vorigen Jahrhunderts
erreichte es eine
Auflage von 16000
Exemplaren.
Ein
Der Calwer Reich-Gottes-Manager
besonderer
haus bildete die
aus
wuchs auch Barth
Aufgaben
Mit seinen
endgültig
den engen Grenzen des Möttlinger Kirchspiels
über,
um
widmen
sich
ganz
Kurz
zuvor
ihm
war
der
von
Ehrendoktor-Diplom
verliehen worden, das er mittels monetärer Beigaben
beantragt hatte.
Verlagshaus (zunächst in
der Bischofs-
straße 60, seit 1854 in der Bischofstr. 4) als Autor und
seine
Verleger
machte Calw
sionarischen
Zudem
«Reich-Gottes-Geschäfte» fort und
Mittelpunkt
Bewegung, die im
zum
versorgte
er
die
Reich-Gottes-Manager
So wurde
der
er
im
das
besonders
Exponaten,
die er
von
seinen
Missi-
onsfreunden aus der fernen Welt zugesandt bekam.
-
Das Reich Gottes sollte auch in der Natur sichtbar
werden. Eine weitere Attraktion war die «gewaltige»
Bibliothek, die in späteren Jahren auch
lagshaus einige Jahre
ihresgleichen sucht.
sie
Staatliche Museum für Naturkunde in Stuttgart, ton-
19.
schwäbische
ist
bewundern.
zu
württembergischen und
bayerischen Naturkundemuseen,
Hermann
Deutschland
Basel
in
Kulturen
einer schriftenmis-
Jahrhundert in
Heute
Sammlung würdigte.
der
nenweise mit
Mit herkulischer Arbeitsamkeit führte er sodann
Verlags-
angelegte «Naturalien-
Baedekers Reiseführer als in der Welt einzig
dastehende
Greifswalder Universität das
im Calwer
sogar
Museum
können.
zu
die
1838 nach Calw
Frühjahr
im
Barth
sammlung» aus dem Bereich von Fauna und Flora,
der überhandnehmenden Arbeit
heraus und siedelte
im
Anziehungspunkt
von
Hesse in Staunen
den
jungen
versetzte, der im Ver-
seiner
Kindheit
verbracht
hatte.
und residierte
Seine Arbeit am blätterüberladenen Schreibtisch
in Calw gleichsam als ein pietistischer König. Als ein
unterbrach Barth ständig durch Reisen, die ihn auch
solcher wußte er
nach England und Schottland führten, wo er für den
nicht
Libanon
und
genießen,
sondern
nur
Wein und
Walfischzunge
auch
vom
zu
Verlagsverein
spartanisch
zu
Überdies fuhr er nach Österreich und Ungarn, wo er
von
durchaus
Feigen
Grönland
leben, wenn er etwa jahrelang in seinem Arbeitszimmer in einer
drei
Uhr
Hängematte nächtigte, frühmorgens
sein
Lebensmotto
Tagewerk begann
machte:
hasse die Ruhe.» Und
er
«Odi
und
sich
tranquillitatem
so verwundert es
um
zum
Ich
-
das
zuvor
überkonfessionellen
wurde,
den
pflegte.
In
Barth
diese
einem
Kaiser Tao Kuang.
weltweit verstreuten,
Freundeskreis
mit
jährlich
über
aufgesucht
1200
u. a.
Briefen
des
warb.
Unterstützung
Verlags gründete.
Im
verkehrte im
preußischen Königshaus, wo er
1843
Portofreiheit für die Calwer Zeitschriften erwirkte.
In
Württemberg
und Baden indes reiste
zum
anderen und
trug
er
von
als herz-
ergreifender Prediger in bilderreicher Sprache begeisternde Reden
vor.
Diese glichen zumeist einer anzie-
henden Weltumseglung
vom
(so die Schwäbische Chronik
27. 8.1843) und riefen
zur
tatkräftigen Anteil-
nahme am weltweiten Missionswerk auf. Auf diesen
er
Festen, die in den 1840er Jahren den Charakter eines
den chinesischen
Volksfestes annahmen, erreichte er wöchentlich bis
«Reich-Gottes-Agentur»
auch Staatsoberhäupter ein,
346
jetzt
Verlagshaus zu einer «Wallfahrtsstätte», die je
von
Zweigstelle
einem Missionsfest
das Möttlinger Pfarrhaus wurde
länger, je mehr
kleine
finanzielle
Inland besuchte er auch politische Oberhäupter und
nicht, wenn
für die Ehe keine Zeit gefunden hat.
Wie
eine
um
band
zu
8000 Zuhörer. Er galt
sogar
als Lieblingsprediger
Schwäbische Heimat 99/3
des Landes, der in umlaufenden Gedichten gefeiert
benkopf: als eine entschlossene, leicht knorrige, aber
wurde:
auch
empfindsame, sinnierende
Kein frommer Karren kommt in Fahrt,
trat er
vor den man
einem Besuch in Calw bemerkt
nicht gespannt den Barth.
-
Natur.
Äußerlich
wie der Schriftsteller Wolfgang Menzel nach
-
als stattlicher Mann
Wo sonst ein muntres Posthorn klingt,
auf,
der Doctor Barth Hosianna singt.
Mitte hielt zwischen einem feinen Weltmann und einem
der ein Toupet
trug
und in seinem Aussehen die
ernsten Geistlichen. So strahlte er auf manche seiner
Auch der fromme Karren der Basler Mission kam
nicht zuletzt erst dank Barth in volle Fahrt, der mit
ihr
«heimlicher
den
Jahren
war.
Zudem unterstützte
sam
eine
Aura
des
Geheimnisvollen,
die
ihm
den
eines «Reich-
Inspektor*» geworden
Anschein eines «Oetinger redivivus»,
mehrere diakonische
Gottes-Gnostikers», verlieh. Andere erblickten darin
er
Einrichtungen, besonders das Stammheimer Kinderheim,
Zeitgenossen eine geistliche Erhabenheit aus, gleich-
einen Anflug
von narzistischer Koketterie.
das bis zu seinem Tod von 400 Kindern durch-
laufen wurde.
Das Reich Gottes sollte auch im
-
Leiblichen Gestalt gewinnen.
Schöpfung und Naturgeschichte
als «organisch-heilsgeschichtliche» Veranstaltung
Den schwersten Karren aber hatte er mit dem Ver-
lagsverein zu ziehen,
der bis 1860 über drei Millio-
Und eben vom
heilsgeschichtlich-eschatologischen
nen Schriften und Traktate verbreitet hatte und eine
Reich-Gottes-Verständnis
weithin beachtete Institution der Erweckungsbewe-
scher Provenienz
gung
geworden
war.
Mit
diesem
massenhaften
Schrifttum war es Barth gelungen, ein antimodernistisch-christliches
Volksbildungsprogramm
sein Denken
Sinne der
war
und sein
württembergisch-pietisti-
Barths
christliche
Existenz,
Schaffen, getragen. Ganz
im
Erweckungsbewegung stellt dieses Den-
durch-
zuführen. Er hatte damit in Württemberg, aber auch
im
süddeutschen
gesamten
Schweiz einen
der
immensen
Raum
Beitrag
biedermeierlichen
von
Jahrhundert geleistet.
Weit
der
Ausbildung
Wertvorstellungen
Kultur
geprägten kleinbürgerlich-pietistischen
19.
in
und
zur
über seine
im
Heimat
hinaus hat er auch mitgeholfen, der heimischen Mis-
sionsbewegung
die
Bahn
erzielten die zahlreichen
Schriften
bei
der
zu
brechen;
überdies
Übersetzungen der Calwer
Missionierung nichtchristlicher
Völker weltweit Erfolg.
Und so steht Barth seit den 1850er Jahren als international bekannte Persönlichkeit auf dem Zenit seines
Lebens.
Vielfach wurde
er
für seine Verdienste
als christlich-restaurativer Schriftsteller und Publizist
von
geehrt:
europäischen Regierungen
einem Dutzend
von
Ritterkreuzen
und
mit
Medaillen,
die augenfällig die Liaison zwischen Monarchie und
Erweckungsbewegung bekunden. Auszeichnungen
wurden ihm auch
von
wissenschaftlichen Gesell-
schaften und Naturwissenschaftlern zuteil, die sogar
Pflanzen und Tiere nach ihm benannten, wie
das orthotrichum barthii,
Außerdem lebt
er
ein
in Labrador
Moos
in
weiter,
etwa
Grönland.
wo
er
sich
durch den Kauf einer kleinen Insel ein kolonialistisches Denkmal setzte, die noch heute «Barth-Island»
heißt.
So tritt er als eine bewunderte, aber auch als eine
schillernde Persönlichkeit auf. Er wurde nicht nur
als «Reich-Gottes-Streiter»
von
kritischen
gefeiert,
Zeitgenossen
als
sondern
auch
«pietistischer
Zyklop» beäugt. So erscheint er als originaler Schwa-
Schwäbische Heimat 99/3
Barths «Biblische Geschichten» erschienen bis 1945 in 483
Auflagen und wurden in 87 Sprachen übersetzt.
347
ken eine auf das praktische Christentum abzielende
Testaments und
«Frömmigkeits-Theologie» dar, die ein mystisch-spi-
gen
ritualistisches Gepräge besaß und sich aus seiner tief
waren
wenn
aus,
geht von rassistischen Vorstellunschreibt: Die Indianer Amerikas
er
wie die Völker Kanaans reif zur Ausrottung, nach-
Urzeiten das Evangelium ablehnten und es
angelegten schwäbisch-religiösen Natur erschloß.
dem sie
Aus deren unversiegbaren Quellen konnte er lebens-
mit dem abscheulichsten Götzendienst vertauscht hatten
vor
lang schöpfen (Ich fühle es seelenvoll) und eine geist-
und
wegen ihrer daraus erwachsenden hochgetriebe-
leibliche Verwandlung in die göttliche Natur erleben: in
nen
Laster ohnehin einer inneren
eine individuelle Reich-Gottes-Existenz.
gen.
Ähnlich
Mit der Verwandlung ging eine «Erleuchtung des
Glaubens» einher: ein an Oetinger erinnerndes theo-
sophisches «Gesamtsystem»,
das
in
der
«Offenbarungsorganismus» vorliege.
Bibel als
Vom
naturalismus als rationaler Außenseite
Supra-
geschützt,
kurios
Barths Bild der
wie
Fäulniß entgegenginVergangenheit
die
sieht
gegenwärtigen Welt aus, die auf dem
letzten Loch pfeift. So kreierte er im Anschluß an die
neutestamentliche Apokalypse einen
len
Fahrplan. Als königstreuer
phantasievol-
Deutscher hatte
er
vermochte Barth mittels dieses konsequenten Bibli-
darin in der
zismus
deutschen Erzfeind Frankreich den Ausgangspunkt
eindeutige
sogar
naturwissenschaftliche
gottlosen Revolution von 1848 und im
Erkenntnisse zu gewinnen, wie etwa die der uneinge-
des Antichristen wiedererkannt, der in Kürze auftre-
schränkten
ten und Christi Wiederkunft einleiten würde. In
Gültigkeit des geozentrischen Weltbil-
die-
apokalyptischen Drama hatte er sich selbst eine
des. Er hatte somit die gesamte Weltwirklichkeit in das
sem
Prokrustesbett
die
wichtige Rolle zugedacht. Er verstand seine vielfäl-
bildete
schichte unmittelbar zu gestalten und das Kommen
der
Bibel
gezwängt,
zwischen
Deckel eines antiken Buches.
des
Zielpunkt
tige
biblischen
Lehrsystems
das präexistente Reich Gottes, das sich als eine von
Schöpfung bis
der
zur
Vollendung
der
das
zur
konkreten
des Reiches Gottes zu
Beitrag,
um
Heilsge-
beschleunigen.
Ein schwäbisch-eschatologischer Pietist
Veranstaltung («Heilsökonomie Gottes») offen-
bare. Diese münde alsbald nach Christi Wiederkunft
in
als
Welt- und
Naturgeschichte währende organisch-heilsgeschichtliche
Arbeit
«Tausendjährige Reich» ein,
um
schließlich
Vollendung zu gelangen: auf der «Neuen Erde»,
auf der sodann Gott und die versöhnte Menschheit
in geistleiblicher Natur alles in allem seien. Das
dem
schwäbischen Seelenleben tief innewohnende Vernach
langen
sich hier
zu
geistig-leiblicher
ebenso
Wort,
Fortschrittsglaube,
«Ganzheit»
meldet
aber der aufklärerische
der mit biblisch-mythologischer
Apokalyptik friedlich Hand in Hand geht. Zugleich
schwingt
im
das
Hintergrund
Geschichtsverständnis
des
organologische
Deutschen
mit. Und insofern läßt sich Barths
Idealismus
Heilsgeschichte
gleichsam als ein biblizistisches Pendant zu Hegels
Geschichtskonstruktion verstehen: Was
dieser mit
So hatte sich Barth als Calwer Reich-Gottes-Manager
mit seinem
Überwelt
Denken
und Wirken eine
«geschaffen»:
eine
von
pietistische
Gigantomanie
geprägte eschatologische Gesamt-Wirklichkeit. Verdunkelt
sie
durch eine
inhumane
heilsgeTheologie, erhellt durch seine soziale
war
schichtliche
die
Tatkraft,
ihn
als
Gründer
der
Stammheimer
Anstalt zu einem Wegbereiter der Inneren Mission in
Württemberg
mochte
in
er
werden ließ. Diese
der
Ausübung
Eschatologie ver-
der
schwäbischen
Tugenden gleichsam zu «erleben»; im biblizistischen
«Sinnieren»
erwies
er
und im asketischen «Schaffen». Dabei
Glaubwürdigkeit, weil Glaube und Tun
ausnehmend kongruent
waren.
Mit aller Kraft hatte Barth versucht, das Rad der
«Weltgeist» meint, ist bei Barth das «Reich Gottes».
Zeit zurückzudrehen. Der von der Moderne herauf-
Dank seiner biblizistischen Brille vermochte
geführten Entzauberung der Welt hatte er allerdings
die
Durchsetzung
schauen
des
Reiches
und daraus ein
Gottes
zu
er
über-
vollständiges Bild der Kir-
mittels der neutestamentlichen Mythologie lediglich
eine
Wieder-Verzauberung entgegenzusetzen
ver-
chen- und Weltgeschichte zu gewinnen. Hinsichtlich
mocht: eine Illusion namens «Reich Gottes». Damit
dieser
hatte er eine Flucht ins 18. Jahrhundert angetreten
geht er
von
alttestamentlich-theokratischen
Vorstellungen aus und sieht das Schicksal der Völker
und
in ihrem
Glaubenskühnheit wurde
det.
Er
lichem
Glaubensgehorsam Gott gegenüber begrün-
kann
dabei
nicht
Kolonialismus
die Conquista, bei der
Tode
kamen,
als
nur
reden,
von
heilsgeschicht-
sondern auch
etwa
vierzig Millionen Indianer
zu
notwendiges heilsgeschichtliches
Gericht Gottes bezeichnen. Er orientiert sich dabei an
den schauderhaften
348
Genozid-Erzählungen des Alten
große Erfolge
erzielt.
Seine
-
leidenschaftliche
allerdings nicht belohnt:
Das so sehnlich erwartete und mit einer Legion von
Calwer Schriften «herbeigeschriebene» Reich Gottes
war
nicht
gekommen. Der Siegeszug der Säkulari-
sierung ging unaufhaltsam weiter.
Und
so
drehte sich auch die Weltenkugel weiter,
als Barth, abgearbeitet und von mehreren Krankhei-
Schwäbische Heimat 99/3
ten
geplagt, am 12. November 1862 im Alter von 63
Jahren verstarb. Immerhin wurde
hinaus
Deutschland
als
weit
er
über
internationale Gestalt der
Erweckungsbewegung mit einer Legion von Nekrologen bedacht,
Weltweit ein Begriff:
unter anderem von einer
Der Calwer Verlagsverein
englischen
Ausstellung
Zeitung, die titelte: Dr. Barth was a Champion ofthegos-
V
pel in Germany.
Sein
Nachfolger als
Verlagsleiter
wurde
dem
Gepräge
ein
Verlag
verlieh.
Schwiegersohn,
? Christian Gottlob Barth
O
-•-
kirchlich-wissenschaftliches
Beerbt
dem
wurde
er
von
seinem
Missionsprediger Johannes
Hesse (1847-1916), dem Vater des Dichters. 1920
zog
der Verlagsverein nach Stuttgart um; seit 1952 trägt
er
Geburtstag
des Gründers
der
Sprachwissenschaftler Hermann Gundert (1814-1893),
der
zum 200.
Ww
den Namen «Calwer Verlag». Auch Barths zweite
Gründung,
heute, 200
die
Stammheimer
Anstalt,
führt
bis
Jahre nach seinem Geburtstag, ihre Arbeit
fort, seit 1978 als Sprachheilzentrum.
Ausstellung noch bis 24.10.1999
Geöffnet sonntags 14-17 Uhr
Cuw
ANMERKUNG:
1 Näheres zu Barth v.a. in: Werner Raupp, C. G.Barth. Studien
zu
Palais Vischer
Leben und Werk. Stuttgart 1998 (Bibliogr.);
ders., Art.: «Barth, C.G.», in: Biographisch-Bibliographisches
Museum der Stadt Calw
Kirchenlexikon, Bd. 16 (erseh. 1999);
Bischofstraße 48 ■ 75365 Calw
ders., Christian Gottlob Barth und die Anfänge des Calwer Ver-
lags, in: Der Calwer Verlagsverein. Literatur aus Calw
Telefon (07051) 92 6995 oder 167-260
für die
Welt. Hrsg, von der Stadt Calw. Calw 1999 (Kleine Reihe 8. Palais
Vischer, Museum der Stadt.)
Vgl.
auch
C.-G.-Barth-Archiv
(Privatarchiv
Werner
Lutz Reichardt
Raupp,
Dusslingen), das Quellenmaterial aus weltweit achtzig Archiven
Ortsnamenbuch des Ostalbkreises
umfaßt.
Teil I: A
-
Teil II: M
L
1999. 419 Seiten. Fester
Fadenheftung DM 74,-
ISBN 3-17-015351-X
Gesamtwerk
ich empfinde diesen Anblick in meinem Innersten:
♦
DM 136-
Quellennachweis und unter Berücksichtigung der mundartlichen Form wird die sprachgeschichtliche Entwicklung
jetzt von Millionen Zungen
jedes Ortsnamens dargestellt.
Ein Hallelujah stimmt:
Geist, und schwöre hier, Dein Leben
Und Deine Kräfte Gott zu weih'n:
Lebensbilder aus
Und Du, Allvater, der sie mir gegeben,
Band
wenn ich einst aus
Baden-Württemberg
19: 1998. 400 Seiten. Leinen DM 54,ISBN 3-17-015060-X
Erhalte meine Seele rein!
Daß,
ISBN 3-17-015353-6
erhobener Belege der historischen Ortsnamenformen mit
Am Fuße seines Thrones klimmt,
B lick' auf mein
♦
ISBN 3-17-015352-8
Ausgehend von einer Aufreihung hauptsächlich im Archiv
Staub, der zu Gott emporgedrungen
Zu Gott, dem
Z
Fester Einband/
Einband/Fadenheftung
DM 74,-
O Freund! Ich fühle es seelenvoll,
-
1999. 402 Seiten, 1 Karte.
diesem Thal der Zähren (Tränen)
In diesem Band werden 18 Biographien vorgestellt: u.a.
Zur Ruhe jenes Lebens geh',
über
Der Fruchtstaub vieler
Carl Mez, den Erfinder Siegfried Junghans, den Pfarrer
guter Aehren
und Kommunisten Erwin Eckert, den Nordamerika-Pionier
Um meinen
Grabeshügel weh'!
«Weihegesang» von
Christian
und
Gottlob Barth,
natur-mystisches Erlebnis
Indianer-Diplomat Conrad Weiser.
ent-
standen im Oktober 1816 beim Betrachten der aufge-
henden Sonne. Ein
Markgraf Christoph von Baden, den Unternehmer
und
Kohlhammer
W. Kohlhammer
GmbH ■ 70549
Stuttgart
Motto seines Lebens.
Schwäbische Heimat 99 /3
349
|
|
https://openalex.org/W4390879126
|
https://www.nature.com/articles/s41598-024-51521-w.pdf
|
English
| null |
Analysis of the effects of importin α1 on the nuclear translocation of IL-1α in HeLa cells
|
Scientific reports
| 2,024
|
cc-by
| 11,024
|
Analysis of the effects of importin
α1 on the nuclear translocation
of IL‑1α in HeLa cells
OPEN Akiko Yamada 1,2,8*, Kiyotaka Wake 3,4,8, Saya Imaoka 1,2, Mitsuru Motoyoshi 3,5,
Takenori Yamamoto 6,7 & Masatake Asano 1,2 Interleukin-1α (IL-1α), a cytokine released by necrotic cells, causes sterile inflammation. On the other
hand, IL-1α is present in the nucleus and also regulates the expression of many proteins. A protein
substrate containing a classical nuclear localization signal (cNLS) typically forms a substrate/importin
α/β complex, which is subsequently transported to the nucleus. To the best of our knowledge, no
study has directly investigated whether IL-1α—which includes cNLS—is imported into the nucleus
in an importin α/β-dependent manner. In this study, we noted that all detected importin α subtypes
interacted with IL-1α. In HeLa cells, importin α1-mediated nuclear translocation of IL-1α occurred at
steady state and was independent of importin β1. Importin α1 not only was engaged in IL-1α nuclear
transport but also concurrently functioned as a molecule that regulated IL-1α protein level in the cell. Furthermore, we discussed the underlying mechanism of IL-1α nuclear translocation by importin α1
based on our findings. Abbreviations
cNLS
Classical nuclear localization signal
HAX-1
HCLS1-associated protein X-1
IL-1α
Interleukin 1 alpha
IL-1R1
IL-1 receptor type 1
IMAC
Immobilized metal affinity chromatography
Importin α
Importin subunit alpha
Importin β
Importin subunit beta
SDS-PAGE
Sodium dodecylsulfate-polyacrylamide gel electrophoresis
Y2H
Yeast two-hybrid Abbreviations
cNLS
Classical nuclear localization signal
HAX-1
HCLS1-associated protein X-1
IL-1α
Interleukin 1 alpha
IL-1R1
IL-1 receptor type 1
IMAC
Immobilized metal affinity chromatography
Importin α
Importin subunit alpha
Importin β
Importin subunit beta
SDS-PAGE
Sodium dodecylsulfate-polyacrylamide gel electrophoresis
Y2H
Yeast two-hybrid Interleukin-1α (IL-1α), a member of the IL-1 family that is extensively present in mesenchymal-derived tissues
and epithelial cells1. The precursor of IL-1α has a molecular weight of approximately 33 kDa and is cleaved by
proteases into a 17-kDa mature form and a 16-kDa N-terminal form called a propiece2,3. However, most IL-1α
is present in its precursor form, the majority of which is in intracellular proteins or membrane forms4,5. The
activity of the precursor form of IL-1α is inhibited intracellularly by IL-1 receptor type 2, a decoy receptor6,7. When cells undergo necrosis, the precursor form of IL-1α is immediately released extracellularly, acting as an
“alarmin” and informing the loss of membrane integrity to nearby cells1. Extracellularly released IL-1α precur-
sor binds to IL-1 receptor type 1 (IL-1R1) on neighboring cells, stimulating the production of cytokines such as
IL-68, and promoting tissue inflammation4,5. www.nature.com/scientificreports www.nature.com/scientificreports www.nature.com/scientificreports/ www.nature.com/scientificreports/ Furthermore, IL-1α is known for its role as a dual-function cytokine; it has a nuclear localization signal
(NLS) sequence9 and can be transported to the nucleus10. In the nucleus, IL-1α activates NF-κB and AP-1 in
an IL-1R1-independent manner, promoting the production of inflammatory cytokines such as IL-6 and IL-811. In addition, IL-1α was reported to interact with histone acetyl transferase complexes in vitro12,13, with mRNA
splicing-related proteins, promoting apoptosis of malignant tumor cells14, and that IL-1α expression lowers
cell growth rates and migratory potential in vascular endothelial cells15,16. These findings suggested that IL-1α
is involved in regulation of the expression of various proteins in the nucleus. Therefore, regulating the nuclear
translocation of IL-1α is effective for the control of intranuclear IL-1α-related diseases.hi f
The mechanisms of IL-1α nuclear localization are unknown. Several findings regarding IL-1α nuclear trans-
port were previously reported. Cohen et al. discovered that acetylation of IL-1α at Lys82 promoted the nuclear
localization of IL-1α during genotoxic stress in the murine macrophage cell line RAW 264.717. Yin et al. found
that HAX-1 interacted with three domains of the N-terminus of IL-1α, including the NLS-containing domain,
in HEK293 cells using an immunoprecipitation assay18. According to Kawaguchi et al., HAX-1 knockdown in
systemic sclerosis fibroblasts reduced nuclear IL-1α levels19. However, the mechanism through which Lys82 of
IL-1α and HAX-1 are involved in the nuclear localization of IL-1α requires further elucidation. On the con-
trary, the most prevalent nuclear localization signal, namely the classical NLS (cNLS; KVLKKRRL)9, is found
in IL-1α20,21. In the cytoplasm, cNLS-containing molecule and importin α, a cargo receptor, and importin β1,
a carrier molecule, form a complex, passing through the nuclear–pore complex by utilizing the gradient of the
small G proteins Ran-GDP and Ran-GTP22–24. Luheshi et al. reported that the nuclear translocation of IL-1α is
Ran-dependent upon analyzing COS-7 cells coexpressing IL-1α with RanQ69L, a dominant-negative isoform
of Ran lacking the ability to hydrolyze GTP25. Sahni et al. studied the influence of disease-associated mutations
on the protein interactome using a comprehensive yeast two-hybrid (Y2H) screening assay, which revealed that
importin α7 interacts with IL-1α26. The findings that IL-1α is transported to the nucleus via Ran-GDP/GTP
gradient and that IL-1α interacts with the importin α family in yeast cells suggest that IL-1α is transported to the
nucleus in an importin α dependent manner. Analysis of the effects of importin
α1 on the nuclear translocation
of IL‑1α in HeLa cells
OPEN 1Department of Pathology, Nihon University School of Dentistry, 1‑8‑13, Kanda‑Surugadai, Chiyoda‑ku,
Tokyo 101‑8310, Japan. 2Division of Immunology and Pathobiology, Dental Research Center, Nihon University
School of Dentistry, 1‑8‑13, Kanda‑Surugadai, Chiyoda‑ku, Tokyo 101‑8310, Japan. 3Department of Orthodontics,
Nihon University School of Dentistry, 1‑8‑13, Kanda‑Surugadai, Chiyoda‑ku, Tokyo 101‑8310, Japan. 4Division of
Oral Structural and Functional Biology, Nihon University Graduate School of Dentistry, 1‑8‑13, Kanda‑Surugadai,
Chiyoda‑ku, Tokyo 101‑8310, Japan. 5Division of Clinical Research, Dental Research Center, Nihon University
School of Dentistry, 1‑8‑13, Kanda‑Surugadai, Chiyoda‑ku, Tokyo 101‑8310, Japan. 6Division of Molecular
Target and Gene Therapy Products, National Institute of Health Sciences, 3‑25‑26, Tonomachi, Kawasaki‑ku,
Kawasaki‑shi, Kanagawa 210‑9501, Japan. 7Institute for Genome Research, Tokushima University, Kuramotocho‑3,
Tokushima 770‑8503, Japan. 8These authors contributed equally: Akiko Yamada and Kiyotaka Wake. *email:
yamamoto.akiko@nihon-u.ac.jp | https://doi.org/10.1038/s41598-024-51521-w Scientific Reports | (2024) 14:1322 IL‑1α expression and cNLS‑dependent nuclear transport of IL‑1α in HeLa cells IL‑1α expression and cNLS‑dependent nuclear transport of IL‑1α in HeLa cells IL‑1α expression and cNLS‑dependent nuclear transport of IL‑1α in HeLa cells
In this study, using HeLa cells expressing IL-1α, we examined the interactions between importin α family proteins
and IL-1α. Since endogenous IL-1α may interfere with the interaction of expressed IL-1α and endogenous impor-
tin α, it is desirable to use cells with low endogenous IL-1α for sensitive detection of interactions. We performed
Western blotting using lysate from HeLa cells and an anti-human IL-1α antibody. Consequently, immunoreactive
bands were not detected for the precursor (33 kDa) or mature (C-terminal fragment: 17 kDa) fragments (lane of
the empty vector in leftmost panel, Fig. 1a). This result showed that HeLa cells contain little or no endogenous
IL-1α, making them suitable for this analysis. Then, Western blotting was performed using cell lysate obtained
from HeLa cells that were transfected with human IL-1α fused with a HiBiT-tag at the N-terminus and a His-tag
at the C-terminus (Fig. 1b). When detected with anti-IL-1α, anti-His antibodies, and HiBiT-tag luminescence,
a distinct band of approximately 33 kDa was observed in each result, which is similar to the molecular weight
of the IL-1α precursor (Fig. 1a). In contrast to the precursor IL-1α, the 17 kDa form of IL-1α was detected with
low or no signal intensity. These findings are consistent with previous studies reporting that IL-1α mainly exists
intracellularly as a precursor. Therefore, the IL-1α precursor was targeted for further analysis in this study.l h
Previously, immunofluorescence microscopy was utilized to explore the subcellular localization of GFP-
fused IL-1α in HeLa cells; the findings demonstrated that GFP-fused IL-1α localizes to the nucleus in a cNLS-
dependent manner25,29. The biochemical analysis in this study also revealed that IL-1α localization to the nucleus
is cNLS-dependent. As shown in Fig. 1c, we prepared a construct of cNLS-deleted IL-1α fused with HiBiT, His
tags (ΔNLS-IL-1α), and then transiently transfected it into HeLa cells. From the cell lysate, nuclear and cyto-
plasmic fractions were taken and put through Western blotting with an anti-His antibody. As a result, the signal
intensity of IL-1α band in the nuclear fraction was reduced by the deletion of cNLS, whereas that of IL-1α band
in the cytoplasmic fraction was enhanced by the deletion of cNLS (Fig. 1d). This suggests that deleting cNLS
reduces IL-1α nuclear translocation. www.nature.com/scientificreports/ However, in addition to whether IL-1α interacts with the importin
α family in mammalian cells, the actual functional involvement of importin α in the nuclear translocation of
IL-1α was not examined in the mammalian or yeast cells in aforementioned reports.h y
p
The importin α family is also called karyopherin α, and there are seven subtypes in humans, which are clas-
sified into three subfamilies, α1, α2, and α3, based on the homology of the amino acid sequence (Table 1). There
is approximately 50% homology between subfamilies, and within each subfamily, there is approximately 80%
homology between subtypes except for importin α1 and importin α8. Each subtype is known to exhibit tissue-
dependent expression (Table 1)27; furthermore these subtypes are expected to bind to intracellular substances
and viruses in vivo in a substrate-specific manner28. In this study, we examined the interactions of all detectable
importin α subtypes with IL-1α in a mammalian cell line (HeLa) and discussed the mechanism by which the
importin α family participates in IL-1α nuclear translocation in mammalian cells. 2
Scientific Reports | (2024) 14:1322 |
https://doi.org/10.1038/s41598-024-51521-w
Table 1. The subtypes of human importin α family. N/A not applicable. Gene name
Protein name
Subfamily
Accession no. Molecular weight
(Da)
Tissue specificity
Function
References on
interaction with
IL-1α
mRNA (NCBI)
Protein (UniProt)
KPNA2
Importin subunit
alpha-1
α2
NM_002266.4
P52292
57,862
Expressed ubiqui-
tously
Functions in
nuclear protein
import as an
adapter protein for
nuclear receptor
importin β1
N/A
KPNA4
Importin subunit
alpha-3
α3
NM_002268.5
O00629
57,887
Highly expressed in
testis, ovary, small
intestine, heart,
skeletal muscle,
lung and pancreas,
but barely detect-
able in kidney,
thymus, colon and
peripheral blood
leukocytes
N/A
KPNA3
Importin subunit
alpha-4
α3
NM_002267.4
O00505
57,811
Ubiquitous
Highest levels in
heart and skeletal
muscle
N/A
KPNA1
Importin subunit
alpha-5
α1
NM_002264.4
P52294
60,222
Expressed ubiqui-
tously
N/A
KPNA5
Importin subunit
alpha-6
α1
NM_002269.3
O15131
60,666
Testis
N/A
KPNA6
Importin subunit
alpha-7
α1
NM_012316.5
O60684
60,030
Widely expressed
26
KPNA7
Importin subunit
alpha-8
α2
NM_001145715.3
A9QM74
56,938
unknown
Functions in
nuclear protein
import
N/A https://doi.org/10.1038/s41598-024-51521-w www.nature.com/scientificreports/ Analysis of interaction between IL‑1α and importin α family proteinsi Analysis of interaction between IL‑1α and importin α family proteins
To confirm whether the nuclear transport of IL-1α is mediated by the importin protein complex, we first analyzed
the interaction of IL-1α with each importin α family protein. Initially, we performed a coimmunoprecipita-
tion assay with an IL-1α-specific antibody. The importin α subtypes and antibody heavy chains have similar
molecular weights (57–61 kDa) (Table 1); therefore, in addition to detecting importin α, the heavy chains of the
antibody used for precipitation were detected nonspecifically. This masked the detection of importin α (results
not shown). In order to provide clearer results, cobalt-based immobilized metal ion affinity chromatography
(IMAC) was conducted on HeLa cells transfected with His-tag-fused IL-1α to isolate the His-tag fused protein
complex in the current study. y
To verify whether His-tag fused protein was isolated, the fractions obtained during IMAC were subjected to
Western blotting using anti-His antibody, and a clear single band was detected corresponding to the molecular
weight of IL-1α in the elution fraction expected to contain the His-tag fused protein (Fig. 2a). In contrast, no
band was detected in the flow-through fraction (Fig. 2a). GAPDH (which does not interact with IL-1α) was
detected with a stronger signal intensity in the flow-through fraction, whereas extremely low signal intensity
was detected in the elution fraction (Fig. 2a). Moreover, HAX-1, which has been shown to interact with IL-1α
in HEK293 cells18, was found in the elution fraction with a high signal intensity (Fig. 2b). These findings suggest
that this assay can evaluate the interactions of the importin protein with IL-1α. To investigate the interaction
of IL-1α with each importin α subtype using this assay, importin α1, α3, α4, α5, α6, and α7 in the flow-through
and elution fractions were analyzed via Western blotting using each specific antibody (Supplementary Table 1). The results showed that for all importin α subtypes, a stronger signal was detected in the elution fraction than
in the flow-through fraction (Fig. 2b). The anti-importin α8 antibody, however, was unable to detect importin
α8 in HeLa cell lysates (data not shown). Thus, it is revealed that importin α1, α3, α4, α5, α6, and α7 interact
with IL-1α in HeLa cells. IL‑1α expression and cNLS‑dependent nuclear transport of IL‑1α in HeLa cells In general, molecules with a molecular weight of around ≤ 40 kDa may
diffuse passively across the nuclear membrane pore30; accordingly, since the molecular weight of IL-1α is below
this threshold, it is possible that the detection of IL-1α in the nuclear fraction, even in the absence of cNLS, is
due to free diffusion of IL-1α into the nucleus. This biochemical approach could therefore be used to assess the
cNLS-dependent nuclear localization of IL-1α. These findings supported the utility of this expression system for
identifying the molecules involved in nuclear translocation. Effect of importin α1 on the intracellular behavior of IL‑1α
h
b
h
f Among the importin α subtypes, the overexpression of importin α1 in various cancers, including breast, lung,
esophageal, squamous cell, colon, prostate, and cervical cancers, has been reported in several studies31–35. Impor-
tin α1 expression is also higher in HeLa cells than in normal human cervical epithelial cells36; thus, importin α1
is considered to be functional in HeLa cells. Therefore, the present study focused on the effect of importin α1
on the nuclear translocation of IL-1α. Following that, we used different approaches to confirm the interaction
between importin α1 and IL-1α, including coimmunoprecipitation of HeLa cells expressing His-tag-fused IL-1α
and GST pulldown assay with GST-tag-fused importin α1 and His-tag-fused IL-1α; both approaches confirmed
the interaction between importin α1 and IL-1α (Supplementary Figs. S2, S3). To examine the effect of importin
α1 on the subcellular localization of IL-1α, we expressed His-tag fused IL-1α in HeLa cells transfected with siRNA
targeting importin α1. The quantity of importin α1 protein was significantly reduced by siRNA transfection
(Fig. 3a). Interestingly, in Western blotting using equal amounts of protein, IL-1α protein expression was also
significantly decreased by importin α1 knockdown, whereas there was no difference in the expression of β-actin
(Fig. 3a). To investigate the influence of importin α1 on IL-1α nuclear translocation, nuclear and cytoplasmic https://doi.org/10.1038/s41598-024-51521-w Scientific Reports | (2024) 14:1322 | www.nature.com/scientificreports/ i
Figure 1. Construction of an expression system comprising HiBiT-tag- and His-tag fused IL-1α in HeLa cells
and analysis of nuclear translocation of cNLS-deleted IL-1α. (a) At 24 h after transfection of HeLa cells with
an empty vector or a vector incorporating N-terminal HiBiT-tag- and C-terminal His-tag fused IL-1α, the
cells were collected and subjected to sodium dodecyl sulfate–polyacrylamide gel electrophoresis (SDS-PAGE),
followed by immunoblotting with anti-IL-1α, anti-His, and anti-GAPDH antibodies or detection with LgBiT
and its substrate. (b) Schematic of the IL-1α gene fused with a HiBiT-tag at the N-terminus and a His-tag at
the C-terminus. pcDNA incorporating N-terminal HiBiT-tag and C-terminal His-tag-fused IL-1α plasmid
was transiently expressed in HeLa cells. (c) Schematic representation of precursor IL-1α with the deleted cNLS
sequence (KVLKKRRL). pcDNA incorporating N-terminal HiBiT-tag- and C-terminal His-tag fused IL-1α
plasmid or a plasmid with deleted cNLS sequence from the full-length IL-1α plasmid were transiently expressed
in HeLa cells. (d) Nuclear and cytoplasmic fractions of the HeLa cells expressing full-length IL-1α and cNLS-
deleted IL-1α were subjected to immunoblotting with an anti-His, anti-lamin B1 and anti-β-actin antibodies. Effect of importin α1 on the intracellular behavior of IL‑1α
h
b
h
f Arrowheads indicate bands corresponding to the expected molecular weight of each protein. We confirmed
the reproducibility of the results (Supplementary Fig. S1). The full-length blots are shown in Supplementary
Information, Fig. 2. Figure 2. Identification of importin α subtypes interacting with IL-1α. The isolation of His-tag-fused IL-1α via
IMAC was conducted using cell lysates from HeLa cells expressing His-tag-fused IL-1α. (a) Immunoblotting was
performed using anti-His and anti-GAPDH antibodies; FT represents the flow-through fraction, and Elution
represents the imidazole elution fraction. (b) anti-HAX-1, anti-importin α1, anti-importin α3, anti-importin
α4, anti-importin α5, anti-importin α6, and anti-importin α7 antibodies were used for immunoblotting. Arrowheads indicate bands corresponding to the expected molecular weight of each protein. We confirmed
the reproducibility of the results (Supplementary Fig. S1). The full-length blots are shown in Supplementary
Information, Fig. 2. Figure 2. Identification of importin α subtypes interacting with IL-1α. The isolation of His-tag-fused IL-1α via
IMAC was conducted using cell lysates from HeLa cells expressing His-tag-fused IL-1α. (a) Immunoblotting was
performed using anti-His and anti-GAPDH antibodies; FT represents the flow-through fraction, and Elution
represents the imidazole elution fraction. (b) anti-HAX-1, anti-importin α1, anti-importin α3, anti-importin
α4, anti-importin α5, anti-importin α6, and anti-importin α7 antibodies were used for immunoblotting. Arrowheads indicate bands corresponding to the expected molecular weight of each protein. We confirmed
the reproducibility of the results (Supplementary Fig. S1). The full-length blots are shown in Supplementary
Information, Fig. 2. Figure 2. Identification of importin α subtypes interacting with IL-1α. The isolation of His-tag-fused IL-1α via
IMAC was conducted using cell lysates from HeLa cells expressing His-tag-fused IL-1α. (a) Immunoblotting was
performed using anti-His and anti-GAPDH antibodies; FT represents the flow-through fraction, and Elution
represents the imidazole elution fraction. (b) anti-HAX-1, anti-importin α1, anti-importin α3, anti-importin
α4, anti-importin α5, anti-importin α6, and anti-importin α7 antibodies were used for immunoblotting. Arrowheads indicate bands corresponding to the expected molecular weight of each protein. We confirmed
the reproducibility of the results (Supplementary Fig. S1). The full-length blots are shown in Supplementary
Information, Fig. 2. protein in the nuclear fraction to that in the cytoplasmic fraction), was substantially reduced by knockdown of
importin α1 (Fig. 3c). This indicated that importin α1 is related to the transport system of IL-1α in HeLa cells. Effect of importin α1 on the intracellular behavior of IL‑1α
h
b
h
f The full-length blots are shown in Supplementary Information, Fig. 1. Figure 1. Construction of an expression system comprising HiBiT-tag- and His-tag fused IL-1α in HeLa cells
and analysis of nuclear translocation of cNLS-deleted IL-1α. (a) At 24 h after transfection of HeLa cells with
an empty vector or a vector incorporating N-terminal HiBiT-tag- and C-terminal His-tag fused IL-1α, the
cells were collected and subjected to sodium dodecyl sulfate–polyacrylamide gel electrophoresis (SDS-PAGE),
followed by immunoblotting with anti-IL-1α, anti-His, and anti-GAPDH antibodies or detection with LgBiT
and its substrate. (b) Schematic of the IL-1α gene fused with a HiBiT-tag at the N-terminus and a His-tag at
the C-terminus. pcDNA incorporating N-terminal HiBiT-tag and C-terminal His-tag-fused IL-1α plasmid
was transiently expressed in HeLa cells. (c) Schematic representation of precursor IL-1α with the deleted cNLS
sequence (KVLKKRRL). pcDNA incorporating N-terminal HiBiT-tag- and C-terminal His-tag fused IL-1α
plasmid or a plasmid with deleted cNLS sequence from the full-length IL-1α plasmid were transiently expressed
in HeLa cells. (d) Nuclear and cytoplasmic fractions of the HeLa cells expressing full-length IL-1α and cNLS-
deleted IL-1α were subjected to immunoblotting with an anti-His, anti-lamin B1 and anti-β-actin antibodies. The full-length blots are shown in Supplementary Information, Fig. 1. fractions were extracted from the cell lysate, and IL-1α was identified by Western blotting (Fig. 3b). In this
analysis, although the protein amounts of the importin α1 siRNA-treated and negative siRNA-treated samples
used were equal, the IL-1α signal intensities in the nuclear and cytoplasmic fractions of HeLa cells treated with
importin α1 siRNA were lower than those in the nuclear and cytoplasmic fractions of HeLa cells treated with
negative siRNA. By contrast, the signal intensities of lamin B1 in the nuclear fraction and β-actin in the cyto-
plasmic fraction were unchanged. This indicated that the knockdown of importin α1 can decrease the protein
amount of IL-1α in HeLa cells. In addition, the nuclear/cytoplasmic ratio (i.e., the ratio of the amount of IL-1α https://doi.org/10.1038/s41598-024-51521-w Scientific Reports | (2024) 14:1322 | www.nature.com/scientificreports/ Figure 2. Identification of importin α subtypes interacting with IL-1α. The isolation of His-tag-fused IL-1α via
IMAC was conducted using cell lysates from HeLa cells expressing His-tag-fused IL-1α. (a) Immunoblotting was
performed using anti-His and anti-GAPDH antibodies; FT represents the flow-through fraction, and Elution
represents the imidazole elution fraction. (b) anti-HAX-1, anti-importin α1, anti-importin α3, anti-importin
α4, anti-importin α5, anti-importin α6, and anti-importin α7 antibodies were used for immunoblotting. Effect of importin α1 on the intracellular behavior of IL‑1α
h
b
h
f To
see whether IL-1α nuclear translocation was specifically regulated by importin α1, we investigated the effect of
importin α4, which has been also shown to interact with IL-1α (Fig. 2b). The results showed that the knockdown
of importin α4 had little effect on the protein amount and the nuclear translocation of IL-1α (Supplementary
Fig. S4a,d). To further confirm the redundancy among importin α subtypes, we analyzed the effects of other
importin α subtypes (importin α3, importin α5, and importin α7) on the nuclear transport of IL-1α. However,
importin α6 was excluded from this analysis because it is expressed specifically in the testes. The results indicated
that in addition to importin α1, knockdown of the gene expression of other importin α subtypes reduced the
amount of IL-1α protein transported to the nucleus (Supplementary Fig. S5). Analysis of the behavior of importin β1 in IL‑1α nuclear transport (b) The nuclear and cytoplasmic fractions of HeLa cells
transfected with importin α1 siRNA or negative-control siRNA and His-tag-fused IL-1α were obtained, and
each fraction was then subjected to immunoblotting using anti-importin α1, anti-His, anti-lamin B1, and anti-
β-actin antibodies. (c) IL-1α protein levels were measured in the nuclear and cytoplasmic fractions. Results
are expressed as the nuclear/cytoplasmic ratio. Data are presented as the mean ± SD. Significant difference
(P < 0.05) based on an unpaired Student’s t-test is indicated by asterisk (n ≥ 3). The full-length blots are shown in
Supplementary Information, Fig. 3. Figure 3. Analysis of the effect of importin α1 on IL-1α expression and nuclear translocation. (a) Cell lysates
from HeLa cells transfected with 5 nM negative-control siRNA or 2.5 or 5 nM importin α1 siRNA and then
transfected 24 h later with His-tag-fused IL-1α were subjected to SDS-PAGE and immunoblotting with anti-
importin α1, anti-His, and anti-β-actin antibodies. (b) The nuclear and cytoplasmic fractions of HeLa cells
transfected with importin α1 siRNA or negative-control siRNA and His-tag-fused IL-1α were obtained, and
each fraction was then subjected to immunoblotting using anti-importin α1, anti-His, anti-lamin B1, and anti-
β-actin antibodies. (c) IL-1α protein levels were measured in the nuclear and cytoplasmic fractions. Results
are expressed as the nuclear/cytoplasmic ratio. Data are presented as the mean ± SD. Significant difference
(P < 0.05) based on an unpaired Student’s t-test is indicated by asterisk (n ≥ 3). The full-length blots are shown in
Supplementary Information, Fig. 3. not part of the IL-1α complex in HeLa cells. In addition, when importin β1 was knocked down using siRNA in
HeLa cells expressing IL-1α, the nuclear translocation of IL-1α was not inhibited, reflecting non-interaction of
importin β1 with IL-1α (Supplementary Fig. S4d). Furthermore, the nuclear translocation of IL-1α was analyzed
in the presence of the importin β1 inhibitor importazole in HeLa cells expressing IL-1α. The nuclear transloca-
tion of p65, a substrate for importin β1 transport, was suppressed in the presence of 50 µM importazole, whereas
IL-1α nuclear transport was unaffected (Supplementary Fig. S4e). These results indicated that importin β1 is not
involved in the importin α-mediated nuclear transport of IL-1α. Analysis of the behavior of importin β1 in IL‑1α nuclear transport To determine whether importin β1 was needed for nuclear transport of the IL-1α complex, we examined whether
importin β1 was present in the complex. First, we examined the interaction between IL-1α and importin β1 by
performing IMAC analysis using HeLa cells expressing His-tag fused IL-1α. The results showed that importin
β1 was mainly detected in the flow-through fraction, which behaved similarly to GAPDH (Fig. 4a). Results
suggested that importin β1 did not interact with the IL-1α complex. Importin β1 was further investigated using
coimmunoprecipitation with an anti-importin β1 antibody. Consequently, importin β1 was detected in the pellet
fraction, and so was importin α1. In addition, p65, which was transported to the nucleus by the importin α1/β1
complex, was coprecipitated with importin β1. However, IL-1α was detected in the supernatant fraction, exhibit-
ing similar behavior as the negative control GAPDH (Fig. 4b). These findings demonstrated that importin β1 was https://doi.org/10.1038/s41598-024-51521-w Scientific Reports | (2024) 14:1322 www.nature.com/scientificreports/ Figure 3. Analysis of the effect of importin α1 on IL-1α expression and nuclear translocation. (a) Cell lysates
from HeLa cells transfected with 5 nM negative-control siRNA or 2.5 or 5 nM importin α1 siRNA and then
transfected 24 h later with His-tag-fused IL-1α were subjected to SDS-PAGE and immunoblotting with anti-
importin α1, anti-His, and anti-β-actin antibodies. (b) The nuclear and cytoplasmic fractions of HeLa cells
transfected with importin α1 siRNA or negative-control siRNA and His-tag-fused IL-1α were obtained, and
each fraction was then subjected to immunoblotting using anti-importin α1, anti-His, anti-lamin B1, and anti-
β-actin antibodies. (c) IL-1α protein levels were measured in the nuclear and cytoplasmic fractions. Results
are expressed as the nuclear/cytoplasmic ratio. Data are presented as the mean ± SD. Significant difference
(P < 0.05) based on an unpaired Student’s t-test is indicated by asterisk (n ≥ 3). The full-length blots are shown in
Supplementary Information, Fig. 3. Figure 3. Analysis of the effect of importin α1 on IL-1α expression and nuclear translocation. (a) Cell lysates
from HeLa cells transfected with 5 nM negative-control siRNA or 2.5 or 5 nM importin α1 siRNA and then
transfected 24 h later with His-tag-fused IL-1α were subjected to SDS-PAGE and immunoblotting with anti-
importin α1, anti-His, and anti-β-actin antibodies. Discussion To evaluate the substrate specificity of the
importin α family, detailed analysis based on the absolute abundance of each importin α subtype is needed in the
future. By contrast, Wan et al. detected multiple importin α subtypes in the same fraction in a proteomic analysis
of isolated fractions obtained using various separation carriers, indicating that they interact with each another37. Furthermore, we also confirmed that the interaction between importin α1 and importin α3 using immunologic
analysis (Supplementary Fig. S6). Thus, the elution of each importin α subtype together with IL-1α might reflect
interactions between different importin α subtypes; namely, importin α1 and importin α3 might interact and
function in a cooperative manner in vivo. Future studies on the interactions of importin α1 with subtypes other
than importin α3 that considers the absolute abundance of each protein are needed. Furthermore, whether each
importin α subtype binds directly or indirectly to IL-1α remains to be elucidated, and the contribution of the
interactions between different importin α subtypes to the transport function of IL-1α requires additional study. I
l i
ti
bi d t th
NLS f
d i
ti β1 bi d t i
ti
f
i
l indicates that importin α subtypes are widely involved in the nuclear transport of IL-1α. However, the nuclear
transport of IL-1α was unaffected by importin α4 knockdown (Supplementary Figs. S4d, S5b). These results
suggest that importin α4 does not play a regulatory role in the nuclear transport of IL-1α. Although importin
α4 might have a regulatory function in the nuclear transport of IL-1α, it is possible that its expression will be
extremely low, in which case it will have a negligible effect on transport. To evaluate the substrate specificity of the
importin α family, detailed analysis based on the absolute abundance of each importin α subtype is needed in the
future. By contrast, Wan et al. detected multiple importin α subtypes in the same fraction in a proteomic analysis
of isolated fractions obtained using various separation carriers, indicating that they interact with each another37. Furthermore, we also confirmed that the interaction between importin α1 and importin α3 using immunologic
analysis (Supplementary Fig. S6). Thus, the elution of each importin α subtype together with IL-1α might reflect
interactions between different importin α subtypes; namely, importin α1 and importin α3 might interact and
function in a cooperative manner in vivo. Discussion Previously, Sahni et al. showed that IL-1α interacts with importin α7 using the Y2H screening assay26. However,
the results were obtained from a comprehensive analysis opposed to an experiment focused solely on IL-1α,
and it was possible that this interaction would not be replicated in mammalian cells. Therefore, it was necessary
to verify the interaction between IL-1α and importin α subtypes in an experimental system using mammalian
cells, which was not performed in the previous study. For the first time, we studied interactions between IL-1α
and importin α subtypes in mammalian cells and discovered that IL-1α interacts with all detectable importin α
subtypes, namely importin α1, α3, α4, α5, α6, and α7 (Fig. 2b). The results suggest that these subtypes are possibly
involved in the nuclear translocation of IL-1α. However, the function of the importin α family in the nuclear
translocation of IL-1α has not been investigated. Our analysis showed that reducing the expression of importin
α1 suppressed IL-1α nuclear localization, demonstrating that among the importin α subtypes, at least importin
α1 is involved in IL-1α nuclear translocation (Fig. 3b,c). d
d
h
f
l
l
d b
h
b
d
h g
Redundancy in the importin α family was also examined because each importin α subtype interacted with
IL-1α (Fig. 2b). We found that in addition to knockdown of importin α1, knockdown of most other importin α
subtypes also reduced the amount of IL-1α protein transported to the nucleus (Supplementary Fig. S5b). This https://doi.org/10.1038/s41598-024-51521-w Scientific Reports | (2024) 14:1322 | www.nature.com/scientificreports/ Figure 4. Analysis of the behavior of importin β1 in IL-1α nuclear translocation. (a) After isolation of His-
tag-fused protein via IMAC from HeLa cells expressing His-tag-fused IL-1α, the obtained fractions during
IMAC were analyzed using Western blotting with anti-His, anti-importin β1, and anti-GAPDH antibodies. Input lysate of HeLa cells before IMAC, FT flow-through fraction, Elution imidazole elution fraction. (b)
Coimmunoprecipitation was performed with an anti-importin β1 antibody using HeLa cells expressing His-tag-
fused IL-1α, and the input, supernatant fraction, and pellet fraction were analyzed by Western blotting using
anti-importin β1, anti-importin α1, anti-p65, anti-His, and anti-GAPDH antibodies. Input lysate of HeLa cells
before immunoprecipitation, Sup supernatant fraction, Pellet pellet fraction. The full-length blots are shown in
Supplementary Information, Fig. 4. Figure 4. Analysis of the behavior of importin β1 in IL-1α nuclear translocation. Discussion (a) After isolation of His-
tag-fused protein via IMAC from HeLa cells expressing His-tag-fused IL-1α, the obtained fractions during
IMAC were analyzed using Western blotting with anti-His, anti-importin β1, and anti-GAPDH antibodies. Input lysate of HeLa cells before IMAC, FT flow-through fraction, Elution imidazole elution fraction. (b)
Coimmunoprecipitation was performed with an anti-importin β1 antibody using HeLa cells expressing His-tag-
fused IL-1α, and the input, supernatant fraction, and pellet fraction were analyzed by Western blotting using
anti-importin β1, anti-importin α1, anti-p65, anti-His, and anti-GAPDH antibodies. Input lysate of HeLa cells
before immunoprecipitation, Sup supernatant fraction, Pellet pellet fraction. The full-length blots are shown in
Supplementary Information, Fig. 4. Figure 4. Analysis of the behavior of importin β1 in IL-1α nuclear translocation. (a) After isolation of His-
tag-fused protein via IMAC from HeLa cells expressing His-tag-fused IL-1α, the obtained fractions during
IMAC were analyzed using Western blotting with anti-His, anti-importin β1, and anti-GAPDH antibodies. Input lysate of HeLa cells before IMAC, FT flow-through fraction, Elution imidazole elution fraction. (b)
Coimmunoprecipitation was performed with an anti-importin β1 antibody using HeLa cells expressing His-tag-
fused IL-1α, and the input, supernatant fraction, and pellet fraction were analyzed by Western blotting using
anti-importin β1, anti-importin α1, anti-p65, anti-His, and anti-GAPDH antibodies. Input lysate of HeLa cells
before immunoprecipitation, Sup supernatant fraction, Pellet pellet fraction. The full-length blots are shown in
Supplementary Information, Fig. 4. indicates that importin α subtypes are widely involved in the nuclear transport of IL-1α. However, the nuclear
transport of IL-1α was unaffected by importin α4 knockdown (Supplementary Figs. S4d, S5b). These results
suggest that importin α4 does not play a regulatory role in the nuclear transport of IL-1α. Although importin
α4 might have a regulatory function in the nuclear transport of IL-1α, it is possible that its expression will be
extremely low, in which case it will have a negligible effect on transport. To evaluate the substrate specificity of the
importin α family, detailed analysis based on the absolute abundance of each importin α subtype is needed in the
future. By contrast, Wan et al. detected multiple importin α subtypes in the same fraction in a proteomic analysis
of isolated fractions obtained using various separation carriers, indicating that they interact with each another37. Furthermore, we also confirmed that the interaction between importin α1 and importin α3 using immunologic
analysis (Supplementary Fig. S6). Discussion Thus, the elution of each importin α subtype together with IL-1α might reflect
interactions between different importin α subtypes; namely, importin α1 and importin α3 might interact and
function in a cooperative manner in vivo. Future studies on the interactions of importin α1 with subtypes other
than importin α3 that considers the absolute abundance of each protein are needed. Furthermore, whether each
importin α subtype binds directly or indirectly to IL-1α remains to be elucidated, and the contribution of the
interactions between different importin α subtypes to the transport function of IL-1α requires additional study. In general, importin α binds to the cNLS of a cargo, and importin β1 binds to importin α, forming a complex
that is transported into the nucleus in an importin β1-dependent manner (Fig. 5, left)38–43. The cNLS is usually
found in the coils, loops, or intrinsically disordered regions so that its binding importin α can be facilitated. The NLS sequence of IL-1α (amino acids 79–86) is located in intrinsically disordered regions according to the
AlphaFold model; therefore, this sequence can interact with importin α as a cNLS. In the present study, we
demonstrated the following: (1) The cNLS deletion in IL-1α prevents the nuclear translocation of IL-1α (Fig. 1d);
(2) importin α1 interacts with IL-1α, forming a complex (Fig. 2b); and (3) importin β1 is not included in the
complex, suggesting that importin β1 does not involve IL-1α nuclear translocation (Fig. 4, Fig. S4d,e). These
suggest that IL-1α translocates into the nucleus depending on importin α1 but independently of importin β1. In
Arabidopsis thaliana, importin α binds with cNLS and mediates nuclear import independently of importin β1, but
the mechanism is unclear44. What mechanism underlies the importin β1-independent nuclear translocation of
IL-1α in HeLa cells? Importin α has an cNLS-binding domain as well as an importin β-binding domain (IBB) that indicates that importin α subtypes are widely involved in the nuclear transport of IL-1α. However, the nuclear
transport of IL-1α was unaffected by importin α4 knockdown (Supplementary Figs. S4d, S5b). These results
suggest that importin α4 does not play a regulatory role in the nuclear transport of IL-1α. Although importin
α4 might have a regulatory function in the nuclear transport of IL-1α, it is possible that its expression will be
extremely low, in which case it will have a negligible effect on transport. Discussion Although HAX-1 is present in the nucleus19,48–51 and has been implicated in the nuclear transport of IL-1α by
binding to the region containing the cNLS19,52, the specific transport mechanism is unclear, and further elucida-
tion is required. It is possible that the unknown protein shown in Fig. 5, which presents a model of the regulation
of the nuclear transport of IL-1α, plays a significant role in the nuclear transport of IL-1α mediated by importin
α1. Conversely, Kotera et al. reported that importin α alone can transport Ca2+/calmodulin-dependent protein
kinase type IV, which does not contain cNLS, to the nucleus53. The possibility of IL-1α nuclear translocation by
importin α itself needs additional investigation.h This research indicated that importin α1 knockdown decreased the protein level of IL-1α in HeLa cells (Fig. 3). Recently, in addition to nuclear transport capacity, importin α1 is also noted for its various other functions54,55,
such as the regulation of gene expression56, cell differentiation57,58, and spindle assembly59. In particular, the func-
tions regarding protein polymerization and folding have been postulated: importin α/β inhibits the fibrillization
of TDP-43, which is associated with amyotrophic lateral sclerosis and Alzheimer’s disease60,61, and in influenza
A virus, importin α5 acts as a chaperone that inhibits the aggregation of nucleoprotein62. Hence, the interaction
of importin α1 with IL-1α may also assist in the stabilization of IL-1α protein. The deletion of the cNLS in IL-1α
lowered the quantity of IL-1α protein in the nucleus but had no impact on the overall quantity of IL-1α protein
in the cell (Fig. 1d). Importin α1 therefore contributes to the regulation of IL-1α protein level by interacting
with a domain other than the cNLS of IL-1α. This means that importin α1 interacts with IL-1α at multiple sites,
similar to how HAX-1 interacts with IL-1α18,19. Ainscough et al., reported that IL-1α was polyubiquitinated and
exposed to proteasomal degradation in murine dendritic cells63. Although polyubiquitinated sites of IL-1α have
not been identified, the cNLS sequence containing multiple lysine residues may correspond to polyubiquitinated
sites, i.e., by masking the cNLS of IL-1α, importin α1 might be protecting IL-1α from proteasomal degradation. Importin α4 interacts with IL-1α (Fig. 2b), but knockdown did not lower IL-1α expression (Supplementary
Fig. S4d). There can be substrate specificity between importin α subtypes for the regulation of IL-1α protein level. Discussion Right side: the IL-1α binds to importin α1 and an unknown
protein, and is subsequently transported into the nucleus independently of importin β1. binds to importin β1. The IBB domain also has cNLS-like properties, so both domains interact intramolecularly
to prevent importin α from binding to importin β145–47. After the cNLS of a cargo binds to the cNLS-binding
domain of importin α, the IBB domain of importin α will become free to bind importin β1. In our findings,
cNLS deletion significantly inhibited IL-1α nuclear translocation, suggesting that importin α1 binds to the cNLS
of IL-1α, resulting in nuclear translocation despite the absence of importin β1 in the transport complex. This
indicates that importin β1 cannot bind to importin α1, which is already attached to IL-1α’s cNLS. One suggested
mechanism is that an unknown protein in the IL-1α nuclear transport complex inhibits the interaction between
importin α1 and importin β1 (Fig. 5, right). binds to importin β1. The IBB domain also has cNLS-like properties, so both domains interact intramolecularly
to prevent importin α from binding to importin β145–47. After the cNLS of a cargo binds to the cNLS-binding
domain of importin α, the IBB domain of importin α will become free to bind importin β1. In our findings,
cNLS deletion significantly inhibited IL-1α nuclear translocation, suggesting that importin α1 binds to the cNLS
of IL-1α, resulting in nuclear translocation despite the absence of importin β1 in the transport complex. This
indicates that importin β1 cannot bind to importin α1, which is already attached to IL-1α’s cNLS. One suggested
mechanism is that an unknown protein in the IL-1α nuclear transport complex inhibits the interaction between
importin α1 and importin β1 (Fig. 5, right). p
p
β
g
g
To further clarify whether HAX-1, which interacted with IL-1α (Fig. 2b), and its knockdown prevented IL-1α
nuclear translocation (Supplementary Fig. S4d), is also involved in importin α1-mediated IL-1α translocation,
the interaction between importin α1 and HAX-1 was examined by immunoprecipitation using anti-importin α1
and anti-HAX-1 antibodies. The results revealed no coprecipitation of importin α1 and HAX-1 (Supplementary
Fig. S7). These results demonstrate that importin α1 and HAX-1 do not interact. Therefore, it was indicated
that HAX-1 is involved in the nuclear translocation of IL-1α through a pathway independent of importin α1. Discussion Future studies on the interactions of importin α1 with subtypes other
than importin α3 that considers the absolute abundance of each protein are needed. Furthermore, whether each
importin α subtype binds directly or indirectly to IL-1α remains to be elucidated, and the contribution of the
interactions between different importin α subtypes to the transport function of IL-1α requires additional study. f
p
yp
p
q
y
In general, importin α binds to the cNLS of a cargo, and importin β1 binds to importin α, forming a complex
that is transported into the nucleus in an importin β1-dependent manner (Fig. 5, left)38–43. The cNLS is usually
found in the coils, loops, or intrinsically disordered regions so that its binding importin α can be facilitated. The NLS sequence of IL-1α (amino acids 79–86) is located in intrinsically disordered regions according to the
AlphaFold model; therefore, this sequence can interact with importin α as a cNLS. In the present study, we
demonstrated the following: (1) The cNLS deletion in IL-1α prevents the nuclear translocation of IL-1α (Fig. 1d);
(2) importin α1 interacts with IL-1α, forming a complex (Fig. 2b); and (3) importin β1 is not included in the
complex, suggesting that importin β1 does not involve IL-1α nuclear translocation (Fig. 4, Fig. S4d,e). These
suggest that IL-1α translocates into the nucleus depending on importin α1 but independently of importin β1. In
Arabidopsis thaliana, importin α binds with cNLS and mediates nuclear import independently of importin β1, but
the mechanism is unclear44. What mechanism underlies the importin β1-independent nuclear translocation of
IL-1α in HeLa cells? Importin α has an cNLS-binding domain as well as an importin β-binding domain (IBB) that https://doi.org/10.1038/s41598-024-51521-w Scientific Reports | (2024) 14:1322 www.nature.com/scientificreports/ Figure 5. Components of complexes for nuclear translocation of IL-1α. Left side: general transport complex of
substrate containing cNLS, which forms a complex with importin α, importin β1, and substrate transported to
the nucleus in an importin β1-dependent manner. Right side: the IL-1α binds to importin α1 and an unknown
protein, and is subsequently transported into the nucleus independently of importin β1. Figure 5. Components of complexes for nuclear translocation of IL-1α. Left side: general transport complex of
substrate containing cNLS, which forms a complex with importin α, importin β1, and substrate transported to
the nucleus in an importin β1-dependent manner. Cell culture and maintenance HeLa cells were cultured in Dulbecco’s Modified Eagle’s Medium supplemented with 10% fetal calf serum, 50 μg/
mL streptomycin, and 50 U/mL penicillin (Sigma-Aldrich, St. Louis, MO) for 3 days in a humidified incubator
(5% CO2, 37 °C). The cells were maintained by passage every 2–3 days. Construction of plasmid vectors Using the Quick-Change site-directed mutagenesis kit (Agilent, Böblingen, Germany), expression vector (HiBiT-
IL-1α-His) containing the N-terminal HiBiT-tag (11 amino acids [VSGWRLFKKIS]) and the C-terminal His-tag
was constructed, and pcDNA-IL-1α vector was used as a template64. The cNLS-deletion mutant of IL-1α (∆NLS)
was constructed using the HiBiT-IL-1α-His vector as a template and the above-mentioned kit. Plasmids were
sequenced to ensure that no undesired mutations were present. Transfection experiment p
HeLa cells were seeded in a 6-well plate (5 × 105 cells/well) 1 day before transfection with the expression vector. The expression vector was transfected according to the manufacturer’s instructions using Lipofectamine 3000
reagent (Thermo Fisher Scientific, Waltham, MA). After incubation for 24 h, the transfected cells were collected
and analyzed. For RNA interference, 2.5 and 5 nM siRNA targeting importin α1 (Silencer select ID s7922, Thermo
Fisher Scientific), 5 nM siRNA targeting importin α4 (Silencer select ID s7923, Thermo Fisher Scientific), HAX-1
(Silencer select ID s20458, Thermo Fisher Scientific), importin β1 (Silencer select ID s7917, Thermo Fisher Sci-
entific), and 5 nM universal negativecontrol siRNA (Silencer select ID 4390843, Thermo Fisher Scientific) were
transfected using Lipofectamine RNAiMAX (Thermo Fisher Scientific) for 24 h before transfecting the cells with
the expression vector, as per the manufacturer’s instructions. Materials and methods
Reagents g
Monoclonal mouse anti-IL-1α (sc-271618), anti-GAPDH (sc-47724), anti-importin α1 (sc-55538), anti-importin
α4 (sc-514101), anti-importin α5 (sc-101292), anti-importin α7 (sc-390055) antibodies were purchased from
Santa Cruz Biotechnology (Dallas, TX, USA). Proteintech (Rosemont, IL, USA) provided polyclonal rabbit
anti-β-actin (20536-1-AP) and anti-lamin B1 (12987-1-AP) antibodies, as well as monoclonal mouse anti-GST
tag antibody (66001-2-Ig). Monoclonal mouse anti-His antibody (D291-3) was purchased from MBL (Tokyo,
Japan). Monoclonal mouse anti-importin α3 (ab53751) and anti-importin β1 antibodies (ab2811) were purchased
from Abcam (Cambridge, UK). Monoclonal mouse anti-importin α6 antibody (H00003841-M01) was purchased
from Abnova (Taipei, Taiwan). Monoclonal rabbit anti-p65 antibody (8242) was purchased from Cell Signaling
Technology (Danvers, MA, USA). For more information on anti-importin antibodies, see Supplementary Table 1. Verification of the specificity of the antibody against each importin α subtype is shown in Supplementary Fig. S8. Discussion However, if the protein expression of importin α4 is extremely low, its effect on protein expression of IL-1α might
not be reflected in the experimental results. To elucidate the mechanism underlying reduction of IL-1α protein
expression via suppression of importin α1 expression and to discuss the substrate specificity of importin α family,
a comprehensive analysis of the changes in protein abundance associated with the suppression of importin α1
expression need to be performed. In addition, targeted proteomic analysis should be conducted to determine
the abundance of importin α subtypes and other related analyses would be needed. https://doi.org/10.1038/s41598-024-51521-w Scientific Reports | (2024) 14:1322 www.nature.com/scientificreports/ To date, only HAX-1 has been identified as a molecule that directly regulates IL-1α nuclear translocation,
and the mechanism of the importin α dependent nuclear translocation of IL-1α with cNLS has not been directly
analyzed. This research showed that all detected importin α subtypes interact with IL-1α in HeLa cells. Among
these subtypes, we discovered that at least importin α1-mediated nuclear translocation of IL-1α occurs and that
the transport pathway is independent of importin β1. Moreover, importin α1 is involved in the regulation of the
IL-1α protein level in HeLa cells. To clarify the mechanism by which the IL-1α-importin α1 complex is trans-
located to the nucleus, detailed and careful analyses, including proteomic analysis, are required to identify the
proteins that interact with the complex during the nuclear transport of IL-1α in a spatiotemporal manner. Our
results imply that importin α1 may be valuable as a potential therapeutic target for all IL-1α-related diseases,
whether intracellular and extracellular. Statistical analysis y
Data are expressed as mean ± SD. Differences between two groups were assessed using an unpaired two-tailed
Student’s t-test. Data were analyzed using the iBright imaging system. The results were considered significant
at P < 0.05. www.nature.com/scientificreports/ used to collect the target protein complexes. Thereafter, the samples (the supernatant fraction obtained from the
first wash, referred to as “Sup” and the fraction obtained from elution buffer, referred to as “Pellet”) were used for
Western blotting. Alternatively, to confirm the interaction between importin α1 and IL-1α, HeLa cells transfected
with empty vector or His-tag fused IL-1α gene were utilized for coimmunoprecipitation with anti-His antibody. The precipitates were collected using Protein G Sepharose™ 4 fast flow (GE Healthcare Bioscience, Piscataway,
NJ) after incubating the cell lysate with anti-His antibody and were subjected to Western blotting analysis. t
g
y
y
j
g
y
HeLa cells coexpressing His-tag-fused IL-1α and GST-fused importin α1 were utilized for GST pulldown
assays. Glutathione SepharoseTM 4 Rapid Flow (GE Healthcare Bioscience) was utilized to capture GST-fused
proteins. Western blotting using an anti-His antibody was used to detect IL-1α in GST-fusion protein complexes. Additional procedures included collecting His-tag fused proteins on Ni–NTA agarose beads (Qiagen, Hilden,
Germany) and blotting the samples with an anti-GST antibody. Western blotting experiment g
p
HeLa cells transfected with the expression vector were washed twice with cold PBS before being lysed with cell
lysis buffer (1% Triton X-100/10 mM Tris–HCl buffer [pH 8.0]). Cytoplasmic and nuclear extracts were obtained
from the cell lysate using NE-PER™ nuclear and cytoplasmic extraction kit (Thermo Fisher Scientific). Protein
concentrations were measured using the Bio-Rad protein assay (Bio-Rad Laboratories, Inc., Hercules, CA), and
then Western blotting was performed. Briefly, protein mixtures were resolved by SDS-PAGE under reducing
conditions of 8% or 12% gels, which were then electrotransferred onto PVDF membranes. After blocking non-
specific binding using PBST containing 1% BSA, each blot was incubated overnight with the primary antibody at
4 °C and subsequently with the HRP-conjugated secondary antibody for 1 h at room temperature. Supplementary
Table 1 describes the primary antibodies against importin α and importin β1. The blots were visualized with
ECL Prime Western Blotting Detection Reagent (Cytiva, Tokyo, Japan). Super Signal Ultra Chemiluminescent
Substrate (Thermo Fisher Scientific) was used to detect importins α3 and α6. To demonstrate equivalent protein
loading, GAPDH or β-actin levels in whole-cell lysates, β-actin levels in the cytoplasmic fraction, and lamin B1
levels in the nuclear fraction were evaluated. The resulting bands were analyzed using the iBright imaging system
(Thermo Fisher Scientific, Waltham, MA, USA). References 1. Rider, P., Voronov, E., Dinarello, C. A., Apte, R. N. & Cohen, I. Alarmins: Feel the stress. J. Immunol. 198, 1395–1402 (2017).i 1. Rider, P., Voronov, E., Dinarello, C. A., Apte, R. N. & Cohen, I. Alarmins: Feel the stress. J. Immunol. 198, 1395–1402 (2017).i 2. Chiu, J. W., Binte Hanafi, Z., Chew, L. C. Y., Mei, Y. & Liu, H. IL-1α processing, signaling and its role in cancer progression. Cel
10, 92 (2021).lf 3. Gross, O. et al. Inflammasome activators induce interleukin-1α secretion via distinct pathways with differential requirement for
the protease function of caspase-1. Immunity 36, 388–400 (2012).i 3. Gross, O. et al. Inflammasome activators induce interleukin-1α secretion via distinct pathways with differential requirement for
the protease function of caspase-1. Immunity 36, 388–400 (2012).i p
p
y
(
)
4. Kurt-Jones, E. A., Beller, D. I., Mizel, S. B. & Unanue, E. R. Identification of a membrane-associated interleukin 1 in macrophages. Proc. Natl. Acad. Sci. U.S.A. 82, 1204–1208 (1985). Proc. Natl. Acad. Sci. U.S.A. 82, 1204–1208 (1985). 5. Kaplanski, G. et al. Interleukin-1 induces interleukin-8 secretion from endothelial cells by a juxtacrine mechanism. Blood 84
4242–4248 (1994). (
)
6. Zheng, Y., Humphry, M., Maguire, J. J., Bennett, M. R. & Clarke, M. C. Intracellular interleukin-1 receptor 2 binding prevents
cleavage and activity of interleukin-1α, controlling necrosis-induced sterile inflammation. Immunity 38, 285–295 (2013).l g
y
gl
y
7. Molgora, M., Supino, D., Mantovani, A. & Garlanda, C. Tuning inflammation and immunity by the negative regulators IL-1R2
and IL-1R8. Immunol. Rev. 281, 233–247 (2018).l 8. Dinarello, C. A. Immunological and inflammatory functions of the interleukin-1 family. Annu. Rev. Immunol. 27, 519–550 (2009) 8. Dinarello, C. A. Immunological and inflammatory functions of the interleukin 1 family. Annu. Rev. Immunol. 27, 519 550 (2009). 9. Wessendorf, J. H., Garfinkel, S., Zhan, X., Brown, S. & Maciag, T. Identification of a nuclear localization sequence within the
structure of the human interleukin-1 alpha precursor. J. Biol. Chem. 268, 22100–22104 (1993).h p
p
0. Kim, B. et al. The interleukin-1α precursor is biologically active and is likely a key alarmin in the IL-1 family of cytokines. Front
Immunol. 4, 391 (2013).hl 11. Werman, A. et al. The precursor form of IL-1alpha is an intracrine proinflammatory activator of transcription. Proc. Natl. Acad. Sci. U.S.A. 101, 2434–2439 (2004). 12. Buryskova, M., Pospisek, M., Grothey, A., Simmet, T. & Burysek, L. Data availability
Th d
d
h y
The datasets used in the current study are available from the corresponding author on reasonable request. Received: 13 March 2023; Accepted: 6 January 2024 Received: 13 March 2023; Accepted: 6 January 2024 Protein–protein interaction analysis To purify the His-tagged protein and its binding proteins, IMAC was performed using Dynabeads His-Tag Iso-
lation and Pulldown kit (Thermo Fisher Scientific). Cobalt was utilized as a tetradentate metal chelator in this
strategy to bind to His-tagged proteins. In brief, HeLa cells transfected with His-tagged IL-1α were lysed in 700
μL of cell lysis buffer and then treated with 50 μL of cobalt-coated magnetic beads for 5 min at room temperature. The solutions were then placed on a magnet for 2 min to wash the magnetic beads 4 times with buffer containing
50 mM Na-phosphate (pH 8.0), 300 mM NaCl, and 0.01% Tween 20. The flow-through obtained from the first
wash was used for Western blotting analysis as a fraction containing molecules that did not bind to the His-tag
fused protein. The His-tag fused protein and its binding proteins were extracted from magnetic beads using 100
μL of His-elution buffer (300 mM imidazole, 50 mM sodium phosphate (pH 8.0), 300 mM NaCl, and 0.01%
tween 20). This process was performed for 15 min at room temperature. The samples (the flow-through frac-
tion obtained from the first wash, referred to as “FT”, and the fraction obtained from His-elution, referred to as
“Elution”) were then used for Western blotting analysis. The amount of magnetic beads was adjusted according
to the amount of protein present in the sample. p
p
p
To determine whether importin β1 interacts with IL-1α complex, we utilized Dynabeads Coimmunoprecipi-
tation Kit (Thermo Fisher Scientific) and followed the manufacturer’s instructions for immunoprecipitation. The lysis buffer supplied with the kit was used to lyse the cells. For antibody immobilization, anti-importin β1
antibody (Abcam ab2811) was linked to magnetic beads. First, anti-importin β1 antibody was coupled to Dyna-
beads M-270 Epoxy at 37 °C for overnight. The cell lysate and antibody-coated Dynabeads M-270 Epoxy were
incubated for 30 min at 4 °C. The tube containing the sample was then placed on a magnet to collect the beads,
and the supernatant was removed. This step was repeated to wash the beads. Extraction buffer from the kit was https://doi.org/10.1038/s41598-024-51521-w Scientific Reports | (2024) 14:1322 | www.nature.com/scientificreports/ www.nature.com/scientificreports/ www.nature.com/scientificreports/ 19. Kawaguchi, Y. et al. Intracellular IL-1alpha-binding proteins contribute to biological functions of endogenous IL-1alpha in systemic
sclerosis fibroblasts. Proc. Natl. Acad. Sci. U.S.A. 103, 14501–14506 (2006). i
20. Kalderon, D., Richardson, W. D., Markham, A. F. & Smith, A. E. Sequence requirements for nuclear location of simian viru
large-T antigen. Nature 311, 33–38 (1984). g
g
,
(
)
1. Robbins, J., Dilworth, S. M., Laskey, R. A. & Dingwall, C. Two interdependent basic domains in nucleoplasmin nuclear targeting
d
fi
f
l
f b
l
C ll
(
) g
g
21. Robbins, J., Dilworth, S. M., Laskey, R. A. & Dingwall, C. Two interdependent basic domains in nucleoplasmin nuclear targeting
sequence: Identification of a class of bipartite nuclear targeting sequence. Cell 64, 615–623 (1991). . Robb
s, J.,
wo t , S. ., askey, R. . &
gwa , C. wo
te depe de t bas c do
a
s
uc eop as
uc ea ta g
sequence: Identification of a class of bipartite nuclear targeting sequence. Cell 64, 615–623 (1991). equence: Identification of a class of bipartite nuclear targeting sequence. Cell 64, 615–623 (1991). qi
p
g
g
. Görlich, D. & Kutay, U. Transport between the cell nucleus and ,
y,
p
y
p
,
(
)
23. Cook, A., Bono, F., Jinek, M. & Conti, E. Structural biology of nucleocytoplasmic transport. Annu. Rev. Biochem. 76, 647–671
(2007). 24. Stewart, M. Molecular mechanism of the nuclear protein imp 25. Luheshi, N. M., Rothwell, N. J. & Brough, D. The dynamics and mechanisms of interleukin-1alpha and beta nuclear import
10, 16–25 (2009). 26. Sahni, N. et al. Widespread macromolecular interaction pertu 27. Köhler, M. et al. Cloning of two novel human importin-alpha subunits and analysis of the expression pattern of the importin-alpha
protein family. FEBS Lett. 417, 104–108 (1997).ifi p
y
28. Pumroy, R. A. & Cingolani, G. Diversification of importin-α isoforms in cellular trafficking and disease states. Biochem. J. 13–28 (2015). (
)
29. Kudo, Y. et al. Nuclear localization of propiece IL-1α in HeLa cells. J. Oral Sci. 64, 151–155 (2022). & Peters, R. Permeability of single nuclear pores. Biophys. J. 77, 21 30. Keminer, O. & Peters, R. Permeability of single nuclear pores. 31. Alshareeda, A. T. et al. KPNA2 is a nuclear export protein that contributes to aberrant localisation of key proteins and poor p
nosis of breast cancer. Br. J. www.nature.com/scientificreports/ Cancer 112, 1929–1937 (2015).h 2. Christiansen, A. & Dyrskjøt, L. The functional role of the novel biomarker karyopherin α 2 (KPNA2) in cancer. Cancer Lett. 331
18–23 (2013).i 33. Sakai, M. et al. Significance of karyopherin-{alpha} 2 (KPNA2) expression in esophageal squamous cell carcinoma. Anticancer
Res. 30, 851–856 (2010). 4. Zhang, Y. et al. Karyopherin alpha 2 is a novel prognostic marker and a potential therapeutic target for colon cancer. J. Exp. Clin
Cancer Res. 34, 145 (2015).h (
)
5. van der Watt, P. J. et al. The Karyopherin proteins, Crm1 and Karyopherin beta1, are overexpressed in cervical cancer and are
critical for cancer cell survival and proliferation. Int. J. Cancer 124, 1829–1840 (2009). 36. Jiang, L. et al. Decreased expression of karyopherin-α 1 is related to the m
proliferation of hela cells. Pathol. Oncol. Res. 28, 1610518 (2022). 36. Jiang, L. et al. Decreased expression of karyopherin-α 1 is related to the malignant degree of cervical cancer and is critical for the
proliferation of hela cells. Pathol. Oncol. Res. 28, 1610518 (2022). 36. Jiang, L. et al. Decreased expression of karyopherin-α 1 is related to the malignant degree of cervical cancer a
proliferation of hela cells. Pathol. Oncol. Res. 28, 1610518 (2022). 37. Wan, C. et al. Panorama of ancient metazoan macromolecular complexes. Nature 525, 339–344 (2015). l
h
l
l
h
h
h
ll
l
ll 38. Weis, K. Regulating access to the genome: Nucleocytoplasmic transport throughout the cell cycle. Cell 112, 441–451 (2003). h
d
d
d h
f
l
l
f
ll
l ating access to the genome: Nucleocytoplasmic transport througho 38. Weis, K. Regulating access to the genome: Nucleocytoplasmic g
g
g
y
p
p
g
y
39. Chi, N. C., Adam, E. J. & Adam, S. A. Sequence and characterization of cytoplasmic nuclear protein import factor p97. J. Cell
130, 265–274 (1995).i 0. Görlich, D., Prehn, S., Laskey, R. A. & Hartmann, E. Isolation of a protein that is essential for the first step of nuclear protein import
Cell 79, 767–778 (1994).f 41. Görlich, D. et al. Two different subunits of importin cooperate to recognize nuclear localization signals and bind them to the
nuclear envelope. Curr. Biol. 5, 383–392 (1995).ht p
2. Imamoto, N. et al. The nuclear pore-targeting complex binds to nuclear pores after association with a karyophile. FEBS Lett. 368
415–419 (1995). 43. Imamoto, N. et al. www.nature.com/scientificreports/ In vivo evidence for involvement of a 58 kDa component of nuclear pore-targeting complex in nuclear protein
import. EMBO J. 14, 3617–3626 (1995). 44. Hübner, S. et al. Plant importin alpha binds nuclear localization sequences with high affinity and can mediate nuclear import
independent of importin beta. J. Biol. Chem. 274, 22610–22617 (1999).h 5. Moroianu, J., Blobel, G. & Radu, A. The binding site of karyopherin alpha for karyopherin beta overlaps with a nuclear localization
sequence. Proc. Natl. Acad. Sci. U.S.A. 93, 6572–6576 (1996). q
(
)
6. Kobe, B. Autoinhibition by an internal nuclear localization signal revealed by the crystal structure of mammalian importin alpha
Nat. Struct. Biol. 6, 388–397 (1999). 47. Fanara, P., Hodel, M. R., Corbett, A. H. & Hodel, A. E. Quantitative analysis of nuclear localization signal (NLS)-importin alpha
interaction through fluorescence depolarization. Evidence for auto-inhibitory regulation of NLS binding. J. Biol. Chem. 275,
21218–21223 (2000). 48. Fadeel, B. & Grzybowska, E. HAX-1: A multifunctional protein with emerging roles in human disease. Biochim. Biophys. 1790, 1139–1148 (2009). (
)
49. Trebinska, A. et al. HAX-1 overexpression, splicing and cellular localization in tumors. BMC Cancer 10, 76 (2010). 50. Suzuki, Y. et al. HAX-1, a novel intracellular protein, localized on mitochondria, directly associates with HS1, a substrate
family tyrosine kinases. J. Immunol. 158, 2736–2744 (1997).h y y
51. Al-Maghrebi, M. et al. The 3’ untranslated region of human vimentin mRNA interacts with protein complexes containing eEF-
1gamma and HAX-1. Nucleic Acids Res. 30, 5017–5028 (2002). h
1gamma and HAX-1. Nucleic Acids Res. 30, 5017–5028 (200
b
k
l
l
l
h g
,
(
)
52. Grzybowska, E. A. et al. HAX-1 is a nucleocytoplasmic shuttling protein with a possible role in mRNA processing. FEBS J. 280,
256–272 (2013). 53. Kotera, I. et al. Importin alpha transports CaMKIV to the n
d
d
k 53. Kotera, I. et al. Importin alpha transports CaMKIV to the nucleus without utilizing importin beta. EMBO J. 24, 942–951 (2005). 54. Miyamoto, Y., Yamada, K. & Yoneda, Y. Importin α: A key molecule in nuclear transport and non-transport functions. J. Biochem. 160, 69–75 (2016). 5. Oka, M. & Yoneda, Y. Importin α: Functions as a nuclear transport factor and beyond. Proc. Jpn. Acad. Ser. B Phys. Biol. Sci. 94
259–274 (2018). 56. Yasuda, Y. et al. Nuclear retention of importin α coordinates cell fate through changes in gene expression. EMBO J. References Intracellular interleukin-1alpha functionally interacts with
histone acetyltransferase complexes. J. Biol. Chem. 279, 4017–4026 (2004). y
p
13. Zamostna, B. et al. N-terminal domain of nuclear IL-1α shows structural similarity to the C-terminal domain of Snf1 and b
to the HAT/core module of the SAGA complex. PLoS ONE 7, e41801 (2012).h 14. Pollock, A. S., Turck, J. & Lovett, D. H. The prodomain of interleukin 1alpha interacts with elements of the RNA processing appa-
ratus and induces apoptosis in malignant cells. FASEB J. 17, 203–213 (2003).i 14. Pollock, A. S., Turck, J. & Lovett, D. H. The prodomain of interleukin 1alpha interacts w
ratus and induces apoptosis in malignant cells. FASEB J. 17, 203–213 (2003).i p p
g
15. McMahon, G. A., Garfinkel, S., Prudovsky, I., Hu, X. & Maciag, T. Intracellular precursor interleukin (IL)-1alpha, but not mature
IL-1alpha, is able to regulate human endothelial cell migration in vitro. J. Biol. Chem. 272, 28202–28205 (1997). p
g
g
6. Maier, J. A., Statuto, M. & Ragnotti, G. Endogenous interleukin 1 alpha must be transported to the nucleus to exert its activity in
human endothelial cells. Mol. Cell Biol. 14, 1845–1851 (1994).l (
)
17. Cohen, I. et al. IL-1α is a DNA damage sensor linking genotoxic stress signaling to sterile inflammation and innate immunity. Sci. Rep. 5, 14756 (2015). p
(
)
18. Yin, H. et al. Evidence that HAX-1 is an interleukin-1 alpha N-terminal binding protein. Cytokine 15, 122–137 (2001). https://doi.org/10.1038/s41598-024-51521-w Scientific Reports | (2024) 14:1322 | www.nature.com/scientificreports/ 31, 83–94
(2012).f 57. Yasuhara, N. et al. Triggering neural differentiation of ES cells by subtype switching of importin-alpha. Nat. Cell Biol. 9, 72–79
(2007).fi 8. Hall, M. N., Griffin, C. A., Simionescu, A., Corbett, A. H. & Pavlath, G. K. Distinct roles for classical nuclear import receptors in
the growth of multinucleated muscle cells. Dev. Biol. 357, 248–258 (2011).f 59. Gruss, O. J. et al. Ran induces spindle assembly by reversing the inhibitory effect of importin alpha on TPX2 activity. Cell 104,
83–93 (2001). 60. Springhower, C. E., Rosen, M. K. & Chook, Y. M. Karyopherins and condensates. Curr. Opin. Cell Biol. 64, 112–123 (2020). 61. Guo, L. et al. Nuclear-import receptors reverse aberrant phase transitions of RNA-binding proteins with prion-like domains. Cell
173, 677–692 (2018).l 62. Boulo, S. et al. Human importin alpha and RNA do not compete for binding to influenza A virus nucleoprotein. Virology 409,
84–90 (2011). (
)
3. Ainscough, J. S. et al. Dendritic cell IL-1α and IL-1β are polyubiquitinated and degraded by the proteasome. J. Biol. Chem. 289
35582–35592 (2014). https://doi.org/10.1038/s41598-024-51521-w Scientific Reports | (2024) 14:1322 | www.nature.com/scientificreports/ 64. Sata, E. et al. A new enzyme-linked immunosorbent assay system against the N-terminal propiece of interleukin-1α. J. Oral Sci. 62, 340–343 (2020). 64. Sata, E. et al. A new enzyme-linked immunosorbent assay system against the N-terminal propiece of interleukin-1α. J. Oral Sci. 62, 340–343 (2020). Acknowledgementsh g
The authors would like to thank Professor Imamoto, RIKEN Cellular Dynamics Laboratory for kindly providing
anti-importin antibodies, and for helpful discussions and comments on this study. This work was supported by
JSPS KAKENHI (Grant Numbers 18H02971 and 17K19759), and by Grant from Dental Research Center, School
of Dentistry, Nihon University Japan. Author contributions A.Y. conceived and designed the experiments; A.Y., K.W., and S.I. performed the experiments; A.Y. and T.Y. analyzed the data; A.Y. wrote the paper; A.Y., K.W., S.I., M.M., T.Y. and M.A. reviewed and edited the paper;
A.Y. supervised; A.Y. provided funding for the project; all authors approved the manuscript content and its final
version. Competing interests h p
g
The authors declare no competing interests. Additional informationh Additional information
Supplementary Information The online version contains supplementary material available at https://doi.org/
10.1038/s41598-024-51521-w. Additional information
Supplementary Information The online version contains supplementary material available at https://doi.org/
10.1038/s41598-024-51521-w. Correspondence and requests for materials should be addressed to A.Y. Correspondence and requests for materials should be addressed to A.Y. Reprints and permissions information is available at www.nature.com/reprints. Reprints and permissions information is available at www.nature.com/reprints. Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and
institutional affiliations. Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and
institutional affiliations. Open Access This article is licensed under a Creative Commons Attribution 4.0 International
License, which permits use, sharing, adaptation, distribution and reproduction in any medium or
format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the
Creative Commons licence, and indicate if changes were made. The images or other third party material in this
article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the
material. If material is not included in the article’s Creative Commons licence and your intended use is not
permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from
the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. Open Access This article is licensed under a Creative Commons Attribution 4.0 International
License, which permits use, sharing, adaptation, distribution and reproduction in any medium or
format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the
Creative Commons licence, and indicate if changes were made. The images or other third party material in this
article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the
material. If material is not included in the article’s Creative Commons licence and your intended use is not
permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from
the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. © The Author(s) 2024 https://doi.org/10.1038/s41598-024-51521-w Scientific Reports | (2024) 14:1322 |
|
https://openalex.org/W3175225990
|
https://www.nature.com/articles/s41598-021-92922-5.pdf
|
English
| null |
Angiopoietins stimulate pancreatic islet development from stem cells
|
Scientific reports
| 2,021
|
cc-by
| 12,923
|
OPEN Soujanya S. Karanth1, Shuofei Sun1, Huanjing Bi1, Kaiming Ye1,2 & Sha Jin1,2* In vitro differentiation of human induced pluripotent stem cells (iPSCs) into functional islets holds
immense potential to create an unlimited source of islets for diabetes research and treatment. A
continuous challenge in this field is to generate glucose-responsive mature islets. We herein report
a previously undiscovered angiopoietin signal for in vitro islet development. We revealed, for the
first time, that angiopoietins, including angiopoietin-1 (Ang1) and angiopoietin-2 (Ang2) permit the
generation of islets from iPSCs with elevated glucose responsiveness, a hallmark of mature islets. Angiopoietin-stimulated islets exhibited glucose synchronized calcium ion influx in repetitive glucose
challenges. Moreover, Ang2 augmented the expression of all islet hormones, including insulin,
glucagon, somatostatin, and pancreatic polypeptide; and β cell transcription factors, including
NKX6.1, MAFA, UCN3, and PDX1. Furthermore, we showed that the Ang2 stimulated islets were able
to regulate insulin exocytosis through actin-filament polymerization and depolymerization upon
glucose challenge, presumably through the CDC42-RAC1-gelsolin mediated insulin secretion signaling
pathway. We also discovered the formation of endothelium within the islets under Ang2 stimulation. These results strongly suggest that angiopoietin acts as a signaling molecule to endorse in vitro islet
development from iPSCs. Diabetes is a global epidemic posing significant challenges for human health and wellbeing. While islet trans-
plantation is the most promising treatment and is seen as a ‘cure’ to diabetes1, the major hindrance is the scarcity
of donor islets. Stem cells can be an unlimited source for generating islets. In particular, islets derived from
human induced pluripotent cells (iPSCs) have an added advantage of the reduced risk of graft rejection, as these
cells could be derived from the patient’s own cells2. These concepts have evolved with promising, positive and
steady progress in the past decades. Earlier studies from our and other groups have showed the possibility of
generating glucose-responsive insulin-secreting cells from iPSCs by recapitulating the in vivo developmental
processes using a stepwise differentiation protocol3–13. More recently, efforts have been made for generating
islet-like organoids, consisting of major islet hormone-secreting cell subsets, including α, β, δ, and pancreatic
polypeptide (PP) from stem cells11–13.f p yp p
Mounting evidence suggests that β cell alone may not offer a long-term solution to maintaining normogly-
cemia in diabetic patients, as both type 1 (T1D) and 2 diabetes (T2D) are “bi-hormonal disorder” diseases14. www.nature.com/scientificreports www.nature.com/scientificreports Scientific Reports | (2021) 11:13558 OPEN α
cell dysfunction is also a major cause of excessive hepatic glucose production and insulin resistance in both T1D
and T2D patients15–17. In addition, the heterotypic interactions between α and β cells are pivotal to maintain-
ing glucose homeostasis in the blood18–21. Somatostatin secreted from δ cells is crucial to balancing endocrine
hormone production22. While PP cells are one of the most poorly understood cell types in islets, pancreatic
polypeptide (PPY) secreted from PP cells is found to be correlated to somatostatin levels in response to eating
and fasting23,24. These evidences strongly suggest the necessity of generating whole islets that encompass not only
β, but also α, δ, and PP cells. This necessity becomes more profound when human islets are required for drug
discovery and diabetes pathophysiological studies. y
p
p y
g
However, the generation of physiologically functional islets has had limited success, due in part to our poor
understanding of tissue niches essential to islet assembly and development in vitro. Particularly, our knowledge
of acquired microenvironments indispensable for multicellular islet differentiation and maturation is lacking. Hence, the directed iPSC islet development must be improved in order to realize robust production of islets from
iPSCs for diabetes treatment, pathophysiological study, and drug discovery. y
g
y
g
y
We have previously reported that decellularized pancreatic extracellular matrix (dpECM) contains instructive
molecules, such as type V collagen, that endorse islet development from iPSCs11,13. Our proteomic analysis of
dpECM revealed the presence of another signaling molecule, i.e. angiopoietin-2 (Ang2). Ang2 is an endothelial
growth factor. It is also a modulator of endothelial permeability25. It has been reported that Ang2 contributes to 1Department of Biomedical Engineering, Binghamton University, State University of New York (SUNY),
Binghamton, NY 13902, USA. 2Center of Biomanufacturing for Regenerative Medicine, Binghamton University,
State University of New York (SUNY), Binghamton, NY 13902, USA. *email: sjin@binghamton.edu Scientific Reports | (2021) 11:13558 | https://doi.org/10.1038/s41598-021-92922-5 www.nature.com/scientificreports/ Figure 1. Outline of the stepwise differentiation procedure and key signature marker gene expressions during
iPSC islet development. (a) A schematic diagram of a five-stage islet development protocol. (b,c, d) iPSC-
derived cells were characterized for their pancreatic marker gene expressions at stage of definitive endoderm
(b), pancreatic progenitor (c), and islet organoid (d). The expression levels were normalized to IMR90 cells. C:
control; A: Ang2. Human pancreas RNA (hP) and human islet RNA (hI) were used as positive controls. OPEN Results
were obtained from four independent differentiation experiments and shown as mean ± SD. *p < 0.05, **p < 0.01,
and ***p < 0.001. Figure 1. Outline of the stepwise differentiation procedure and key signature marker gene expressions during
iPSC islet development. (a) A schematic diagram of a five-stage islet development protocol. (b,c, d) iPSC-
derived cells were characterized for their pancreatic marker gene expressions at stage of definitive endoderm
(b), pancreatic progenitor (c), and islet organoid (d). The expression levels were normalized to IMR90 cells. C:
control; A: Ang2. Human pancreas RNA (hP) and human islet RNA (hI) were used as positive controls. Results
were obtained from four independent differentiation experiments and shown as mean ± SD. *p < 0.05, **p < 0.01,
and ***p < 0.001. endothelial cell (EC) activation, the initiation of angiogenesis, and pancreatic vascularization25,26. In vivo, Ang2 is
exclusively secreted from ECs and is stored in ECs’ Weibel–Palade bodies (small storage granules)27. The expres-
sion of Ang2 is rapidly induced in stressed ECs to mitigate apoptosis28. Accumulating evidence shows an intimate
interplay between the endothelium and endocrine cells of the pancreas, which influences the development,
function, and survival of the pancreas29–33. ECs secrete cytokines, such as HGF, CTGF, and thrombospondin-1
to orchestrate organogenesis, although their complex and dynamic interactions are largely unknown34–36. While
angiopoietins have been reported principally for their role in angiogenesis37,38 and non-vascular system39–41, to
the best of our knowledge, the cellular actions of Ang2 on pancreatic islet development from stem cells have not
been reported or explored. In this study, we investigated whether angiopoietin can act as a singling molecule to augment the matura-
tion of islets during iPSC islet development. We discovered that the exposure of pancreatic progenitors to either
angiopoietin-1 (Ang1) or Ang2 at late-stages of iPSC islet development led to the development of physiologically
functional islets. These organoids were capable of regulating insulin exocytosis through dynamic polymerization
and depolymerization of actin-filament (F-actin) upon glucose challenge. In addition, the angiopoietin signal
elevated the glucose synchronized calcium ion (Ca2+) influx of iPSC-derived islet cells in repetitive glucose
challenges. Likewise, it enhanced the expression of not only all islet hormones, including insulin, glucagon,
somatostatin, and pancreatic polypeptide; but also β cell transcription factors, including NKX6.1, MAFA, UCN3,
and PDX1. Mechanistic study indicated that Ang2 stimulated islets were able to regulate insulin exocytosis by
activating the CDC42-RAC1-gelsolin-mediated insulin secretion pathway. OPEN Furthermore, Ang2 induced the for-
mation of intra-islet endothelium. These results demonstrated, for the first time, a unique role that angiopoietin
plays in the iPSC islet development. Results Ang2 promotes in vitro islet development. A five-stage differentiation protocol developed in our pre-
vious study was adopted with modification for this study11. As illustrated in Fig. 1a, Stage I generates definitive
endoderm (DE) cells, whereas Stage II and Stage III produce pancreatic progenitors committed to endocrine
lineage. Stage IV generates four major islet cell subsets, including α, β, δ, and PP cells. Stage V allows the forma-
tion of islet cell clusters that mature into islets. Ang2 was added to the differentiation medium from Stage IV to
Stage V. The timing of addition was chosen based on our pre-test. The islet cells were characterized by quantita-
tive real-time PCR (qRT-PCR) at the early, intermediate, and end stages of the islet development (Fig. 1b–d). We
observed substantially elevated expressions of DE marker genes SOX17 and FOXA2 (Fig. 1b), along with the loss
of pluripotent gene marker OCT4 at Stage I. The expression levels of pancreatic progenitor marker genes PDX1, https://doi.org/10.1038/s41598-021-92922-5 Scientific Reports | (2021) 11:13558 | www.nature.com/scientificreports/ Figure 2. Representative organogenesis of iPSC-derived islet organoids. At the end of differentiation, the
islets were immunofluorescently labeled for (a) C-peptide (CP, red) and glucagon (GCG, green), somatostatin
(SST, green) and pancreatic polypeptide (PPY, red). (b) NKX6.1 (green) and CP (red), and MAFA (green) and
CP (red). Cells were counterstained with DAPI (grey). Scale bars, 50 μm. Human islets (hIslet) served as a
positive control. (c) Semi-quantitative analysis of cellularity of the islets. Image analysis was performed using
ImageJ software (n = 7–16 images for each condition). Results are shown as mean ± SD. Different letters indicate
significant differences between the groups and p-value represented as *p < 0.05; **p < 0.01; and ***p < 0.001
compared to the control group. Figure 2. Representative organogenesis of iPSC-derived islet organoids. At the end of differentiation, the
islets were immunofluorescently labeled for (a) C-peptide (CP, red) and glucagon (GCG, green), somatostatin
(SST, green) and pancreatic polypeptide (PPY, red). (b) NKX6.1 (green) and CP (red), and MAFA (green) and
CP (red). Cells were counterstained with DAPI (grey). Scale bars, 50 μm. Human islets (hIslet) served as a
positive control. (c) Semi-quantitative analysis of cellularity of the islets. Image analysis was performed using
ImageJ software (n = 7–16 images for each condition). Results are shown as mean ± SD. Results Different letters indicate
significant differences between the groups and p-value represented as *p < 0.05; **p < 0.01; and ***p < 0.001
compared to the control group. NKX6.1, and NGN3 were significantly high at Stage III (Fig. 1c). The expression levels of all islet hormone mark-
ers, including insulin (INS), glucagon (GCG), somatostatin (SST), and pancreatic polypeptide (PPY) increased
considerably at Stage V under Ang2 stimulation (Fig. 1d). In addition, the expressions of mature β cell tran-
scription factors NKX6.1, MAFA, UCN3, and PDX1 elevated remarkably under the Ang2 stimulation (Fig. 1d),
signifying that Ang2 may augment islet maturation during iPSC islet development.l g
y
g
g
y
g
g
p
Next, we examined the phenotype and tissue architecture of the islets by immunofluorescence staining of
hormone-secreting islet cell subsets. As shown in Fig. 2a, we detected C-peptide (CP)+ β, GCG+ α, SST+ δ, and
PPY+ PP subsets in the islet organoids. Further analysis of C-peptide producing cells in the islets revealed the
localization of mature β cell transcription factors, NKX6.1 and MAFA, inside cell nucleus (Fig. 2b). To deter-
mine the cellularity of the islets, we analyzed the images (n = 7–16 at each experimental condition) using ImageJ
software (Fig. 2c). We found that subsets of hormone-producing cells in the control and Ang2 groups were
similar. Islets formed in the presence or absence of Ang2 all consisted of CP+/GCG−, CP−/GCG+, SST+/PPY− and
SST−/PPY+. Remarkably, the percentages of CP+/NKX6.1+ and CP+/MAFA+ cells increased considerably in the
Ang2 group. The islets in the Ang2 group contained 20.4 ± 5.7% C-peptide (CP)+/NKX6.1+ cells, 18.2 ± 6.9%
CP+/MAFA+, whereas the control group encompassed only 8.8 ± 3.7% CP+/NKX6.1+ cells and 11.3 ± 2.4% cells
CP+/MAFA+. Earlier studies by other groups have shown that cells co-expressing CP and NKX6.1 are mature β
cells that possess a better glucose responsive ability42,43. These results revealed that β cells generated in the Ang2
group were more mature than those in the control group. Angiopoietins permit iPSC‑derived islet cells to release insulin in a glucose‑responsive man-
ner. We next conducted a static parallel glucose-stimulated insulin secretion (p-GSIS) assay to ascertain the https://doi.org/10.1038/s41598-021-92922-5 Scientific Reports | (2021) 11:13558 | www.nature.com/scientificreports/ Figure 3. Angiopoietins promote the development of islets with elevated glucose-responsive insulin secretion
capacity from differentiation of multiple pluripotent stem cell lines. Results (a) Parallel glucose-stimulated insulin
secretion from islets generated in the absence or presence of Ang2 (n = 6). (b) Insulin stimulation index from
consecutive three rounds of low (2 mM)–high (20 mM) glucose challenge measured from iPSC-derived islets
by sequential glucose-stimulated insulin secretion analysis. Control (n = 12) and Ang2 (n = 14). (c) Stimulation
index of insulin secretion from iPSC-derived islets in the presence of Ang2 at 0 (A0), 4 (A4), 20 (A20), 100
(A100) and 200 ng/ml (A200) (n = 4). Groups with different letters (a or b) represent significant differences. (d-f)
Insulin stimulation index of islet organoids generated from iPSC line IMR90 (n = 4) (d), iPSC line DF4 (n = 6)
(e), and hESC line H9 (n = 3) (f), respectively. (g) Insulin stimulation index of iPSC-derived islets generated in
the presence of Ang1 (n = 4). All the results are shown as mean ± SD. *p < 0.05, **p < 0.01, ***p < 0.00, and NS: not
significant. Figure 3. Angiopoietins promote the development of islets with elevated glucose-responsive insulin secretion
capacity from differentiation of multiple pluripotent stem cell lines. (a) Parallel glucose-stimulated insulin
secretion from islets generated in the absence or presence of Ang2 (n = 6). (b) Insulin stimulation index from
consecutive three rounds of low (2 mM)–high (20 mM) glucose challenge measured from iPSC-derived islets
by sequential glucose-stimulated insulin secretion analysis. Control (n = 12) and Ang2 (n = 14). (c) Stimulation
index of insulin secretion from iPSC-derived islets in the presence of Ang2 at 0 (A0), 4 (A4), 20 (A20), 100
(A100) and 200 ng/ml (A200) (n = 4). Groups with different letters (a or b) represent significant differences. (d-f)
Insulin stimulation index of islet organoids generated from iPSC line IMR90 (n = 4) (d), iPSC line DF4 (n = 6)
(e), and hESC line H9 (n = 3) (f), respectively. (g) Insulin stimulation index of iPSC-derived islets generated in
the presence of Ang1 (n = 4). All the results are shown as mean ± SD. *p < 0.05, **p < 0.01, ***p < 0.00, and NS: not
significant. function of Ang2 stimulated islets (Fig. 3a). Islets generated in the absence of Ang2 served as a control. The
control group exhibited a non-regulated insulin secretion. These cells released similar amounts of insulin when
being challenged with either low (2 mM) or high glucose (20 mM). Results The stimulation index, which denotes the
ratio of insulin secretion at high (20 mM) to low glucose (2 mM), was 1.0 ± 0.3 (Fig. 3b). Interestingly, the Ang2
group displayed an increased insulin release under a high glucose concentration and a decreased-basal level
insulin release under a low glucose concentration. The insulin stimulation index was 2.5 ± 0.5-fold, equivalent
to that observed from human islets 2.5 ± 0.3 (Fig. 3a–c). Furthermore, the stimulation index was examined by
three rounds of serial challenges of 2 mM and 20 mM glucose. The control group failed to distinguish between
a minor and a major increase in glucose, while the Ang2 group retained glucose responsiveness for all rounds of
sequential low–high glucose challenges, as quantified by the stimulation index (Fig. 3a,b). It is worth noting that
we did not use human donor islets to perform sequential GSIS (s-GSIS), due to the fact that other groups had
shown that the stimulation index of human islets is maintained at 2.0 most of the time, although there is a high
variability in an individual donor’s absolute magnitude of insulin secretion9. We did examine the stimulation
index of human donor islets repeatedly. The results from these tests confirmed that the insulin stimulation index
is maintained at 2.0 in all the tests we performed (data no shown).ff function of Ang2 stimulated islets (Fig. 3a). Islets generated in the absence of Ang2 served as a control. The
control group exhibited a non-regulated insulin secretion. These cells released similar amounts of insulin when
being challenged with either low (2 mM) or high glucose (20 mM). The stimulation index, which denotes the
ratio of insulin secretion at high (20 mM) to low glucose (2 mM), was 1.0 ± 0.3 (Fig. 3b). Interestingly, the Ang2
group displayed an increased insulin release under a high glucose concentration and a decreased-basal level
insulin release under a low glucose concentration. The insulin stimulation index was 2.5 ± 0.5-fold, equivalent
to that observed from human islets 2.5 ± 0.3 (Fig. 3a–c). Furthermore, the stimulation index was examined by
three rounds of serial challenges of 2 mM and 20 mM glucose. The control group failed to distinguish between
a minor and a major increase in glucose, while the Ang2 group retained glucose responsiveness for all rounds of
sequential low–high glucose challenges, as quantified by the stimulation index (Fig. 3a,b). www.nature.com/scientificreports/ formed from DF4 and H9 in the presence of 20 ng/ml of Ang2 was 1.8 ± 0.7 and 1.9 ± 0.4, respectively, which is
comparable with that of IMR90-derived islets (Fig. 3d), suggesting that the effect of Ang2 on islet development
is not cell line-specific. pi
Ang1 is another major protein in the angiopoietin family. It shares 60% amino acid homology with Ang244. Therefore, we investigated whether Ang1 also plays a similar role in the islet development as Ang2. Remarkably,
the islets developed in the presence of Ang1 (20 ng/ml) exhibited an insulin stimulation index of 2.4 ± 0.7, which
is similar to that detected from Ang2 induced islets (Fig. 3g). Hence, similar to Ang2, Ang1 can also induce the
development of glucose-responsive islets. These experimental results clearly demonstrated the augmentation of
iPSC islet development by angiopoietin factors. p
y
g p
It should be noted that there are no reliable markers to sort islets from non-islet cell clusters11. We found no
significant difference in the total amount of insulin released from the control and Ang2 groups at high glucose
level (Fig. 3a). Therefore, we did not focus on quantifying islet cells by flow cytometry; rather, we explicitly
focused on assessing glucose-responsive insulin secretion from these islets, as described below. We sought to
specifically examine the improved glucose responsiveness of the islets generated under the Ang2 stimulation. To this end, we extended our study to a rat β cell line RIN-5F to examine whether Ang2 signaling can augment
these cells’ glucose sensitivity. RIN-5F line does not possess glucose sensitivity. It was reported that these cells
secrete insulin in a non-glucose responsive fashion45. We cultured the cells in the presence of Ang2 from 0, 20,
and 100 ng/ml for 3 days and then performed GSIS assay (Fig. S1). Ang2 stimulation failed to improve these
cells’ glucose sensitivity, as they released the same amount of insulin regardless of glucose level change, which
coincides with the previous report45. We speculated that Ang2 stimulation affects the maturation of β cells, but
has no effect on the glucose-responsive insulin secretion capability of the terminally differentiated β cells. To
further confirm these observations, we characterized glucose synchronous Ca2+ influx in Ang2 stimulated islets. Angiopoietins regulate dynamics of calcium ion influx in response to different glucose lev-
els. The Ca2+ influx is intimately associated with glucose-stimulated insulin exocytosis in β cells46,47. www.nature.com/scientificreports/ An
increase in blood glucose levels causes Ca2+ influx in β cells, which in turn leads to insulin exocytosis. To scruti-
nize whether the glucose-responsive insulin secretion from the islets generated under the angiopoietin stimula-
tion represents glucose level regulated Ca2+ influx, we performed semi-quantitative time series imaging analysis
of Fluo-4 stained single β cells in the islets (Fig. 4a–c). Fluo-4 has been widely used as a Ca2+ indicator48. The
representative Ca2+ influx in the control, Ang2, Ang1 groups, and human islets (hIslet) are shown in Fig. 4b. The Ca2+ influx in the control group remained constant with no rise upon high glucose challenge (Fig. 4d). In
contrast, the Ca2+ influx in the Ang1 and Ang2 groups rose upon high glucose challenge. It dropped to a basal
level at a low glucose level. This Ca2+ influx was similar to that observed in human islets. The area under the
curve (a.u.c) for Ca2+ influx response at all low glucose levels was compared to the Ca2+ influx response curves
detected upon high glucose challenges. The a.u.c of Ca2+ influx response under high glucose stimulations in the
Ang1 and Ang2 groups was significantly greater than that at low glucose levels (Fig. 4d). After the three rounds
of consecutive low–high glucose challenges, the islets were treated by KCl for islet depolarization. The human
islets showed immediate response to KCl treatment in the form of a sharp increase in Ca2+ influx followed by a
rapid drop. This might attribute to deterioration of these islets during donor isolation procedure, preservation,
shipping, and repeated treatment in an imaging chamber. iPSC-derived islets in the Ang1 and Ang2 groups
exhibited a certain degree of increase in Ca2+ influx after KCl challenge. The results suggested that these islets
need to be matured further.lh We next carried out Ca2+ influx analysis of single cells inside the islets. The single cells that responded to
cyclic low (2 mM) and high (20 mM) glucose challenges once (1), twice (2), and thrice (3) were distinguished
as shown in Fig. 4e. In the control group, approximately 5% of cells responded all three times, 22% of cells
responded twice, 60% of cells responded once, and 12% of cells did not respond to glucose level change anytime
(Fig. 4f). In contrast, 42% of cells responded thrice, 25% of cells responded twice, and 33% of cells responded
once in the Ang2 group. Results It is worth noting that
we did not use human donor islets to perform sequential GSIS (s-GSIS), due to the fact that other groups had
shown that the stimulation index of human islets is maintained at 2.0 most of the time, although there is a high
variability in an individual donor’s absolute magnitude of insulin secretion9. We did examine the stimulation
index of human donor islets repeatedly. The results from these tests confirmed that the insulin stimulation index
is maintained at 2.0 in all the tests we performed (data no shown).ff p
To determine whether the effect of Ang2 on islet development is dose-dependent, we differentiated iPSCs
at varied concentrations of Ang2 from 0, 4, 20, 100, to 200 ng/ml. As shown in Fig. 3c, islet cells generated in
the presence of Ang2 at 20 and 100 ng/ml showed a stimulation index of 2.5 ± 0.6 and 2.1 ± 0.3, respectively,
which is equivalent to human donor islets 2.5 ± 0.3. The islets generated at 4 and 200 ng/ml of Ang2 showed no
difference as compared to the control group. Hence, we confirmed that the effect of Ang2 on islet development
is dose-dependent. To ensure rigor of the study, we determined the effect of Ang2 on islet development using
another iPSC line DF4 and human embryonic stem cell (hESC) line H9. Different from IMR90 that was prepared
from a female donor, DF4 was derived from a male donor. We differentiated both DF4 and H9 into islets under
the exactly same conditions shown in Fig. 1a. As shown in Fig. 3e,f, the insulin stimulation index of the islets Scientific Reports | (2021) 11:13558 | https://doi.org/10.1038/s41598-021-92922-5 www.nature.com/scientificreports/ www.nature.com/scientificreports/ In the Ang1 group, 18% of cells responded thrice to glucose level changes, 33% of cells
responded twice, and 44% of cells responded once. As a positive control, 12% of human adult islet cells responded
all three times, 73% of cells responded twice, and 14% of cells responded once. When the analysis was extended
to multiple islet organoids in each group (Fig. 4g), the cells responding to every glucose challenge (Fig. 4g Res
3) were the highest in the Ang2 group with a percentage of 33.8 ± 6.6 cells. In the Ang2 group, the percentage
of cells responding at least once (Res Atl 1) was 99.45 ± 1.0 and the percentage of cells responding at least twice
was 73.58 ± 7.6. Collectively, the percentage of glucose-responsive cells generated under either Ang1 or Ang2
stimulation was significantly higher than the control group as indicated by all the responding frequencies of Ca2+
influx measured. In addition, the percentages of glucose-non-responsive cells (No Res) in the Ang1 and Ang2
groups were significantly lower than that in the control group. Ang2 facilitates F‑actin remodeling in response to glucose level changes. It has been reported
that F-actin of β cells is involved in insulin granule mobilization and cell membrane fusion to facilitate insulin
exocytosis49. We determined whether Ang2 facilitates F-actin rearrangement during insulin exocytosis upon
glucose challenge. We observed that the F-actin polymerized into a thick barrier around the Ang2 stimulated β
cells, restricting the insulin within the cells under low glucose condition (Fig. 5a). Under a high glucose condi-
tion, the F-actin depolymerized into discontinuous thinner fragments, facilitating the insulin release from these
cells (Fig. 5b). Conversely, no such F-actin rearrangements were observed in the control group. The F-actin
remained depolymerized under both low and high glucose conditions. p y
g g
To quantitatively assess the F-actin remodeling, we performed a systematic characterization of the F-actin
expression of individual β cells. We observed that the F-actin intensity at the cell edges of the control group Scientific Reports | (2021) 11:13558 | https://doi.org/10.1038/s41598-021-92922-5 www.nature.com/scientificreports/ Figure 4. Angiopoietins facilitate the development of islets with enhanced glucose-responsive cellular Ca2+
influx in insulin-secreting cells. (a) A regimen for imaging cellular Ca2+ influx. (b) Representative micrographs
of the iPSC-derived islets stained with Fluo-4 upon low (2 mM) or high (20 mM) glucose challenge. Scale bars:
100 μm. www.nature.com/scientificreports/ (c) Imaging analysis of Ca2+ dynamics for a subset of cell populations within an islet organoid. (d) Ca2+
dynamics behavior depicted as average of the Fluo-4 fluorescence intensity obtained from each experimental
group. These values were from a population of cells within the islets (n = 9) and donor islets (n = 4) over the
entire course of sequential glucose stimulations. (e) Fluo-4 stained insulin-secreting cells responding to
sequential low–high glucose stimulations all three, two, and one times were circled with magenta, blue, and
yellow respectively. Red circles denote cells that did not respond to any glucose challenge. Scale bar: 100 μm. (f) Percentage of cells in the control, Ang2, and Ang1 groups, whose Ca2+ influx responded to sequential (low–
high) glucose changes. Human islets (hIslet) served as a positive control. Red: nonresponding cells; yellow, blue,
and magenta: cells’ Ca2+ influx responded to glucose change once, twice, and thrice. More than 400 cells were
counted in each islet organoid. All of the experiments were performed in triplicate. (g) The cells’ Ca2+ influx
changes responding to sequential low–high glucose level challenge. Three islets with single cell number n > 400
and human islets with cell number n > 250 were analyzed. No Res, Res Atl 1, Res Atl 2, and Res 3 denote to
cells’ Ca2+ influx responded to glucose level changes zero time, at least once, at least twice, and all three times,
respectively. *p < 0.05, **p < 0.01, and ***p < 0.001. Figure 4. Angiopoietins facilitate the development of islets with enhanced glucose-responsive cellular Ca2+
influx in insulin-secreting cells. (a) A regimen for imaging cellular Ca2+ influx. (b) Representative micrographs
of the iPSC-derived islets stained with Fluo-4 upon low (2 mM) or high (20 mM) glucose challenge. Scale bars:
100 μm. (c) Imaging analysis of Ca2+ dynamics for a subset of cell populations within an islet organoid. (d) Ca2+
dynamics behavior depicted as average of the Fluo-4 fluorescence intensity obtained from each experimental
group. These values were from a population of cells within the islets (n = 9) and donor islets (n = 4) over the
entire course of sequential glucose stimulations. (e) Fluo-4 stained insulin-secreting cells responding to
sequential low–high glucose stimulations all three, two, and one times were circled with magenta, blue, and
yellow respectively. Red circles denote cells that did not respond to any glucose challenge. Scale bar: 100 μm. www.nature.com/scientificreports/ (f) Percentage of cells in the control, Ang2, and Ang1 groups, whose Ca2+ influx responded to sequential (low–
high) glucose changes. Human islets (hIslet) served as a positive control. Red: nonresponding cells; yellow, blue,
and magenta: cells’ Ca2+ influx responded to glucose change once, twice, and thrice. More than 400 cells were
counted in each islet organoid. All of the experiments were performed in triplicate. (g) The cells’ Ca2+ influx
changes responding to sequential low–high glucose level challenge. Three islets with single cell number n > 400
and human islets with cell number n > 250 were analyzed. No Res, Res Atl 1, Res Atl 2, and Res 3 denote to
cells’ Ca2+ influx responded to glucose level changes zero time, at least once, at least twice, and all three times,
respectively. *p < 0.05, **p < 0.01, and ***p < 0.001. remained around 200–750 arbitrary units (a.u) under both low and high glucose levels (Fig. 6). Remarkably, the
F-actin intensity at the cell edges of the Ang2 group reached to 2500–3750 a.u. under a low glucose condition,
but dropped to 500 a.u upon a high glucose challenge (Fig. 6b). The overall F-actin intensities under low and
high glucose challenges in both control and Ang2 groups were compared by analyzing area under the F-actin
intensities using approximately 15–30 β cells from each group (Fig. 6c). F-actin intensity under low glucose was
significantly higher than that under high glucose in the Ang2 group. In contrast, the F-actin intensity of the con-
trol group under low glucose was significantly lower as compared to that of the Ang2 group, suggesting defective
glucose responsive F-actin rearrangement in islet cells generated in the absence of Ang2. Accordingly, Ang2 facili-
tates the dynamic regulation of F-actin remodeling of insulin-producing cells for physiological insulin release. remained around 200–750 arbitrary units (a.u) under both low and high glucose levels (Fig. 6). Remarkably, the
F-actin intensity at the cell edges of the Ang2 group reached to 2500–3750 a.u. under a low glucose condition,
but dropped to 500 a.u upon a high glucose challenge (Fig. 6b). The overall F-actin intensities under low and
high glucose challenges in both control and Ang2 groups were compared by analyzing area under the F-actin
intensities using approximately 15–30 β cells from each group (Fig. 6c). F-actin intensity under low glucose was
significantly higher than that under high glucose in the Ang2 group. www.nature.com/scientificreports/ In contrast, the F-actin intensity of the con-
trol group under low glucose was significantly lower as compared to that of the Ang2 group, suggesting defective
glucose responsive F-actin rearrangement in islet cells generated in the absence of Ang2. Accordingly, Ang2 facili-
tates the dynamic regulation of F-actin remodeling of insulin-producing cells for physiological insulin release. https://doi.org/10.1038/s41598-021-92922-5 Scientific Reports | (2021) 11:13558 | www.nature.com/scientificreports/ Figure 5. Ang2 regulates glucose-responsive insulin secretion through dynamic F-actin remodeling. Representative micrographs of F-actin organization in insulin-secreting cells at (a) 2 mM and (b) 20 mM
glucose challenge. White arrowheads indicate thick and highly polymerized F-actin. Yellow arrowheads indicate
depolymerized F-actin. Scale bars: 50 µm. Figure 5. Ang2 regulates glucose-responsive insulin secretion through dynamic F-actin remodeling. Representative micrographs of F-actin organization in insulin-secreting cells at (a) 2 mM and (b) 20 mM
glucose challenge. White arrowheads indicate thick and highly polymerized F-actin. Yellow arrowheads indicate
depolymerized F-actin. Scale bars: 50 µm. Furthermore, we implemented radial profiling of F-actin intensity to validate the line scanning analysis using
ImageJ software (Fig. 6d–f). The F-actin intensity was evaluated from 360 °C of encircling the insulin-producing
cells (Fig. 6d). This yielded F-actin expression curves of mean intensity along the radius, i.e. from center to the
edge of the β cells (Fig. 6e). The curves generated consisted of prominent peaks at the edge. At low glucose condi-
tion, a higher F-actin intensity peak reflecting highly polymerized F-actin was observed towards the edge in the
Ang2 group, as compared to that of the control group (Fig. 6e). The circularly analytical results are consistent
with the line scanning analysis. Moreover, no difference was observed in the F-actin intensity between the control
and Ang2 groups at high glucose condition (Fig. 6). g g
p
g g
(
g
)
It has been recognized that mature β cells utilize cell division control protein 42 (CDC42) and Ras-related
C3 botulinum toxin substrate 1 (RAC1) to mobilize and dock insulin granules to the plasma membrane50,51. Gelsolin (GSN) has been reported to facilitate F-actin reorganization by mediating glucose-dependent actin
depolymerization to release insulin from the cells52,53. Hence, we investigated whether Ang2 stimulated islet cells
utilize these molecules to regulate glucose-responsive insulin release. www.nature.com/scientificreports/ We collected the islets at the end of the
development and challenged them with low (2 mM) or high (20 mM) glucose, followed by assessing the expres-
sion of CDC42 and RAC1 at high or low glucose. As shown in Fig. 6g, the ratio of CDC42 expressed at high to
low glucose increased approximately 2.4-fold in the Ang2 group, as compared to that in the control group. There
was no significant difference between the Ang2 and the human donor islet groups (Fig. 6g). RAC1 and GSN in
the Ang2 group were also slightly increased as compared to that in the control group, and their sensitivity to
glucose was similar to that of the human islets (Fig. 6g). These results suggested that Ang2 augmented the islets’
glucose-responsiveness by enhancing their insulin secretion pathway for insulin release. Ang2 induces endothelium formation during iPSC islet development. Ang2 is known to initi-
ate angiogenesis and facilitate vascular permeability54,55. Pericytes interact with ECs in the islet endothelium
environments56. To gain insights into the interplays between endothelium and islet organogenesis, we interro-
gated whether Ang2 induces angiogenesis during iPSC islet development, leading to the production of mature
islets. We examined the expression of an endothelial marker, vascular endothelial cadherin (VE-cadherin) and
a pericyte marker NG2 in islets at Stage V by immunofluorescence microscopy. As expected, we detected a wide
spread of VE-cadherin+ ECs and NG2+ pericytes within Ang2 stimulated islets (Fig. 7a,b), suggesting the forma-
tion of intra-islet endothelium. Further analysis showed that the ratio of VE-cadherin area/DAPI area and the
ratio of NG2 area/DAPI area were significantly higher in the Ang2 group (Fig. 7c,d). These results indicated that
Ang2 induces initiation of new endothelial microenvironment within islet organoids. Discussion In this study, we report, for the first time, an inductive effect of angiopoietins on iPSC islet development and
maturation. We demonstrated that Ang2 induced islet maturation and the formation of intra-islet endothelium. Mechanistic study revealed active F-actin remodeling aided by activated CDC42-RAC1-gelsolin pathway in
addition to glucose level synchronous Ca2+ influx dynamics in Ang2 stimulated islets. By applying angiopoietin
factors such as Ang1 or Ang2 at late-stages of islet development, we discovered that glucose sensitivity of the
angiopoietin stimulated islets increased significantly. We showed that the islets generated without angiopoietin
stimulation did not possess glucose-responsive insulin secretion capability. They secreted the same amount of
insulin all the time even at a low glucose condition, indicating their immaturity and failure to release insulin
in a physiological fashion. In contrast, the islets developed under angiopoietin stimulation were able to secrete
insulin in a glucose-responsive manner. Through analysis of F-actin remodeling, a critical step of glucose-
responsive insulin-secretion in mature islet cells, we found that insulin-secreting cells generated in the presence
of angiopoietin signaling were able to repattern F-actin in response to glucose level changes to facilitate glucose-
responsive insulin-release. As shown in Fig. 6a,d, insulin was constrained inside the cell cytoplasm by a thicker
layer of F-actin surrounding the cell membrane of islets generated under Ang2 stimulation upon low glucose https://doi.org/10.1038/s41598-021-92922-5 Scientific Reports | (2021) 11:13558 | www.nature.com/scientificreports/ Figure 6. Characterization of F-actin patterning and key molecules involved in glucose-responsive insulin
exocytosis. (a) Line scanning analysis of individual insulin secreting cells upon 2 mM or 20 mM glucose
challenge (n = 15–30 cells at each condition). (b) F-actin intensity patterns across the individual insulin-
secreting cell upon low or high glucose challenge. (c) Average F-actin intensity determined by line scanning of
individual insulin-producing cells upon low or high glucose challenge (n = 15–30 cells at each condition). (d)
Representative images of individual C-peptide producing cells analyzed in control and Ang2 groups upon 2 mM
or 20 mM glucose challenge (n = 15–30 cells at each condition). (e) Representative curves of the integrated
F-actin intensity from the center to edge of a β cell in the control and Ang2 groups. F-actin intensity in all
360 °C directions was characterized along the radius to obtain radial mean intensity. The x-axis represents
distance from center to the edge of a β cell. Discussion These findings are
highly significant, suggesting elevated physiological functionality of the islets generated under the angiopoietin
stimulation. Furthermore, we observed more CP+/NKX6.1+ and CP+/MAFA+ cells formed in the Ang2 stimulated
islets, and the insulin stimulation index in the Ang1 and Ang2 groups is comparable to that in human donor islets. To confirm angiopoietin signaling for islet development, we examined whether Ang2 changes the glucose
sensitivity of terminally differentiated insulin-secreting cells such as RIN-5F cells. RIN-5F is a rat β cell line that
does not possess glucose sensitivity45. It secretes insulin in a non-glucose-responsive fashion. Treating RIN-5F
cells with Ang2 did not result in glucose-responsive insulin secretion in these cells (Fig. S1). The results sug-
gested that Ang2 signaling does not regulate terminally differentiated cells’ glucose-responsive insulin-secretion. Interestingly, the analysis of mRNA expression level in the iPSC-derived organoids revealed that Ang2 signaling challenge. The F-actin layer was dispersed to enable the secretion of insulin upon high glucose challenge. This
F-actin depolymerization is one of the characteristic physiological actions of mature β cells. These findings are
highly significant, suggesting elevated physiological functionality of the islets generated under the angiopoietin
stimulation. Furthermore, we observed more CP+/NKX6.1+ and CP+/MAFA+ cells formed in the Ang2 stimulated
islets, and the insulin stimulation index in the Ang1 and Ang2 groups is comparable to that in human donor islets. To confirm angiopoietin signaling for islet development, we examined whether Ang2 changes the glucose
sensitivity of terminally differentiated insulin-secreting cells such as RIN-5F cells. RIN-5F is a rat β cell line that
does not possess glucose sensitivity45. It secretes insulin in a non-glucose-responsive fashion. Treating RIN-5F
cells with Ang2 did not result in glucose-responsive insulin secretion in these cells (Fig. S1). The results sug-
gested that Ang2 signaling does not regulate terminally differentiated cells’ glucose-responsive insulin-secretion. Interestingly, the analysis of mRNA expression level in the iPSC-derived organoids revealed that Ang2 signaling challenge. The F-actin layer was dispersed to enable the secretion of insulin upon high glucose challenge. This
F-actin depolymerization is one of the characteristic physiological actions of mature β cells. These findings are
highly significant, suggesting elevated physiological functionality of the islets generated under the angiopoietin
stimulation. Discussion (f) Average F-actin intensity at low and high glucose conditions
determined by radial profiling (n = 15–30 cells at each condition). (g) Relative gene expressions of key molecules
involved in glucose-responsive insulin exocytosis. iPSC-derived islets generated in the presence or absence
of Ang2 stimulation at Stage V were challenged with low (2 mM) or high (20 mM) glucose, followed by RNA
extraction and qRT-PCR analysis The ratio of gene expression at high to low glucose was assessed Human Figure 6. Characterization of F-actin patterning and key molecules involved in glucose-responsive insulin Figure 6. Characterization of F-actin patterning and key molecules involved in glucose-responsive insulin Figure 6. Characterization of F-actin patterning and key molecules involved in glucose-responsive insulin
exocytosis. (a) Line scanning analysis of individual insulin secreting cells upon 2 mM or 20 mM glucose
challenge (n = 15–30 cells at each condition). (b) F-actin intensity patterns across the individual insulin-
secreting cell upon low or high glucose challenge. (c) Average F-actin intensity determined by line scanning of
individual insulin-producing cells upon low or high glucose challenge (n = 15–30 cells at each condition). (d)
Representative images of individual C-peptide producing cells analyzed in control and Ang2 groups upon 2 mM
or 20 mM glucose challenge (n = 15–30 cells at each condition). (e) Representative curves of the integrated
F-actin intensity from the center to edge of a β cell in the control and Ang2 groups. F-actin intensity in all
360 °C directions was characterized along the radius to obtain radial mean intensity. The x-axis represents
distance from center to the edge of a β cell. (f) Average F-actin intensity at low and high glucose conditions
determined by radial profiling (n = 15–30 cells at each condition). (g) Relative gene expressions of key molecules
involved in glucose-responsive insulin exocytosis. iPSC-derived islets generated in the presence or absence
of Ang2 stimulation at Stage V were challenged with low (2 mM) or high (20 mM) glucose, followed by RNA
extraction and qRT-PCR analysis. The ratio of gene expression at high to low glucose was assessed. Human
donor islets (hIslet) served as controls. Results are shown as mean ± SD; *p < 0.05, **p < 0.01, ***p < 0.001, NS:
non-significant. challenge. The F-actin layer was dispersed to enable the secretion of insulin upon high glucose challenge. This
F-actin depolymerization is one of the characteristic physiological actions of mature β cells. Discussion Furthermore, we observed more CP+/NKX6.1+ and CP+/MAFA+ cells formed in the Ang2 stimulated
islets, and the insulin stimulation index in the Ang1 and Ang2 groups is comparable to that in human donor islets.i To confirm angiopoietin signaling for islet development, we examined whether Ang2 changes the glucose
sensitivity of terminally differentiated insulin-secreting cells such as RIN-5F cells. RIN-5F is a rat β cell line that
does not possess glucose sensitivity45. It secretes insulin in a non-glucose-responsive fashion. Treating RIN-5F
cells with Ang2 did not result in glucose-responsive insulin secretion in these cells (Fig. S1). The results sug-
gested that Ang2 signaling does not regulate terminally differentiated cells’ glucose-responsive insulin-secretion. Interestingly, the analysis of mRNA expression level in the iPSC-derived organoids revealed that Ang2 signaling Scientific Reports | (2021) 11:13558 | https://doi.org/10.1038/s41598-021-92922-5 www.nature.com/scientificreports/ Figure 7. Ang2 induces the generation of endothelial cells and pericytes in iPSC derived islet
microenvironment. (a) Representative images of VE-cadherin and C-peptide immunofluorescence co-staining
in islet-like organoids. (b) Representative images of NG2 and C-peptide immunofluorescence co-staining in
islet-like organoids. (c,d) The ratio of VE-Cadherin+ endothelial area/DAPI area and NG2+ pericyte area/DAPI
area in islet-like organoids. Scale bars: 50 µm. n = 19–35 islet organoids for each condition. Results are shown as
mean ± SD. ****p < 0.0001. Figure 7. Ang2 induces the generation of endothelial cells and pericytes in iPSC derived islet
microenvironment. (a) Representative images of VE-cadherin and C-peptide immunofluorescence co-staining
in islet-like organoids. (b) Representative images of NG2 and C-peptide immunofluorescence co-staining in
islet-like organoids. (c,d) The ratio of VE-Cadherin+ endothelial area/DAPI area and NG2+ pericyte area/DAPI
area in islet-like organoids. Scale bars: 50 µm. n = 19–35 islet organoids for each condition. Results are shown as
mean ± SD. ****p < 0.0001. significantly enhances not only insulin expression but also all the other major hormone gene expressions in
these cells (Fig. 1d). Insulin secretion is controlled at various levels, including gene, metabolism, exocytotic, and
cell–cell interaction levels57–59. The production of physiologically functional islets from iPSCs in vitro requires
the improvement of insulin production and secretion at all levels. Our study demonstrated a critical role of angi-
opoietin signaling in elevating insulin gene expression, insulin-secreting cells’ F-actin remodeling, and glucose
synchronized Ca2+ influx of islet cells.h yl
The biological function of iPSC-derived islet cells was determined by GSIS assay. We used approximately ~ 200
islets for the assay. Discussion In order to understand how insulin secretion is affected by Ang1 and Ang2, we determined
glucose synchronized Ca2+ influx in insulin-secreting cells at the single cell level (Fig. 4e,f). We found that most
cells in the control group failed to secrete insulin efficiently upon glucose challenge. Thus, overall glucose-respon-
sive insulin-secretion from these islets was lower, as compared to those generated under either Ang1 or Ang2
stimulation. Interestingly, we observed the heterogeneity of the glucose synchronized Ca2+ influx in the islets
(Fig. 4f,g). This is very similar to that observed in adult donor islets. Indeed, islet heterogeneity is not unusual in
adult islets60. There are various sub-populations of β cells with heterogeneous gene and protein expression profiles
and insulin secretion capacity in adult islets61. Our experimental results are promising. It has been shown that the
transplantation of cells capable of glucose synchronized Ca2+ influx can reduce hyperglycemia in mice rapidly9.h p
p
g
yl
yp
g y
p
y
The cytoskeleton of a β cell has been reported to be involved in insulin granule mobilization, fusion with the
cell membrane, and finally, in facilitation of insulin exocytosis49,62. We observed the dynamic polymerization
and depolymerization of F-actin in Ang2 stimulated islets upon glucose challenge. This observation is consistent
with previous reports63,64. In primary human islets, the F-actin of β cells at a basal glucose condition forms a ring
beneath the cell surface to block the exocytosis of insulin granules63. Upon glucose stimulation, cells reorganize
their filaments to mobilize the insulin granules out of the cells with help of proteins like gelsolin53,64. Previ-
ous studies revealed that CDC42 acts as a modulator for glucose-responsive insulin secretion, which requires
F-actin remodeling to mobilize granules50,65. Deletion of CDC42 gene in β cells decreased insulin expression
and secretion in response to glucose stimulation in vitro and in vivo66. Moreover, RAC1 is in the downstream
of CDC42 signaling67. The glucose-stimulated insulin secretion is decreased when RAC1 is inhibited and/or in
β cell-specific RAC1 deficient mice51. These findings support our discovery on the unique role played by Ang2,
demonstrating mechanistic insight of improved functionality of iPSC-derived islets under Ang2 stimulation for
in vitro islet development as depicted in Fig. 8. p
p
g
In addition, angiopoietins are known for their role in angiogenesis and vascularization37,38. For instance,
Ang2 is involved in the maintenance of established vasculature, mainly in vascular remodeling and maturation68. Discussion A microvasculature in islets is a route for hormone secretion and profoundly essential for glucose and oxygen
supply to execute the functions of islets. An endothelium helps induce pancreatic endocrine development32. In
our study, we found the formation of vascular cellular components such as VE-Cadherin+ cells and NG2+ cells
within the islets under the Ang2 signal. This endothelium sprouting by Ang2 might facilitate in vitro functional
islet development. Taken together, the results indicated that Ang2 supports the initiation of endothelium for-
mation along with islet differentiation which positively improves the functionality of the iPSC-derived islets.hf f
The effect of angiopoietins has been established to be dose and context-dependent whose molecular mecha-
nism is poorly understood37. Recent reports suggested their diverse roles in tissue homeostasis. In the context
of tissue generation, Hu et al. stated Ang2’s role in liver generation, where it controls the proliferation of hepatic
cell populations in vivo41. Park et al. have reported the role of Ang1 in regulating insulin secretion by stabilizing
the microenvironment of islets in vivo70. Kitazawa et al. showed that angiopoietin-like protein-2 (ANGPTL2) Scientific Reports | (2021) 11:13558 | https://doi.org/10.1038/s41598-021-92922-5 www.nature.com/scientificreports/ Figure 8. Illustration of Ang2 effect on iPSC islet differentiation and iPSC-derived islet microenvironment. (a) Ang2 supports islet differentiation with the generation of β, α, δ, PP-cells and additionally, promotes the
generation of endothelial and pericyte cells. (b-c) iPSC-derived islets under Ang2 cue showed Ca2+ influx
and regulated activity of CDC42-RAC1 pathway synchronous with glucose level change, leading to F-actin
remodeling aided by gelsolin for physiologically functional insulin exocytosis. Created with BioRender.com. Figure 8. Illustration of Ang2 effect on iPSC islet differentiation and iPSC-derived islet microenvironment. (a) Ang2 supports islet differentiation with the generation of β, α, δ, PP-cells and additionally, promotes the
generation of endothelial and pericyte cells. (b-c) iPSC-derived islets under Ang2 cue showed Ca2+ influx
and regulated activity of CDC42-RAC1 pathway synchronous with glucose level change, leading to F-actin
remodeling aided by gelsolin for physiologically functional insulin exocytosis. Created with BioRender.com. improves insulin sensitivity in diabetic mice71. In this study, we reported a previously unexplored role of angi-
opoietin factors played in generating mature islets from iPSCs. Our study provides new knowledge on controlling
in vitro organoid development and maturation.f g
p
It is worth noting that the molecular mechanisms underlying the Ang2 effect, particularly Ang2-mediated
signaling transduction pathway is unknown. Discussion More detailed characterizations are required to elucidate the mecha-
nism of angiopoietin signaling. The studies would involve mapping Ang2 induced signaling transduction path-
ways using RNA-sequencing and loss- and gain-of-function assays. Unlocking of the mechanisms will help build
cues critical to the production of physiologically functional islets from iPSCs for diabetes research and treatment. www.nature.com/scientificreports/ Images were captured using a Zeiss LSM 880 with
an airyscan microscope. For estimating the number of different cell types, images (n = 7–16) were quantified
by ImageJ (version 1.52p, https://imagej.nih.gov/ij/notes.html; or version 1.53i, https://imagej.nih.gov/ij/notes.
html) using the Biovoxxel plugin v1.0 (https://www.biovoxxel.de/development/). The images were processed to
remove background and noise. DAPI stained nuclei were distinguished using the watershed function. To avoid
over-segmentation, the watershed function was used only when required, especially when images contained a
high number of merged cells. Cell number was estimated by counting cells larger than 250-pixel units. Variations
in cell size were monitored with each image and cell size threshold was modified accordingly to avoid over- or
under-estimation of cell numbers. Glucose stimulated insulin secretion analysis. Islets were washed with DPBS and equilibrated in
Krebs–Ringer buffer (KRB, Boston BioProducts) containing 1 mM glucose for 4 h. Aggregates were rinsed again
with KRB containing 1 mM glucose. For p-GSIS, organoids were incubated in KRB containing 2 mM glucose
and 20 mM glucose at 37 °C separately for 30 min. For multiple s-GSIS, organoids were seeded on Matrigel (1:50)
coated 48-well plates and cultured in Stage V differentiation media at 37 °C overnight prior to 4 h pre-incubation
step. Attached organoids were challenged serially in KRB containing (2–20 mM)–(2–20 mM)–(2–20 mM) glu-
cose for 20 min for each stimulation condition at 37 °C. Between the three rounds of consecutive 20–2 mM
challenge, the aggregates were rinsed twice by incubating in KRB containing 1 mM glucose for 5 min with each
wash. The supernatants were collected from the respective glucose treatments. The number of islets under each
condition was counted under an Olympus phase contrast microscope. About 100–200 µm sized aggregates were
counted as clusters. Insulin was measured using an insulin ELISA kit (Mercodia) according to the manufac-
turer’s instructions. Insulin secretion can be normalized to single cells based on accounting of cell numbers or a
measurement of DNA content9–11. We compared insulin secretion from the islets normalized based on organoid
number or DNA content. Two normalizations gave us similar results. Thus, we presented the data based on islet
number74. DNA of the islets was extracted using DNeasy Blood and Tissue Kit from QIAGEN following manu-
facturer’s instructions. Human donor islets purchased from Prodo Laboratories, Inc. (Aliso Viejo, CA) were used
as positive controls. www.nature.com/scientificreports/ from Stage I to Stage IV. At the end of Stage IV, cells were scrapped after Dispase treatment and transferred to a
24-well ultralow attachment plate (Corning Life Science) initiating Stage V. At Stage V, the differentiation media
was prepared with CMRL supplement containing 2% bovine serum albumin (BSA, Sigma-Aldrich), 1 µM T3,
10 µM A5iII, 100 nM SiXX, and 10 mM Nic. The differentiation media at all stages were exchanged every two
days. For suspension culture, half of the media was changed every two days. Angiopoietin proteins, Ang2 (Biole-
gend) and Ang1 (Peprotech) were applied to differentiation media at 20 ng/ml or indicated concentration from
Stage IV until the end of Stage V. TaqMan quantitative real‑time PCR. qRT-PCR was performed as described previously71,72. Briefly, RNA
was extracted from cells using the RNeasy mini kit (Qiagen). Primer and probe sets targeting genes of interest
were used as shown in Table S1. CFX Connect system (Bio-Rad) was used for qRT-PCR. Ct values for the target
genes were normalized to internal housekeeping gene Cyclophilin A71,73. ΔΔCt method was employed to analyze
the gene expression relative to undifferentiated cells. RNA extracted from human islets purchased from Prodo
Laboratories, Inc. were used as a positive control. Immunostaining and confocal imaging microscopy. Islets were rinsed with Dulbecco phosphate
buffered saline (DPBS) (HyClone) and fixed with 4% paraformaldehyde at room temperature for 1 to 2 h. The
fixed aggregates were washed with phosphate buffered saline (PBS), and 30% sucrose (w/v) was added and stored
at 4 °C overnight. Optimal Cutting Temperature compound (OCT) (ThermoFisher Scientific) was added to
the samples and stored overnight at 4 °C. This was followed by snap freezing in liquid nitrogen. Thin sections,
14 µm, of the frozen samples were prepared on TruBond TM (Electron Microscopy Sciences) adhesive slides by
cryosectioning. The OCT compound was removed by PBS wash. Foxp3/Transcription Factor Fixation/Permea-
bilization kit (ThermoFisher Scientific) was used for permeabilization, blocking and antibody staining according
to the manufacturer’s instruction. Primary antibodies were applied overnight at 4 °C. Excess antibodies were
washed off three times with PBS at room temperature. Secondary antibodies were then applied for 1 h at room
temperature. Excess antibodies were washed off three times with PBS at room temperature. The samples were
stained for nucleus with Vectashield Mounting Medium containing DAPI (ThermoFisher Scientific). Antibodies
used in immunofluorescence staining were shown in Table S2. Materials and methods Cell culture. iPSC lines IMR90, DF4, and hESC line H9 were obtained from WiCell Research Institute. Cells
were cultured on 1:100 diluted Matrigel (Corning Life Science) coated dishes and maintained in the mTeSR1
medium (StemCell Technologies), which was replenished with fresh media every day as described elsewere71,72. The cells were passaged every 3 to 4 days into a 1:3 split ratio using Dispase (StemCell Technologies). To initi-
ate differentiation, the cells were seeded as single cells at one to two million cells per well of 6-well plate after
Accutase (StemCell Technologies) treatment. Rat β cells RIN-5F (ATCC CRL-2058) were maintained in RPMI
1640 supplemented with 10% fetal bovine serum. Growth medium was exchanged every 3 days and cells were
passaged at 80% confluence. Stepwise differentiation. Differentiation procedures were developed and modified based on our previ-
ous study11, which was initiated using optimized serum-free differentiation media with combinations of growth
factors and signaling molecules (Fig. 1a). Stage I differentiation was initiated 24 h post single cell seeding. The
DE cells were achieved by applying RPMI 1640 (Corning Life Science) supplemented with 50 ng/ml activin A
(AA, PeproTech) and 1 mM sodium butyrate (SB, Sigma-Aldrich) for 24 h. From day 2 to day 5, the concentra-
tion of SB was reduced to 0.5 mM as described previously73. At Stage II, the media formulation consisted of
RPMI 1640, 1 µM retinoic acid (RA, Sigma-Aldrich), 50 ng/ml keratinocyte growth factor (KGF, PeproTech),
300 nM (-)-indolactam V (ILV, AdipoGen), 100 ng/ml noggin (Nog, PeproTech), and 125 µM ascorbic acid
(VitC, Sigma-Aldrich). At Stage III, cells were cultured in DMEM high glucose (Gibco) containing 1 µM RA,
300 nM ILV, 200 nM LDN 193189 (LDN, Sigma-Aldrich), 1 µM 3,3′,5-triiodo-L-thyronine Sodium Salt (T3,
Sigma-Aldrich), 10 µM ALK5 inhibitor II (A5iII, Enzo Life Sciences), 100 nM γ-secretase inhibitor XX (SiXX,
Millipore), and 10 µg/ml heparin (HP, Sigma-Aldrich). At Stage IV, the differentiation media was prepared with
RPMI 1640 containing 1 µM T3, 10 µM A5iII, 10 µg/ml HP, 1 mM N-acetyl cysteine (NCys, Sigma-Aldrich),
0.5 µM R428 (Selleck Chem), 10 µM Trolox (Tro, Enzo Life Sciences), 100 nM SiXX, and 10 mM nicotinamide
(Nic, Sigma-Aldrich); and glucose (Gibco) was supplemented up to 20 mM. Serum-free B27 (Gibco) was added https://doi.org/10.1038/s41598-021-92922-5 Scientific Reports | (2021) 11:13558 | www.nature.com/scientificreports/ www.nature.com/scientificreports/ was recorded for 5 min for each of the incubation conditions. During the 5-min time series, a snapshot of the
aggregate was captured every 17 s. For the cell-cluster level analysis, a 40 × objective was used, and for single-
cell analysis, 63 ×/40 × objectives were used. Image analysis was performed with ImageJ and MATLAB (Version
R2018a). A total of 126 images per aggregate, which includes 18 images per glucose treatment, were analyzed
to calculate average fluorescence intensity. Individual cells of the islet organoids were also selected as region of
interest (ROI) for single cell analysis. When average a.u.c at high glucose was higher than the average a.u.c at
low glucose in an individual cell, the cell was considered to be responding positively. Human donor islets were
used as positive controls. F‑actin staining and image analysis. The islets generated were subjected to glucose challenges and the
aggregates were fixed and stained following the immunostaining procedure mentioned above. The images were
captured with Zeiss LSM 880. The β cells were identified by C-peptide staining and F-actin was visualized by
Phalloidin Alexa 488 staining. Image analysis was carried out by line scan and radial profiling. To account for
heterogeneity of F-actin within the β cell boundary, radial integrated intensity was assessed using ImageJ soft-
ware which accounts for F-actin expression in circular of a β cell. The F-actin intensity along the center to edge
represents intensities integrated around concentric circles within the ROI encompassing β cells. Statistical analysis. All experimental data were presented as mean ± standard deviation (SD) of at least
three times of independent experiments. Two-tailed unpaired student’s t-test was used for all statistical analyses
between different groups. The differences were considered to be significant when the p-value was less than 0.05. For multiple comparisons, one-way ANOVA with Turkey’s test or two-way ANOVA with Dunnett’s test was
carried out. y
raw or analyzed datasets for this study are available from the corresponding author upon reasonable request. y
The raw or analyzed datasets for this study are available from the corresponding author upon reasonable request. Received: 22 February 2020; Accepted: 9 June 2021 Received: 22 February 2020; Accepted: 9 June 2021 References Generation of functional human pancreatic beta cells in vitro. Cell 159, 428–439. https://doi.org/10.1016/j
cell.2014.09.040 (2014). 0. Rezania, A. et al. Reversal of diabetes with insulin-producing cells derived in vitro from human pluripotent stem cells. Nat. Bio-
technol. 32, 1121–1133. https://doi.org/10.1038/nbt.3033 (2014).i p
g
(
)
11. Bi, H., Ye, K. & Jin, S. Proteomic analysis of decellularized pancreatic matrix identifies collagen V as a critical regulator for islet
organogenesis from human pluripotent stem cells. Biomaterials 233, 119673. https://doi.org/10.1016/j.biomaterials.2019.119673
(2020).f 2. Wang, W., Jin, S. & Ye, K. Development of islet organoids from H9 human embryonic stem cells in biomimetic 3D scaffolds. Stem
Cells Dev. 26, 394–404. https://doi.org/10.1089/scd.2016.0115 (2017). p
g
3. Bi, H., Karanth, S., Ye, K., Stein, R. & Jin, S. Decellularized tissue matrix enhances self-assembly of islet organoids from pluripoten
stem cell differentiation. ACS Biomater. Sci. Eng. https://doi.org/10.1021/acsbiomaterials.1020c00088 (2020).h f
4. Unger, R. H. & Orci, L. The essential role of glucagon in the pathogenesis of diabetes mellitus. Lancet 1, 14–16. https://doi.org/10
1016/s0140-6736(75)92375-2 (1975). 5. Meier, J. J. & Bonadonna, R. C. Role of reduced beta-cell mass versus impaired beta-cell function in the pathogenesis of type 2
diabetes. Diabetes Care 36(Suppl 2), S113-119. https://doi.org/10.2337/dcS13-2008 (2013). pp
p
g
6. Moon, J. S. & Won, K. C. Pancreatic alpha-cell dysfunction in type 2 diabetes: Old kids on the block. Diabetes Metab. J. 39, 1–9
https://doi.org/10.4093/dmj.2015.39.1.1 (2015). p
g
j
17. Burcelin, R., Knauf, C. & Cani, P. D. Pancreatic alpha-cell dysfunction in diabetes. Diabetes Metab. 34(Suppl 2), S49-55. https://
doi.org/10.1016/S1262-3636(08)73395-0 (2008). g
18. Nair, G. & Hebrok, M. Islet formation in mice and men: Lessons for the generation of functional insulin-producing beta-cells from
human pluripotent stem cells. Curr. Opin. Genet. Dev. 32, 171–180. https://doi.org/10.1016/j.gde.2015.03.004 (2015). p
p
p
p
g
j g
9. Halban, P. A. Cellular sources of new pancreatic beta cells and therapeutic implications for regenerative medicine. Nat. Cell Biol
6, 1021–1025. https://doi.org/10.1038/ncb1104-1021 (2004). p
g
0. Rorsman, P. & Braun, M. Regulation of insulin secretion in human pancreatic islets. Annu. Rev. Physiol. 75, 155–179. https://doi
org/10.1146/annurev-physiol-030212-183754 (2013). g
y
21. Ishihara, H., Maechler, P., Gjinovci, A., Herrera, P. L. & Wollheim, C. B. Islet beta-cell secretion determines glucagon release from
neighbouring alpha-cells. Nat. Cell Biol. 5, 330–335. https://doi.org/10.1038/ncb951 (2003). g
g
p
p
g
(
)
2. Braun, M. et al. Somatostatin release, electrical activity, membrane currents and exocytosis in human pancreatic delta cells. References 1. Shapiro, A. M., Pokrywczynska, M. & Ricordi, C. Clinical pancreatic islet transplantation. Nat. Rev. Endocrinol. 13, 268–277
https://doi.org/10.1038/nrendo.2016.178 (2017). p
g
2. de Sa Silva, F. et al. Toward personalized cell therapies by using stem cells: Seven relevant topics for safety and success in stem cell
therapy. J. Biomed. Biotechnol. 2012, 758102. https://doi.org/10.1155/2012/758102 (2012). p
g
2. de Sa Silva, F. et al. Toward personalized cell therapies by using stem cells: Seven relevant topics for safety and success in stem cel
therapy. J. Biomed. Biotechnol. 2012, 758102. https://doi.org/10.1155/2012/758102 (2012). py J
p
g
(
)
3. D’Amour, K. A. et al. Production of pancreatic hormone-expressing endocrine cells from human embryonic stem cells. Nat. Biotechnol. 24, 1392–1401. https://doi.org/10.1038/nbt1259 (2006). 3. D’Amour, K. A. et al. Production of pancreatic hormone-expressing endocrine cells from human embryonic stem cells. Nat
Biotechnol. 24, 1392–1401. https://doi.org/10.1038/nbt1259 (2006). p
g
4. Jiang, J. et al. Generation of insulin-producing islet-like clusters from human embryonic stem cells. Stem Cells 25, 1940–1953
https://doi.org/10.1634/stemcells.2006-0761 (2007). p
g
(
)
5. Kroon, E. et al. Pancreatic endoderm derived from human embryonic stem cells generates glucose-responsive insulin-secreting
cells in vivo. Nat. Biotechnol. 26, 443–452. https://doi.org/10.1038/nbt1393 (2008).fif p
g
5. Kroon, E. et al. Pancreatic endoderm derived from human embryonic stem cells generates glucose-responsive insulin-secreting
cells in vivo. Nat. Biotechnol. 26, 443–452. https://doi.org/10.1038/nbt1393 (2008).fif p
g
6. Kunisada, Y., Tsubooka-Yamazoe, N., Shoji, M. & Hosoya, M. Small molecules induce efficient differentiation into insulin-produc-
ing cells from human induced pluripotent stem cells. Stem Cell Res. 8, 274–284. https://doi.org/10.1016/j.scr.2011.10.002 (2012). p
g
6. Kunisada, Y., Tsubooka-Yamazoe, N., Shoji, M. & Hosoya, M. Small molecules induce efficient differentiation into insulin-produc-
ing cells from human induced pluripotent stem cells. Stem Cell Res. 8, 274–284. https://doi.org/10.1016/j.scr.2011.10.002 (2012) g
p
p
p
g
j
7. Thatava, T. et al. Indolactam V/GLP-1-mediated differentiation of human iPS cells into glucose-responsive insulin-secreting
progeny. Gene Ther. 18, 283–293. https://doi.org/10.1038/gt.2010.145 (2011). p
g
yh
p
g
g
8. Millman, J. R. et al. Generation of stem cell-derived beta-cells from patients with type 1 diabetes. Nat. Commun. 7, 11463. https://
doi.org/10.1038/ncomms11463 (2016). p
g
yh
p
g
g
8. Millman, J. R. et al. Generation of stem cell-derived beta-cells from patients with type 1 diabetes. Nat. Commun. 7, 11463. https://
doi.org/10.1038/ncomms11463 (2016). l
l
f f
l h
b
ll
ll
h
d g
9. Pagliuca, F. W. et al. www.nature.com/scientificreports/ For measurement of insulin secretion from RIN-5F cells, the cells were seeded into 24-well
plate at 6 × 104 cells per well and allowed 72 h for complete attachment. After cell attachment, the test wells were
treated with Ang2 at indicated concentration for 72 h in RPMI 1640 supplemented with 2% BSA prior to the
GSIS analysis. Insulin secretion was measured using rat insulin ELISA kit (Mercodia). Cells were detached by
trypsin and counted under a phase contrast microscope. Ca2+ influx imaging and data analysis. Ca2+ influx imaging and data analysis were performed as
described elsewhere9,75. Briefly, islets were added on Matrigel-coated wells of 8-well chambered Labtek cover
glass chamber (Nunc) and cultured for 24 h at 37 °C in the Stage V medium for attachment. They were stained
with 50 µM Fluo-4 AM (ThermoFisher Scientific), a Ca2+ indicator, in KRB containing 1 mM glucose for 45 min
at 37 °C. An additional 15 min of incubation in KRB containing 1 mM glucose was performed to rinse off
the excess Ca2+ indicator. The aggregates were staged on an incubated stage (37 °C, 5% CO2) of Zeiss LSM
880 to obtain time-series images for Ca2+ dynamics. A sequential challenge with KRB containing (2–20 mM)–
(2–20 mM)–(2–20 mM)-KCl was applied consecutively. Between the consecutive high-low (20–2 mM) glu-
cose challenges, the aggregates were rinsed with KRB buffer containing 1 mM glucose. Fluo-4 AM intensity https://doi.org/10.1038/s41598-021-92922-5 Scientific Reports | (2021) 11:13558 | www.nature.com/scientificreports/ www.nature.com/scientificreports/ Vascular-derived connective tissue growth factor (Ctgf) is critical for pregnancy-induced beta cell hyperplasia
in adult mice. Islets 9, 150–158. https://doi.org/10.1080/19382014.2017.1356963 (2017).hh g
7. Thurston, G. & Daly, C. The complex role of angiopoietin-2 in the angiopoietin-tie signaling pathway. Cold Spring Harb. Perspect
Med. 2, a006550. https://doi.org/10.1101/cshperspect.a006650 (2012).i 37. Thurston, G. & Daly, C. The complex role of angiopoietin-2 in the angiopoietin-tie
Med. 2, a006550. https://doi.org/10.1101/cshperspect.a006650 (2012).i 38. Yancopoulos, G. D. et al. Vascular-specific growth factors and blood vessel formation. Nature 407, 242–248. https://doi.org/10.
1038/35025215 (2000). 9. An, Y. A. et al. Angiopoietin-2 in white adipose tissue improves metabolic homeostasis through enhanced angiogenesis. Elife
https://doi.org/10.7554/eLife.24071 (2017). p
g
0. Hackett, S. F. et al. Angiopoietin 2 expression in the retina: Upregulation during physiologic and pathologic neovascularization
J. Cell. Physiol. 184, 275–284. https://doi.org/10.1002/1097-4652(200009)184:3%3c275::AID-JCP1%3e3.0.CO;2-7 (2000). 1. Hu, J. et al. Endothelial cell-derived angiopoietin-2 controls liver regeneration as a spatiotemporal rheostat. Science 343, 416–419
https://doi.org/10.1126/science.1244880 (2014). g
2. Rezania, A. et al. Enrichment of human embryonic stem cell-derived NKX6.1-expressing pancreatic progenitor cells accelerates
the maturation of insulin-secreting cells in vivo. Stem Cells 31, 2432–2442. https://doi.org/10.1002/stem.1489 (2013). g
p
g
3. Taylor, B. L., Liu, F. F. & Sander, M. Nkx6.1 is essential for maintaining the functional state of pancreatic beta cells. Cell Rep. 4
1262–1275. https://doi.org/10.1016/j.celrep.2013.08.010 (2013). p
g
j
p
4. Maisonpierre, P. C. et al. Angiopoietin-2, a natural antagonist for Tie2 that disrupts in vivo angiogenesis. Science 277, 55–60
https://doi.org/10.1126/science.277.5322.55 (1997). g
5. Bhathena, S. J. et al. Insulin, glucagon, and somatostatin secretion by cultured rat islet cell tumor and its clones. Proc. Soc. Exp
Biol. Med. 175, 35–38. https://doi.org/10.3181/00379727-175-41762 (1984). p
g
6. Hoenig, M. & Sharp, G. W. Glucose induces insulin release and a rise in cytosolic calcium concentration in a transplantable rat
insulinoma. Endocrinology 119, 2502–2507. https://doi.org/10.1210/endo-119-6-2502 (1986). 7. Wollheim, C. B. & Sharp, G. W. Regulation of insulin release by calcium. Physiol. Rev. 61, 914–973. https://doi.org/10.1152/physr
ev.1981.61.4.914 (1981).f ev.1981.61.4.914 (1981). 48. Stosiek, C., Garaschuk, O., Holthoff, K. & Konnerth, A. In vivo two-photon calcium imaging of neuronal networks. Proc. Natl. A
d S i USA 100 7319 7324 http //d i
/10 1073/p
1232232100 (2003) ev.1981.61.4.914 (1981). 48. Stosiek, C., Garaschuk, O., Holthoff, K. & Konnerth, A. In vivo two-photon calcium imaging of neuronal networks. Proc. Natl. Acad. Sci. USA 100, 7319–7324. https://doi.org/10.1073/pnas.1232232100 (2003). 8. Stosiek, C., Garaschuk, O., Holthoff, K. & Konnerth, A. www.nature.com/scientificreports/ In vivo two-photon calcium imaging of neuronal networks. Proc. Natl
Acad. Sci. USA 100, 7319–7324. https://doi.org/10.1073/pnas.1232232100 (2003). p
g
p
9. Eitzen, G. Actin remodeling to facilitate membrane fusion. Biochim. Biophys. Acta 1641, 175–181. https://doi.org/10.1016/s0167-
4889(03)00087-9 (2003).h 0. Nevins, A. K. & Thurmond, D. C. Glucose regulates the cortical actin network through modulation of Cdc42 cycling to stimulate
insulin secretion. Am. J. Physiol. Cell Physiol. 285, C698-710. https://doi.org/10.1152/ajpcell.00093.2003 (2003). y
y
p
g
jp
51. Asahara, S. et al. Ras-related C3 botulinum toxin substrate 1 (RAC1) regulates glucose-stimulated insulin secretion via modulation
of F-actin. Diabetologia 56, 1088–1097. https://doi.org/10.1007/s00125-013-2849-5 (2013).h 52. Kalwat, M. A., Wiseman, D. A., Luo, W., Wang, Z. & Thurmond, D. C. Gelsolin associates with the N terminus of syntaxin
regulate insulin granule exocytosis. Mol. Endocrinol. 26, 128–141. https://doi.org/10.1210/me.2011-1112 (2012). 53. Tomas, A., Yermen, B., Min, L., Pessin, J. E. & Halban, P. A. Regulation of pancreatic beta-cell insulin secretion by actin cytoskeleton
remodelling: Role of gelsolin and cooperation with the MAPK signalling pathway. J. Cell Sci. 119, 2156–2167. https://doi.org/10.
1242/jcs.02942 (2006). j
4. Hashimoto, T. & Pittet, J. F. Angiopoietin-2: Modulator of vascular permeability in acute lung injury?. PLoS Med. 3, e113. https://
doi.org/10.1371/journal.pmed.0030113 (2006). g
j
p
55. Lim, H. S., Blann, A. D., Chong, A. Y., Freestone, B. & Lip, G. Y. Plasma vascular endothelial growth factor, angiopoietin-1,
and angiopoietin-2 in diabetes: Implications for cardiovascular risk and effects of multifactorial intervention. Diabetes Care 27,
2918–2924. https://doi.org/10.2337/diacare.27.12.2918 (2004). h
l
h
l
h
d
f
b
(
) p
g
56. Shepro, D. & Morel, N. M. Pericyte physiology. FASEB J. 7, 1031–1038. https://doi.org/10.1096/fasebj.7.11.8370472 (1993). 57 Bender K Newsholme P Brennan L & Maechler P The importance of redox shuttles to pancreatic beta-cell energy metabolism p
g
56. Shepro, D. & Morel, N. M. Pericyte physiology. FASEB J. 7, 1031–1038. https://doi.org/10.1096/fasebj.7.11.8370472 (1993).h 56. Shepro, D. & Morel, N. M. Pericyte physiology. FASEB J. 7, 1031–1038. https://doi.org/10.1096/fasebj.7.11.8370472 (1993). 57. Bender, K., Newsholme, P., Brennan, L. & Maechler, P. The importance of redox shuttles to pancreatic beta-cell energy metabolism
and function. Biochem. Soc. Trans. 34, 811–814. https://doi.org/10.1042/BST0340811 (2006). 56. Shepro, D. & Morel, N. M. Pericyte physiology. FASEB J. 7, 10 56. Shepro, D. & Morel, N. M. Pericyte physiology. FASEB J. 7, 1031 1038. https://doi.org/10.1096/fasebj.7.11.8370472 (1993). 57. Bender, K., Newsholme, P., Brennan, L. & Maechler, P. www.nature.com/scientificreports/ www.nature.com/scientificreports/ 23. Batterham, R. L. et al. Pancreatic polypeptide reduces appetite and food intake in humans. J. Clin. Endocrinol. Metab. 88, 3989–3992. https://doi.org/10.1210/jc.2003-030630 (2003). p
g
j
24. Brereton, M. F., Vergari, E., Zhang, Q. & Clark, A. Alpha-, delta- and PP-cells: Are they the architectural cornerstones of
t
t
d
di
ti
? J Hi t
h
C t
h
63 575 591 htt
//d i
/10 1369/0022155415583535 (2015) y
p
g
(
)
5. Lemieux, C. et al. Angiopoietins can directly activate endothelial cells and neutrophils to promote proinflammatory responses
Blood 105, 1523–1530. https://doi.org/10.1182/blood-2004-09-3531 (2005). p
g
6. Ucuzian, A. A., Gassman, A. A., East, A. T. & Greisler, H. P. Molecular mediators of angiogenesis. J. Burn Care Res. 31, 158–175
https://doi.org/10.1097/BCR.0b013e3181c7ed82 (2010).h p
g
(
)
7. Fiedler, U. et al. The Tie-2 ligand angiopoietin-2 is stored in and rapidly released upon stimulation from endothelial cell Weibel–
Palade bodies. Blood 103, 4150–4156. https://doi.org/10.1182/blood-2003-10-3685 (2004). 8. Daly, C. et al. Angiopoietin-2 functions as an autocrine protective factor in stressed endothelial cells. Proc. Natl. Acad. Sci. USA
103, 15491–15496. https://doi.org/10.1073/pnas.0607538103 (2006).i g
29. Spelios, M. G., Afinowicz, L. A., Tipon, R. C. & Akirav, E. M. Human EndoC-betaH1 beta-cells form pseudoislets with improved
glucose sensitivity and enhanced GLP-1 signaling in the presence of islet-derived endothelial cells. Am. J. Physiol. Endocrinol. Metab. 314, E512–E521. https://doi.org/10.1152/ajpendo.00272.2017 (2018). p
g
jp
0. Yoshitomi, H. & Zaret, K. S. Endothelial cell interactions initiate dorsal pancreas development by selectively inducing the transcrip-
tion factor Ptf1a. Development 131, 807–817. https://doi.org/10.1242/dev.00960 (2004).h p
p
g
31. Nikolova, G. et al. The vascular basement membrane: A niche for insulin gene expression and Beta cell proliferation. Dev. Cell 10,
397–405. https://doi.org/10.1016/j.devcel.2006.01.015 (2006).f p
g
j
2. Lammert, E., Cleaver, O. & Melton, D. Induction of pancreatic differentiation by signals from blood vessels. Science 294, 564–567
https://doi.org/10.1126/science.1064344 (2001). p
g
3. Johansson, A. et al. Endothelial cell signalling supports pancreatic beta cell function in the rat. Diabetologia 52, 2385–2394. https://
doi.org/10.1007/s00125-009-1485-6 (2009). g
4. Otonkoski, T. et al. Hepatocyte growth factor/scatter factor has insulinotropic activity in human fetal pancreatic cells. Diabetes
43, 947–953. https://doi.org/10.2337/diab.43.7.947 (1994).h p
g
35. Olerud, J. et al. Thrombospondin-1: An islet endothelial cell signal of importance for beta-cell function. Diabetes 60, 1946–1954. https://doi.org/10.2337/db10-0277 (2011). p
g
6. Pasek, R. C. et al. References Dia-
betologia 52, 1566–1578. https://doi.org/10.1007/s00125-009-1382-z (2009). https://doi.org/10.1038/s41598-021-92922-5 Scientific Reports | (2021) 11:13558 | Author contributions S.J., S.S.K., and K.Y. conceived and designed the experiments; S.S.K., S.S., and H.B. performed the experiments;
S.S.K., S.S., and S.J. analyzed and interpreted the data; S.S.K. wrote the manuscript; S.J. and K.Y. revised the
manuscript. All authors read and approved the final manuscript. www.nature.com/scientificreports/ https://doi.org/
10.1016/j.jbiotec.2014.07.453 (2014). j j
73. Jin, S., Yao, H., Weber, J. L., Melkoumian, Z. K. & Ye, K. A synthetic, xeno-free peptide surface for expansion and directed dif-
ferentiation of human induced pluripotent stem cells. PLoS ONE 7, e50880. https://doi.org/10.1371/journal.pone.0050880 (2012). 74 D i C
t l I l t
i h d
i
d l
i d
d i
li
ti
i
h
d
i l t
Di b t l
i 55 73. Jin, S., Yao, H., Weber, J. L., Melkoumian, Z. K. & Ye, K. A synthetic, xeno-free peptide surface for expansion and directed dif-
ferentiation of human induced pluripotent stem cells. PLoS ONE 7, e50880. https://doi.org/10.1371/journal.pone.0050880 (2012). 74. Dai, C. et al. Islet-enriched gene expression and glucose-induced insulin secretion in human and mouse islets. Diabetologia 55, 73. Jin, S., Yao, H., Weber, J. L., Melkoumian, Z. K. & Ye, K. A synthetic, xeno-free peptide surface for expansion and directed dif-
ferentiation of human induced pluripotent stem cells. PLoS ONE 7, e50880. https://doi.org/10.1371/journal.pone.0050880 (2012). 74. Dai, C. et al. Islet-enriched gene expression and glucose-induced insulin secretion in human and mouse islets. Diabetologia 55,
707–718. https://doi.org/10.1007/s00125-011-2369-0 (2012). p
p
,
p
g
j
p
(
)
4. Dai, C. et al. Islet-enriched gene expression and glucose-induced insulin secretion in human and mouse islets. Diabetologia 55
707–718. https://doi.org/10.1007/s00125-011-2369-0 (2012).l p
g
(
)
75. Kenty, J. H. & Melton, D. A. Testing pancreatic islet function at the single cell level by calcium influx with associated marker
expression. PLoS ONE 10, e0122044. https://doi.org/10.1371/journal.pone.0122044 (2015). p
g
75. Kenty, J. H. & Melton, D. A. Testing pancreatic islet function at the single cell level by calcium influx with associated marker
expression. PLoS ONE 10, e0122044. https://doi.org/10.1371/journal.pone.0122044 (2015). www.nature.com/scientificreports/ www.nature.com/scientificreports/ 62. Rondas, D., Tomas, A. & Halban, P. A. Focal adhesion remodeling is crucial for glucose-stimulated insulin secretion and involves
activation of focal adhesion kinase and paxillin. Diabetes 60, 1146–1157. https://doi.org/10.2337/db10-0946 (2011). p
p
g
3. Orci, L., Gabbay, K. H. & Malaisse, W. J. Pancreatic beta-cell web: Its possible role in insulin secretion. Science 175, 1128–1130
https://doi.org/10.1126/science.175.4026.1128 (1972).h p
g
64. Thurmond, D. C., Gonelle-Gispert, C., Furukawa, M., Halban, P. A. & Pessin, J. E. Glucose-stimulated insulin secretion is coupled
to the interaction of actin with the t-SNARE (target membrane soluble N-ethylmaleimide-sensitive factor attachment protein
receptor protein) complex. Mol. Endocrinol. 17, 732–742. https://doi.org/10.1210/me.2002-0333 (2003).h p
p
p
p
g
5. Wang, Z., Oh, E. & Thurmond, D. C. Glucose-stimulated Cdc42 signaling is essential for the second phase of insulin secretion. J
Biol. Chem. 282, 9536–9546. https://doi.org/10.1074/jbc.M610553200 (2007).i p
g
j
6. He, X. Q. et al. Specific deletion of CDC42 in pancreatic beta cells attenuates glucose-induced insulin expression and secretion in
mice. Mol. Cell Endocrinol. 518, 111004. https://doi.org/10.1016/j.mce.2020.111004 (2020). 66. He, X. Q. et al. Specific deletion of CDC42 in pancreatic beta cells attenuates glucose-induced
mice. Mol. Cell Endocrinol. 518, 111004. https://doi.org/10.1016/j.mce.2020.111004 (2020). p
g
j
7. Li, J., Luo, R., Kowluru, A. & Li, G. Novel regulation by Rac1 of glucose- and forskolin-induced insulin secretion in INS-1 beta-
cells. Am. J. Physiol. Endocrinol. Metab. 286, E818-827. https://doi.org/10.1152/ajpendo.00307.2003 (2004). y
p
g
jp
68. Gale, N. W. et al. Angiopoietin-2 is required for postnatal angiogenesis and lymphatic patterning, and only the latter role is res
by Angiopoietin-1. Dev. Cell 3, 411–423 (2002). y
g p
69. Park, H.S., Kim, H.Z., Park, J.S., Lee, J., Lee, S.-P., Kim, H., Ahn, C.W., Nakaoka, Y., Koh, G.Y., & Kang, S. Beta Cell-Derived Angi-
opoietin-1 Regulates Insulin Secretion and Glucose Homeostasis by Stabilizing Islet Microenvironment. Diabetes. 68, 774–786. https://doi.org/10.2337/db18-0864 (2019). p
g
70. Kitazawa, M. et al. Angiopoietin-like 2, a circadian gene, improves type 2 diabetes through potentiation of insulin sensitivi
mice adipocytes. Endocrinology 152, 2558–2567. https://doi.org/10.1210/en.2010-1407 (2011).f 71. Jin, S., Yao, H., Krisanarungson, P., Haukas, A. & Ye, K. Porous membrane substrates offer better niches to enhance the Wnt sign-
aling and promote human embryonic stem cell growth and differentiation. Tissue Eng. Part A 18, 1419–1430. https://doi.org/10.
1089/ten.TEA.2011.0474 (2012). 72. Wen, Y. & Jin, S. Production of neural stem cells from human pluripotent stem cells. J. Biotechnol. 188, 122–129. www.nature.com/scientificreports/ The importance of redox shuttles to pancreatic beta-cell energy metabo
and function. Biochem. Soc. Trans. 34, 811–814. https://doi.org/10.1042/BST0340811 (2006). 58. Henquin, J. C. Pathways in beta-cell stimulus-secretion coupling as targets for therapeutic insulin secretagogues. Diabetes 53(S
3), S48-58. https://doi.org/10.2337/diabetes.53.suppl_3.s48 (2004). 59. Ohara-Imaizumi, M., Aoyagi, K. & Ohtsuka, T. Role of the active zone protein, ELKS, in insulin secretion from pancreatic beta-
cells. Mol. Metab. 27S, S81–S91. https://doi.org/10.1016/j.molmet.2019.06.017 (2019). 0. Van Schravendijk, C. F., Kiekens, R. & Pipeleers, D. G. Pancreatic beta cell heterogeneity in glucose-induced insulin secretion. J
Biol. Chem. 267, 21344–21348 (1992). 61. Dorrell, C. et al. Human islets contain four distinct subtypes of beta cells. Nat. Commun. 7, 11756. https://doi.org/10.1038/ncomm
s11756 (2016). Scientific Reports | (2021) 11:13558 | https://doi.org/10.1038/s41598-021-92922-5 Competing interests h Competing interests
The authors declare no competing interests. Fundingh g
This work was partially supported by National Science Foundation CBET1531944, CBET1928855, EEC1757846,
and National Institute of Health 1R15EB027391-01. Competing interests
The authors declare no competing interests. Additional informationh Supplementary Information The online version contains supplementary material available at https://doi.org/
10.1038/s41598-021-92922-5. Supplementary Information The online version contains supplementary material available at https://doi.org/
10.1038/s41598-021-92922-5. Correspondence and requests for materials should be addressed to S.J. Reprints and permissions information is available at www.nature.com/reprints. Reprints and permissions information is available at www.nature.com/reprints. Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and
institutional affiliations. Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and
nstitutional affiliations. Open Access This article is licensed under a Creative Commons Attribution 4.0 International
License, which permits use, sharing, adaptation, distribution and reproduction in any medium or
format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the
Creative Commons licence, and indicate if changes were made. The images or other third party material in this
article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the
material. If material is not included in the article’s Creative Commons licence and your intended use is not
permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from
the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. © The Author(s) 2021 https://doi.org/10.1038/s41598-021-92922-5 Scientific Reports | (2021) 11:13558 |
|
https://openalex.org/W4285391234
|
https://esd.copernicus.org/articles/13/1215/2022/esd-13-1215-2022.pdf
|
English
| null |
Reply on RC1
| null | 2,022
|
cc-by
| 15,451
|
Research article Research article Earth Syst. Dynam., 13, 1215–1232, 2022
https://doi.org/10.5194/esd-13-1215-2022
© Author(s) 2022. This work is distributed under
the Creative Commons Attribution 4.0 License. Evaluating uncertainty in aerosol forcing
of tropical precipitation shifts Amy H. Peace1,4, Ben B. B. Booth2, Leighton A. Regayre1, Ken S. Carslaw1, David M. H. Sexton2,
Céline J. W. Bonfils3, and John W. Rostron2
1Institute for Climate and Atmospheric Science, University of Leeds, Leeds, UK
2Met Office Hadley Centre, Exeter, UK
3Lawrence Livermore National Laboratory, Livermore, CA, USA
4College of Engineering, Maths and Physical Science, University of Exeter, Exeter, UK
Correspondence: Amy H. Peace (a.h.peace@exeter.ac.uk)
Received: 14 March 2022 – Discussion started: 23 March 2022
Revised: 29 July 2022 – Accepted: 5 August 2022 – Published: 26 August 2022 Amy H. Peace1,4, Ben B. B. Booth2, Leighton A. Regayre1, Ken S. Carslaw1, David M. H. Sexton2,
Céline J. W. Bonfils3, and John W. Rostron2
1Institute for Climate and Atmospheric Science, University of Leeds, Leeds, UK
2Met Office Hadley Centre, Exeter, UK
3Lawrence Livermore National Laboratory, Livermore, CA, USA
4College of Engineering, Maths and Physical Science, University of Exeter, Exeter, UK Received: 14 March 2022 – Discussion started: 23 March 2022
Revised: 29 July 2022 – Accepted: 5 August 2022 – Published: 26 August 2022 Abstract. An observed southward shift in tropical rainfall over land between 1950 and 1985, followed by
a weaker recovery post-1985, has been attributed to anthropogenic aerosol radiative forcing and cooling of
the Northern Hemisphere relative to the Southern Hemisphere. We might therefore expect models that have a
strong historic hemispheric contrast in aerosol forcing to simulate a further northward tropical rainfall shift in
the near-term future when anthropogenic aerosol emission reductions will predominantly warm the Northern
Hemisphere. We investigate this paradigm using a perturbed parameter ensemble (PPE) of transient coupled
ocean–atmosphere climate simulations that span a range of aerosol radiative forcing comparable to multi-model
studies. In the 20th century, in our single-model ensemble, we find no relationship between the magnitude of
pre-industrial to 1975 inter-hemispheric anthropogenic aerosol radiative forcing and tropical precipitation shifts. Instead, tropical precipitation shifts are associated with major volcanic eruptions and are strongly affected by
internal variability. However, we do find a relationship between the magnitude of pre-industrial to 2005 inter-
hemispheric anthropogenic aerosol radiative forcing and future tropical precipitation shifts over 2006 to 2060 un-
der scenario RCP8.5. Our results suggest that projections of tropical precipitation shifts will be improved by
reducing aerosol radiative forcing uncertainty, but predictive gains may be offset by temporary shifts in tropical
precipitation caused by future major volcanic eruptions. Published by Copernicus Publications on behalf of the European Geosciences Union. 1
Introduction Multi-model studies show the strength of the hemispheric
difference in aerosol radiative forcing correlates with the
magnitude of tropical precipitation shifts in the 20th century. Coupled Model Inter-comparison Project 5 (CMIP5) models
with relatively detailed representations of aerosol–cloud in-
teractions simulate a further southward migration of tropical
precipitation over 1950 to 1985 (Allen et al., 2015) and bet-
ter reproduce decadal drivers of Indian rainfall (Choudhury
et al., 2021). However, multi-model ensembles (MMEs) rep-
resent a collection of models which vary not only in how they
represent physical processes, but also in the complexity and
range of processes that they represent at all. As such, it is
hard to interpret differences across multi-model ensembles
and link them back to processes. Whether or not aerosol re-
ductions will be a main driver of tropical precipitation shifts
in the future remains unclear, yet it is likely the large uncer-
tainty in aerosol forcing will cause uncertainty in projected
tropical precipitation shifts (Byrne et al., 2018). The influence of aerosol radiative forcing on tropical pre-
cipitation shifts has not previously been investigated using
perturbed parameter ensembles (PPEs). PPEs explore model
uncertainties by perturbing influential uncertain model pa-
rameters within their plausible ranges. An advantage of us-
ing PPEs is that differences in climate response across the
ensemble can often be linked back to known differences in
the perturbed parameters – which can yield new insights
into what causes spread in climate model response. Here,
we make use of a PPE of the coupled ocean–atmosphere
model HadGEM3-GC3.05 that was developed for UK Na-
tional Climate Projections (UKCP18). In the PPE, 47 param-
eters are perturbed across a range of model schemes. The per-
turbed parameters resulted in an emergence of a wide range
of aerosol forcings across the PPE, but a relatively smaller
range of climate sensitivities, as shown in Fig. 1. In prin-
ciple, the PPE may therefore be a useful tool to assess the
relationship between anthropogenic aerosol radiative forcing Anthropogenic aerosol emissions are projected to decline
in the future in response to increasingly stringent air qual-
ity and climate change mitigation policies (Rao et al., 2017;
van Vuuren et al., 2011b). Reductions in anthropogenic
aerosol emissions will lead to a warming of climate rela-
tive to present day that will primarily affect the Northern
Hemisphere, and could lead to a northward shift in tropical
precipitation (Allen, 2015; Rotstayn et al., 2015). 1
Introduction model simulations (Allen et al., 2015; Hwang et al., 2013;
Williams et al., 2001; Rotstayn and Lohmann, 2002; Rot-
stayn et al., 2000; Chang et al., 2011; Evans et al., 2020;
Chemke and Dagan, 2018; Bonfils et al., 2020). Most no-
tably, anthropogenic aerosol emissions that increased rapidly
across Europe and North America up to the 1980s (Lamar-
que et al., 2010) have been linked to an observed southward
shift in tropical precipitation, which was associated with
widespread drying of the Sahel between the 1950s and 1980s
(Biasutti and Giannini, 2006; Allen et al., 2015; Kang et al.,
2021; Herman et al., 2020; Ackerley et al., 2011; Booth et
al., 2012; Dong et al., 2014; Hirasawa et al., 2020). Over
recent decades there has been a partial northward return of The interaction of atmospheric aerosols with clouds and radi-
ation is the largest cause of uncertainty in the radiative forc-
ing of the Earth system over the industrial period (e.g. Bel-
louin et al., 2020; Myhre et al., 2013). Atmospheric aerosols
have short residence times of days to weeks; therefore the
strongest radiative effects of aerosols occur relatively close
to emission sources. The increase in anthropogenic aerosol
emissions over the industrial era has therefore caused a neg-
ative radiative forcing mainly in the Northern Hemisphere. This hemispheric nature of anthropogenic aerosol radiative
forcing has been linked to observed shifts in tropical precip-
itation and understood using idealised and transient climate Published by Copernicus Publications on behalf of the European Geosciences Union. A. H. Peace et al.: Evaluating uncertainty in aerosol forcing of tropical precipitation shifts 1216 tropical precipitation alongside a modest recovery of rainfall
over the Sahel (Giannini and Kaplan, 2019) and India, but
increased drought in the northeast Brazilian region (Utida et
al., 2019). Natural aerosols from major volcanic eruptions
can also cause a negative radiative forcing primarily in one
hemisphere, dependent on the latitude of the eruption (Hay-
wood et al., 2013). additive effect on any northward tropical precipitation shift,
rather than acting in opposing directions as seen over the
20th century, making attribution to a particular forcing agent
even harder to disentangle (Friedman et al., 2013). Through-
out the 21st century, the climate response to warming also
adds a layer of complexity to the attribution of tropical pre-
cipitation changes. 1
Introduction Climate feedbacks, such as sea-ice feed-
backs or changes in Atlantic Meridional Overturning Circu-
lation (AMOC) strength, can modulate the position of the
ITCZ, leading to a tug-of-war between different forcing and
feedback components (McFarlane and Frierson, 2017; Ma-
malakis et al., 2021). Changes in large-scale circulation as-
sociated with warming (e.g. wet-gets-wetter paradigm) can
also affect the tropical precipitation distribution and could
mask an identifiable signal for latitudinal tropical precipita-
tion shifts (Friedman et al., 2013). Latitudinal shifts of tropical precipitation are intertwined
with perturbations to the Hadley circulation and movement
of the Intertropical Convergence Zone (ITCZ). The theo-
retical energetic framework links the position of the ITCZ
to the inter-hemispheric energy balance. As such, a pertur-
bation to the inter-hemispheric energy balance, particularly
in the extra-tropics, can trigger a shift in the position of
the ITCZ and associated tropical precipitation (Kang et al.,
2008, 2009, 2018). From an atmospheric perspective, the
Hadley cell would adjust to transport more energy north-
wards in response to the anomalous inter-hemispheric energy
balance imposed by a cooling of the Northern Hemisphere,
for example, by anthropogenic aerosol forcing (Hwang et al.,
2013). From the perspective of a dynamical ocean, wind-
driven shallow overturning cells also act to transport energy
in the same direction as the atmosphere (Green and Mar-
shall, 2017; Kang, 2020). Hence, in a framework where a
dynamical ocean is taken into account, the atmospheric re-
sponse of the ITCZ to an inter-hemispheric energy imbalance
is partially dampened. In addition to aerosol radiative forc-
ing, other forcing agents such as changes in high-latitude ice
cover and ocean circulation can alter the inter-hemispheric
energy balance (Chiang and Bitz, 2005; Chiang and Fried-
man, 2012; Broccoli et al., 2006). Migrations in tropical pre-
cipitation over the 20th century have also been linked to vari-
ability in the difference in sea surface temperature between
the Northern Hemisphere and Southern Hemisphere (Chiang
and Friedman, 2012; Thompson et al., 2010). Because there
are multiple drivers, there remains debate over whether the
shifts in tropical precipitation observed over the 20th cen-
tury can be attributed to anthropogenic aerosols, other forced
responses, natural climate variability, or a combination of
these. Large uncertainty in anthropogenic aerosol radiative forc-
ing limits our understanding of historical changes in climate
and the drivers of tropical precipitation and ITCZ migrations. 1
Introduction However,
identifying the drivers of future tropical precipitation shifts
is complex for a number of reasons. Warming of Northern
Hemisphere land masses caused by greenhouse gases could
too lead to a northward shift in tropical precipitation (Frier-
son and Hwang, 2012; Friedman et al., 2013). If so, the rel-
ative warming from anthropogenic aerosol reductions and
warming from increasing greenhouse gases could have an Earth Syst. Dynam., 13, 1215–1232, 2022 https://doi.org/10.5194/esd-13-1215-2022 A. H. Peace et al.: Evaluating uncertainty in aerosol forcing of tropical precipitation shifts
1217
Figure 1. Range of aerosol ERF (a) and equilibrium climate sensitivity (b) across the PPE and AR6. The PPE error bars show the 90 %
range across 15 PPE members compared with the AR6 90 % “very likely” ranges from Forster et al. (2021). We use 13 PPE members in this
study, excluding two shown in this figure due to model drifts. A. H. Peace et al.: Evaluating uncertainty in aerosol forcing of tropical precipitation shifts
1217 A. H. Peace et al.: Evaluating uncertainty in aerosol forcing of tropical precipitation shifts 1217 Figure 1. Range of aerosol ERF (a) and equilibrium climate sensitivity (b) across the PPE and AR6. The PPE error bars show the 90 %
range across 15 PPE members compared with the AR6 90 % “very likely” ranges from Forster et al. (2021). We use 13 PPE members in this
study, excluding two shown in this figure due to model drifts. uncertainty and tropical precipitation shifts over the 20th and
21st centuries. to explore the relationship between aerosol radiative forcing
uncertainty and tropical precipitation shifts. The base model used in this work is version 3.05
of the UK Hadley Centre Unified Model (HadGEM3-
GC3.05), which is a global coupled ocean–atmosphere
model. HadGEM3-GC3.05 includes many of the main im-
provements that were made to GC3.0 to create GC3.1 that
was submitted to CMIP6 (Williams et al., 2018; Walters
et al., 2019). The atmospheric component is HadGEM3-
GA7.05 (Williams et al., 2018). The atmospheric and land
components are configured at “N216” resolution (approx-
imately 60 km horizontal spacing of grid boxes at mid-
latitudes), with 85 vertical atmospheric levels. 1
Introduction HadGEM3-
GC3.05 incorporates the modal version of the GLObal Ver-
sion of Aerosol Processes (GLOMAP-mode), which sim-
ulates new particle formation, gas-to-gas particle transfer,
aerosol coagulation, cloud processing of aerosol, and aerosol
deposition of sulfate, sea salt, dust, black carbon, and par-
ticulate organic species (Mann et al., 2010). The ocean and
sea-ice model components are NEMO and CICE respectively
(Hewitt et al., 2011). The ocean component is eddy permit-
ting with a resolution of 1/4◦and finer. Ocean components
of global climate models (GCMs) that are higher resolution
and resolve eddies (such as this model version) can affect the
mean state of the ocean, climate variability, and climate re-
sponse, in comparison to lower-resolution ocean components
(Hewitt et al., 2020). 2.1
Perturbed parameter ensemble of
HadGEM3-GC3.05 This study utilises a perturbed parameter ensemble (PPE)
of climate model simulations that was designed to inform
UK Climate Projections 2018 (UKCP18). One of the key
aims of UKCP18 was to provide a flexible dataset with a
small sample size to support a wide range of impact assess-
ments (Sexton et al., 2021). The design of the PPE was there-
fore focused on providing a small number of transient cou-
pled ocean-atmosphere simulations that sample plausible and
diverse climate changes for a given emissions scenario (Mur-
phy et al., 2018; Yamazaki et al., 2021). The resulting PPE
spans a large fraction of the AR6 very likely range of aerosol
effective radiative forcing (ERF), but a smaller range of cli-
mate sensitivity (Fig. 1). Similar to multi-model ensembles,
the PPE therefore provides an opportunity to investigate the
role of aerosol forcing uncertainty in tropical precipitation
shifts in an “ensemble of opportunity”, but with the advan-
tage that differences in climate responses can be linked back
to underlying parameters/processes. Below we summarise
the design of this PPE and how we utilise 13 PPE members Earth Syst. Dynam., 13, 1215–1232, 2022 https://doi.org/10.5194/esd-13-1215-2022 A. H. Peace et al.: Evaluating uncertainty in aerosol forcing of tropical precipitation shifts 1218 A. H. Peace et al.: Evaluating uncertainty in aerosol forcing of tropical precipitation shifts A. H. Peace et al.: Evaluating uncertainty in aerosol forcing of tropical precipitation shifts Figure 2. Schematic showing the stages in the design process used in UKCP18 to provide a small subset of model variants that sample a
diverse climate response and are plausible when evaluated against historical climate. In this study, we use 13 PPE members of the aerosol
ERF and transient coupled ocean–atmosphere experiments which are highlighted in the purple boxes. Figure 2. Schematic showing the stages in the design process used in UKCP18 to provide a small subset of model variants that sample a
diverse climate response and are plausible when evaluated against historical climate. In this study, we use 13 PPE members of the aerosol
ERF and transient coupled ocean–atmosphere experiments which are highlighted in the purple boxes. ing diversity in climate responses. Therefore, multi-stage fil-
tering of an initial large sample of model variants was under-
taken for UKCP18 to identify a plausible and diverse subset
to be used in the transient simulations. We briefly summarise
the stages of the filtering process below aided by Fig. 2.2
Quantifying shifts in tropical precipitation We use the 13 transient coupled ocean–atmosphere simu-
lations described above to quantify shifts in tropical pre-
cipitation over the 20th and 21st centuries. We define the
latitudinal position of the ITCZ and tropical precipitation,
8ITCZ (degrees), as the median of annual mean precipita-
tion (mm d−1) over area-weighted regional means between
20◦S and 20◦N. Several studies have used this definition to
quantify changes in the position of the ITCZ and tropical pre-
cipitation (Frierson and Hwang, 2012; Donohoe et al., 2013;
Atwood et al., 2020; Evans et al., 2020; Moreno-Chamarro
et al., 2020; Green et al., 2017; Green and Marshall, 2017). We calculate the linear trend of the 5-year rolling mean value
of 8ITCZ over multi-decadal periods in the 20th and 21st cen-
turies over three regions – global, Atlantic, and Pacific, where
the Atlantic is defined as 75◦W to 30◦E and the Pacific as
150◦E to 75◦W. 2.1
Perturbed parameter ensemble of
HadGEM3-GC3.05 Diversity
was assessed using a combination of metrics from these ide-
alised experiments, and transient coupled ocean–atmosphere
simulations were created for the 25 most diverse, plausible
model variants. The filtering process to identify the 25 model
variants is described in further detail in Sexton et al. (2021). Lastly, the transient PPE simulations were filtered based on
their performance over 1900 to 2005, as described in Ya-
mazaki et al. (2021). This multi-stage process left 15 (out
of an initial 2800) remaining model variants that sample
known model uncertainties and hence provide, for a given
emissions scenario, a range of climate responses. The aerosol
ERF experiment that was used in the diversity filtering stage
shows that these 15 model variants span a large range of
aerosol ERF, as shown in Fig. 1. However, additional ide-
alised 4 × CO2 coupled ocean-atmosphere simulations that
were created following the completion of UKCP18 to diag-
nose equilibrium climate sensitivity (ECS) for the PPE (Sex-
ton et al., 2020) show that the 15 model variants sample a
comparatively smaller range of climate sensitivity. We use
13 of the 15 remaining ensemble members in this study, ex-
cluding a further two members on the basis that these mem-
bers show steady weakening of the AMOC (Sexton et al.,
2020). idea of how internal variability alone can generate uncer-
tainty in climate responses for a similar model version. The
HadGEM-GC3.1-MM ensemble is the same resolution as the
PPE, whereas the HadGEM-GC3.1-LL ensemble is lower
resolution (“N96”; approximately 135 km horizontal spacing
of grid boxes at mid-latitudes). 2.1
Perturbed parameter ensemble of
HadGEM3-GC3.05 Three idealised atmosphere-only experiments that are simi-
lar to those used in CMIP5 (Taylor et al., 2012) were used
to assess the diversity in climate response across the model
variants: aerosol ERF between 1860 and 2005, ERF due to
a quadrupling of CO2, and sea surface temperature (SST)
patterns prescribed for a global warming of 4 ◦C. Diversity
was assessed using a combination of metrics from these ide-
alised experiments, and transient coupled ocean–atmosphere
simulations were created for the 25 most diverse, plausible
model variants. The filtering process to identify the 25 model
variants is described in further detail in Sexton et al. (2021). Lastly, the transient PPE simulations were filtered based on
their performance over 1900 to 2005, as described in Ya-
mazaki et al. (2021). This multi-stage process left 15 (out
of an initial 2800) remaining model variants that sample
known model uncertainties and hence provide, for a given
emissions scenario, a range of climate responses. The aerosol
ERF experiment that was used in the diversity filtering stage
shows that these 15 model variants span a large range of
aerosol ERF, as shown in Fig. 1. However, additional ide-
alised 4 × CO2 coupled ocean-atmosphere simulations that
were created following the completion of UKCP18 to diag-
nose equilibrium climate sensitivity (ECS) for the PPE (Sex-
ton et al., 2020) show that the 15 model variants sample a
comparatively smaller range of climate sensitivity. We use
13 of the 15 remaining ensemble members in this study, ex-
cluding a further two members on the basis that these mem-
bers show steady weakening of the AMOC (Sexton et al.,
2020). to 2009). A remaining 557 model variants were then assessed
for performance using 5-year (2005 to 2009) atmosphere-
only simulations. This filtering process left 39 remaining
model variants considered plausible. These 39 model vari-
ants were reduced to a 25-member PPE of diverse mem-
bers that would sample a broad range of climate responses. Three idealised atmosphere-only experiments that are simi-
lar to those used in CMIP5 (Taylor et al., 2012) were used
to assess the diversity in climate response across the model
variants: aerosol ERF between 1860 and 2005, ERF due to
a quadrupling of CO2, and sea surface temperature (SST)
patterns prescribed for a global warming of 4 ◦C. 2.1
Perturbed parameter ensemble of
HadGEM3-GC3.05 2 and
direct the reader to the literature (Sexton et al., 2021; Ya-
mazaki et al., 2021) where the process is described in full for
further information. Experts selected 47 model parameters from the physical
atmosphere, aerosol, and land surface model components of
HadGEM3-GC3.05 to perturb across their uncertain ranges
in order to sample the parametric model uncertainty in cli-
mate projections. The 47 model parameters chosen to be per-
turbed are from the model schemes representing convection,
boundary layer, gravity wave drag, cloud radiative and mi-
crophysical properties, and aerosol and land surface proper-
ties. A description of perturbed parameters is given in Ta-
ble S1 in the Supplement, and the selection process for these
model schemes and parameters is described in further detail
in Sexton et al. (2021). Initially, 2800 model parameter combinations were cre-
ated that sample the uncertainty across the 47 perturbed
parameters. Latin hypercube sampling was used to select
the initial wave of parameter combinations. The Latin hy-
percube sampling approach maximises the minimum dis-
tance between points to ensure good coverage of the multi-
dimensional “parameter space” created by simultaneously
perturbing 47 model parameters. After the model variants
were created, the filtering process first involved assessing
the performance of model variants against observed climate
variables using cheaper atmosphere-only experiments. The
performance of the initial 2800 model variants was assessed
using 5 d weather hind-casts (start dates covering 2008 Each model simulation in a PPE framework consists of
a unique combination of perturbed model parameter values. We refer to each unique combination of parameter values as
a “model variant”. Current computational constraints meant
that a total of 25 transient coupled ocean–atmosphere sim-
ulations could be produced for UKCP18. These 25 model
variants were required to sample the uncertainty across the
47 perturbed parameters, whilst remaining plausible when
evaluated against observed climate variables and represent- Earth Syst. Dynam., 13, 1215–1232, 2022 https://doi.org/10.5194/esd-13-1215-2022 1219 A. H. Peace et al.: Evaluating uncertainty in aerosol forcing of tropical precipitation shifts to 2009). A remaining 557 model variants were then assessed
for performance using 5-year (2005 to 2009) atmosphere-
only simulations. This filtering process left 39 remaining
model variants considered plausible. These 39 model vari-
ants were reduced to a 25-member PPE of diverse mem-
bers that would sample a broad range of climate responses. 2.3
Inter-hemispheric temperature and radiative forcing To study the drivers of the ITCZ shifts across the PPE, we
calculate the Spearman rank correlation coefficient of the
decadal trend in 8ITCZ with variables related to the inter-
hemispheric energy balance. These variables include the
trend in the inter-hemispheric difference in surface air tem-
perature and implied total radiative forcing, plus the inter-
hemispheric difference in historical anthropogenic aerosol
ERF. We also evaluate the role of cloud and non-cloud short-
wave radiative responses, as well as the role of aerosol optical
depth (AOD). Historical emissions were prescribed in the ensemble
members up to 2005, then forking into the Representa-
tive Concentration Pathway (RCP) scenarios RCP8.5 and
RCP2.6 to 2100. The RCPs provide a range of greenhouse
gas (GHG) concentrations and emission pathways that span
a range of total radiative forcing at 2100. RCP8.5 is a high-
emissions scenario, with GHG emissions assumed to rise
substantially out to 2100 (Riahi et al., 2011). In contrast,
RCP2.6 assumes aggressive measures to substantially reduce
future GHG emissions (van Vuuren et al., 2011a). The RCP
scenarios assume successful implementation of air quality
legislation, but RCP2.6 has approximately double the reduc-
tion of air pollutant emissions by 2030 compared to RCP8.5
(Riahi et al., 2011). The inter-hemispheric difference is calculated as the
difference between area-weighted Northern Hemisphere
(0 to 60◦N) and Southern Hemisphere (0 to 60◦S)
means and referred to as “inter-hemispheric” herein. The
inter-hemispheric variables are calculated over both land
and ocean, unless specified. Linear trends of the inter-
hemispheric variables are calculated from a 5-year rolling
mean. The implied total radiative forcing for the transient PPE
was estimated at each grid box using the formula derived
from Gregory and Forster (2008): In addition to model uncertainty that can be sampled us-
ing PPEs or MMEs, uncertainty in climate projections can
arise from scenario uncertainty and internal variability. https://doi.org/10.5194/esd-13-1215-2022 Earth Syst. Dynam., 13, 1215–1232, 2022 3.1
Tropical precipitation shifts over the 20th century We begin by examining the latitudinal shift of tropical pre-
cipitation (8ITCZ) over the 20th century in our PPE. Fig-
ure 3 shows the 5-year rolling mean evolution of 8ITCZ over
the historical period in the global, Atlantic, and Pacific re-
gional means. The PPE mean 8ITCZ migrates southwards
over the 1940 to 1985 period (around 0.01◦latitude per year
globally). This southward migration of tropical precipitation
agrees with multi-model studies (CMIP3, CMIP5) and ob-
servations of tropical precipitation over land that show trop-
ical precipitation shifted southward in the second half of the
20th century (Hwang et al., 2013; Allen et al., 2015; Chung
and Soden, 2017; Bonfils et al., 2020). The idealised simulations that were used to assess the di-
versity of PPE members (Sect. 2.1) provide estimates of an-
thropogenic aerosol ERF at 2005 relative to 1860 for each
PPE member in the transient coupled ocean–atmosphere sim-
ulations that we use to analyse tropical precipitation shifts. To better align with the historical time period analysed in
this study, we completed additional simulations to provide
estimates of anthropogenic aerosol ERF at 1975 relative
to 1860 for our 13 PPE members. ERF was quantified as
the change in radiative fluxes caused by changes in an-
thropogenic aerosol emissions between 1860 and the indus-
trial time period (1975 or 2005), with SSTs, sea-ice extent,
and greenhouse gas concentrations held constant at 2005 to
2009 values (rather than pre-industrial values as in CMIP
studies; Taylor et al., 2012). ,
;
,
)
There are brief shifts in 8ITCZ in the years following major
volcanic eruptions in the 20th century. The 8ITCZ time series
without the 5-year smoothing applied is shown in Fig. S3 to
more precisely illustrate this effect. There is a northward shift
in 8ITCZ following the Southern Hemisphere eruption of
Mt Agung in 1963 and a southward shift following the North-
ern Hemisphere eruption of El Chichón in 1982. Hence, our
ensemble mean time series of 8ITCZ agrees with the litera-
ture (Haywood et al., 2013; Iles et al., 2013; Bonfils et al.,
2020; Colose et al., 2016) showing the position of the ITCZ
and tropical precipitation responds to volcanic eruptions and
shifts away from the hemisphere with the maximum strato-
spheric aerosol loadings. 3
Results and discussion For PPE members, shortwave cloud and non-cloud radia-
tive responses were estimated using the approximate partial
radiative perturbation (APRP) method (Taylor et al., 2007). The APRP method uses a single-layer radiative transfer
model to decompose climate model output into three com-
ponents: the change in shortwave radiation due to cloud, the
change in shortwave radiation due to non-cloud atmospheric
scattering and absorption, and the change in shortwave radia-
tion due to surface albedo. Under this method, changes in the
cloud component are solely due to changes in cloud proper-
ties, whereas changes in the non-cloud component are due to
changes in aerosols, ozone, and water vapour (Zelinka et al.,
2014). 2.3
Inter-hemispheric temperature and radiative forcing We
use the small four-member initial condition ensembles of
HadGEM3-GC3.1-LL and HadGEM-GC3.1-MM that were
submitted to CMIP6 (Andrews et al., 2020) to provide an (1) 1FIm = 1FTOA −λ1T,
(1) where 1FIm is the implied radiative forcing of interest,
FTOA is the change in annual mean net top-of-atmosphere
flux relative to a reference period, 1T is the change in
global annual mean surface air temperature relative to a where 1FIm is the implied radiative forcing of interest,
FTOA is the change in annual mean net top-of-atmosphere
flux relative to a reference period, 1T is the change in
global annual mean surface air temperature relative to a Earth Syst. Dynam., 13, 1215–1232, 2022 https://doi.org/10.5194/esd-13-1215-2022 Earth Syst. Dynam., 13, 1215–1232, 2022 A. H. Peace et al.: Evaluating uncertainty in aerosol forcing of tropical precipitation shifts A. H. Peace et al.: Evaluating uncertainty in aerosol forcing of tropical precipitation shifts 1220 tury and the inter-hemispheric 1860 to 2005 aerosol ERF
when analysing the 21st century. Aerosol ERF values are
shown in Figs. S1 and S2 in the Supplement. We do not have
simulations from which to quantify the aerosol ERF in the
near-term future. Hence, our analyses rely on the assumption
that ensemble members with strong or weak near-present-
day aerosol radiative forcing will also have a strong or weak
response to changes in aerosol emissions over the near-term
future time periods as anthropogenic aerosol emissions de-
cline. reference period, and λ is the climate feedback parameter. In this convention, positive feedback components are rep-
resented by a positive contribution to λ. In the PPE case,
the value for λ was estimated using the approach in Gre-
gory and Forster (2008), where for an abrupt 4 × CO2 ex-
periment, λ is the regression slope between radiative forc-
ing and global temperature change, taking account of model
drifts in the control runs (Sexton et al., 2020). In the case of
the small HadGEM3-GC3.1 initial condition ensembles, we
estimate 1FIm using a 1850 to 1870 reference period and a
feedback parameter value of −0.86 W m−2 K−1 (following
Andrews et al., 2019). A. H. Peace et al.: Evaluating uncertainty in aerosol forcing of tropical precipitation shifts 1221 Figure 3. Time series of 5-year rolling mean 8ITCZ anomaly rel-
ative to the 1950 to 2000 reference period for (a) global, (b) At-
lantic, and (c) Pacific regional means. The ensemble mean time se-
ries is shown by the darker line, and the individual ensemble mem-
bers are shown by the lighter lines. Major volcanic eruptions are
marked with grey vertical lines with maximum aerosol loading in
the NH – El Chichón (1982, Mexico, 17.21◦N) and Pinatubo (1991,
Philippines, 15.08◦N) – and in the SH (Mt Agung, 1963, Indonesia,
8.20◦S). ternal variability from each ensemble member as is common
in multi-model studies. For example, in Allen et al. (2015)
models that had aerosol radiative forcing experiments also
had 3 to 10 ensemble members in the transient all-forcing
runs that were averaged to obtain the tropical precipitation
shift for that model. We use the initial condition ensemble
for HadGEM3-GC3.1 (a similar model version submitted to
CMIP6; Andrews et al., 2020; Murphy et al., 2018) to esti-
mate the spread in the 8ITCZ trend due to internal variability. p
y
In the 1950 to 1985 global mean, the initial condition en-
semble spread covers close to half (54 %) of the spread in our
PPE, which suggests that a large fraction of our PPE spread
is caused by natural variability, but there is still a consider-
able influence from perturbed parameters. However, region-
ally, the initial condition ensemble covers close to or more
than the entire spread in 1950 to 1985 tropical precipitation
shifts in our PPE (121 % in the Atlantic, 83 % in the Pacific). In previous studies internal variability alone has been shown
not to generate migrations in tropical precipitation consis-
tent with observations over the 20th century (Chang et al.,
2011; Allen et al., 2015). Conversely radiative forcing caused
by anthropogenic aerosol, which predominantly cooled the
Northern Hemisphere, peaking in the 1980s, has been impli-
cated as a main driver of the migration of tropical precipi-
tation southward up to the 1980s, followed by a northward
recovery to the end of the 20th century. We note here that
models incorporating both aerosol direct and indirect effects
tend to better reproduce the historical changes in tempera-
ture (Booth et al., 2012; Chung and Soden, 2017) and ITCZ
location (Friedman et al., 2013; Allen et al., 2015; Bonfils
et al., 2020). 3.1
Tropical precipitation shifts over the 20th century After 1985 (the period after which
pollution controls are enforced in Europe and North Amer-
ica), there is a northward migration of 8ITCZ to the end of
the 20th century. In the time series, individual members dis-
play greater inter-annual variability in the Pacific than in the
Atlantic region. This could be due to different sequences of
internal variability and/or different spatial–temporal evolu-
tion of the forced signal in the Atlantic and Pacific regions
(e.g. Diao et al., 2021). Aerosol and physical atmosphere parameters are both im-
portant sources of uncertainty in aerosol ERF (Regayre et
al., 2018). In our PPE, a total of eight aerosol emission and
process parameters are perturbed in combination with mul-
tiple physical atmosphere parameters that, amongst other re-
sponses, affect aerosol forcing. Our 13 ensemble members
span a range of global mean 1860 to 2005 aerosol ERF of
−2.0 to −0.9 W m−2, which is larger and more negative than
the spread in 1850 to 2014 aerosol radiative forcing across
17 CMIP6 models (−1.37 to −0.63 W m−2) (Smith et al.,
2020) and similar to the estimated 1750 to 2014 aerosol ERF
range from AR6 (−2.0 to −0.6 W m−2; medium confidence)
(Forster et al., 2021). Figure 4a shows the 8ITCZ trend over 1950 to 1985 in in-
dividual ensemble members and as a density function across
the PPE and initial condition ensemble. The PPE mean shows
a small southward shift in the 8ITCZ throughout this time pe-
riod in each region. However, across the PPE, there are both
southward and northward shifts (−0.03 to 0.01◦latitude per
year globally). The spread in tropical precipitation shifts over We use the inter-hemispheric 1860 to 1975 aerosol ERF
when analysing tropical precipitation shifts in the 20th cen- Earth Syst. Dynam., 13, 1215–1232, 2022 https://doi.org/10.5194/esd-13-1215-2022 A. H. Peace et al.: Evaluating uncertainty in aerosol forcing of tropical precipitation shifts 3.1.1
Potential factors obscuring a relationship between
tropical precipitation shifts and anthropogenic
aerosol ERF in our PPE Figure 5c shows that for the initial condition ensembles of
HadGEM3-GC3.1, where model realisations have the same
pre-industrial to present-day aerosol forcing, a large spread
in tropical precipitation shifts is possible in transient climate
simulations due to internal variability. In the Atlantic region
where we expect increases in aerosol emissions from 1950
to 1985 over Europe and North America to have an influence
on precipitation, the spread in tropical precipitation shifts in
the initial condition ensemble covers a larger range than the
PPE. Hence, Fig. 5c suggests the relationship between pre-
industrial to present-day aerosol ERF and tropical precipita-
tion shifts is obscured by internal variability in our PPE. In
addition, the HadGEM3-GC3.1 initial condition ensembles
cover nearly all (88 % in the global mean) of the spread in
the trend in the inter-hemispheric difference in temperature
in our PPE, which may be the reason why there is also only a
weak relationship between the trend in the inter-hemispheric
difference in temperature during the 20th century and 1860 to
1975 anthropogenic aerosol ERF (Fig. S8). If we had an ini-
tial condition ensemble for each PPE member or a larger
sample size, the expected relationships may have emerged
more strongly. The effect of internal variability is therefore
likely one of the main reasons why there is not a relation-
ship between inter-hemispheric aerosol forcing and tropical
precipitation shifts over the 20th century in our ensemble. Figure 4. Trend in 5-year rolling mean 8ITCZ for (a) 1950 to 1985
and (b, c) 2006 to 2060 for global (left), Atlantic (middle) and Pa-
cific (right) regional means. The violin plots in light purple (in b)
and red (in c) are equivalent. The black lines within the violin plots
show individual ensemble members (13 in the PPE, 8 in the initial
condition ensemble), and the white dashed lines show the ensemble
mean. The strength of relationships between the 8ITCZ trend and
inter-hemispheric variables is also sensitive to the time pe-
riod chosen, as shown in Table 1. The 1950 to 1985 time
period, which has the strongest relationship between tropical
precipitation shifts and both inter-hemispheric temperature
and implied total forcing trends, encapsulates two major vol-
canic eruptions. There is a weaker correlation in the longer
time series or the time series excluding El Chichón. A. H. Peace et al.: Evaluating uncertainty in aerosol forcing of tropical precipitation shifts Peace et al.: Evaluating uncertainty in aerosol forcing of tropical precipitation shifts A. H. Peace et al.: Evaluating uncertainty in aerosol forcing of tropical precipitation shifts Figure 4. Trend in 5-year rolling mean 8ITCZ for (a) 1950 to 1985
and (b, c) 2006 to 2060 for global (left), Atlantic (middle) and Pa-
cific (right) regional means. The violin plots in light purple (in b)
and red (in c) are equivalent. The black lines within the violin plots
show individual ensemble members (13 in the PPE, 8 in the initial
condition ensemble), and the white dashed lines show the ensemble
mean. Northern Hemisphere. In CMIP5, models that had a stronger
inter-hemispheric aerosol radiative forcing simulated further
southward shifts in tropical precipitation over 1950 to 1985,
with a correlation coefficient of r ≥0.71 across 13 mod-
els (Allen et al., 2015). Despite these relationships, we do
not see a strong relationship between the strength of inter-
hemispheric aerosol ERF estimated from the atmosphere-
only runs and the degree of southward shift in tropical pre-
cipitation over 1950 to 1985 in our PPE. In the paragraphs
below we evaluate several hypotheses for this weaker-than-
expected relationship. A. H. Peace et al.: Evaluating uncertainty in aerosol forcing of tropical precipitation shifts Our single model PPE spans a range in aerosol
forcing and tropical precipitation shifts comparable to multi-
model studies. Therefore, we investigate the relationship be-
tween the uncertainty in the inter-hemispheric difference in
aerosol forcing and tropical precipitation shifts in our PPE
framework. Figure 5 shows the relationships between the 8ITCZ trend
over 1950 to 1985 and the trend in inter-hemispheric (over
60◦S to 60◦N) surface air temperature (Fig. 5a), implied
total radiative forcing (Fig. 5b), and 1860 to 1975 anthro-
pogenic aerosol ERF (Fig. 5c). Figure S5 shows the corre-
sponding plot but with inter-hemispheric variables calculated
only over the ocean. A time series of inter-hemispheric tem-
perature and AOD is shown in Figs. S6 and S7. There is
a strong statistical relationship (r = 0.91 for global mean,
r = 0.66 for regional means) between the trend in inter-
hemispheric surface air temperature and the 8ITCZ trend
over 1950 to 1985 (with an intercept near 0). As expected,
the statistical relationship between the 8ITCZ trend and the
trend in inter-hemispheric implied total forcing is also strong
(r ≥0.63). An energetics framework explains how the ITCZ
and corresponding latitudinal position of tropical precipita-
tion shifts in response to changes in the inter-hemispheric
distribution of energy (Kang et al., 2008, 2009, 2018). The
perturbed cross-equatorial Hadley circulation rebalances the Figure 3. Time series of 5-year rolling mean 8ITCZ anomaly rel-
ative to the 1950 to 2000 reference period for (a) global, (b) At-
lantic, and (c) Pacific regional means. The ensemble mean time se-
ries is shown by the darker line, and the individual ensemble mem-
bers are shown by the lighter lines. Major volcanic eruptions are
marked with grey vertical lines with maximum aerosol loading in
the NH – El Chichón (1982, Mexico, 17.21◦N) and Pinatubo (1991,
Philippines, 15.08◦N) – and in the SH (Mt Agung, 1963, Indonesia,
8.20◦S). 1950 to 1985 across our single-model ensemble is compara-
ble to that over the same period from CMIP5 (see Sect. S1
in the Supplement and Fig. S4), which also displayed both
south and northward shifts in tropical precipitation (Allen et
al., 2015). We do not have an initial condition ensemble for
each PPE member, so we cannot remove the effects of in- Earth Syst. Dynam., 13, 1215–1232, 2022 https://doi.org/10.5194/esd-13-1215-2022 A. H. Peace et al.: Evaluating uncertainty in aerosol forcing of tropical precipitation shifts A. H. A. H. Peace et al.: Evaluating uncertainty in aerosol forcing of tropical precipitation shifts 1223 A. H. Peace et al.: Evaluating uncertainty in aerosol forcing of tropical precipitation shifts
1223
Figure 5. Scatter plot of the 1950 to 1985 trend in 5-year rolling mean 8ITCZ against the 1950 to 1985 trend in inter-hemispheric (over
60◦S to 60◦N) surface air temperature (a), implied total radiative forcing (b), and anthropogenic aerosol ERF (c) for global (left), Atlantic
(middle), and Pacific (right) regional means. Anthropogenic aerosol ERF is calculated over 1860 to 1975 for the PPE and 1850 to 2014 for
the initial condition ensemble. The Spearman rank correlation coefficient between variables is shown at the top left of each plot. Trend lines
are shown in plots where r > 0.5. Figure 5. Scatter plot of the 1950 to 1985 trend in 5-year rolling mean 8ITCZ against the 1950 to 1985 trend in inter-hemispheric (over
60◦S to 60◦N) surface air temperature (a), implied total radiative forcing (b), and anthropogenic aerosol ERF (c) for global (left), Atlantic
(middle), and Pacific (right) regional means. Anthropogenic aerosol ERF is calculated over 1860 to 1975 for the PPE and 1850 to 2014 for
the initial condition ensemble. The Spearman rank correlation coefficient between variables is shown at the top left of each plot. Trend lines
are shown in plots where r > 0.5. cesses and evolution of other climate forcers, and/or inter-
nal variability (Voigt et al., 2017). Firstly, to investigate fur-
ther we examined the relationship between 8ITCZ trend and
time-evolving variables related to aerosol radiative effects,
as shown in Table 2. Over 1950 to 1985, there is no clear
relationship between the trend in 8ITCZ and the trend in the
inter-hemispheric difference of either outgoing shortwave ra-
diation at the top of the atmosphere (TOA) (Fig. S9) or to-
tal AOD (Fig. S10). There is some suggestion of a relation-
ship between tropical precipitation shifts and the trend in the
inter-hemispheric difference of both shortwave non-cloud ra- likely to be related to the choice of analysis period as there
is little evidence of stronger correlations with anthropogenic
aerosol ERF estimates on other 20th century timescales. The anthropogenic aerosol ERF is quantified as the ra-
diative change between two periods (1860 to 1975) using
atmosphere-only simulations with SSTs and other climate
forcers prescribed for 2005 to 2009. 3.1.1
Potential factors obscuring a relationship between
tropical precipitation shifts and anthropogenic
aerosol ERF in our PPE These
results may indicate that volcanic rather than anthropogenic
aerosol changes drive much of the coherent changes in inter-
hemispheric temperature trends, implied total forcing trend,
and tropical precipitation shifts from 1950 to 1985. However,
the lack of a strong relationship between tropical precipita-
tion shifts and historical anthropogenic aerosol ERF is un- energy asymmetry by transporting energy towards the cooler
(energy deficient) hemisphere, and consequently moisture
towards the warmer hemisphere. As such, Fig. 5a and b
show that ensemble members that have greater cooling in
the Northern Hemisphere and a larger difference in inter-
hemispheric implied total radiative forcing over 1950 to 1985
simulate stronger southward shifts in tropical precipitation. This behaviour is in line with the energetics theory of a
southward migration of the ITCZ due to an energy deficient Earth Syst. Dynam., 13, 1215–1232, 2022 https://doi.org/10.5194/esd-13-1215-2022 https://doi.org/10.5194/esd-13-1215-2022 A. H. Peace et al.: Evaluating uncertainty in aerosol forcing of tropical precipitation shifts 1224 Table 1. Table of Spearman’s rank correlation coefficients for the trend in global mean 5-year rolling mean 8ITCZ and global inter-
hemispheric (60◦S to 60◦N) variables shown in Fig. 5 with values for alternate time periods. Table 1. Table of Spearman’s rank correlation coefficients for the trend in global mean 5-year rolling mean 8ITCZ and global inter-
hemispheric (60◦S to 60◦N) variables shown in Fig. 5 with values for alternate time periods. Time period
Correlation with
Correlation with
Correlation with
the trend in
the trend in
inter-hemispheric
inter-hemispheric
inter-hemispheric
1860 to 1975
surface air
implied total
anthropogenic
temperature
forcing
aerosol ERF
(◦C yr−1)
(W m−2 yr−1)
(W m−2)
1950 to 1985 (shown)
r = 0.91
r = 0.64
r = −0.12
1950 to 1980
r = 0.56
r = 0.65
r = −0.04
1940 to 1985
r = 0.29
r = 0.48
r = −0.12
1940 to 1980
r = −0.01
r = 0.57
r = −0.07
1940 to 1975
r = 0.19
r = 0.77
r = −0.30 Table 2. Table of Spearman’s rank correlation coefficients for the 1950 to 1985 trend in global mean 5-year rolling mean 8IT
additional global inter-hemispheric (60◦S to 60◦N) variables. Variable
Correlation with
8ITCZ trend
(latitude per year)
Trend in inter-hemispheric total AOD (yr−1)
r = −0.23
Trend in inter-hemispheric dust AOD (yr−1)
r = −0.54
Trend in inter-hemispheric shortwave non-cloud radiative effect (W m−2 yr−1)
r = 0.54
Trend in inter-hemispheric shortwave cloud radiative effect (W m−2 yr−1)
r = −0.34
Trend in inter-hemispheric top of atmosphere outgoing shortwave flux (W m−2 yr−1)
r = −0.34 Table 2. Table of Spearman’s rank correlation coefficients for the 1950 to 1985 trend in global mean 5-year rolling mean 8ITCZ and
additional global inter-hemispheric (60◦S to 60◦N) variables. diative effect (Fig. S11) and dust AOD (Fig. S10), although
these variables can also be affected by internal variability. These results with the time-evolving variables do not clarify
how representative pre-industrial to 1975 aerosol ERF is of
transient aerosol radiative effects in the coupled simulations. Secondly, studies have shown that the slow precipitation re-
sponse to aerosol forcing is a more effective driver of ITCZ
shifts than the fast precipitation response (Voigt et al., 2017;
Zhang et al., 2021). A. H. Peace et al.: Evaluating uncertainty in aerosol forcing of tropical precipitation shifts As such, the anthro-
pogenic aerosol ERF might not be representative of the
aerosol-driven climate response in transient climate simu-
lations, due to the differences in time period, mediation
of aerosol radiative effects by the coupling of ocean pro- https://doi.org/10.5194/esd-13-1215-2022 Earth Syst. Dynam., 13, 1215–1232, 2022 A. H. Peace et al.: Evaluating uncertainty in aerosol forcing of tropical precipitation shifts The AMOC
is projected to weaken under warming (Schleussner et al.,
2014; Collins et al., 2019), and as AMOC weakening is likely
to reduce a northward ITCZ shift (McFarlane and Frier-
son, 2017), the effect would be more dominant in RCP8.5
than RCP2.6 due to the greater warming from increasing
GHG emissions combined with warming from anthropogenic
aerosol emission reductions. In addition, the strength of the
AMOC over the 20th century has been linked to the strength
of aerosol forcing, and thus aerosol forcing may also affect
future projections (Menary et al., 2020; Hassan et al., 2021). Hence, the further northward migration of tropical precipita-
tion up to 2060 in RCP2.6 in our ensemble is likely due to
a combination of greater anthropogenic aerosol emission re-
ductions in RCP2.6 compared to RCP8.5 and a greater dom-
inance of processes in RCP8.5 that pull tropical precipita-
tion southwards. For example, the slight southward migra-
tion of 8ITCZ in the Pacific could be due to weakening of
the Walker circulation, causing, in the eastern tropical Pacific
Ocean, a regional southward shift of the ITCZ (Mamalakis et
al., 2021). We note here that in both emission scenarios, the
spread in 8ITCZ trend across the near-term future ensembles
is smaller than over the historical period, due to the trend
being calculated over a longer time period. A shorter future
time period induces a larger spread in the 8ITCZ trend across
the PPE (Fig. S13), which is comparable to the spread in the
historical period. Figure 6 shows the relationship between our inter-
hemispheric variables and the 8ITCZ trend over 2006 to 2060
in RCP2.6 and RCP8.5. Figure S14 shows a correspond- Overall, our analysis of 20th century latitudinal shifts in
tropical precipitation shows that any relationship between
these shifts and the hemispheric contrast in 1860 to 1975 an-
thropogenic aerosol ERF is difficult to detect when account-
ing for the effect of parametric model uncertainty and inter-
nal variability. The latitudinal shift of tropical precipitation
over 1950 to 1985 is, however, associated with the trend in
inter-hemispheric surface temperature and implied total ra-
diative forcing. It is also clear that major volcanic eruptions
in the 20th century induced relatively short-lived shifts in
tropical precipitation and contribute to a time period depen-
dence of the strength of these relationships. A. H. Peace et al.: Evaluating uncertainty in aerosol forcing of tropical precipitation shifts internal variability (superimposed on a forced signal) over
the same period using the initial condition ensemble of
HadGEM3-GC3.1 under emission scenario SSP5-8.5. The
total radiative forcing levels at 2100 are designed to be the
same in RCP8.5 and SSP5-8.5, but there are differences in
the emissions scenarios of individual forcing agents (Gid-
den et al., 2019), which could affect the evolution of tropi-
cal precipitation shifts. Under RCP8.5, the PPE mean shows
only a small change in 8ITCZ, with both north- and south-
ward migrations in 8ITCZ across the ensemble. Hence, we
find no robust evidence of a tropical precipitation shift un-
der RCP8.5 by the mid-21st century, which is in agreement
with the conclusions based on end-of-century ITCZ shifts in
Byrne et al. (2018). The spread in 8ITCZ trend due to in-
ternal variability under SSP5-8.5 in the initial condition en-
semble is smaller than under RCP8.5 in our PPE globally
and in the Pacific, but comparable in the Atlantic region. Fig-
ure 4c contrasts the 8ITCZ trend over 2006 to 2060 between
the RCP8.5 and RCP2.6 scenarios. By mid-century, tropical
precipitation shifts further northward in RCP2.6, compared
to RCP8.5. This northward migration in tropical precipita-
tion for RCP2.6 is in line with Allen (2015), prior to the then
southward shift between the middle and end of the 21st cen-
tury. The largest difference in tropical precipitation shift be-
tween emission scenarios is in the Atlantic, which may be re-
lated to scenario dependence of AMOC strength. The AMOC
is projected to weaken under warming (Schleussner et al.,
2014; Collins et al., 2019), and as AMOC weakening is likely
to reduce a northward ITCZ shift (McFarlane and Frier-
son, 2017), the effect would be more dominant in RCP8.5
than RCP2.6 due to the greater warming from increasing
GHG emissions combined with warming from anthropogenic
aerosol emission reductions. In addition, the strength of the
AMOC over the 20th century has been linked to the strength
of aerosol forcing, and thus aerosol forcing may also affect
future projections (Menary et al., 2020; Hassan et al., 2021). Hence, the further northward migration of tropical precipita-
tion up to 2060 in RCP2.6 in our ensemble is likely due to
a combination of greater anthropogenic aerosol emission re-
ductions in RCP2.6 compared to RCP8.5 and a greater dom-
inance of processes in RCP8.5 that pull tropical precipita-
tion southwards. A. H. Peace et al.: Evaluating uncertainty in aerosol forcing of tropical precipitation shifts For example, the slight southward migra-
tion of 8ITCZ in the Pacific could be due to weakening of
the Walker circulation, causing, in the eastern tropical Pacific
Ocean, a regional southward shift of the ITCZ (Mamalakis et
al., 2021). We note here that in both emission scenarios, the
spread in 8ITCZ trend across the near-term future ensembles
is smaller than over the historical period, due to the trend
being calculated over a longer time period. A shorter future
time period induces a larger spread in the 8ITCZ trend across
the PPE (Fig. S13), which is comparable to the spread in the
historical period. lantic and Pacific regions the uncertainty in tropical precip-
itation shifts due to internal variability may be larger than
parametric model uncertainty, so to more robustly quantify
the effects of parameters we would need initial condition en-
sembles for each parameter combinations of the 47 uncertain
model parameters. internal variability (superimposed on a forced signal) over
the same period using the initial condition ensemble of
HadGEM3-GC3.1 under emission scenario SSP5-8.5. The
total radiative forcing levels at 2100 are designed to be the
same in RCP8.5 and SSP5-8.5, but there are differences in
the emissions scenarios of individual forcing agents (Gid-
den et al., 2019), which could affect the evolution of tropi-
cal precipitation shifts. Under RCP8.5, the PPE mean shows
only a small change in 8ITCZ, with both north- and south-
ward migrations in 8ITCZ across the ensemble. Hence, we
find no robust evidence of a tropical precipitation shift un-
der RCP8.5 by the mid-21st century, which is in agreement
with the conclusions based on end-of-century ITCZ shifts in
Byrne et al. (2018). The spread in 8ITCZ trend due to in-
ternal variability under SSP5-8.5 in the initial condition en-
semble is smaller than under RCP8.5 in our PPE globally
and in the Pacific, but comparable in the Atlantic region. Fig-
ure 4c contrasts the 8ITCZ trend over 2006 to 2060 between
the RCP8.5 and RCP2.6 scenarios. By mid-century, tropical
precipitation shifts further northward in RCP2.6, compared
to RCP8.5. This northward migration in tropical precipita-
tion for RCP2.6 is in line with Allen (2015), prior to the then
southward shift between the middle and end of the 21st cen-
tury. The largest difference in tropical precipitation shift be-
tween emission scenarios is in the Atlantic, which may be re-
lated to scenario dependence of AMOC strength. A. H. Peace et al.: Evaluating uncertainty in aerosol forcing of tropical precipitation shifts By definition aerosol ERF does not quan-
tity the climate response to aerosol-mediated surface temper-
ature changes, and hence alongside the time-evolving vari-
ables related to aerosol radiative effects may not be a useful
proxy for aerosol-driven slow precipitation changes (which
occur through surface temperature change). However, such a
line of thinking does not explain the difference between our
results and those from a multi-model ensemble (Allen et al.,
2015). ships may be indicative of important atmospheric param-
eter effects on tropical precipitation shifts. For example,
Kang et al. (2008, 2009) showed how tuning a convective
parameter related to entrainment can alter cloud radiative
properties and cause a range in magnitude of ITCZ shifts
for a given inter-hemispheric thermal forcing. In our PPE,
the parameter that controls shallow convective core radia-
tive effects (cca_sh_knob) and the parameter that controls
the sensitivity of mid-level convection to relative humidity
and entrainment (ent_fac_md) have a relationship with the
8ITCZ trend over some regions. Hence, both these param-
eters could modulate the sensitivity of ITCZ shifts through
altering cloud radiative feedbacks. In the global and At-
lantic means, the scaling of natural dimethyl sulfide emis-
sions flux (ps_natl_dms_emiss), which could alter the hemi-
spheric contrast of aerosol forcing, has a relationship with
the 8ITCZ trend. Parameters from the land surface (related to
soil moisture thresholds, psm; and altering the temperature
dependence of photosynthesis, tupp_io) and the cloud mi-
crophysics (aspect ratio of ice particles, ar) scheme also have
a relationship with 8ITCZ trend over some regions. These re-
sults are at best indications of possible parameter effects. Our
correlations are calculated using only 13 ensemble members
that conflate the uncertainty in 47 model parameters. So, fur-
ther simulations would be needed to clarify parametric ef-
fects on tropical precipitation shifts. In addition, in the At- Our 13 PPE members include the combined effects of per-
turbations to eight parameters in the aerosol model, along-
side many parameters in the physical atmosphere model. So
in our PPE, any relationship between anthropogenic aerosol
radiative forcing and tropical precipitation might be masked
by the effect of perturbations to physical atmosphere param-
eters. The strongest correlations between the 8ITCZ trend
over 1950 to 1985 and individual perturbed parameters in
our PPE are shown in Fig. S12. Some of these relation- https://doi.org/10.5194/esd-13-1215-2022 Earth Syst. Dynam., 13, 1215–1232, 2022 A. H. https://doi.org/10.5194/esd-13-1215-2022 A. H. Peace et al.: Evaluating uncertainty in aerosol forcing of tropical precipitation shifts Peace et al.: Evaluating uncertainty in aerosol forcing of tropical precipitation shifts 1225 A. H. Peace et al.: Evaluating uncertainty in aerosol forcing of tropical precipitation shifts 1226 Figure 6. Scatter plot of trend in 5-year rolling mean 8ITCZ in 2006 to 2060 against the trend in inter-hemispheric (60◦S–60◦N) surface air
temperature (a) and 1860 to 2005 anthropogenic aerosol ERF (b, c) for global (left), Atlantic (middle), and Pacific regional means (right). The Spearman rank correlation coefficient is shown at the top left of each plot. Trend lines are shown when r > 0.5. Figure 6. Scatter plot of trend in 5-year rolling mean 8ITCZ in 2006 to 2060 against the trend in inter-hemispheric (60◦S–60◦N) surface air
temperature (a) and 1860 to 2005 anthropogenic aerosol ERF (b, c) for global (left), Atlantic (middle), and Pacific regional means (right). The Spearman rank correlation coefficient is shown at the top left of each plot. Trend lines are shown when r > 0.5. ing figure with inter-hemispheric variables calculated only
over the ocean. The top panel of Fig. 6 shows that there
is a relationship between the 8ITCZ trend and the trend in
inter-hemispheric surface temperature in each of the RCP
ensembles (consistent with what we find for the historical
period). For each of the RCP scenario ensembles the rela-
tionship between the global 8ITCZ trend and the trend in
inter-hemispheric surface temperature is stronger than we
found in the longer historical trends (Table 1) but weaker
than those beginning in 1950, which were most affected by
volcanic eruptions (Fig. 5). Contrary to the historical period,
we identify a relationship between the 8ITCZ trend over 2006
to 2060 and inter-hemispheric 1860 to 2005 aerosol ERF
in the Pacific under RCP8.5 (r = −0.69). Emission reduc-
tions in Asia will dominate future global reductions in an-
thropogenic aerosol emissions (Lund et al., 2019) and align with our results showing that there is a strong relationship be-
tween the magnitude of inter-hemispheric aerosol ERF and
tropical precipitation shifts, particularly in the Pacific re-
gion. However, the lower latitude of emission reductions over
Asia, in comparison to Europe or North America, may af-
fect the sensitivity of the ITCZ shift. There is no relationship
in the Atlantic, and consequently the global mean response
(r = −0.47) is weaker than the Pacific. Figure S8 shows
there is also a suggestion of a relationship between the inter-
hemispheric temperature trend and 1860 to 2005 aerosol
ERF in the Pacific, which is slightly stronger over the ocean
(not shown). 3.2
Tropical precipitation shifts up to mid-21st century Here, we examine the relationship between the 8ITCZ trend
and our inter-hemispheric variables over 2006 to 2060 under
emission scenarios RCP8.5 and RCP2.6. The reductions in
anthropogenic aerosol emissions and consequential warming
of the Northern Hemisphere in the 21st century have been
projected to cause a northward shift in the position of ITCZ
and tropical precipitation (Hwang et al., 2013; Allen, 2015). Although the warming caused by increasing CO2 emissions
is more homogeneous, it can also lead to a migration in the
position of the ITCZ and tropical precipitation. For exam-
ple, climate responses to GHG-induced warming such as ice–
albedo feedbacks, the land-dominated Northern Hemisphere
warming, cloud, and ocean heat content changes may lead
to a northward shift in the ITCZ, whereas responses such as
AMOC weakening and enhanced longwave cooling may lead
to a southward shift (McFarlane and Frierson, 2017). These
drivers of tropical precipitation shifts in the 21st century will
also act on different timescales. Results from multi-model
studies have mixed conclusions on how zonal mean tropical
precipitation will migrate in the future. Figure 3 shows the 5-year rolling mean evolution of 8ITCZ
up to 2060 across our PPE. For scenario RCP8.5, the ensem-
ble mean 8ITCZ remains steady globally and in the Atlantic
up to the mid-21st century, with a slight southward migra-
tion in the Pacific. For RCP2.6, there is a northward migra-
tion of 8ITCZ up to mid-century globally and in the Atlantic,
followed by a southward migration from 2050 to 2060. Yet
in the Pacific, the northward migration ends around 2035 and
is followed by a strong, but brief, southward migration. The
8ITCZ exhibits greater variability in scenario RCP2.6, which
is most pronounced in the Pacific. Figure 4b and c show the 8ITCZ trend over 2006 to 2060
across individual members in our PPE and as a density func-
tion. Figure 4b also shows an estimate of the impact of Figure 6 shows the relationship between our inter-
hemispheric variables and the 8ITCZ trend over 2006 to 2060
in RCP2.6 and RCP8.5. Figure S14 shows a correspond- Earth Syst. Dynam., 13, 1215–1232, 2022 https://doi.org/10.5194/esd-13-1215-2022 A. H. Peace et al.: Evaluating uncertainty in aerosol forcing of tropical precipitation shifts These results show that in our PPE, ensemble
members that have a stronger difference in inter-hemispheric
aerosol ERF over the industrial period, and more warming
in the Northern Hemisphere in the near-term future under
scenario RCP8.5, simulate further northward migrations in Earth Syst. Dynam., 13, 1215–1232, 2022 https://doi.org/10.5194/esd-13-1215-2022 A. H. Peace et al.: Evaluating uncertainty in aerosol forcing of tropical precipitation shifts 1227 strongest relationship between tropical precipitation shifts
and the hemispheric contrast in temperature and implied total
radiative forcing over the same period (i.e. ensemble mem-
bers with more cooling in the Northern Hemisphere simu-
lated a further southward shift of the ITCZ). Both the long-
term trends and the rapid response to volcanic eruptions are
in line with the theoretical energetic framework and mod-
elling studies that have shown the zonal mean position of
the ITCZ and corresponding tropical precipitation migrate in
response to an anomalous inter-hemispheric energy balance
(Kang et al., 2018). tropical precipitation, particularly in the Pacific region. It is
surprising, however, that there is no clear relationship be-
tween the 8ITCZ trend and inter-hemispheric aerosol ERF in
RCP2.6, where we expected faster aerosol emission reduc-
tions to yield a clearer tropical precipitation response. Pos-
sible causes of a stronger relationship between tropical pre-
cipitation shifts and aerosol radiative forcing under RCP8.5
could be due to feedbacks between warming and aerosol ra-
diative forcing. For example, aerosol residence times and as-
sociated net radiative effects may increase in a warmer cli-
mate (Bellouin et al., 2011; Takemura, 2020), which may
amplify the effect of anthropogenic aerosol forcing on ITCZ
position in RCP8.5 compared to RCP2.6. Despite a contemporaneous relationship between tropical
precipitation shifts and the trend in the inter-hemispheric dif-
ference in temperature and implied total forcing, we find no
statistically significant relationship between the strength of
inter-hemispheric 1860 to 1975 anthropogenic aerosol ERF
and the magnitude of tropical precipitation shifts in the PPE
over the 20th century, which contradicts results from CMIP5
(Allen et al., 2015). We propose multiple hypotheses for this
different result. Overall, our results suggest that being unable
to isolate forced changes from those due to internal variabil-
ity (due to an absence of initial condition ensembles of our
PPE members) and accounting for single-model uncertainty
obscure the role of anthropogenic aerosol forced responses
in our ensemble over the 20th century. A. H. Peace et al.: Evaluating uncertainty in aerosol forcing of tropical precipitation shifts Our analysis of 21st century tropical precipitation shifts
suggests that the uncertainty in the inter-hemispheric differ-
ence in aerosol ERF contributes to the spread of projected
tropical precipitation shifts across our ensemble in the near-
term future under RCP8.5. This is especially the case in the
Pacific regional mean, as near-term future aerosol reduction
will be driven by reductions from Asia. Our analysis of the
historical period showed that the position of tropical precip-
itation can be strongly modulated by major volcanic erup-
tions that lead to inter-hemispheric differences in tempera-
ture. Hence, any predictive skill for future shifts in tropical
precipitation will also be limited by the effect of any future
major volcanic eruptions that induce differences in hemi-
spheric energy balance. Drivers of future tropical precipitation shifts are harder to
disentangle, as both forced responses and climate feedbacks
due to warming will have a bearing on the direction and mag-
nitude of ITCZ shifts over the 21st century (McFarlane and
Frierson, 2017). In the near-term future (up to 2060) globally
our ensemble mean shows a negligible migration in tropical
precipitation in RCP8.5 and a further northward migration
in tropical precipitation in RCP2.6. The further northward
migration in RCP2.6 compared to RCP8.5 is likely due to a
combination of a faster reduction of anthropogenic aerosol
emissions, in combination with warming-induced feedbacks
(such as AMOC weakening) having a greater modulation
of the regional ITCZ position in RCP8.5. We do find en-
semble members that have a stronger positive trend in inter-
hemispheric temperature and forcing (i.e. due to more warm-
ing in the Northern Hemisphere) simulate further northward
migrations in tropical precipitation. Earth Syst. Dynam., 13, 1215–1232, 2022 https://doi.org/10.5194/esd-13-1215-2022 4
Conclusion Yet, it is surprising that this logic does not follow
through to there being a stronger relationship between trop-
ical precipitation shifts and aerosol forcing in RCP2.6, sug-
gesting climate feedbacks due to warming can influence the
sensitivity of the climate response to aerosol forcing (Take-
mura, 2020; Nazarenko et al., 2017). Supplement. The supplement related to this article is available
online at: https://doi.org/10.5194/esd-13-1215-2022-supplement. Author contributions. AHP, BBBB, LAR, and KSC designed
the idea for this study. The analysis of data and figure prepara-
tion were completed by AHP. BBBB, DMHS, and JWR extracted
data and performed additional aerosol forcing simulations for the
HadGEM3-GC3.05 PPE. All co-authors provided discussion on the
interpretation of results. AHP wrote the manuscript with advice
from all co-authors. Overall, our study suggests the persistent uncertainty in
aerosol ERF plays a role in how accurately we can project
zonal mean tropical precipitation shifts in the near-term fu-
ture under RCP8.5. However, any predictive skill for future
tropical precipitation shifts will also be limited by the ef-
fect of future major volcanic eruptions that can temporarily
shift tropical precipitation. Our study presents open ques-
tions on the role of anthropogenic aerosol radiative forcing
in modulating tropical precipitation shifts over the histor-
ical and future periods in climate models, which we can-
not definitively answer here because our experiment is de-
signed to sample single-model uncertainty and thus has a
relatively small sample size and neglects the effects of in-
ternal variability. Additional experiments that clarify the role
of aerosols in near-term future tropical precipitation shifts
are also needed. In a broader analysis involving multi-model
and other single-model ensembles, we could further develop
our understanding of the relationship between feedbacks due
to warming, future aerosol forcing, and tropical precipitation
shifts up to the mid-21st century across multiple emission
scenarios. Hence, we suggest future work investigating the
role between aerosol forcing and tropical precipitation shifts
in the CMIP6 multi-model ensemble and other single-model
ensembles that span a range of aerosol radiative forcing val-
ues. Competing interests. The contact author has declared that none
of the authors has any competing interests. Disclaimer. Publisher’s note: Copernicus Publications remains
neutral with regard to jurisdictional claims in published maps and
institutional affiliations. Financial support. Amy H. 4
Conclusion The inter-hemispheric nature of anthropogenic aerosol radia-
tive forcing associated with evolving anthropogenic aerosol
emissions has been linked to driving tropical precipitation
shifts during the latter half of the 20th century and over the
21st century (Allen, 2015; Allen et al., 2015; Hwang et al.,
2013; Chang et al., 2011; Rotstayn et al., 2015; Chemke and
Dagan, 2018). In the CMIP5 multi-model ensemble there is
a strong correlation between the strength of pre-industrial to
present-day inter-hemispheric aerosol forcing and the latitu-
dinal shift in tropical precipitation over 1950 to 1985 (Allen
et al., 2015). We have used a perturbed parameter ensemble
of the HadGEM3-GC3.05 climate model that spans a range
of aerosol forcing comparable to current-generation climate
models to further investigate the relationship between anthro-
pogenic aerosol forcing and tropical precipitation shifts. In contrast to the historical time period, we find a rela-
tionship between the strength of inter-hemispheric 1860 to
2005 anthropogenic aerosol ERF (which we use as a proxy
of present-day aerosol influence) and future tropical precip-
itation shifts under RCP8.5. This relationship is strongest in
the Pacific where Asian anthropogenic aerosols have a strong
historical and future influence. On the premise that present-
day anthropogenic aerosol influence is informative about fu-
ture anthropogenic aerosol influence, this indicates ensem-
ble members with a large hemispheric difference in historical
aerosol radiative forcing will have a further northward trop-
ical precipitation shift in response to future aerosol reduc-
tions. Faster anthropogenic aerosol emission reductions are In the 20th century as anthropogenic aerosol emissions in-
creased, our PPE mean shows a long-term southward mi-
gration in the latitudinal position of tropical precipitation
globally and in the Atlantic and Pacific up to around 1985
(e.g. 0.01◦latitude per year globally over 1940 to 1985). Over the 20th century there are also brief shifts in tropi-
cal precipitation in response to major volcanic eruptions. Of
the time periods we analysed, the 1950 to 1985 time period
which encapsulates two major volcanic eruptions had the Earth Syst. Dynam., 13, 1215–1232, 2022 https://doi.org/10.5194/esd-13-1215-2022 A. H. Peace et al.: Evaluating uncertainty in aerosol forcing of tropical precipitation shifts 1228 likely one of the factors in why RCP2.6 has a further north-
ward shift in tropical precipitation by mid-21st century than
RCP8.5. References Broccoli, A. J., Dahl, K. A., and Stouffer, R. J.: Response of the
ITCZ to Northern Hemisphere cooling, Geophys. Res. Lett., 33,
L01702, https://doi.org/10.1029/2005GL024546, 2006. Ackerley, D., Booth, B. B. B., Knight, S. H. E., High-
wood, E. J., Frame, D. J., Allen, M. R., and Rowell, D. P.: Sensitivity of Twentieth-Century Sahel Rainfall to Sul-
fate Aerosol and CO2 Forcing, J. Climate, 24, 4999–5014,
https://doi.org/10.1175/JCLI-D-11-00019.1, 2011. Byrne, M. P., Pendergrass, A. G., Rapp, A. D., and Wodzicki,
K. R.: Response of the Intertropical Convergence Zone to Cli-
mate Change: Location, Width, and Strength, Curr. Clim. Change
Rep., 4, 355–370, https://doi.org/10.1007/s40641-018-0110-5,
2018. Allen, R. J.: A 21st century northward tropical precipitation shift
caused by future anthropogenic aerosol reductions, J. Geophys. Res., 120, 9087–9102, https://doi.org/10.1002/2015JD023623,
2015. Chang, C. Y., Chiang, J. C. H., Wehner, M. F., Friedman, A. R.,
and Ruedy, R.: Sulfate aerosol control of tropical atlantic cli-
mate over the twentieth century, J. Climate, 24, 2540–2555,
https://doi.org/10.1175/2010JCLI4065.1, 2011. Allen, R. J., Evan, A. T., and Booth, B. B. B.: Interhemispheric
aerosol radiative forcing and tropical precipitation shifts dur-
ing the late Twentieth Century, J. Climate, 28, 8219–8246,
https://doi.org/10.1175/JCLI-D-15-0148.1, 2015. Chemke, R. and Dagan, G.: The effects of the spatial dis-
tribution
of
direct
anthropogenic
aerosols
radiative
forc-
ing on atmospheric circulation, J. Climate, 31, 7129–7145,
https://doi.org/10.1175/JCLI-D-17-0694.1, 2018. p
g
Andrews, M. B., Ridley, J. K., Wood, R. A., Andrews, T., Block-
ley, E. W., Booth, B., Burke, E., Dittus, A. J., Florek, P., Gray,
L. J., Haddad, S., Hardiman, S. C., Hermanson, L., Hodson,
D., Hogan, E., Jones, G. S., Knight, J. R., Kuhlbrodt, T., Mi-
sios, S., Mizielinski, M. S., Ringer, M. A., Robson, J., and
Sutton, R. T.: Historical Simulations With HadGEM3-GC3.1
for CMIP6, J. Adv. Model. Earth Syst., 12, e2019MS001995,
https://doi.org/10.1029/2019MS001995, 2020. Chiang, J. C. H. and Bitz, C. M.: Influence of high latitude ice cover
on the marine Intertropical Convergence Zone, Clim. Dynam.,
25, 477–496, https://doi.org/10.1007/s00382-005-0040-5, 2005. Chiang, J. C. H. and Friedman, A. R.: Extratropical cool-
ing, interhemispheric thermal gradients, and tropical cli-
mate change, Annu. Rev. Earth Planet. Sci., 40, 383–412,
https://doi.org/10.1146/annurev-earth-042711-105545, 2012. Choudhury, B. A., Rajesh, P. V., Zahan, Y., and Goswami, B. N.:
Evolution of the Indian summer monsoon rainfall simulations
from CMIP3 to CMIP6 models, Clim. Dynam., 58, 2637–2662,
https://doi.org/10.1007/s00382-021-06023-0, 2021. Andrews, T., Andrews, M. B., Bodas-Salcedo, A., Jones, G. S.,
Kuhlbrodt, T., Manners, J., Menary, M. References B., Ridley, J., Ringer,
M. A., Sellar, A. A., Senior, C. A., and Tang, Y.: Forc-
ings, Feedbacks, and Climate Sensitivity in HadGEM3-GC3.1
and UKESM1, J. Adv. Model. Earth Syst., 11, 4377–4394,
https://doi.org/10.1029/2019MS001866, 2019. Chung, E. S. and Soden, B. J.: Hemispheric climate shifts driven by
anthropogenic aerosol-cloud interactions, Nat. Geosci., 10, 566–
571, https://doi.org/10.1038/NGEO2988, 2017. Atwood, A. R., Donohoe, A., Battisti, D. S., Liu, X., and Pausata,
F. S. R.: Robust Longitudinally Variable Responses of the ITCZ
to a Myriad of Climate Forcings, Geophys. Res. Lett., 47,
e2020GL088833, https://doi.org/10.1029/2020GL088833, 2020. Collins, M., Sutherland, M., Bouwer, L., Cheong, S.-M., Frölicher,
T., Des Combes, H. J., Roxy, M. K., Losada, I., McInnes, K.,
Ratter, B., Rivera-Arriaga, E., Susanto, R. D., Swingedouw,
D., and Tibig, L.: Extremes, Abrupt Changes and Managing
Risk, in: IPCC Special Report on the Ocean and Cryosphere
in a Changing Climate, edited by: Pörtner, H.-O., Roberts, D. C., Masson-Delmotte, V., Zhai, P., Tignor, M., Poloczanska,
E., Mintenbeck, K., Alegría, A., Nicolai, M., Okem, A., Pet-
zold, J., Rama, B., and Weyer, N. M., Cambridge University
Press, Cambridge, UK and New York, NY, USA, 589–655,
https://doi.org/10.1017/9781009157964.008, 2019. Bellouin, N., Rae, J., Jones, A., Johnson, C., Haywood, J., and
Boucher, O.: Aerosol forcing in the Climate Model Intercom-
parison Project (CMIP5) simulations by HadGEM2-ES and the
role of ammonium nitrate, J. Geophys. Res., 116, D20206,
https://doi.org/10.1029/2011JD016074, 2011. Bellouin, N., Quaas, J., Gryspeerdt, E., Kinne, S., Stier, P., Watson-
Parris, D., Boucher, O., Carslaw, K. S., Christensen, M., Da-
niau, A. L., Dufresne, J. L., Feingold, G., Fiedler, S., Forster,
P., Gettelman, A., Haywood, J. M., Lohmann, U., Malavelle,
F., Mauritsen, T., McCoy, D. T., Myhre, G., Mülmenstädt, J.,
Neubauer, D., Possner, A., Rugenstein, M., Sato, Y., Schulz, M.,
Schwartz, S. E., Sourdeval, O., Storelvmo, T., Toll, V., Winker,
D., and Stevens, B.: Bounding Global Aerosol Radiative Forc-
ing of Climate Change, Rev. Geophys., 58, e2019RG000660,
https://doi.org/10.1029/2019RG000660, 2020. Colose, C. M., LeGrande, A. N., and Vuille, M.: The influence of
volcanic eruptions on the climate of tropical South America dur-
ing the last millennium in an isotope-enabled general circulation
model, Clim. Past, 12, 961–979, https://doi.org/10.5194/cp-12-
961-2016, 2016. Diao, C., Xu, Y., and Xie, S.-P.: Anthropogenic aerosol ef-
fects on tropospheric circulation and sea surface temper-
ature (1980–2020): separating the role of zonally asym-
metric forcings, Atmos. Chem. Phys., 21, 18499–18518,
https://doi.org/10.5194/acp-21-18499-2021, 2021. Biasutti, M. 4
Conclusion Peace et al.: Evaluating uncertainty in aerosol forcing of tropical precipitation shifts 1229 4
Conclusion Peace was funded by a doctoral
training grant from the Natural Environment Research Coun-
cil (NERC) with a CASE studentship with the Met Office Hadley
Centre under grant no. NE/P010547/1. Leighton A. Regayre
and Ken S. Carslaw received funding from the NERC under
grant nos. NE/J024252/1 (GASSP) and NE/P013406/1 (A-CURE). Leighton A. Regayre and Ken S. Carslaw received funding from
the European Union’s Horizon 2020 research and innovation pro-
gramme under grant agreement no. 821205 (the FORCeS project). Ben B. B. Booth and David M. H. Sexton were supported by
the Met Office Hadley Centre Climate Programme funded by
BEIS. John W. Rostron was supported by the UK-China Re-
search & Innovation Partnership Fund through the Met Office Cli-
mate Science for Service Partnership (CSSP) China as part of
the Newton Fund. The work contribution of Céline J. W. Bon-
fils was performed under the auspices of the US Department of
Energy (DOE) by Lawrence Livermore National Laboratory un-
der contract no. DE-AC52–07NA27344. Céline J. W. Bonfils was
also supported by the DOE Regional and Global Model Analy-
sis Program under the PCMDI SFA. The JASMIN facility (https:
//jasmin.ac.uk/, last access: 18 August 2022) via the Centre for En-
vironmental Data Analysis was used for data processing, which is
funded by the NERC and the UK Space Agency and delivered by
the Science and Technology Facilities Council. Code and data availability. The
gridded
global
precipi-
tation and temperature data for the historical and RCP8.5
HadGEM3-GC3.05 PPE simulations used in this study are
available in the CEDA Archive (https://catalogue.ceda.ac.uk/
uuid/97bc0c622a24489aa105f5b8a8efa3f0;
Met
Office
Hadley
Centre, 2018). Gridded global data for HadGEM3-GC3.1 initial
condition ensembles that were submitted to CMIP6 are available
for download (https://esgf-index1.ceda.ac.uk/projects/esgf-ceda/;
ESGF-CEDA, 2022). The historical simulations are available
under CMIP DECK and future SSP5-8.5 under ScenarioMIP. The model source IDs are HadGEM3-GC31-LL and HadGEM3-
GC31-MM (Ridley et al., 2019a). The four members of each
historical ensemble are identified by the following variant labels:
r1i1p1f3 to r4i1p1f3. Simplified data and code required to re-
produce the main figures in this article is provided on Zenodo
(https://doi.org/10.5281/zenodo.6979591; Peace et al., 2022). All
other underlying datasets generated and/or analysed during the
current study are available from the Met Office Hadley Centre on
reasonable request. Review statement. This paper was edited by Ben Kravitz and re-
viewed by two anonymous referees. Earth Syst. Dynam., 13, 1215–1232, 2022 https://doi.org/10.5194/esd-13-1215-2022 A. H. References and Giannini, A.: Robust Sahel drying in response
to late 20th century forcings, Geophys. Res. Lett., 33, L11706,
https://doi.org/10.1029/2006GL026067, 2006. Dong, B., Sutton, R. T., Highwood, E., and Wilcox, L.: The
impacts of European and Asian anthropogenic sulfur diox-
ide emissions on Sahel rainfall, J. Climate, 27, 7000–7017,
https://doi.org/10.1175/JCLI-D-13-00769.1, 2014. Bonfils, C. J. W., Santer, B. D., Fyfe, J. C., Marvel, K., Phillips, T. J.,
and Zimmerman, S. R. H.: Human influence on joint changes in
temperature, rainfall and continental aridity, Nat. Clim. Change,
10, 726–731, https://doi.org/10.1038/s41558-020-0821-1, 2020. Donohoe,
A.,
Marshall,
J.,
Ferreira,
D.,
and
Mcgee,
D.:
The relationship between ITCZ location and cross-equatorial
atmospheric
heat
transport:
From
the
seasonal
cycle
to Booth, B. B. B., Dunstone, N. J., Halloran, P. R., Andrews, T., and
Bellouin, N.: Aerosols implicated as a prime driver of twentieth-
century North Atlantic climate variability, Nature, 484, 228–232,
https://doi.org/10.1038/nature10946, 2012. Earth Syst. Dynam., 13, 1215–1232, 2022 https://doi.org/10.5194/esd-13-1215-2022 A. H. Peace et al.: Evaluating uncertainty in aerosol forcing of tropical precipitation shifts A. H. Peace et al.: Evaluating uncertainty in aerosol forcing of tropical precipitation shifts 1230 the
last
glacial
maximum,
J. Climate,
26,
3597–3618,
https://doi.org/10.1175/JCLI-D-12-00467.1, 2013. the
last
glacial
maximum,
J. Climate,
26,
3597–3618,
https://doi.org/10.1175/JCLI-D-12-00467.1, 2013. Haywood, J. M., Jones, A., Bellouin, N., and Stephenson,
D.:
Asymmetric
forcing
from
stratospheric
aerosols
im-
pacts Sahelian rainfall, Nat. Clim. Change, 3, 660–665,
https://doi.org/10.1038/nclimate1857, 2013. ESGF-CEDA: ESGF Portal at CEDA, https://esgf-index1.ceda.ac. uk/projects/esgf-ceda/, last access: 18 August 2022. Herman, R. J., Giannini, A., Biasutti, M., and Kushnir, Y.: The
effects of anthropogenic and volcanic aerosols and greenhouse
gases on twentieth century Sahel precipitation, Scient. Rep., 10,
12203, https://doi.org/10.1038/s41598-020-68356-w, 2020. Evans,
S.,
Dawson,
E.,
and
Ginoux,
P.:
Linear
Rela-
tion
Between
Shifting
ITCZ
and
Dust
Hemispheric
Asymmetry,
Geophys. Res. Lett.,
47,
e2020GL090499,
https://doi.org/10.1029/2020GL090499, 2020. p
g
Forster, P., Storelvmo, T., Armour, K., Collins, W., Dufresne,
J.-L., Frame, D., Lunt, D. J., Mauritsen, T., Palmer, M. D.,
Watanabe, M., Wild, M., and Zhang, H.: The Earth’s Energy
Budget, Climate Feedbacks, and Climate Sensitivity, in: Cli-
mate Change 2021: The Physical Science Basis, Contribution
of Working Group I to the Sixth Assessment Report of the In-
tergovernmental Panel on Climate Change, edited by: Masson-
Delmotte, V., Zhai, P., Pirani, A., Connors, S. L., Péan, C.,
Berger, S., Caud, N., Chen, Y., Goldfarb, L., Gomis, M. I.,
Huang, M., Leitzell, K., Lonnoy, E., Matthews, J. B. R., May-
cock, T. References K., Waterfield, T., Yelekçi, O., Yu, R., and Zhou, B.,
Cambridge University Press, Cambridge, UK and New York, NY,
USA, 923–1054, https://doi.org/10.1017/9781009157896.009,
2021. Hewitt, H. T., Copsey, D., Culverwell, I. D., Harris, C. M., Hill,
R. S. R., Keen, A. B., McLaren, A. J., and Hunke, E. C.: De-
sign and implementation of the infrastructure of HadGEM3: The
next-generation Met Office climate modelling system, Geosci. Model Dev., 4, 223–253, https://doi.org/10.5194/gmd-4-223-
2011, 2011. Hewitt, H. T., Roberts, M., Mathiot, P., Biastoch, A., Blockley,
E., Chassignet, E. P., Fox-Kemper, B., Hyder, P., Marshall, D. P., Popova, E., Treguier, A. M., Zanna, L., Yool, A., Yu, Y.,
Beadling, R., Bell, M., Kuhlbrodt, T., Arsouze, T., Bellucci,
A., Castruccio, F., Gan, B., Putrasahan, D., Roberts, C. D.,
Van Roekel, L., and Zhang, Q.: Resolving and Parameteris-
ing the Ocean Mesoscale in Earth System Models, Springer,
https://doi.org/10.1007/s40641-020-00164-w, 2020. Hirasawa, H., Kushner, P. J., Sigmond, M., Fye, J., and
Deser, C.: Anthropogenic aerosols dominate forced multi-
decadal sahel precipitation change through distinct atmo-
spheric and oceanic drivers, J. Climate, 33, 10187–10204,
https://doi.org/10.1175/JCLI-D-19-0829.1, 2020. Friedman, A. R., Hwang, Y.-T., Chiang, J. C. H., and Frierson,
D. M. W.: Interhemispheric Temperature Asymmetry over the
Twentieth Century and in Future Projections, J. Climate, 26,
5419–5433, https://doi.org/10.1175/JCLI-D-12-00525.1, 2013. Frierson, D. M. W. and Hwang, Y. T.: Extratropical influence on
ITCZ shifts in slab ocean simulations of global warming, J. Cli-
mate, 25, 720–733, https://doi.org/10.1175/JCLI-D-11-00116.1,
2012. Hwang, Y. T., Frierson, D. M. W., and Kang, S. M.: Anthropogenic
sulfate aerosol and the southward shift of tropical precipitation
in the late 20th century, Geophys. Res. Lett., 40, 2845–2850,
https://doi.org/10.1002/grl.50502, 2013. Giannini, A. and Kaplan, A.: The role of aerosols and greenhouse
gases in Sahel drought and recovery, Climatic Change, 152, 449–
466, https://doi.org/10.1007/s10584-018-2341-9, 2019. p
g
g
Iles, C. E., Hegerl, G. C., Schurer, A. P., and Zhang, X.: The effect
of volcanic eruptions on global precipitation, J. Geophys. Res.-
Atmos., 118, 8770–8786, https://doi.org/10.1002/jgrd.50678,
2013. Gidden, M. J., Riahi, K., Smith, S. J., Fujimori, S., Luderer, G.,
Kriegler, E., Van Vuuren, D. P., Van Den Berg, M., Feng, L.,
Klein, D., Calvin, K., Doelman, J. References W., and Rostron, J. W.: Evaluating
Uncertainty in Aerosol Forcing of Tropical Precipitation Shifts,
Zenodo
[data
set],
https://doi.org/10.5281/zenodo.6979591,
2022. McConnell, J. R., Naik, V., Riahi, K., and Van Vuuren, D. P.: Historical (1850–2000) gridded anthropogenic and biomass
burning emissions of reactive gases and aerosols: Methodol-
ogy and application, Atmos. Chem. Phys., 10, 7017–7039,
https://doi.org/10.5194/acp-10-7017-2010, 2010. Rao, S., Klimont, Z., Smith, S. J., Van Dingenen, R., Dentener, F.,
Bouwman, L., Riahi, K., Amann, M., Bodirsky, B. L., van Vu-
uren, D. P., Aleluia Reis, L., Calvin, K., Drouet, L., Fricko, O.,
Fujimori, S., Gernaat, D., Havlik, P., Harmsen, M., Hasegawa, T.,
Heyes, C., Hilaire, J., Luderer, G., Masui, T., Stehfest, E., Stre-
fler, J., van der Sluis, S., and Tavoni, M.: Future air pollution in
the Shared Socio-economic Pathways, Global Environ. Change,
42, 346–358, https://doi.org/10.1016/j.gloenvcha.2016.05.012,
2017. Lund, M. T., Myhre, G., and Samset, B. H.: Anthropogenic aerosol
forcing under the Shared Socioeconomic Pathways, Atmos. Chem. Phys., 19, 13827–13839, https://doi.org/10.5194/acp-19-
13827-2019, 2019. Mamalakis, A., Randerson, J. T., Yu, J. Y., Pritchard, M. S., Mag-
nusdottir, G., Smyth, P., Levine, P. A., Yu, S., and Foufoula-
Georgiou, E.: Zonally contrasting shifts of the tropical rain belt
in response to climate change, Nat. Clim. Change, 11, 143–151,
https://doi.org/10.1038/s41558-020-00963-x, 2021. Mann, G. W., Carslaw, K. S., Spracklen, D. V., Ridley, D. A.,
Manktelow, P. T., Chipperfield, M. P., Pickering, S. J., and
Johnson, C. E.: Description and evaluation of GLOMAP-mode:
a modal global aerosol microphysics model for the UKCA
composition-climate model, Geosci. Model Dev., 3, 519–551,
https://doi.org/10.5194/gmd-3-519-2010, 2010. Regayre, L. A., Johnson, J. S., Yoshioka, M., Pringle, K. J., Sex-
ton, D. M. H., Booth, B. B. B., Lee, L. A., Bellouin, N., and
Carslaw, K. S.: Aerosol and physical atmosphere model parame-
ters are both important sources of uncertainty in aerosol ERF, At-
mos. Chem. Phys., 18, 9975–10006, https://doi.org/10.5194/acp-
18-9975-2018, 2018. Riahi, K., Rao, S., Krey, V., Cho, C., Chirkov, V., Fischer, G., Kin-
dermann, G., Nakicenovic, N., and Rafaj, P.: RCP 8.5 – A sce-
nario of comparatively high greenhouse gas emissions, Climatic
Change, 109, 33–57, https://doi.org/10.1007/s10584-011-0149-
y, 2011. McFarlane, A. A. and Frierson, D. M. W.: The role of ocean
fluxes and radiative forcings in determining tropical rainfall
shifts in RCP8.5 simulations, Geophys. Res. Lett., 44, 8656–
8664, https://doi.org/10.1002/2017GL074473, 2017. Menary, M. B., Robson, J., Allan, R. P., Booth, B. B. References B.,
Cassou, C., Gastineau, G., Gregory, J., Hodson, D., Jones,
C., Mignot, J., Ringer, M., Sutton, R., Wilcox, L., and
Zhang, R.: Aerosol-Forced AMOC Changes in CMIP6 His-
torical Simulations, Geophys. Res. Lett., 47, e2020GL088166,
https://doi.org/10.1029/2020GL088166, 2020. Rotstayn,
L. D. and
Lohmann,
U.:
Tropical
Rain-
fall
Trends
and
the
Indirect
Aerosol
Effect,
J. Cli-
mate,
15,
2103–2116,
https://doi.org/10.1175/1520-
0442(2002)015<2103:TRTATI>2.0.CO;2, 2002. Rotstayn, L. D., Ryan, B. F., and Penner, J. E.: Precipitation
changes in a GCM resulting from the indirect effects of an-
thropogenic aerosols, Geophys. Res. Lett., 27, 3045–3048,
https://doi.org/10.1029/2000GL011737, 2000. Met Office Hadley Centre: UKCP18 Global Projections at
60 km Resolution for 1900–2100, Centre for Environmen-
tal
Data
Analysis
[data
set],
https://catalogue.ceda.ac.uk/
uuid/97bc0c622a24489aa105f5b8a8efa3f0 (last access: 18 Au-
gust 2022), 2018. Rotstayn, L. D., Collier, M. A., and Luo, J.-J.: Effects of
declining
aerosols
on
projections
of
zonally
averaged
tropical
precipitation,
Environ. Res. Lett.,
10,
044018,
https://doi.org/10.1088/1748-9326/10/4/044018, 2015. Moreno-Chamarro, E., Marshall, J., and Delworth, T. L.: Link-
ing ITCZ Migrations to the AMOC and North Atlantic/-
Pacific SST Decadal Variability, J. Climate, 33, 893–905,
https://doi.org/10.1175/JCLI-D-19-0258.1, 2020. Schleussner,
C. F.,
Levermann,
A.,
and
Meinshausen,
M.:
Probabilistic projections of the Atlantic overturning, Cli-
matic Change, 127, 579–586, https://doi.org/10.1007/s10584-
014-1265-2, 2014. Murphy, J. M., Harris, G. R., Sexton, D. M. H., Kendon, E. J., Bett,
P. E., Clark, R. T., Eagle, K. E., Fosser, G., Fung, F., Lowe, J. A.,
McDonald, R. E., McInnes, R. N., McSweeney, C. F., Mitchell,
J. F. B., Rostron, J. W., Thornton, H. E., Tucker, S., and Ya-
mazaki, K.: UKCP18: Land Projections Science Report, Met Of-
fice, https://www.metoffice.gov.uk/pub/data/weather/uk/ukcp18/
science-reports/UKCP18-Land-report.pdf (last access: 18 Au-
gust 2022), 2018. Sexton, D., Yamazaki, K., Murphy, J., and Rostron, J.: Assessment
of drifts and internal variability in UKCP projections, Met
Office,
https://www.metoffice.gov.uk/binaries/content/assets/
metofficegovuk/pdf/research/ukcp/ukcp-climate-drifts-report. pdf (last access: 18 August 2022), 2020. Sexton, D. M. H., McSweeney, C. F., Rostron, J. W., Yamazaki, K.,
Booth, B. B. B., Johnson, J., Murphy, J. M., and Regayre, L.:
A perturbed parameter ensemble of HadGEM3-GC3.05 coupled
model projections: part 1: selecting the parameter combinations,
Clim. Dynam., 56, 3395–3436, https://doi.org/10.1007/s00382-
021-05709-9, 2021. Myhre, G., Shindell, D., Aamaas, B., Boucher, O., Dalsøren,
S.,
Daniel,
J.,
Forster,
P.,
Granier,
C.,
Haigh,
J.,
and
Hodnebrog, Ø.: Anthropogenic and natural radiative forc-
ing, in: Climate Change 2013 the Physical Science Ba-
sis: Working Group I Contribution to the Fifth Assess-
ment Report of the Intergovernmental Panel on Climate
Change, vol. References C., Frank, S., Fricko, O.,
Harmsen, M., Hasegawa, T., Havlik, P., Hilaire, J., Hoesly, R.,
Horing, J., Popp, A., Stehfest, E., and Takahashi, K.: Global
emissions pathways under different socioeconomic scenarios for
use in CMIP6: A dataset of harmonized emissions trajectories
through the end of the century, Geosci. Model Dev., 12, 1443–
1475, https://doi.org/10.5194/gmd-12-1443-2019, 2019. Kang, S. M.: Extratropical Influence on the Tropical Rainfall Dis-
tribution, Springer, https://doi.org/10.1007/s40641-020-00154-
y, 2020. Kang, S. M., Held, I. M., Frierson, D. M. W., and Zhao, M.: The
response of the ITCZ to extratropical thermal forcing: Idealized
slab-ocean experiments with a GCM, J. Climate, 21, 3521–3532,
https://doi.org/10.1175/2007JCLI2146.1, 2008. Kang, S. M., Frierson, D. M. W., and Held, I. M.: The Trop-
ical Response to Extratropical Thermal Forcing in an Ide-
alized GCM: The Importance of Radiative Feedbacks and
Convective Parameterization, J. Atmos. Sci., 66, 2812–2827,
https://doi.org/10.1175/2009JAS2924.1, 2009. Green, B. and Marshall, J.: Coupling of Trade Winds with Ocean
Circulation Damps ITCZ Shifts, J. Climate, 30, 4395–4411,
https://doi.org/10.1175/JCLI-D-16-0818.1, 2017. Green, B., Marshall, J., and Donohoe, A.: Twentieth cen-
tury
correlations
between
extratropical
SST
variability
and
ITCZ
shifts,
Geophys. Res. Lett.,
44,
9039–9047,
https://doi.org/10.1002/2017GL075044, 2017. Kang, S. M., Shin, Y., and Xie, S.-P.: Extratropical forcing
and tropical rainfall distribution: energetics framework and
ocean Ekman advection, npj Clim. Atmos. Sci., 1, 1–10,
https://doi.org/10.1038/s41612-017-0004-6, 2018. Gregory,
J. M. and
Forster,
P. M.:
Transient
climate
re-
sponse estimated from radiative forcing and observed tem-
perature change, J. Geophys. Res.-Atmos., 113, D23105,
https://doi.org/10.1029/2008JD010405, 2008. Kang, S. M., Xie, S. P., Deser, C., and Xiang, B.: Zonal
mean and shift modes of historical climate response to
evolving
aerosol
distribution,
Sci. Bull.,
66,
2405–2411,
https://doi.org/10.1016/j.scib.2021.07.013, 2021. Hassan, T., Allen, R. J., Liu, W., and Randles, C. A.: Anthro-
pogenic aerosol forcing of the Atlantic meridional overturning
circulation and the associated mechanisms in CMIP6 models, At-
mos. Chem. Phys., 21, 5821–5846, https://doi.org/10.5194/acp-
21-5821-2021, 2021. p
g
j
Lamarque, J. F., Bond, T. C., Eyring, V., Granier, C., Heil, A.,
Klimont, Z., Lee, D., Liousse, C., Mieville, A., Owen, B.,
Schultz, M. G., Shindell, D., Smith, S. J., Stehfest, E., Van
Aardenne, J., Cooper, O. R., Kainuma, M., Mahowald, N., Earth Syst. Dynam., 13, 1215–1232, 2022 https://doi.org/10.5194/esd-13-1215-2022 A. H. Peace et al.: Evaluating uncertainty in aerosol forcing of tropical precipitation shifts 1231 Peace, A. H., Booth, B. B. B., Regayre, L. A., Carslaw, K. S., Sex-
ton, D. M. H., Bonfils, C. J. References 9781107057, Cambridge University Press, 659–
740, https://doi.org/10.1017/CBO9781107415324.018, 2013. Smith, C. J., Kramer, R. J., Myhre, G., Alterskjær, K., Collins,
W., Sima, A., Boucher, O., Dufresne, J.-L., Nabat, P., Mi-
chou, M., Yukimoto, S., Cole, J., Paynter, D., Shiogama, H.,
O’Connor, F. M., Robertson, E., Wiltshire, A., Andrews, T.,
Hannay, C., Miller, R., Nazarenko, L., Kirkevåg, A., Olivié,
D., Fiedler, S., Lewinschal, A., Mackallah, C., Dix, M., Pin-
cus, R., and Forster, P. M.: Effective radiative forcing and adjust- Nazarenko, L., Rind, D., Tsigaridis, K., Del Genio, A. D., Kel-
ley, M., and Tausnev, N.: Interactive nature of climate change
and aerosol forcing, J. Geophys. Res.-Atmos., 122, 3457–3480,
https://doi.org/10.1002/2016JD025809, 2017. https://doi.org/10.5194/esd-13-1215-2022 Earth Syst. Dynam., 13, 1215–1232, 2022 A. H. Peace et al.: Evaluating uncertainty in aerosol forcing of tropical precipitation shifts A. H. Peace et al.: Evaluating uncertainty in aerosol forcing of tropical precipitation shifts 1232 ments in CMIP6 models, Atmos. Chem. Phys., 20, 9591–9618,
https://doi.org/10.5194/acp-20-9591-2020, 2020. ments in CMIP6 models, Atmos. Chem. Phys., 20, 9591–9618,
https://doi.org/10.5194/acp-20-9591-2020, 2020. Walters, D., Baran, A. J., Boutle, I., Brooks, M., Earnshaw, P., Ed-
wards, J., Furtado, K., Hill, P., Lock, A., Manners, J., Morcrette,
C., Mulcahy, J., Sanchez, C., Smith, C., Stratton, R., Tennant,
W., Tomassini, L., Van Weverberg, K., Vosper, S., Willett, M.,
Browse, J., Bushell, A., Carslaw, K., Dalvi, M., Essery, R., Ged-
ney, N., Hardiman, S., Johnson, B., Johnson, C., Jones, A., Jones,
C., Mann, G., Milton, S., Rumbold, H., Sellar, A., Ujiie, M.,
Whitall, M., Williams, K., and Zerroukat, M.: The Met Office
Unified Model Global Atmosphere 7.0/7.1 and JULES Global
Land 7.0 configurations, Geosci. Model Dev., 12, 1909–1963,
https://doi.org/10.5194/gmd-12-1909-2019, 2019. Takemura, T.: Return to different climate states by reducing sul-
phate aerosols under future CO2 concentrations, Sci. Rep., 10,
21748, https://doi.org/10.1038/s41598-020-78805-1, 2020. Taylor, K. E., Crucifix, M., Braconnot, P., Hewitt, C. D., Doutriaux,
C., Broccoli, A. J., Mitchell, J. F. B., and Webb, M. J.: Estimat-
ing shortwave radiative forcing and response in climate models,
J. Climate, 20, 2530–2543, https://doi.org/10.1175/JCLI4143.1,
2007. Taylor, K. E., Stouffer, R. J., and Meehl, G. A.: An overview of
CMIP5 and the experiment design, B. Am. Meteorol. Soc., 93,
485–498, https://doi.org/10.1175/BAMS-D-11-00094.1, 2012. Williams, K. D., Jones, A., Roberts, D. L., Senior, C. A., and
Woodage, M. J.: The response of the climate system to the indi-
rect effects of anthropogenic sulfate aerosol, Clim. Dynam., 17,
845–856, https://doi.org/10.1007/s003820100150, 2001. Thompson, D. W. J., Wallace, J. References M., Kennedy, J. J., and
Jones, P. D.: An abrupt drop in Northern Hemisphere sea
surface temperature around 1970, Nature, 467, 444–447,
https://doi.org/10.1038/nature09394, 2010. Williams, K. D., Copsey, D., Blockley, E. W., Bodas-Salcedo, A.,
Calvert, D., Comer, R., Davis, P., Graham, T., Hewitt, H. T., Hill,
R., Hyder, P., Ineson, S., Johns, T. C., Keen, A. B., Lee, R. W.,
Megann, A., Milton, S. F., Rae, J. G. L., Roberts, M. J., Scaife,
A. A., Schiemann, R., Storkey, D., Thorpe, L., Watterson, I. G.,
Walters, D. N., West, A., Wood, R. A., Woollings, T., and Xavier,
P. K.: The Met Office Global Coupled Model 3.0 and 3.1 (GC3.0
and GC3.1) Configurations, J. Adv. Model. Earth Syst., 10, 357–
380, https://doi.org/10.1002/2017MS001115, 2018. Utida, G., Cruz, F. W., Etourneau, J., Bouloubassi, I., Schefuß, E.,
Vuille, M., Novello, V. F., Prado, L. F., Sifeddine, A., Klein, V.,
Zular, A., Viana, J. C. C., and Turcq, B.: Tropical South At-
lantic influence on Northeastern Brazil precipitation and ITCZ
displacement during the past 2300 years, Scient. Rep., 9, 1–8,
https://doi.org/10.1038/s41598-018-38003-6, 2019. van Vuuren, D. P., Stehfest, E., den Elzen, M. G. J., Kram,
T., van Vliet, J., Deetman, S., Isaac, M., Goldewijk, K. K.,
Hof, A., Beltran, A. M., Oostenrijk, R., and van Ruijven, B.:
RCP2.6: Exploring the possibility to keep global mean tem-
perature increase below 2 ◦C, Climatic Change, 109, 95–116,
https://doi.org/10.1007/s10584-011-0152-3, 2011a. Yamazaki, K., Sexton, D. M. H., Rostron, J. W., McSweeney, C. F., Murphy, J. M., and Harris, G. R.: A perturbed parameter en-
semble of HadGEM3-GC3.05 coupled model projections: part 2:
global performance and future changes, Clim. Dynam., 56,
3437–3471, https://doi.org/10.1007/s00382-020-05608-5, 2021. van Vuuren, D. P., Edmonds, J., Kainuma, M., Riahi, K., Thom-
son, A., Hibbard, K., Hurtt, G. C., Kram, T., Krey, V.,
Lamarque, J.-F., Masui, T., Meinshausen, M., Nakicenovic,
N., Smith, S. J., and Rose, S. K.: The representative concen-
tration pathways: an overview, Climatic Change, 109, 5–31,
https://doi.org/10.1007/s10584-011-0148-z, 2011b. Zelinka, M. D., Andrews, T., Forster, P. M., and Taylor, K. E.:
Quantifying components of aerosol-cloud-radiation interactions
in climate models, J. Geophys. Res.-Atmos., 119, 7599–7615,
https://doi.org/10.1002/2014JD021710, 2014. Zhang, S., Stier, P., and Watson-Parris, D.: On the contribution
of fast and slow responses to precipitation changes caused by
aerosol perturbations, Atmos. Chem. Phys., 21, 10179–10197,
https://doi.org/10.5194/acp-21-10179-2021, 2021. References Voigt, A., Pincus, R., Stevens, B., Bony, S., Boucher, O.,
Bellouin, N., Lewinschal, A., Medeiros, B., Wang, Z., and
Zhang, H.: Fast and slow shifts of the zonal-mean intertrop-
ical convergence zone in response to an idealized anthro-
pogenic aerosol, J. Adv. Model. Earth Syst., 9, 870–892,
https://doi.org/10.1002/2016MS000902, 2017. Earth Syst. Dynam., 13, 1215–1232, 2022 https://doi.org/10.5194/esd-13-1215-2022
|
https://openalex.org/W2989962516
|
https://europepmc.org/articles/pmc6914915?pdf=render
|
English
| null |
Research and Discussion on the Relationships between Noise-Induced Hearing Loss and ATP2B2 Gene Polymorphism
|
International journal of genomics
| 2,019
|
cc-by
| 6,339
|
Hindawi
International Journal of Genomics
Volume 2019, Article ID 5048943, 8 pages
https://doi.org/10.1155/2019/5048943 Hindawi
International Journal of Genomics
Volume 2019, Article ID 5048943, 8 pages
https://doi.org/10.1155/2019/5048943 Suhao Zhang
,1 Enmin Ding
,2 Haoyang Yin
,3 Hengdong Zhang
,2
and Baoli Zhu
1,2,3 1School of Public Health, Nantong University, Nantong, Jiangsu Province, China 2Institute of Occupational Disease Prevention, Jiangsu Provincial Center for Disease Prevention and Control, Nanjing,
Jiangsu Province, China 3Center for Global Health, China International Cooperation Center for Environment and Human Health, School of Public Health,
Nanjing Medical University, Nanjing, Jiangsu Province, China Correspondence should be addressed to Baoli Zhu; zhubljscdc@126.com Received 30 August 2019; Accepted 23 October 2019; Published 1 December 2019 Academic Editor: Byung-Hoon Jeong Academic Editor: Byung-Hoon Jeong Copyright © 2019 Suhao Zhang et al. This is an open access article distributed under the Creative Commons Attribution License,
which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. Copyright © 2019 Suhao Zhang et al. This is an open access article distributed under the Creative Commons A
which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is Long-term and continuous noise exposure can result in noise-induced hearing loss (NIHL), which is a worldwide problem resulting
from the interaction of environmental and genetic factors. The ATP2B2 gene polymorphism can destroy cochlear hair cells and
increase the risk of NIHL. A case-control study of 760 Chinese textile workers was conducted to investigate the relationship
between ATP2B2 polymorphisms and NIHL susceptibility. Venous blood was collected and questionnaires were conducted by
professional physicians. A case group and a control group which were typed by individuals’ pure-tone audiometry test results
were set. Three polymorphism sites of ATP2B2 were genotyped by using the PCR technique. Analysis results revealed that the C
allele of rs3209637 (95%CI = 1:08–2.58, odds ratio ðORÞ = 1:67, P = 0:027) was a dangerous factor and could add to risks of
NIHL in the Chinese employees. The data of stratified analysis revealed that individuals who are exposed to noise > 95 dB with
the rs3209637 C genotype have a higher susceptibility to NIHL (OR = 1:34, 95%CI = 1:07–1.68). Multifactor dimensionality
reduction analysis revealed that the interaction between rs14154 and rs3209637 is linked to increased NIHL risk, and for the
interaction among rs14154, smoking and drinking had the same function (OR = 1:54 and 1.77, 95%CI = 1:15–2.07, 1.33–2.37,
and P = 0:0037 and P < 0:0001, respectively). Our results suggest that genetic polymorphism rs3209637 C within ATP2B2 is a
risk factor for NIHL among Chinese employees and rs3209637 C could be a potential biomarker for NIHL patients. 1. Background From previous studies, it can be concluded that NIHL is a
multifactor disease influenced by external environmental fac-
tors and internal genetic factors [2]. Both physical factors,
such as noise, chemicals, and heat, and personal behaviors
could change the susceptibility of NIHL, such as smoking,
drinking, and medical factors [3–8]. Eliminating interference
from external environmental factors, individuals always
showed different degrees of hearing loss under the same level
of noise exposure, indicating that genetic susceptibility is a
significant catalyst in the development of NIHL [9, 10]. Sliwinska-Kowalska and Pawelczyk [1] found that gene-
knockout mice have expressed more susceptibility to noise
than their wild-type littermates and proved that genetic Noise is a common occupational hazard in modern society
which can cause permanent and irreversible damage to the
human hearing system. NIHL is a primary occupational
disorder worldwide and the second most common type of
sensorineural hearing impairment with the second highest
incidence [1]. According to reports, there are 10 million
people suffering from NIHL in the USA and the group of
NIHL patients in China has expanded 77.8% in three years
(2010-2012). With the increasing number of NIHL patients,
NIHL has caused serious harm to workers’ health and socio-
economic conditions and becomes an important aspect of
occupational prevention and control. International Journal of Genomics 2 personal noise dosimeter. The Quest NoisePro DL multi-
functional individual noise dosimeter (Quest, USA) was used
to measure the individual noise exposure dose during work
hours. Then, an 8-hour equivalent continuous sound level
(A) was calculated. polymorphisms contribute to occurrence of NIHL. Many
genetic experiments had demonstrated that single nucleotide
polymorphisms (SNPs) in the DFNA5, FOXO3, heat shock
protein 70, and EYA4 genes are genetic risk factors for NIHL
in humans and can promote or reduce the occurrence of
NIHL with the participation of external factors [10–12]. 2.4. Defining Normal and Hearing Loss Subjects. Participants
were detected for audiometry and divided into the hearing
loss group and the normal hearing group according to diag-
nostic criteria for occupational noise-induced deafness in
China (GBZ 49-2007). In this research, workers who contin-
ued to be exposed to at least 85 dB noise during an 8-hour
working day were defined as suffering from occupational
noise exposure. Participants with bilateral threshold devia-
tions of more than 25 dB at high and low frequencies were
classified as the hearing loss groups. 1. Background Oppositely, participants
with bilateral threshold deviations of less than 25 dB at high
and low frequencies were classified as the normal hearing
groups. We determined patient population and then matched
the control groups based on sex, age, and degrees of noise
exposure. 380 NIHL cases and 380 controls from the individ-
uals met our requirements and were selected finally. NIHL with the participation of external factors [10 12]. ATPase, calcium-transporting, plasma membrane 2
(ATP2B2) belongs to the ATP2B gene family and lies on
human chromosome 3p25.3 and encodes Ca2+ pump PMCA2
whichisscatteredaroundtheplasmamembraneandfunctions
to pump Ca2+ out of the cell with ATP. High-level expression
of ATP2B2 in cochlear outer hair cells maintains the homeo-
stasis of intracellular calcium [13], and when individuals were
exposedtonoise,theexpressionlevelofATP2B2wouldchange
and lead to the changes of calcium concentration in hair cells
and extracellular calcium concentration in the inner ear [14]. ATP2B2 can be an early warning gene for NIHL, and low
expression of ATP2B2 would lead to neurodevelopmental
defects of auditory systems and result in hearing loss [15, 16]. Although many animal studies were performed to reveal
the associations between ATP2B2 and the auditory system,
the associations within the population were rarely explored
[17, 18]. Documenting previous experiments, we speculated
that the polymorphisms in ATP2B2 could be one of the risk
factors for NIHL. A case-control study was designed and
conformed to analyze the potential link between ATP2B2
SNPs (rs1719571, rs14154, and rs3209637) and genetic sus-
ceptibility to NIHL, and the mechanism by which ATP2B2
leads to NIHL is discussed in this article. p
p
ATPase, calcium-transporting, plasma membrane 2
(ATP2B2) belongs to the ATP2B gene family and lies on
human chromosome 3p25.3 and encodes Ca2+ pump PMCA2
whichisscatteredaroundtheplasmamembraneandfunctions
to pump Ca2+ out of the cell with ATP. High-level expression
of ATP2B2 in cochlear outer hair cells maintains the homeo-
stasis of intracellular calcium [13], and when individuals were
exposedtonoise,theexpressionlevelofATP2B2wouldchange
and lead to the changes of calcium concentration in hair cells
and extracellular calcium concentration in the inner ear [14]. ATP2B2 can be an early warning gene for NIHL, and low
expression of ATP2B2 would lead to neurodevelopmental
defects of auditory systems and result in hearing loss [15, 16]. Although many animal studies were performed to reveal
the associations between ATP2B2 and the auditory system,
the associations within the population were rarely explored
[17, 18]. 2. Materials and Methods 2.6. SNP Selection and Genotyping. ATP2B2 was selected as
the target SNPs based on the 1000 Genomes Project and
previous literature results. The standards for identifying
SNPs included (a) minor allele frequency (MAF) of the
Chinese Han population ðCHBÞ > 0:10 and (b) linkage
disequilibrium r2 value >0.8. Haploview 4.2 software was
adopted to measure the LD patterns of SNPs with r
-squared value and distinguished three SNPs (rs1719571,
rs14154, and rs3209637) in ATP2B2. Combining with a
review of literature from PubMed and Web of Science, we
found that the rs1719571, rs14154, and rs3209637 of the
ATP2B2 gene were studied frequently and thus selected
for genotyping. 2.1. Research Objectives. This study had achieved authoriza-
tion from the Research Ethics Committee of Jiangsu Provin-
cial Center for Disease Prevention and Control (JSCDC), and
all the studies were conducted in accordance with correlative
standards and rules. Each participant signed the informed
consent before the studies. The industrial employees in a
Chinese textile manufactory were recruited and underwent
medical health examinations every year as executed by
the JSCDC. Occupational health test projects principally
consisted of physiological and biochemical examinations,
routine physical examination, and pure-tone audiometry
(PTA). In health tests, personal drug history, smoking status,
drinking status, and commonly used medicines were investi-
gated by questionnaire. The participants in the following
situations were removed: people had diseases which could
influence hearing thresholds, such as otitis media, diabetes,
and nephropathy, and participants had taken or were taking
ototoxic drugs. Afterwards, 760 individuals confirmed to our
requirements and participated in the studies. Using predesigned commercial genotyping assays, poly-
morphic genotypes were selected with ABI company TaqMan
SNP genotyping assays. Samples were genotyped by an ABI
7900 HT real-time PCR system. Then, the outcomes were
analyzed by the ABI 7900 system sequence detection software. 2.7. Statistical Analysis. SPSS 23.0 software (IBM, USA) was
adopted to analyze the experimental data. The goodness-of-
fit χ2 tests were used for the Hardy-Weinberg equilibrium
rule of the SNPs in ATP2B2 genes in the control group. Classification variables are described in percentages, and
continuous variables are described in the mean ± SD. Con-
ditional logistic regression models were adjusted for age,
sex, smoking, and drinking and used to calculate the odds
ratios (ORs) and 95% confidence intervals (95% CI) for
genotypes [12]. The interaction between gene and dangerous 2.2. PTA and NIHL Evaluation. 1. Background Documenting previous experiments, we speculated
that the polymorphisms in ATP2B2 could be one of the risk
factors for NIHL. A case-control study was designed and
conformed to analyze the potential link between ATP2B2
SNPs (rs1719571, rs14154, and rs3209637) and genetic sus-
ceptibility to NIHL, and the mechanism by which ATP2B2
leads to NIHL is discussed in this article. 2.5. DNA Extraction. Three milliliters of peripheral blood
were collected in EDTA-containing anticoagulant tubes
for DNA extraction and genotyping. DNA was extracted
from participants’ blood samples by the QIAcube HT and
QIAamp 96DNA QIAcube HT Kit under guidance of the
manufacturers’ instructions. The abstracted DNA was stored
up at -20°C for future use. 2. Materials and Methods Variables
Case group (n = 380)
Control group (n = 380)
P
n
%
n
%
Age (years)
Mean ± SD
39:82 ± 6:59
40:09 ± 6:32
0.567a
Sex
Male
358
94.2
355
93.4
0.652b
Female
22
5.8
25
6.6
Tobacco use
Now
223
58.7
210
55.3
0.501b
Ever
9
2.4
13
3.4
Never
148
38.9
157
41.3
Alcohol consumption
Now
169
44.5
173
45.5
0.836b
Ever
8
2.1
10
2.6
Never
203
53.4
197
51.8
Work time with noise (years)
Mean ± SD
17:35 ± 7:60
16:94 ± 7:16
0.452a
Expose level with noise (dB)
Mean ± SD
89:52 ± 7:26
90:09 ± 6:98
0.269a
High-frequency hearing threshold (dB)
Mean ± SD
36:74 ± 10:23
13:66 ± 4:20
<0.001c
≤25
0
0.0
380
100.0
>25
380
100.0
0
0.0
aStudents’ t-test. bTwo-sided χ2 test. cFisher’s exact test. Table 2: General information of selected SNPs and Hardy-Weinberg test. SNP
Alleles
Chromosome
Functional consequence
MAF
P for HWEb
Control
Databasea
rs1719571
A/G
3:10327496
3′UTR
0.357
0.360
0.903
rs14154
C/G
3:10326429
3′UTR
0.378
0.383
0.751
rs3209637
C/T
3:10327264
3′UTR
0.463
0.465
0.959
aData from NCBI dbSNP. bP value of Hardy-Weinberg test. 3
International Journal of Genomics Table 1: Demographic characteristics of study subjects. Table 1: Demographic characteristics of study subjects. Variables
Case group (n = 380)
Control group (n = 380)
P
n
%
n
%
Age (years)
Mean ± SD
39:82 ± 6:59
40:09 ± 6:32
0.567a
Sex
Male
358
94.2
355
93.4
0.652b
Female
22
5.8
25
6.6
Tobacco use
Now
223
58.7
210
55.3
0.501b
Ever
9
2.4
13
3.4
Never
148
38.9
157
41.3
Alcohol consumption
Now
169
44.5
173
45.5
0.836b
Ever
8
2.1
10
2.6
Never
203
53.4
197
51.8
Work time with noise (years)
Mean ± SD
17:35 ± 7:60
16:94 ± 7:16
0.452a
Expose level with noise (dB)
Mean ± SD
89:52 ± 7:26
90:09 ± 6:98
0.269a
High-frequency hearing threshold (dB)
Mean ± SD
36:74 ± 10:23
13:66 ± 4:20
<0.001c
≤25
0
0.0
380
100.0
>25
380
100.0
0
0.0
aStudents’ t-test. bTwo-sided χ2 test. cFisher’s exact test. Table 2: General information of selected SNPs and Hardy-Weinberg test. Table 2: General information of selected SNPs and Hardy-Weinberg test. 2. Materials and Methods SNP
Alleles
Chromosome
Functional consequence
MAF
P for HWEb
Control
Databasea
rs1719571
A/G
3:10327496
3′UTR
0.357
0.360
0.903
rs14154
C/G
3:10326429
3′UTR
0.378
0.383
0.751
rs3209637
C/T
3:10327264
3′UTR
0.463
0.465
0.959
aData from NCBI dbSNP. bP value of Hardy-Weinberg test. exposed to low-frequency noise (13:66 ± 4:20; P < 0:001). The results of three chosen SNPs and Hardy-Weinberg tests
are shown in Table 2, and χ2 tests indicated every chosen
SNP was in Hardy-Weinberg equilibrium (P > 0:05). factors was analyzed by multifactor dimensionality reduction
(MDR). We adopted P < 0:05 as the standard for measuring
statistical significance. 2. Materials and Methods Each participant avoided
noise exposure for at least 12 hours and was tested for the
PTA experiment in a soundproof room by using an audiom-
eter (Madsen, Taastrup, Denmark). 2.3. Individual Noise Exposure Measurement. The random
sampling method is adopted to select workers to wear a International Journal of Genomics International Journal of Genomics 3 3 factors was analyzed by multifactor dimensionality reduction
(MDR). We adopted P < 0:05 as the standard for measuring
statistical significance. 3. Results
3.1. Demographic Characteristics of Study Individuals and
Hardy-Weinberg Tests of ATP2B2 Genotype. The common
features, such as age, sex, smoking status, drinking status,
working time with noise, noise level, and high-frequency
hearing thresholds of the NIHL groups and controls, are
shown in Table 1. Comparing the general characteristics
between the NIHL groups and control groups, no signifi-
cant differences were found between different populations
(P > 0:05) except the hearing threshold. The case groups
exposed to high-frequency noise have a higher average hear-
ing threshold (36:74 ± 10:23) than the control groups
exposed to low-frequency noise (13:66 ± 4:20; P < 0:001). The results of three chosen SNPs and Hardy-Weinberg tests
are shown in Table 2, and χ2 tests indicated every chosen
SNP was in Hardy-Weinberg equilibrium (P > 0:05). 3.2. Association between ATP2B2 SNPs and Risks of NIHL. The relationship between ATP2B2 and the NIHL risk was
analyzed by multivariate analysis. Three ATP2B2 SNPs
were chosen to genotype in the 760 noise-exposed employees
(380 NIHL patients and 380 controls). The genotype and
allele distributions of rs1719571, rs14154, and rs3209637
under recessive, dominant, codominant, and allelic models
are shown in Table 3. Table 3 showed significant variances
of genotype frequencies of rs3209637 existed obviously
between the cases and controls under the codominant model
(P = 0:027). People with a higher proportion of the ATP2B2
C allele are more susceptible to NIHL with reference to the
Table 1: Demographic characteristics of study subjects. 3. Results 3.2. Association between ATP2B2 SNPs and Risks of NIHL. The relationship between ATP2B2 and the NIHL risk was
analyzed by multivariate analysis. Three ATP2B2 SNPs
were chosen to genotype in the 760 noise-exposed employees
(380 NIHL patients and 380 controls). The genotype and
allele distributions of rs1719571, rs14154, and rs3209637
under recessive, dominant, codominant, and allelic models
are shown in Table 3. Table 3 showed significant variances
of genotype frequencies of rs3209637 existed obviously
between the cases and controls under the codominant model
(P = 0:027). People with a higher proportion of the ATP2B2
C allele are more susceptible to NIHL with reference to the 3.1. Demographic Characteristics of Study Individuals and
Hardy-Weinberg Tests of ATP2B2 Genotype. The common
features, such as age, sex, smoking status, drinking status,
working time with noise, noise level, and high-frequency
hearing thresholds of the NIHL groups and controls, are
shown in Table 1. Comparing the general characteristics
between the NIHL groups and control groups, no signifi-
cant differences were found between different populations
(P > 0:05) except the hearing threshold. The case groups
exposed to high-frequency noise have a higher average hear-
ing threshold (36:74 ± 10:23) than the control groups International Journal of Genomics International Journal of Genomics 4 Table 3: Distribution of three polymorphisms and the association with NIHL. Table 3: Distribution of three polymorphisms and the association with NIHL. 3. Results Genetic models
Genotypes
Case group
Control group
Pa
Adjusted OR (95% CI)b
n = 380
%
n = 380
%
rs1719571
Codominant
AA
141
37.1
161
42.4
0.332
1.00 (ref.)
AG
183
48.2
167
43.9
1.25 (0.92-1.70)
GG
56
14.7
52
13.7
1.26 (0.81-1.96)
Dominant
AA
141
37.1
161
42.4
0.138
1.00 (ref.)
GG+AG
239
62.9
219
57.6
1.25 (0.93-1.67)
Recessive
AG+AA
324
85.3
328
86.3
0.678
1.00 (ref.)
GG
56
14.7
52
13.7
1.11 (0.74-1.68)
Alleles
A
465
61.2
489
64.3
0.203
1.00 (ref.)
G
295
38.8
271
35.7
1.15 (0.94-1.42)
rs14154
Codominant
CC
119
31.3
144
37.9
0.129
1.00 (ref.)
CG
211
55.5
185
48.7
1.39 (1.02-1.90)
GG
50
13.2
51
13.4
1.21 (0.76-1.92)
Dominant
CC
119
31.3
144
37.9
0.057
1.00 (ref.)
CG+GG
261
68.7
236
62.1
1.35 (1.00-1.83)
Recessive
CG+CC
330
86.8
329
86.6
0.915
1.00 (ref.)
GG
50
13.2
51
13.4
0.99 (0.65-1.51)
Alleles
C
449
59.1
473
62.2
0.208
1.00 (ref.)
G
311
40.9
287
37.8
1.15 (0.94-1.42)
rs3209637
Codominant
TT
83
21.8
92
24.2
0.027
1.00 (ref.)
CT
203
53.4
224
58.9
1.01 (0.71-1.44)
CC
94
24.7
64
16.8
1.67 (1.08-2.58)
Dominant
TT
83
21.8
92
24.2
0.438
1.00 (ref.)
CC+CT
297
78.2
288
75.8
1.15 (0.82-1.62)
Recessive
CT+TT
286
75.3
316
83.2
0.007
1.00 (ref.)
CC
94
24.7
64
16.8
1.66 (1.16-2.37)
Alleles
T
369
48.6
408
53.7
0.045
1.00 (ref.)
C
391
51.4
352
46.3
1.24 (1.01-1.52)
aTwo-sided χ2 test. bAdjusted for age, sex, tobacco use, and alcohol consumption in the logistic regression model. ATP2B2 T allele (P = 0:033). Moreover, the rs3209637 CC
was significantly related to enhancive NIHL risks under the
recessive model (P = 0:007). Logistic regression analysis
adjusted for sex, age, smoking, and drinking revealed that
the
rs3209637
CC
genotype
increased
NIHL
hazard
(OR = 1:66, 95%CI = 1:16–2.37). Under the allelic model,
the rs3209637 C (95%CI = 1:01–1.52, OR = 1:24) allele
revealed an enhancive risk for NIHL (P = 0:045). 3.4. Interactions among SNPs and Dangerous Factors. The
consequences of the multifactor dimensionality analysis of
interaction among three SNPs and other factors are
expressed in Table 5. The analysis revealed that for the inter-
actions between rs14154 and rs3209637 and among rs14154,
smoking and drinking were associated with increased NIHL
risk (OR = 1:54 and 1.77, P = 0:0037 and P < 0:0001, cor-
respondingly). Diagrams of the best-fit model are shown
in Figure 1. 3. Results 3.3. Interactions between rs1719571, rs14154, and rs3209637
Polymorphisms and Cumulative Noise Exposure. The analysis
results of interactions between the SNPs and cumulative
noise exposure were analyzed under an allelic model and
are exhibited in Table 4. 95 dB was the cumulative average
noise exposure and chosen as the standard. There was an
obviously significant variance between the case and control
groups with rs3209637 C when individuals’ cumulative noise
exposure was >95 dB (95%CI = 1:07–1.68, OR = 1:34, and
P = 0:015). 4. Discussion SNP, the mutation of single nucleotides, is an ordinary phe-
nomenon in the human genome and there are 15 million
SNPs in all humans [19]. Although the SNPs distribute in
humans widely, SNPs do not distribute homogeneously and
most SNPs are in noncoding areas of the genome. Currently,
there are many methods to detect the SNPs, such as allele-
specific PCR. Except for the allele-specific PCR, scientists International Journal of Genomics 5 Table 4: Stratified analysis of SNPs in the allelic model. SNPs
Group
Alleles
Cumulative noise exposure (dBA)
≤95
>95
rs1719571
Case group
G
67
228
A
109
356
Control group
G
43
228
A
91
398
Pa
0.276
0.373
Adjusted OR (95% CI)b
1.32 (0.82-2.13)
1.12 (0.89-1.42)
rs14154
Case group
G
70
241
C
106
343
Control group
G
47
240
C
87
386
Pa
0.398
0.298
Adjusted OR (95% CI)b
1.24 (0.77-1.98)
1.14 (0.91-1.44)
rs3209637
Case group
C
88
303
T
88
281
Control group
C
71
281
T
63
345
Pa
0.602
0.015
Adjusted OR (95% CI)b
0.90 (0.57-1.42)
1.34 (1.07-1.68)
aTwo-sided χ2 test. bAdjusted for age, sex, tobacco use, and alcohol consumption in logistic regression model. aTwo-sided χ2 test. bAdjusted for age, sex, tobacco use, and alcohol consumption in logistic regression model Table 5: Analysis of the interaction of the 3 selected SNPs by MDR. Best model
Training balanced accuracy Testing balanced accuracy Cross-validation consistency
P
OR (95% CI)
rs3209637
0.5408
0.5105
7/10
0.0073
1.62 (1.14-2.32)
rs14154∗rs3209637
0.5541
0.5158
6/10
0.0037
1.54 (1.15-2.07)
rs14154∗smoke∗drink
0.5756
0.4711
5/10
<0.0001 1.77 (1.33-2.37) Table 5: Analysis of the interaction of the 3 selected SNPs by MDR. phisms could increase the NIHL susceptibility in the
Chinese employees. The stratified analysis of SNPs in the alle-
lic model showed NIHL risk of individuals increased when
subjects’ cumulative noise exposure is >95 dB. This result
showed the addition effect between cumulative noise expo-
sure and rs3209637 C genotype of ATP2B2. Finally, the inter-
action between rs14154 and rs3209637 increased the risk of
NIHL. The rs3209637 also interacted with smoking and
drinking and led to the enhanced hazard of NIHL. Our study
is an association research demonstrating that the ATP2B2
genes would enhance the NIHL risk among the Chinese
population. also adopt numerous ways to perform researches, for
instance, cleaved amplified polymorphic sequence (CAPS),
single-strand conformational polymorphism (SSCP), and
denaturing gradient gel electrophoresis (DGGE) [14]. 4. Discussion Eliminating the effects of noise,
alcohol could cause hearing loss and the influence was partic-
ularly significant at 1000 Hz [31]. An experiment in Hong
Kong found the association between drinking and NIHL
and confirmed the conclusion that drinking would increase
the risk of NIHL [32]. Our results were consistent with the
previous experimental results and confirmed drinking and
smoking were both risk factors. Our studies expanded the
sample size and discussed the interaction between risk factors
and genotypes. The experimental results show that there were
additive effects between individual factors and SNPs, which is
consistent with the conclusions of previous experiments. Ca2+ to the endolymph without the natural activator calmod-
ulin [24], and mutant PMCA2 expressed in CHO cells led to
calcium extrusion impairment [16]. ATP2B2 was induced by
exogenous Zn2+ to change its expression and caused cell
death by disrupting calcium homeostasis [25]. Disruption
of calcium homeostasis was an important incentive to many
diseases, like breast cancers, autism, deafness, and ASD
[13, 16, 24, 26, 27]. Ca2+ to the endolymph without the natural activator calmod-
ulin [24], and mutant PMCA2 expressed in CHO cells led to
calcium extrusion impairment [16]. ATP2B2 was induced by
exogenous Zn2+ to change its expression and caused cell
death by disrupting calcium homeostasis [25]. Disruption
of calcium homeostasis was an important incentive to many
diseases, like breast cancers, autism, deafness, and ASD
[13, 16, 24, 26, 27]. [
]
The scientists considered that ATP2B2 could be the key
role during the development of NIHL and found that the
absence of ATP2B2 could decrease PMCA2 concentration,
affect the calcium homeostasis in hair cells, and finally cause
defects of auditory systems [15, 16]. ATP2b has four sub-
types: PMCA1, PMCA2, PMCA3, and PMCA4. These four
subtypes are highly similar and consist of 75-80% amino
acids and are distributed in different areas of the human
body. PMCA1 and PMCA4 are widely distributed in the
whole body, and PMCA2 mainly exists in the sensory cells
of the inner ear. Many animal studies were conducted to
research the association between PMCA2 and NIHL. PMCA2 can regulate the intracellular Ca2+ concentration
in hair cells of static fibers. High concentration of Ca2+
in hair cells could produce toxicity and damage hair cells. As a result, the physiological functions of static fibers are
damaged, the damaged static fibers would influence the
human auditory system. 4. Discussion High risk cells are expressed by the black
shadow if the ratio of the number of cases to the number of controls exceeds the preset value T, as low risk cells by light shadow if not
more than the threshold, and empty cells with no shadow which means no cases and controls. The multifactor cells labeled as “high risk”
or “low risk” are then used to assess the classification and predication accuracy, thus identifying the best model in the subsequent steps
(drink 1: now; drink 2: ever; drink 3: never; smoke 1: now; smoke 2: ever; smoke 3: never). 2
Drink
rs14154
0.0
0.0
0.0
1.0
1.0
1.0
2.0
2.0
2.0
2.0
2.0
5.0
GG
CG
CC 1
0.0
1.0
4.0
3.0
2.0
4.0
36.0 43.0
76.0
51.0
22.0
12.0
13.0 14.0
17.0 27.0
8.0
9.0
GG
CG
CC
1
2
3
Smoke
rs14154 rs14154
GG
7.0
13.0
45.0
47.0
34.0 35.0
1.0
1.0
11.0
16.0
51.0
63.0
42.0
29.0
0.0
0.0
2.0
3.0
CG
CC
3 Figure 1: Best-fit model gained by the analysis of MDR. The implications of the bars and background color in each multifactor cell are as
follows. The left bars represent the sum of scores in the case and the right represents the control. High risk cells are expressed by the black
shadow if the ratio of the number of cases to the number of controls exceeds the preset value T, as low risk cells by light shadow if not
more than the threshold, and empty cells with no shadow which means no cases and controls. The multifactor cells labeled as “high risk”
or “low risk” are then used to assess the classification and predication accuracy, thus identifying the best model in the subsequent steps
(drink 1: now; drink 2: ever; drink 3: never; smoke 1: now; smoke 2: ever; smoke 3: never). In the current study, smoking and drinking were both risk
factors of NIHL. The interaction among smoking, drinking,
and rs3209637 had an association with NIHL. Mohammad
et al. [29] had suggested smoking is a contributing factor to
hearing loss. In Iran, Mofateh et al. [30] also found smoking
had an additive role in hearing loss interacting with massive
noise exposure in high frequency. The same situation hap-
pened in Sarawak and 20 packs of cigarettes per year were
found as the risk factor [29]. 4. Discussion According to the literature review, although there are
many animal experiments researching the surface relation-
ship between ATP2B2 and NIHL and studies on the Chinese
population were rare, human mutation in ATP2B2 which
described a young deaf subject presented a variant in the
ATP2B2 gene associated with a variant in the Cadherin 23
gene [20]. In this study, we adopted TaqMan genotyping to
analyze the three selected ATP2B2 SNPs (rs1719571,
rs14154, and rs3209637) in 380 NIHL cases and 380 controls
and found statistically significant associations between the
three SNPs and NIHL hazard. Demographic characteristic
calculations for the population ensured homogeneity between
the two groups. The significant difference between the case
group and the control group showed that the noise would
change the high-frequency hearing threshold (P < 0:001). We also found that the rs3209637 C genotype of ATP2B2
(OR = 1:24, 95%CI = 1:01–1.52, P = 0:045) was significantly
relative with a higher NIHL risk in which the result is a pow-
erful evidence for our hypothesis that ATP2B2 polymor- p p
Till now, the mechanism of NIHL is still unclear, but
numerous scientists widely accept that the DNA impairment
in cochlear hair cells seriously damages the growth of NIHL,
especially when individuals are exposed to massive noise
[21]. Many scientists also put forward that the apoptosis
and necrosis of inner ear cells which were caused by the oxi-
dative stress or metabolic products and structural damage
which directly affected the cochlear structure may be the
most possible etiopathogenesis of NIHL [21–23]. Some knockout mouse research demonstrated that the
ATP2B2 gene encodes PMCA2 [17]. PMCA2 can pump International Journal of Genomics 6 1
2
Drink
rs14154
rs14154
GG
7.0
13.0
45.0
47.0
34.0 35.0
0.0
0.0
0.0
0.0
1.0
1.0
1.0
1.0
11.0
16.0
51.0
63.0
42.0
29.0
0.0
0.0
1.0
1.0
4.0
3.0
2.0
4.0
36.0 43.0
76.0
51.0
22.0
12.0
13.0 14.0
17.0 27.0
8.0
9.0
2.0
2.0
2.0
2.0
2.0
3.0
2.0
5.0
CG
CC
GG
CG
CC
GG
CG
CC
1
2
3
Smoke
rs14154
3
Figure 1: Best-fit model gained by the analysis of MDR. The implications of the bars and background color in each multifactor cell are as
follows. The left bars represent the sum of scores in the case and the right represents the control. 4. Discussion PMCA2 acts as a beneficial gene
by pumping excessive Ca2+ out of hair cells to maintain
the homeostasis of Ca2+ concentration in the auditory sys-
tem. The genotype rs3209637 is located in 3′-UTR within
ATP2B2 and could change the conserved miR-137 binding
site at the end of the human ATP2B2 distal 3′UTR. mir-
137 has an important role in the human auditory system,
which may demonstrate the association between rs3209637
polymorphism and NIHL [28]. p
p
There are still many shortcomings in our experiments. First of all, our study’s sample size may be larger than sizes
in previous studies. But the effectiveness of statistical tests
in our study was inadequate to discuss the small biological
effects of individual SNPs. Thus, the consequent targets are
performing more massive sample size researches, cohort
studies, and functional experiments in the future. We could
research the function of the ATP2B2 polymorphisms on
NIHL hazard through these experiments. Secondly, the can-
didates in our study were mostly recruited from Chinese
employees and had regional restrictions. The researches
had racial limitations, and experimental results were more
applicable to Chinese employees and cannot be extended to
other populations. 7 International Journal of Genomics International Journal of Genomics Conflicts of Interest No potential conflict of interest relevant to this article
was reported. [11] X. Zhang, Y. Liu, L. Zhang et al., “Associations of genetic
variations in EYA4, GRHL2 and DFNA5 with noise-induced
hearing loss in Chinese population: a case-control study,”
Environmental Health, vol. 14, no. 1, p. 77, 2015. Data Availability [9] E. A. Da Costa, J. C. Castro, and M. E. G. Macedo, “Iris
pigmentation and susceptibility to noise-induced hearing
loss,” International Journal of Audiology, vol. 47, no. 3,
pp. 115–118, 2008. The data used to support the findings of this study are avail-
able from the corresponding author upon request. [10] N. C. Chang, C. K. Ho, H. Y. Lin, M. L. Yu, C. Y. Chien, and
K. Y. Ho, “Association of polymorphisms of heat shock pro-
tein 70 with susceptibility to noise-induced hearing loss in
the Taiwanese population,” Audiology and Neurotology,
vol. 16, no. 3, pp. 168–174, 2011. Authors’ Contributions Suhao Zhang performed the experiments and wrote the
paper. Enmin Ding, Haoyang Yin, and Hengdong Zhang
collected the specimens and statistically analyzed the data. Baoli Zhu designed the research and wrote the paper. All
authors read and approved the final manuscript. Suhao
Zhang, Enmin Ding, and Haoyang Yin contributed equally
to this work. [12] H. Guo, E. Ding, Y. Bai et al., “Association of genetic variations
in FOXO3 gene with susceptibility to noise induced hearing
loss in a Chinese population,” PLoS One, vol. 12, no. 12, article
e0189186, 2017. [13] W. Yang, J. Liu, F. Zheng et al., “The evidence for association
of ATP2B2 polymorphisms with autism in Chinese Han
population,” PLoS One, vol. 8, no. 4, article e61021, 2013. [14] E. Ding, J. Liu, H. Shen et al., “Notch polymorphisms associ-
ated with sensitivity of noise induced hearing loss among
Chinese textile factory workers,” BMC Medical Genetics,
vol. 19, no. 1, p. 168, 2018. 5. Conclusion [6] D. Henderson, M. Subramaniam, and F. A. Boettcher, “Indi-
vidual susceptibility to noise-induced hearing loss: an old topic
revisited,” Ear and Hearing, vol. 14, no. 3, pp. 152–168, 1993. In general, the rs3209637 C genotype of ATP2B2 may lead to
a greatly increased incidence of NIHL. The analysis also
demonstrates that ATP2B2 SNPs (rs1719571, rs14154, and
rs3209637) have a great effect in NIHL and these SNPs could
be researched and developed to play a great role in the
prevention of NIHL by functioning as a biomarker. [7] H. Virokannas and H. Anttonen, “Dose-response relationship
between smoking and impairment of hearing acuity in workers
exposed to noise,” Scandinavian Audiology, vol. 24, no. 4,
pp. 211–216, 2009. [8] N. C. Chang, M. L. Yu, K. Y. Ho, and C. K. Ho, “Hyperlipid-
emia in noise-induced hearing loss,” Otolaryngology–Head
and Neck Surgery, vol. 137, no. 4, pp. 603–606, 2007. Acknowledgments The research reported in this publication was supported
by the Jiangsu Province’s Outstanding Medical Academic
Leader Program (CXTDA2017029) and Natural Science
Foundation of Jiangsu Province (BK20181488). We would
like to thank the workers for their contribution to our
research. [15] S. L. Spiden, M. Bortolozzi, F. di Leva et al., “The novel mouse
mutation Oblivion inactivates the PMCA2 pump and causes
progressive hearing loss,” PLoS Genetics, vol. 4, no. 10, article
e1000238, 2008. [16] M. Bortolozzi, M. Brini, N. Parkinson et al., “The novel
PMCA2 pump mutation Tommy impairs cytosolic calcium
clearance in hair cells and links to deafness in mice,” The Jour-
nal of Biological Chemistry, vol. 285, no. 48, pp. 37693–37703,
2010. References [1] M. Sliwinska-Kowalska and M. Pawelczyk, “Contribution of
genetic factors to noise-induced hearing loss: a human studies
review,” Mutation Research/Reviews in Mutation Research,
vol. 752, no. 1, pp. 61–65, 2013. [17] P. J. Kozel, R. R. Davis, E. F. Krieg, G. E. Shull, and L. C. Erway,
“Deficiency in plasma membrane calcium ATPase isoform 2
increases susceptibility to noise-induced hearing loss in mice,”
Hearing Research, vol. 164, no. 1-2, pp. 231–239, 2002. [2] P. I. Carlsson, L. V. Laer, E. Borg et al., “The influence of
genetic variation in oxidative stress genes on human noise sus-
ceptibility,” Hearing Research, vol. 202, no. 1-2, pp. 87–96,
2005. [18] P. J. Kozel, R. A. Friedman, L. C. Erway et al., “Balance and
hearing deficits in mice with a null mutation in the gene
encoding plasma membrane Ca2+-ATPase isoform 2,” Journal
of Biological Chemistry, vol. 273, no. 30, pp. 18693–18696,
1998. [3] M. Sliwinska-Kowalska, E. Zamyslowska-Szmytke, W. Szymczak
et al., “Effects of coexposure to noise and mixture of organic
solvents on hearing in dockyard workers,” Journal of Occupa-
tional and Environmental Medicine, vol. 46, no. 1, pp. 30–38,
2004. [19] R. Jaing, J. Duan, A. Windemuth, J. C. Stephens, R. Judson,
and C. Xu, “Genome-wide evaluation of the public SNP
databases,” Pharmacogenomics, vol. 4, no. 6, pp. 779–789,
2003. [4] A. Konings, L. Van Laer, and G. Van Camp, “Genetic studies
on noise-induced hearing loss: a review,” Ear and Hearing,
vol. 30, no. 2, pp. 151–159, 2009. [20] R. Ficarella, F. di Leva, M. Bortolozzi et al., “A functional study
of plasma-membrane calcium-pump isoform 2 mutants caus-
ing digenic deafness,” Proceedings of the National Academy of
Sciences of the United States of America, vol. 104, no. 5,
pp. 1516–1521, 2007. [5] A. Axelsson and F. Lindgren, “Is there a relationship between
hypercholesterolaemia and noise-induced hearing loss?,” Acta
Oto-Laryngologica, vol. 100, no. 5-6, pp. 379–386, 1985. International Journal of Genomics 8 [21] D. Henderson, E. C. Bielefeld, K. C. Harris, and B. H. Hu, “The
role of oxidative stress in noise-induced hearing loss,” Ear and
Hearing, vol. 27, no. 1, pp. 1–19, 2006. [22] C. G. Le Prell, D. F. Dolan, J. Schacht, J. M. Miller, M. I. Lomax,
and R. A. Altschuler, “Pathways for protection from noise
induced hearing loss,” Noise and Health, vol. 5, no. 20,
pp. 1–17, 2003. [23] C. G. Le Prell, D. Yamashita, S. B. Minami, T. References Yamasoba, and
J. M. Miller, “Mechanisms of noise-induced hearing loss indi-
cate multiple methods of prevention,” Hearing Research,
vol. 226, no. 1-2, pp. 22–43, 2007. [24] M. Giacomello, A. de Mario, R. Lopreiato et al., “Mutations in
PMCA2 and hereditary deafness: a molecular analysis of the
pump defect,” Cell Calcium, vol. 50, no. 6, pp. 569–576, 2011. [25] D. Guo, Y. Du, Q. Wu, W. Jiang, and H. Bi, “Disrupted calcium
homeostasis is involved in elevated zinc ion-induced photore-
ceptor cell death,” Archives of Biochemistry and Biophysics,
vol. 560, pp. 44–51, 2014. [26] M. Curry, S. J. Roberts-Thomson, and G. R. Monteith,
“PMCA2 silencing potentiates MDA-MB-231 breast cancer
cell death initiated with the Bcl-2 inhibitor ABT-263,” Bio-
chemical and Biophysical Research Communications, vol. 478,
no. 4, pp. 1792–1797, 2016. [27] N. Oksenberg, G. D. E. Haliburton, W. L. Eckalbar et al.,
“Genome-wide distribution of Auts2 binding localizes with
active neurodevelopmental genes,” Translational Psychiatry,
vol. 4, no. 9, article e431, 2014. [28] H. W. Hwang, C. Y. Park, H. Goodarzi et al., “PAPERCLIP
identifies microRNA targets and a role of CstF64/64tau in pro-
moting non-canonical poly(A) site usage,” Cell Reports,
vol. 15, no. 2, pp. 423–435, 2016. [29] M. S. Jeffree, N. Ismail, and K. A. Lukman, “Hearing
impairment and contributing factors among fertilizer factory
workers,” Journal of Occupational Health, vol. 58, no. 5,
pp. 434–443, 2016. [30] M. Mofateh, Q. Karimi, M. H. Hosseini, and G. R. Sharif-
Zadeh, “Effect of smoking on hearing loss in refractory's fac-
tory male worker with occupational noise exposure in Iran,”
JPMA. The Journal of the Pakistan Medical Association,
vol. 67, no. 4, pp. 605–608, 2017. [31] T. Upile, F. Sipaul, W. Jerjes et al., “The acute effects of alcohol
on auditory thresholds,” BMC Ear, Nose and Throat Disorders,
vol. 7, no. 1, p. 4, 2007. [32] X. Q. Lao, I. T. S. Yu, D. K. K. Au, Y. L. Chiu, C. C. Y. Wong,
and T. W. Wong, “Noise exposure and hearing impairment
among
Chinese
restaurant
workers
and
entertainment
employees in Hong Kong,” PLoS One, vol. 8, no. 8, article
e70674, 2013.
|
https://openalex.org/W4387655035
|
https://www.frontiersin.org/articles/10.3389/fncel.2023.1270219/pdf?isPublishedV2=False
|
English
| null |
GABAAR-mediated tonic inhibition differentially modulates intrinsic excitability of VIP- and SST- expressing interneurons in layers 2/3 of the somatosensory cortex
|
Frontiers in cellular neuroscience
| 2,023
|
cc-by
| 10,722
|
OPEN ACCESS OPEN ACCESS
EDITED BY
Dirk Feldmeyer,
Helmholtz Association of German Research
Centres (HZ), Germany
REVIEWED BY
Ludovic Tricoire,
Sorbonne Universités, France
Christian Wozny,
Medical School Hamburg, Germany
*CORRESPONDENCE
Joanna Urban-Ciecko
j.ciecko@nencki.edu.pl
RECEIVED 31 July 2023
ACCEPTED 25 September 2023
PUBLISHED 12 October 2023
CITATION
Bogaj K, Kaplon R and Urban-Ciecko J (2023)
GABAAR-mediated tonic inhibition differentially
modulates intrinsic excitability of VIP- and
SST- expressing interneurons in layers 2/3 of
the somatosensory cortex. Front. Cell. Neurosci. 17:1270219. doi: 10.3389/fncel.2023.1270219 EDITED BY
Dirk Feldmeyer,
Helmholtz Association of German Research
Centres (HZ), Germany Extrasynaptic GABAA receptors (GABAARs) mediating tonic inhibition are thought
to play an important role in the regulation of neuronal excitability. However, little
is known about a cell type-specific tonic inhibition in molecularly distinctive
types of GABAergic interneurons in the mammalian neocortex. Here, we used
whole-cell patch-clamp techniques in brain slices prepared from transgenic mice
expressing red fluorescent protein (TdTomato) in vasoactive intestinal polypeptide-
or somatostatin- positive interneurons (VIP-INs and SST-INs, respectively) to
investigate tonic and phasic GABAAR-mediated inhibition as well as effects of
GABAA inhibition on intrinsic excitability of these interneurons in layers 2/3 (L2/3)
of the somatosensory (barrel) cortex. We found that tonic inhibition was stronger
in VIP-INs compared to SST-INs. Contrary to the literature data, tonic inhibition
in SST-INs was comparable to pyramidal (Pyr) neurons. Next, tonic inhibition in
both interneuron types was dependent on the activity of delta subunit-containing
GABAARs. Finally, the GABAAR activity decreased intrinsic excitability of VIP-INs
but not SST-INs. Altogether, our data indicate that GABAAR-mediated inhibition
modulates neocortical interneurons in a type-specific manner. In contrast to L2/3
VIP-INs, intrinsic excitability of L2/3 SST-INs is immune to the GABAAR-mediated
inhibition. CITATION
Bogaj K, Kaplon R and Urban-Ciecko J (2023)
GABAAR-mediated tonic inhibition differentially
modulates intrinsic excitability of VIP- and
SST- expressing interneurons in layers 2/3 of
the somatosensory cortex. Front. Cell. Neurosci. 17:1270219. doi: 10.3389/fncel.2023.1270219 Front. Cell. Neurosci. 17:1270219. doi: 10.3389/fncel.2023.1270219 COPYRIGHT
© 2023 Bogaj, Kaplon and Urban-Ciecko. This
is an open-access article distributed under the
terms of the Creative Commons Attribution
License (CC BY). The use, distribution or
reproduction in other forums is permitted,
provided the original author(s) and the
copyright owner(s) are credited and that the
original publication in this journal is cited, in
accordance with accepted academic practice. No use, distribution or reproduction is
permitted which does not comply with these
terms. KEYWORDS TYPE Original Research
PUBLISHED 12 October 2023
DOI 10.3389/fncel.2023.1270219 TYPE Original Research
PUBLISHED 12 October 2023
DOI 10.3389/fncel.2023.1270219 TYPE Original Research
PUBLISHED 12 October 2023
DOI 10.3389/fncel.2023.1270219 barrel cortex, interneurons, tonic inhibition, excitability, GABA, somatostatin
interneurons, VIP interneurons frontiersin.org Introduction GABA (gamma-aminobutyric acid) is the main inhibitory neurotransmitter in the cerebral
cortex and plays an essential role in the regulation of the neuronal activity through two types
of receptors (GABAARs and GABABRs). Both classes of receptors evoke two forms of
inhibition: phasic and tonic (Lee and Maguire, 2014). Phasic inhibition is mediated by
GABAARs and GABABRs located within the postsynaptic and perisynaptic membrane,
whereas tonic inhibition is mediated by the extrasynaptic receptors (Glykys and Mody, 2007). It has been shown that tonic inhibition might be activated by ambient GABA that diffuses
throughout the extracellular space and binds to the extrasynaptic GABAA and GABABRs
(Farrant and Nusser, 2005). GABAARs mediating tonic inhibition are composed of unique
subunit types (Belelli et al., 2009). Most extrasynaptic GABAARs contain alpha 5, alpha 4 or
delta subunits (Belelli et al., 2009). GABAARs with these subunits display a high affinity for Frontiers in Cellular Neuroscience 01 frontiersin.org Bogaj et al. 10.3389/fncel.2023.1270219 10.3389/fncel.2023.1270219 10.3389/fncel.2023.1270219 GABA and a low efficacy (Saxena and Macdonald, 1994). Extrasynaptic GABAARs also are weakly desensitizing (Saxena and
Macdonald, 1994). These features allow detection of micromolar
concentrations of ambient neurotransmitter and enable high
potential for allosteric modulation. Cell-type specific expression of
specific GABAAR subunits mediating tonic inhibition in particular
neuronal types are still under investigation. GABA and a low efficacy (Saxena and Macdonald, 1994). Extrasynaptic GABAARs also are weakly desensitizing (Saxena and
Macdonald, 1994). These features allow detection of micromolar
concentrations of ambient neurotransmitter and enable high
potential for allosteric modulation. Cell-type specific expression of
specific GABAAR subunits mediating tonic inhibition in particular
neuronal types are still under investigation. Here, we used whole-cell patch-clamp techniques in brain slices
prepared from transgenic mice expressing red fluorescent protein
(TdTomato) in VIP- or SST-INs and investigated tonic and phasic
GABAAR-mediated inhibition in these interneurons in layers 2/3 of
the somatosensory (barrel) cortex. Then we analyzed the effect of
GABAAR-mediated inhibition on their intrinsic excitability. We found that L2/3 VIP- and SST-INs of the barrel cortex
displayed tonic GABAAR inhibition at different levels – higher in
VIP- than in SST-INs. In both interneuron types, tonic inhibition was
mediated by delta subunit-containing GABAARs. GABAARs
modulated intrinsic excitability in an interneuron type-specific
manner. The GABAAR activity decreased intrinsic excitability of
VIP-INs but had no effect on the excitability of SST-INs. Frontiers in Cellular Neuroscience Animals GABAergic interneurons form a broad spectrum of subtypes
based on the morphology, electrophysiological properties, the
expression of characteristic molecular markers and specific functions
in the network (Rudy et al., 2011). Two types of the GABAergic
interneurons (VIP- and SST-INs) are involved in a disinhibitory loop
in the neocortex (Pfeffer et al., 2013; Jiang et al., 2015, 2023). Namely,
L2/3 VIP-INs inhibit L2/3 SST-INs and in turn release Pyr neurons
from SST-IN-mediated inhibition. Such a disinhibitory effect has been
found to be essential in learning process (Lee et al., 2013). However,
VIP-INs also are reciprocally inhibited by SST-INs (Jiang et al., 2015). Thus, L2/3 VIP- and SST-INs play specific roles in the neocortex. Both
interneuron types possess specific electrophysiological properties and
various firing phenotypes (Prönneke et al., 2015, 2019; Liguz-Lecznar
et al., 2016; Jiang et al., 2023) and can be further divided into many
subgroups depending on the molecular, electrophysiological,
morphological or functional features (Rudy et al., 2011; Liguz-Lecznar
et al., 2016; Urban-Ciecko and Barth, 2016; Gouwens et al., 2020;
Hostetler et al., 2023; Jiang et al., 2023; Munguba et al., 2023). The following strains of mice were used: (1) Sst-IRES-Cre (Jackson
Labs stock #013044); (2) Vip-IRES-Cre (Jackson Labs stock #010908);
(3) Ai14 mice (Jackson Labs stock #007908). Experiments were
performed in offspring of Sst-IRES-Cre or Vip-IRES-Cre crossed to
Ai14 (floxed-Tdt) reporter mice; Sst-Cre::Ai14 mice and VIP-Cre::Ai14
mice, respectively. All transgenes were used as heterozygotes and both
sexes were used. Mice were housed under controlled light cycles (12-h
light–dark cycles) with an ad libitum access to food and water. Ethical approval All procedures were conducted in accordance with the Act on the
Protection of Animals Used for Scientific or Educational Purposes in
Poland (Act of 15 January 2015, changed 17 November 2021; directive
2010/63/EU) and were approved by Polish Ministry of Environment
(Dec. No 47/2019). The study was reported in agreement with
ARRIVE guidelines. Introduction Altogether,
our study reveals that molecularly distinct interneurons with the very
similar firing phenotypes are differentially modulated by tonic
GABAAR-mediated inhibition. GABAAR-mediated inhibition can differentially modulate
neuronal excitability (Bryson et al., 2020). However, the role of tonic
inhibition in specific neuronal types is still not fully understood. The
effect of GABA on neuronal excitability is determined by the reversal
potential for Cl−, which is the major ion mediating the GABAAR
current. In general, in adult neurons, the reversal potential for Cl− is
set close to the resting membrane potential. However, the resting
membrane potential and the reversal potential for Cl− vary among
cell types, therefore, the effect of GABA can be either hyperpolarizing
or depolarizing (Hausselt et al., 2007; Khirug et al., 2008). Previous
works have shown that tonic inhibition decreases the excitability of
Pyr cell by increasing rheobase (Mitchell and Silver, 2003; Pavlov
et al., 2009; Silver, 2010). The effect of tonic inhibition on interneuron
excitability varies depending on the interneuron type (Song et al.,
2011; Pavlov et al., 2014; Bryson et al., 2020). Depolarizing effect of
GABA has been found in fast spiking (FS) CA3 stratum lucidum
interneurons (Pavlov et al., 2014) and in other interneurons in the
cerebellum (Chavas and Marty, 2003), amygdala (Woodruff et al.,
2006) and striatum (Bracci and Panzeri, 2006). Studies using
biophysically detailed neuron models have predicted that effects of
tonic inhibition on interneuron excitability is determined by the
variation in the electrophysiological properties of specific
interneurons (Pavlov et al., 2014). Diverse firing properties of L2/3 VIP- and
SST-INs Membrane parameters were measured every 10 s using a
100 ms-pulse of −10 mV and − 10 pA in voltage- and current-mode,
respectively. To study different types of GABAergic interneurons, we used
transgenic mice with fluorescently labeled interneurons. Before the
analysis of tonic current, we checked firing phenotypes of fluorescently
labeled interneurons because we were interested whether L2/3 VIP-
and SST-INs might be differentiated according to their firing patterns
in the high [Cl−] internal solution used for the analysis of tonic
inhibition. We found that both L2/3 VIP- and SST-INs exhibit a
variety of firing patterns (Figure 1 and Supplementary Figure 1) in this
condition. According to Petilla terminology (Petilla Interneuron
Nomenclature Group, 2008), both types of interneurons displayed
accommodating firing (AC), low-threshold spiking (LTS) firing
patterns with rebound spiking after hyperpolarizing current step
(Figures 1A,B and Supplementary Figures 1A,B) or irregular spiking
(IR). A part of SST-INs showed fast spiking (FS) patterns
(Supplementary Figure 1B). In contrast to the recordings in the low
[Cl−] internal solution, there were no L2/3 VIP-INs with the burst
firing in the high [Cl−] internal solution (Supplementary Figure 1A). These results indicate that different recording conditions might
influence the activity of particular channels and thus the overall
properties of the firing phenotypes. Finally, putative Pyr neurons
responded with a regular spiking phenotype without rebound spikes
(Figure 1C). Tonic currents were recorded in voltage-clamp mode at the
holding potential of −70 mV. The value of the tonic current was
calculated as the baseline shift after the application of drugs and
normalized to the whole-cell membrane capacitance (the current
density). The baseline (holding) current was measured every 10 s and
the baseline shift was calculated as a change in the holding current
after 10 min with the appropriate drug. The current noise was
measured as the standard deviation (SD) of the holding current
(Bright and Smart, 2013). Spontaneous inhibitory postsynaptic currents (sIPSCs) were
recorded in voltage-clamp at 0 mV in the cesium gluconate-based
internal solution. Intrinsic excitability was assessed using square pulses of 500 ms
of an amplitude increasing up to maximal firing frequency (steps of
10 pA). To control for potential effects of GABAAR agents on the
resting membrane potential, the membrane potential of interneurons
was maintained at −70 mV across different pharmacological
conditions. Brain slice preparation At the age of P18–P30, where P0 indicates the day of birth, mice
were anaesthetized with isoflurane and killed by decapitation using
the procedure in accordance with the Polish Animal Protection Act
(Act of 15 January 2015, changed 17 November 2021; directive
2010/63/EU). Previous studies have shown no tonic inhibition in L2/3 SST-INs
in the mouse frontoparietal cortex (Vardya et al., 2008) and a weak
tonic inhibition in L2/3 SST-INs in the barrel cortex (Donato et al.,
2023). However, in these studies, transgenic “GIN” mice or X98
mouse line that express enhanced green florescent protein in a subset
of SST-INs were used (Oliva et al., 2000). Other studies, using Sst-Cre
mouse line have revealed a weak tonic inhibition in hippocampal
SST-INs (Huang et al., 2023; Wyroślak et al., 2023). To our best
knowledge, tonic inhibition has not yet been studied in VIP-INs. Brain slices (350 μm thick) were cut in an “across-row” procedure
in which the anterior end of the brain was cut along a 45° plane
toward the midline (Finnerty et al., 1999). Slices were cut at 2–4°C,
then recovered and maintained at 32°C in artificial cerebrospinal fluid
(ACSF) composed of (in mM): 113 NaCl, 2.5 KCl, 1.3 MgSO4, 2.5
CaCl2, 1 NaH2PO4, 26.2 NaHCO3, 11 glucose equilibrated with 95/5%
O2/CO2. Recordings were performed at 32°C in ACSF of the same
composition as above. 02 frontiersin.org Bogaj et al. 10.3389/fncel.2023.1270219 Whole-cell recording Somata of L2/3 neurons in the somatosensory (barrel) cortex
were targeted for whole-cell recordings. Neurons were classified as
Pyr neurons according to Pyr-like soma shape, the presence of an
apical dendrite, as well as based on regular spiking pattern in
response to 500 ms suprathreshold intracellular current injection. SST-INs and VIP-INs were identified using fluorescent reporter gene
expression in Sst-Cre::Ai14 and Vip-Cre::Ai14 mice, respectively. For
analysis of tonic GABAAR inhibition, a high [Cl−] internal solution
was used (in mM): 140 KCl, 1 MgCl2, 10 HEPES, 0.5 EGTA,
4 Mg-ATP, pH 7.25–7.35, 290 mOsm (Urban-Ciecko et al., 2010;
Urban-Ciecko and Mozrzymas, 2011). For study of intrinsic
excitability, a low [Cl−] internal solution was composed of (in mM):
125 potassium gluconate, 2 KCl, 10 HEPES, 0.5 EGTA, 4 Mg-ATP,
and 0.3 Na-GTP, at pH 7.25–7.35 and 290 mOsm (Urban-Ciecko
et al., 2015, 2018). For recordings of sIPSCs, the internal solution
contained (in mM): 130 cesium gluconate, 10 HEPES, 0.5 EGTA, 8
NaCl, 10 tetraethylammonium chloride, 5 QX-314, 4 Mg-ATP, and
0.3 Na-GTP, at pH 7.25–7.35, 290 mOsm (Kanigowski et al., 2023). Patch electrodes were made from borosilicate glass and had 2–4
MOhm or 4–6 MOhm when filled with the high [Cl−] internal
solution and the low [Cl−] solution, respectively. The GABAAR blocker picrotoxin (PTX, 100 μM) and a
delta
subunit-containing
GABAAR
superagonist
(4,5,6,7-
tetrahydroisoxazolo[5,4-c]pyridin-3-ol, THIP, 20 μM) were bath
applied for at least 10 min to assess drug effects. All the
pharmacological agents were purchased from Tocris. Frontiers in Cellular Neuroscience Data analysis Population data are presented as mean ± SD. One cell in a slice and
1–3 cells were analyzed in an individual mouse. The normality
distribution was tested with the Shapiro–Wilk test and equal variance
was analyzed with Brown-Forsythe test. For comparison of multiple
groups, a one way ANOVA (parametric) was used, followed by a
Tukey post hoc test, or a Kruskal Wallis test (nonparametric) was used,
followed by a Dunn’s test. For comparison of two variables in multiple
groups a two way ANOVA was used with Holm-Sidak’s test. To
compare an effect of a drug within a cell, a two-tailed paired t-test or
Wilcoxon test were used depending on the normality distribution. Statistical significance was defined as *p < 0.05, **p ≤ 0.01, and
***p ≤ 0.001. Electrophysiological data were acquired by Multiclamp 700B
(Molecular Devices) and digitized with Digidata 1550B (Molecular
Devices). The data were filtered at 3 kHz, digitized at 20 kHz and
collected by pClamp (Molecular Devices). Series and input resistances
were analyzed online, recordings were discarded when access or series
resistances were unstable more than 20%. frontiersin.org Diverse firing properties of L2/3 VIP- and
SST-INs For intrinsic excitability, a curve of the relation between
the frequency of action potentials and the intensity of the injected
current (F-I curve) was plotted for every neuron in control ACSF and
after the drug application. The effect of the drug on excitability was
analyzed as the difference in the rheobase, the maximal firing
frequency and the difference of the spiking frequency at the same
current steps in the comparison to control ACSF. The rheobase means
a step of the injected current at the minimal intensity that evoked at
least one spike. Analysis of electrophysiological properties such as the resting
membrane potential (Figure 1D), the input resistance (Figure 1E)
and the membrane capacitance (Figure 1F) revealed significant
differences between VIP- and SST-INs and Pyr cells. In agreement
with the literature data (Gentet et al., 2010, 2012; Urban-Ciecko
et al., 2015; Dobrzanski et al., 2022; Kanigowski et al., 2023) 03 frontiersin.org 10.3389/fncel.2023.1270219 Bogaj et al. FIGURE 1
Firing phenotypes of L2/3 VIP- and SST-INs are very similar in a high [Cl−]-based internal solution. (A) Example traces of VIP-IN firing responses after
the somatic current injection of a 500 ms-long pulse at the intensity of; 20 pA and −200 pA (left traces); 100 pA (middle trace) and 200 pA (right trace). Current steps shown below firing traces. (B) The same as in (A) but for SST-IN. (C) The same as in (A) but for a pyramidal (Pyr) neuron. (D) The
comparison of mean (±SD) resting membrane potentials in 3 types of neurons. (E) The same as in (D) but for the input resistance. (F) The same as in
(D) but for the membrane capacitance. *p < 0.05, **p ≤ 0.01, and ***p ≤ 0.001. FIGURE 1
Firing phenotypes of L2/3 VIP- and SST-INs are very similar in a high [Cl−]-based internal solution. (A) Example traces of VIP-IN firing responses after
the somatic current injection of a 500 ms-long pulse at the intensity of; 20 pA and −200 pA (left traces); 100 pA (middle trace) and 200 pA (right trace). Current steps shown below firing traces. (B) The same as in (A) but for SST-IN. (C) The same as in (A) but for a pyramidal (Pyr) neuron. (D) The
comparison of mean (±SD) resting membrane potentials in 3 types of neurons. (E) The same as in (D) but for the input resistance. (F) The same as in
(D) but for the membrane capacitance. Diverse firing properties of L2/3 VIP- and
SST-INs The
input resistance was the highest in VIP-INs (268.98 ± 62.60
MOhm, n = 17 cells in 17 mice) in comparison to SST-INs
(167.33 ± 38.39 MOhm, n = 21 cells in 21 mice, p < 0.001, one way
ANOVA with Tukey test, Figure 1E) and Pyr (107.15 ± 60.09
MOhm, n = 13 cells in 7 mice, p < 0.001), also SST-INs had higher
input resistance than Pyr cells (p = 0.007). In contrast, the whole-
cell membrane capacitance was the lowest in VIP-INs
(14.32 ± 2.70 pF, n = 38 cells in 19 mice) compared to SST-INs
(33.40 ± 9.14 pF, n = 49 cells in 21 mice) and Pyr (48.61 ± 18.06 pF,
n = 23 cells in 15 mice, p < 0.001, Kruskal-Wallis with Dunn’s tests,
Figure 1F), whereas SST and Pyr did not differ in the membrane
capacitance (p = 0.07). Diverse firing properties of L2/3 VIP- and
SST-INs *p < 0.05, **p ≤ 0.01, and ***p ≤ 0.001. Summarizing, analysis of GABAergic interneurons according to
their firing patterns would not discriminate between molecularly
distinct interneurons, even though they have statistically different
basic electrophysiological properties of the membrane. It is worthwhile
to mention that an LTS firing phenotype had been assumed to
be characteristic for SST-INs in previous studies before the era of
transgenic tools, for rev (Liguz-Lecznar et al., 2016). Here, we show
that this assumption is not accurate. interneurons exhibited more depolarized resting membrane
potential than Pyr cells. SST-INs had the most depolarized resting
membrane potentials (−52.00 ± 5.84 mV, n = 21 cells in 21 mice)
compared to VIP-INs (−57.57 ± 6.61 mV, n = 21 cells in 19 mice)
and Pyr neurons (−68.60 ± 5.17 mV, n = 10 cells in 8 mice, p = 0.012
for VIP-INs versus SST-INs, p < 0.001 for VIP-INs and SST-INs
versus Pyr, one way ANOVA with Tukey test, Figure 1D). The
input resistance was the highest in VIP-INs (268.98 ± 62.60
MOhm, n = 17 cells in 17 mice) in comparison to SST-INs
(167.33 ± 38.39 MOhm, n = 21 cells in 21 mice, p < 0.001, one way
ANOVA with Tukey test, Figure 1E) and Pyr (107.15 ± 60.09
MOhm, n = 13 cells in 7 mice, p < 0.001), also SST-INs had higher
input resistance than Pyr cells (p = 0.007). In contrast, the whole-
cell membrane capacitance was the lowest in VIP-INs
(14.32 ± 2.70 pF, n = 38 cells in 19 mice) compared to SST-INs
(33.40 ± 9.14 pF, n = 49 cells in 21 mice) and Pyr (48.61 ± 18.06 pF,
n = 23 cells in 15 mice, p < 0.001, Kruskal-Wallis with Dunn’s tests,
Figure 1F), whereas SST and Pyr did not differ in the membrane
capacitance (p = 0.07). interneurons exhibited more depolarized resting membrane
potential than Pyr cells. SST-INs had the most depolarized resting
membrane potentials (−52.00 ± 5.84 mV, n = 21 cells in 21 mice)
compared to VIP-INs (−57.57 ± 6.61 mV, n = 21 cells in 19 mice)
and Pyr neurons (−68.60 ± 5.17 mV, n = 10 cells in 8 mice, p = 0.012
for VIP-INs versus SST-INs, p < 0.001 for VIP-INs and SST-INs
versus Pyr, one way ANOVA with Tukey test, Figure 1D). Frontiers in Cellular Neuroscience frontiersin.org L2/3 VIP-INs exhibit stronger tonic
GABAAR-mediated inhibition than SST-INs Because tonic GABAAR inhibition has previously been studied in
Pyr neurons (Drasbek and Jensen, 2006; Vardya et al., 2008; Urban-
Ciecko et al., 2010), we used these cells for the comparison to assess
tonic inhibition in distinct interneuron types (Figure 2). After bath
application of the GABAAR blocker (PTX), we observed a shift in
baseline current and a reduction in the current noise in both 04 Frontiers in Cellular Neuroscience frontiersin.org 10.3389/fncel.2023.1270219 Bogaj et al. FIGURE 2
Tonic GABAAR-mediated inhibition is stronger in L2/3 VIP-INs than in SST-INs. (A) Example traces of current recordings in control (CTRL) ACSF and
after picrotoxin (PTX) application in VIP-IN (left), the baseline holding current measured every 10 s and plotted against time was used for the estimation
of the tonic current (right). (B) The same as in (A) but for SST-IN. (C) The same as in (A) but for a pyramidal (Pyr) neuron. (D) The comparison of mean
(±SD) tonic current density in the presence of the GABAAR blocker (PTX) in VIP-, SST-INs and Pyr neurons. (E) With-in cell comparison and mean (±SD)
input resistance of VIP-INs in CTRL and after PTX. (F) The same as in (E) but for SST-INs. (G) The same as in (E) but for Pyr neurons. *p < 0.05, **p ≤ 0.01,
and ***p ≤ 0.001. FIGURE 2
Tonic GABAAR-mediated inhibition is stronger in L2/3 VIP-INs than in SST-INs. (A) Example traces of current recordings in control (CTRL) ACSF and
after picrotoxin (PTX) application in VIP-IN (left), the baseline holding current measured every 10 s and plotted against time was used for the estimation
of the tonic current (right). (B) The same as in (A) but for SST-IN. (C) The same as in (A) but for a pyramidal (Pyr) neuron. (D) The comparison of mean
(±SD) tonic current density in the presence of the GABAAR blocker (PTX) in VIP-, SST-INs and Pyr neurons. (E) With-in cell comparison and mean (±SD)
input resistance of VIP-INs in CTRL and after PTX. (F) The same as in (E) but for SST-INs. (G) The same as in (E) but for Pyr neurons. *p < 0.05, **p ≤ 0.01,
and ***p ≤ 0.001. 1.17 ± 1.00 pA/pF, n = 11 cells in 6 females, p < 0.001), whereas the
current density in SST-INs was similar to Pyr cells (p = 0.556,
Figure 2D). Frontiers in Cellular Neuroscience frontiersin.org L2/3 VIP-INs exhibit stronger tonic
GABAAR-mediated inhibition than SST-INs Because the strength of tonic inhibition might
be sex-dependent (Urban-Ciecko and Mozrzymas, 2011),
we compared the values of the current density between males and
females, and we found no differences in tonic inhibition in these 3
types of neurons in regards to the sex of animals (p = 0.817, two way interneuron types (Figures 2A,B and Supplementary Figures 2A,B)
and in Pyr (Figure 2C and Supplementary Figure 2C). The current
density was larger in VIP-INs (2.56 ± 1.69 pA/pF, n = 9 cells in 4 males
and 2.17 ± 1.38 pA/pF, n = 8 cells in 5 females, Figure 2D) than in
SST-INs (0.68 ± 0.84 pA/pF, n = 10 cells in 6 males and 0.43 ± 0.26 pA/
pF, n = 11 cells in 6 females, p < 0.001, two way ANOVA with Holm
Sidak’s test) and Pyr (0.34 ± 0.38 pA/pF, n = 7 cells in 5 males and 05 frontiersin.org Bogaj et al. 10.3389/fncel.2023.1270219 10.3389/fncel.2023.1270219 17.46 ± 2.94 pA, n = 13 cells in 9 females, Figure 4B) compared to
SST-INs (26.69 ± 7.01 pA, n = 14 cells in 12 males and 22.91 ± 7.24 pA,
n = 17 cells in 13 females) and Pyr (32.72 ± 4.02 pA, n = 6 cells in 6
males and 29.54 ± 5.71 pA, n = 7 cells in 6 females, p < 0.001, two way
ANOVA with Holm Sidak’s test). Also, sIPSC amplitude was smaller
in SST-INs than in Pyr cells (p < 0.001, two way ANOVA with Holm
Sidak’s test). In case of sIPSC frequency (Figure 4C), there was no
difference between VIP-INs (4.40 ± 1.84 Hz, n = 21 cells in 10 males
and 4.17 ± 2.90 Hz, n = 13 cells in 9 females) and SST-INs
(3.88 ± 3.72 Hz, n = 14 cells in 12 males and 2.70 ± 2.79 Hz, n = 17 cells
in 13 females, p = 0.51, two way ANOVA with Holm Sidak’s test). However, Pyr cells exhibited the highest sIPSC frequency
(14.91 ± 9.20 Hz, n = 6 cells in 6 males and 15.13 ± 5.43 Hz, n = 7 cells
in 6 females, p < 0.001, two way ANOVA with Holm Sidak’s test). L2/3 VIP-INs exhibit stronger tonic
GABAAR-mediated inhibition than SST-INs Finally, there were no differences between males and females regarding
the amplitude and the frequency of sIPSCs (p = 0.092 for the amplitude
and p = 0.525 for the frequency, two way ANOVA with Holm
Sidak’s test). ANOVA with Holm Sidak’s test, Figure 2D). Furthermore,
we observed that the application of PTX increased the input resistance
in each neuronal type (for VIP-INs from 268.98 ± 62.60 MOhm in
CTRL to 301.05 ± 72.13 MOhm in PTX, n = 21 cells in 19 mice,
p < 0.001, Wilcoxon test, Figure 2E; for SST-INs from 167.33 ± 38.39
MOhm in CTRL to 193.05 ± 54.28 MOhm in PTX, n = 17 cells in 17
mice, p = 0.004, two-tailed paired t-test, Figure 2F; for Pyr cells from
107.15 ± 60.09 MOhm in CTRL to 126.77 ± 82.36 MOhm in PTX,
n = 13 cells in 7 mice, p < 0.001, Wilcoxon test, Figure 2G). Because
there were no differences in tonic inhibition concerning the sex of
mice (Figure 2D), we pooled data from males and females for the
analysis of the input resistance (Figures 2E–G). ANOVA with Holm Sidak’s test, Figure 2D). Furthermore,
we observed that the application of PTX increased the input resistance
in each neuronal type (for VIP-INs from 268.98 ± 62.60 MOhm in
CTRL to 301.05 ± 72.13 MOhm in PTX, n = 21 cells in 19 mice,
p < 0.001, Wilcoxon test, Figure 2E; for SST-INs from 167.33 ± 38.39
MOhm in CTRL to 193.05 ± 54.28 MOhm in PTX, n = 17 cells in 17
mice, p = 0.004, two-tailed paired t-test, Figure 2F; for Pyr cells from
107.15 ± 60.09 MOhm in CTRL to 126.77 ± 82.36 MOhm in PTX,
n = 13 cells in 7 mice, p < 0.001, Wilcoxon test, Figure 2G). Because
there were no differences in tonic inhibition concerning the sex of
mice (Figure 2D), we pooled data from males and females for the
analysis of the input resistance (Figures 2E–G). Altogether, our results indicate that GABAARs influence
membrane properties of both interneuron types and Pyr cells in a way
that would promote a decrease of neuronal excitability. Intrinsic excitability of L2/3 VIP-INs is
controlled by GABAARs Tonic inhibition is thought to regulate neuronal excitability,
however, the effect might be cell type-specific (Bryson et al., 2020). To
study the effect of GABAergic inhibition on intrinsic excitability of
L2/3 VIP-INs, we used a canonical internal solution, the K-gluconate-
based internal solution with a low [Cl−] concentration. In this
condition, VIP-INs displayed a variety of the firing patterns
(Supplementary Figure 1A), such as burst spiking (Figure 5A),
irregular spiking or continuous adapting according to the terminology
published in Jiang et al. (2023). To investigate the impact of GABAergic inhibition upon VIP-IN
excitability, we created a curve of the relation between the frequency
of action potentials (AP) and the intensity of the injected current (F-I
curve) for every neuron in control ACSF and after the application of
PTX (Figure 5B). Because there were no differences in phasic and
tonic GABAAR-mediated inhibition in respect to the sex of animals
(Figures 2–4), we pooled data from males and females for the analysis
of neuronal excitability. We observed that PTX shifted the F-I curve
to higher AP frequency in lower current intensities (n = 25 cells in 13
mice, p < 0.05, two-tailed paired t-test, Figures 5A,B). Also, PTX
application increased the input resistance from 269.79 ± 68.76 MOhm
to 296.19 ± 85.86 MOhm (n = 17 cells in 13 mice, p = 0.049, two-tailed
paired t-test, Figure 5C), depolarized the resting membrane potential
from −54.94 ± 6.23 mV to −50.48 ± 8.84 mV (n = 17 cells in 13 mice,
p < 0.001, Wilcoxon test, Figure 5D) and decreased the rheobase from
41.20 ± 14.81 pA to 29.20 ± 15.79 pA (n = 25 cells in 13 mice, p < 0.001,
Wilcoxon test, Figure 5E) in VIP-INs. However, the maximal Our data indicate that L2/3 VIP- and SST-INs possess
different levels of tonic inhibition mediated by delta subunit-
containing GABAARs. Tonic inhibition in L2/3 VIP- and SST-INs is
mediated by delta subunit-containing
GABAARs Summarizing, the analysis showed larger sIPSC amplitude in
SST-INs than in VIP-INs but no difference in the frequency of sIPSCs. Taking into account the assumption that the event amplitude is shaped
by the receptor number and the receptor subunit composition whereas
the frequency of events depends on the number of synaptic inputs
(Glasgow et al., 2019), our results suggest that these interneuron types
might have different number of synaptic GABAARs or subunit
compositions of these receptors but comparable numbers of inhibitory
synaptic inputs. To check whether tonic inhibition in L2/3 VIP- and SST-INs is
mediated by delta subunit-containing GABAARs, we bath applied
THIP which is a selective GABAAR agonist with a preference for delta
subunit-containing GABAARs (Hansen et al., 2004). THIP induced a
baseline shift and an increase in the current noise in both VIP-
(Figure 3A and Supplementary Figure 3A) and SST-INs (Figure 3B
and Supplementary Figure 3B). The effect was reversible after wash
out (Figures 3A,B). The current density evoked by THIP was larger in
VIP-INs (6.80 ± 2.48 pA/pF, n = 11 cells in 5 males and 8.26 ± 4.15 pA/
pF, n = 10 cells in 5 females, Figure 3C) than in SST-INs (3.16 ± 2.36
pA/pF, n = 11 cells in 5 males and 1.94 ± 0.67 pA/pF, n = 7 cells in
6 females, p < 0.001, two way ANOVA with Holm Sidak’s test) and
there was no difference between males and females (p = 0.831, two way
ANOVA with Holm Sidak’s test). Moreover, THIP reduced the input
resistance in both types of the interneurons (for VIP-INs from
244.48 ± 83.89 MOhm in CTRL to 204.43 ± 81.66 MOhm in THIP,
n = 21 cells in 10 mice, p = 0.003, Wilcoxon test, Figure 3D; for SST-INs
from 168.72 ± 69.29 MOhm in CTRL to 126.92 ± 64.75 MOhm in
THIP, n = 25 cells in 21 mice, p < 0.001, Wilcoxon test, Figure 3E). Because there were no differences in tonic inhibition in regards to the
sex of animals (Figure 3C), we pooled data from males and females
for the analysis of the input resistance (Figures 3D,E). Frontiers in Cellular Neuroscience frontiersin.org L2/3 VIP-INs have weaker phasic
GABAAR-mediated inhibition than SST-INs Similarly to VIP-INs,
we observed a variety of SST-IN firing phenotypes, which were
regular, low-threshold spiking with rebound spikes, accommodating
without rebound spikes (Figure 6A and Supplementary Figure 1B),
occasionally fast-spiking (Petilla Interneuron Nomenclature Group,
2008; Liguz-Lecznar et al., 2016; Urban-Ciecko and Barth, 2016). Here, the same as for VIP-INs, we pooled data from males and
females for the analysis of excitability, because there were no
differences in phasic and tonic inhibition of SST-INs in regards to the
sex of animals (Figures 2–4). Surprisingly, for SST-INs we did not
observe any differences in F-I curve between CTRL and after bath
application of PTX (n = 7 cells, p > 0.05, two-tailed paired t-test,
Figures 6A,B). Also, there were no changes in the input resistance
(243.32 ± 53.37 MOhm in CTRL and 242.93 ± 37.06 MOhm in PTX, excitability of these interneurons (Figure 6). Similarly to VIP-INs,
we observed a variety of SST-IN firing phenotypes, which were
regular, low-threshold spiking with rebound spikes, accommodating
without rebound spikes (Figure 6A and Supplementary Figure 1B),
occasionally fast-spiking (Petilla Interneuron Nomenclature Group,
2008; Liguz-Lecznar et al., 2016; Urban-Ciecko and Barth, 2016). Taking into account that the rheobase might be the best predictor
of the changes in the intrinsic excitability (Bryson et al., 2020), our
data show that GABAergic (presumably mostly tonic) inhibition
decreases the excitability of L2/3 VIP-INs. L2/3 VIP-INs have weaker phasic
GABAAR-mediated inhibition than SST-INs To compare whether differences in tonic inhibition of L2/3 SST-
and VIP-INs are also accompanied by differences in synaptic (phasic)
GABAergic inhibition, we recorded sIPSCs in these interneurons. For
better comparison, in some cases recordings were performed in an
interneuron and a neighboring Pyr cell within the same slice
(Figure 4). We observed that the mean amplitude of sIPSCs was
smaller in VIP-INs (16.99 ± 3.20 pA, n = 21 cells in 10 males and 06 frontiersin.org 10.3389/fncel.2023.1270219 Bogaj et al. FIGURE 3
Tonic inhibition in L2/3 VIP- and SST-INs depends on delta subunit-containing GABAARs. (A) Example traces of current recording in control (CTRL)
ACSF, after the application of a selective GABAAR agonist with a preference for delta subunit-containing GABAARs (4,5,6,7-tetrahydroisoxazolo[5,4-c]
pyridin-3-ol, THIP) and wash-out condition (left), the baseline holding current measured every 10 s and plotted against time was used for the
estimation of the tonic current in VIP-IN (right). (B) The same as in (A) but for SST-IN. (C) The comparison of mean (±SD) tonic current density in the
presence of THIP in VIP- and SST-INs. (D) With-in cell comparison and mean (±SD) input resistance of VIP-INs in CTRL and after THIP. (E) The same as
in (D) but for SST-INs. *p < 0.05, **p ≤ 0.01, and ***p ≤ 0.001. FIGURE 3
Tonic inhibition in L2/3 VIP- and SST-INs depends on delta subunit-containing GABAARs. (A) Example traces of current recording in control (CTRL)
ACSF, after the application of a selective GABAAR agonist with a preference for delta subunit-containing GABAARs (4,5,6,7-tetrahydroisoxazolo[5,4-c]
pyridin-3-ol, THIP) and wash-out condition (left), the baseline holding current measured every 10 s and plotted against time was used for the
estimation of the tonic current in VIP-IN (right). (B) The same as in (A) but for SST-IN. (C) The comparison of mean (±SD) tonic current density in the
presence of THIP in VIP- and SST-INs. (D) With-in cell comparison and mean (±SD) input resistance of VIP-INs in CTRL and after THIP. (E) The same as
in (D) but for SST-INs. *p < 0.05, **p ≤ 0.01, and ***p ≤ 0.001. frequency of APs was slightly reduced after PTX (from 62.00 ± 16.56 Hz
in CTLR to 59.50 ± 20.20 Hz in PTX, n = 25 cells in 13, p = 0.038,
Wilcoxon test, Figure 5F). excitability of these interneurons (Figure 6). Intrinsic excitability of SST-INs is immune
to the activity of GABAARs Because L2/3 SST-INs had a low intensity of tonic inhibition
(Figures 2, 3) we wondered if PTX application affected the intrinsic 07 Frontiers in Cellular Neuroscience frontiersin.org Bogaj et al. 10.3389/fncel.2023.1270219 FIGURE 4
Synaptic (phasic) inhibition is weaker in L2/3 VIP-INs than in SST-INs. (A) Example traces of sIPSC recordings in VIP-, SST-IN and Pyr. (B) The mean
(±SD) amplitude of sIPSCs recorded in these neurons. (C) The same as in (B) but for the mean (±SD) frequency. *p < 0.05, **p ≤ 0.01, and ***p ≤ 0.001. FIGURE 4
Synaptic (phasic) inhibition is weaker in L2/3 VIP-INs than in SST-INs. (A) Example traces of sIPSC recordings in VIP-, SST-IN and Pyr. (B) The mean
(±SD) amplitude of sIPSCs recorded in these neurons. (C) The same as in (B) but for the mean (±SD) frequency. *p < 0.05, **p ≤ 0.01, and ***p ≤ 0.001. Next, pharmacological activation of delta subunit-containing
GABAARs by THIP showed that both interneuron types displayed
tonic inhibition which was mediated by delta subunit and the level of
delta subunit-induced tonic inhibition was around twice higher in
L2/3 VIP-INs than in SST-INs. Thus, the differences in the values of
tonic inhibition between VIP- and SST-INs might mainly come from
the differential expression of the delta-subunit containing GABAARs
in these interneurons. It has been found that hippocampal SST-INs
show a very low expression of delta subunits and this is accompanied
by a relatively low intensity of tonic current mediated by the delta-
subunit containing GABAARs (Huang et al., 2023). Delta subunit-
containing GABAARs have been found to be regulated by estrogens
(Shen et al., 2005) and neurosteroids (Reddy and Kulkarni, 1999;
Maguire et al., 2005; Wiltgen et al., 2005). Indeed, tonic inhibition
mediated by these receptors was larger in L4 regular spiking
(presumably Pyr neurons) and FS interneurons in the barrel cortex in
females than in males (Urban-Ciecko and Mozrzymas, 2011). Nonetheless, in the present study there was no difference in the level
of tonic inhibition between females and males. We hypothesize that
the effect of the sex on tonic inhibition might be age-dependent
because here mice were younger (P18-30) than in the prior work
(P35-49) (Urban-Ciecko and Mozrzymas, 2011). Tonic inhibition can
be mediated by GABAARs with other subunits. Intrinsic excitability of SST-INs is immune
to the activity of GABAARs It has been found that
alpha 5 subunit-containing GABAARs mediate tonic inhibition in
L2/3 Pyr neurons but not in L2/3 PV-INs nor L2/3 SST-INs in the
barrel cortex of X98 transgenic mouse line (Donato et al., 2023). Alpha
5-containing GABAARs have been revealed to be extrasynaptic,
mainly mediating tonic inhibition (Caraiscos et al., 2004). However,
alpha 5-containing GABAARs mediate also synaptic inhibition
coming from X98 SST-INs to L2/3 Pyr cells but not to L1 interneurons
of the barrel cortex (Donato et al., 2023). What is more, synaptic
inhibition originating from VIP-INs to SST-INs is mediated by the n = 7 cells in 7 mice, p = 0.578, Wilcoxon test, Figure 6C), the resting
membrane
potential
(−49.77 ± 5.72 mV
in
CTRL
and − 51.84 ± 7.71 mV in PTX, n = 7 cells in 7 mice, p = 0.479,
two-tailed paired t-test, Figure 6D), rheobase (91.43 ± 21.16 pA in
CTRL and 88.57 ± 18.64 pA in PTX, n = 7 cells in 7 mice, p = 0.457,
two-tailed paired t-test, Figure 6E) and the maximal frequency in
SST-INs (58.57 ± 20.32 Hz in CTRL and 48.86 ± 16.04 Hz in PTX, n = 7
cells in 7 mice, p = 0.136, two-tailed paired t-test, Figure 6F). n = 7 cells in 7 mice, p = 0.578, Wilcoxon test, Figure 6C), the resting
membrane
potential
(−49.77 ± 5.72 mV
in
CTRL
and − 51.84 ± 7.71 mV in PTX, n = 7 cells in 7 mice, p = 0.479,
two-tailed paired t-test, Figure 6D), rheobase (91.43 ± 21.16 pA in
CTRL and 88.57 ± 18.64 pA in PTX, n = 7 cells in 7 mice, p = 0.457,
two-tailed paired t-test, Figure 6E) and the maximal frequency in
SST-INs (58.57 ± 20.32 Hz in CTRL and 48.86 ± 16.04 Hz in PTX, n = 7
cells in 7 mice, p = 0.136, two-tailed paired t-test, Figure 6F). These data indicate that despite the presence of a low intensity of
GABAAR-mediated tonic inhibition in L2/3 SST-INs, ambient GABA
does not modulate the intrinsic excitability of these interneurons. frontiersin.org Donato et al., 2023). Discussion (C) With-in cell
comparison and mean (±SD) input resistance under baseline condition (CTRL) and in the presence of PTX. (D) The same as in (C) but for membrane
potential. (E) The same as in (C) but for rheobase. (F) The same as in (C) but for maximal frequency. *p < 0.05, **p ≤ 0.01, and ***p ≤ 0.001. receptors with this subunit in the hippocampus (Magnin et al., 2019)
but not in the barrel cortex (Donato et al., 2023) indicating not only
synapse- but brain area-specificity as well. Altogether, our results indicate that GABAARs regulate interneuron
excitability in a cell type-specific manner. L2/3 VIP-INs show relatively
strong tonic inhibition and it reduces VIP-IN excitability, whereas
L2/3 SST-INs display very weak tonic inhibition, which is unable to
modulate the intrinsic excitability of SST-INs. We also analyzed synaptic inhibition of both interneuron types
and compared it to Pyr cells, because previous studies have reported
that SST-INs in “GIN” mice possess minimal synaptic inhibition
(Vardya et al., 2008). Here, we found that in fact sIPSCs had lower
amplitude in VIP-INs than in SST-INs. In contrast, sIPSC frequency
was comparable in both interneuron types. Also, sIPSCs were larger
and more frequent in Pyr cells in comparison to VIP- and SST-INs,
suggesting that synaptic inhibition is stronger in excitatory neurons
than in these both interneuron types. Literature data have shown that the effect of tonic inhibition on
interneuron excitability is unclear and varies depending on the
interneuron type (Pavlov et al., 2009, 2014; Song et al., 2011; Bryson
et al., 2020). Surprisingly, depolarizing effect of GABA has been found
in fast spiking (FS) CA3 stratum lucidum interneurons (Pavlov et al.,
2014) and in other interneurons in the cerebellum (Chavas and Marty,
2003), amygdala (Woodruff et al., 2006) and striatum (Bracci and
Panzeri, 2006). The combination of dynamic clamp experiments with
neural network simulations has shown that the strength of tonic
inhibition in the interneurons might control interneuron firing
pattern and synchronization in the CA3 hippocampal network (Pavlov
et al., 2014). Thus, an influence of tonic inhibition on the firing output
of the interneurons is an essential factor for rhythm generation in
the brain. Finally, we observed that both the blockade and the activation of
GABAARs had effects on the input resistance and the resting
membrane potential suggesting that tonic inhibition might have
essential effects on neuronal excitability. Frontiers in Cellular Neuroscience Discussion GABAARs regulate both fast synaptic (phasic) transmission as
well as tonic (persistent) extrasynaptic inhibition (Farrant and Nusser,
2005; Glykys and Mody, 2007; Belelli et al., 2009). The tonic activation
of GABAARs can regulate intrinsic excitability in a neuron-specific
manner (Pavlov et al., 2009, 2014; Song et al., 2011). Here
we investigated whether L2/3 SST-INs and VIP-INs might be regulated
by tonic GABAAR inhibition. We compared tonic inhibition in
interneurons to neighboring Pyr neurons, since tonic inhibition in Pyr
cells has been studied before (Drasbek and Jensen, 2006; Vardya et al.,
2008; Urban-Ciecko et al., 2010). Pharmacological blockade of
GABAARs by PTX revealed tonic inhibition in both VIP- and
SST-INs, however, the level of this inhibition was different in these
cells. Namely, VIP-INs showed approximately two-fold stronger tonic
inhibition than SST-INs. Surprisingly, tonic inhibition in SST-INs was
comparable to Pyr cells in contrast to previous study, where a weak or
no tonic inhibition in SST-INs has been found (Vardya et al., 2008;
Donato et al., 2023). Frontiers in Cellular Neuroscience 08 frontiersin.org Bogaj et al. 10.3389/fncel.2023.1270219 FIGURE 5
GABAARs decrease intrinsic excitability of L2/3 VIP-INs. (A) Example traces of VIP-IN firing responses after the somatic current injection of a 500 ms-
long pulse at 3 different intensities (20, 60, 120 pA) in CTRL ACSF (black traces) and after PTX application (red traces). (B) Summary plot of the mean
firing frequency (±SD) in response to current injections (from 0 to 120 pA) from VIP-INs recorded in control ACSF and after PTX. (C) With-in cell
comparison and mean (±SD) input resistance under baseline condition (CTRL) and in the presence of PTX. (D) The same as in (C) but for membrane
potential. (E) The same as in (C) but for rheobase. (F) The same as in (C) but for maximal frequency. *p < 0.05, **p ≤ 0.01, and ***p ≤ 0.001. RE 5 FIGURE 5
GABAARs decrease intrinsic excitability of L2/3 VIP-INs. (A) Example traces of VIP-IN firing responses after the somatic current injection of a 500 ms-
long pulse at 3 different intensities (20, 60, 120 pA) in CTRL ACSF (black traces) and after PTX application (red traces). (B) Summary plot of the mean
firing frequency (±SD) in response to current injections (from 0 to 120 pA) from VIP-INs recorded in control ACSF and after PTX. frontiersin.org Discussion However, pharmacological
blockade of GABAARs by PTX decreased the rheobase only in
VIP-INs and had no effect on SST-INs, indicating that tonic
GABAARs decrease intrinsic excitability of VIP-INs but not SST-INs. 09 frontiersin.org 10.3389/fncel.2023.1270219 Bogaj et al. FIGURE 6
GABAARs has no impact on intrinsic excitability of SST-INs. (A) Example traces of SST-IN firing responses after the somatic current injection of a
500 ms-long pulse at 3 different intensities (80, 120, 200 pA) in CTRL ACSF (black traces) and after PTX application (red traces). (B) Summary plot of the
firing frequency (±SD) in response to current injections (from 0 to 250 pA) from SST-INs recorded in control ACSF and after PTX. (C) With-in cell
comparison and mean (±SD) input resistance under baseline condition (CTRL) and in the presence of PTX. (D) The same as in (C) but for membrane
potential. (E) The same as in (C) but for rheobase. (F) The same as in (C) but for maximal frequency. *p < 0.05, **p ≤ 0.01, and ***p ≤ 0.001. FIGURE 6
GABAARs has no impact on intrinsic excitability of SST-INs. (A) Example traces of SST-IN firing responses after the somatic current injection of a
500 ms-long pulse at 3 different intensities (80, 120, 200 pA) in CTRL ACSF (black traces) and after PTX application (red traces). (B) Summary plot of the
firing frequency (±SD) in response to current injections (from 0 to 250 pA) from SST-INs recorded in control ACSF and after PTX. (C) With-in cell
comparison and mean (±SD) input resistance under baseline condition (CTRL) and in the presence of PTX. (D) The same as in (C) but for membrane
potential. (E) The same as in (C) but for rheobase. (F) The same as in (C) but for maximal frequency. *p < 0.05, **p ≤ 0.01, and ***p ≤ 0.001. A separate observation in our study was that L2/3 VIP- and
SST-INs displayed diverse spiking patterns in response to the somatic
current injection in whole-cell patch-clamp recordings and that in fact
these patterns were very similar in both interneuron types. In
literature, the same firing patterns might have variety of terms
(Kawaguchi and Kubota, 1996; Kawaguchi, 1997; Gibson et al., 1999;
Beierlein et al., 2003; Goldberg et al., 2004; Wang et al., 2004; Ma et al.,
2006; Prönneke et al., 2015, 2019; Liguz-Lecznar et al., 2016; Urban-
Ciecko and Barth, 2016; Jiang et al., 2023). Frontiers in Cellular Neuroscience frontiersin.org References Beierlein, M., Gibson, J. R., and Connors, B. W. (2003). Two dynamically distinct
inhibitory networks in layer 4 of the neocortex. J. Neurophysiol. 90, 2987–3000. doi:
10.1152/jn.00283.2003 Beierlein, M., Gibson, J. R., and Connors, B. W. (2003). Two dynamically distinct
inhibitory networks in layer 4 of the neocortex. J. Neurophysiol. 90, 2987–3000. doi:
10.1152/jn.00283.2003 Chavas, J., and Marty, A. (2003). Coexistence of excitatory and inhibitory GABA
synapses in the cerebellar interneuron network. J. Neurosci. 23, 2019–2031. doi: 10.1523/
JNEUROSCI.23-06-02019.2003 Belelli, D., Harrison, N. L., Maguire, J., Macdonald, R. L., Walker, M. C., and
Cope, D. W. (2009). Extrasynaptic GABAA receptors: form, pharmacology, and function. J. Neurosci. 29, 12757–12763. doi: 10.1523/JNEUROSCI.3340-09.2009 Belelli, D., Harrison, N. L., Maguire, J., Macdonald, R. L., Walker, M. C., and
Cope, D. W. (2009). Extrasynaptic GABAA receptors: form, pharmacology, and function. J. Neurosci. 29, 12757–12763. doi: 10.1523/JNEUROSCI.3340-09.2009 Dobrzanski, G., Lukomska, A., Zakrzewska, R., Posluszny, A., Kanigowski, D.,
Urban-Ciecko, J., et al. (2022). Learning-induced plasticity in the barrel cortex is
disrupted by inhibition of layer 4 somatostatin-containing interneurons. Biochim. Biophys. Acta 1869:119146. doi: 10.1016/j.bbamcr.2021.119146 Dobrzanski, G., Lukomska, A., Zakrzewska, R., Posluszny, A., Kanigowski, D.,
Urban-Ciecko, J., et al. (2022). Learning-induced plasticity in the barrel cortex is
disrupted by inhibition of layer 4 somatostatin-containing interneurons. Biochim. Biophys. Acta 1869:119146. doi: 10.1016/j.bbamcr.2021.119146 Bracci, E., and Panzeri, S. (2006). Excitatory GABAergic effects in striatal projection
neurons. J. Neurophysiol. 95, 1285–1290. doi: 10.1152/jn.00598.2005 Bracci, E., and Panzeri, S. (2006). Excitatory GABAergic effects in striatal projection
neurons. J. Neurophysiol. 95, 1285–1290. doi: 10.1152/jn.00598.2005 Donato, C., Balduino Victorino, D., Cabezas, C., Aguirre, A., Lourenço, J., Potier, M.-
C., et al. (2023). Pharmacological signature and target specificity of inhibitory circuits
formed by martinotti cells in the mouse barrel cortex. J. Neurosci. 43, 14–27. doi:
10.1523/JNEUROSCI.1661-21.2022 Donato, C., Balduino Victorino, D., Cabezas, C., Aguirre, A., Lourenço, J., Potier, M.-
C., et al. (2023). Pharmacological signature and target specificity of inhibitory circuits
formed by martinotti cells in the mouse barrel cortex. J. Neurosci. 43, 14–27. doi:
10.1523/JNEUROSCI.1661-21.2022 Bright, D. P., and Smart, T. G. (2013). Methods for recording and measuring tonic
GABAA receptor-mediated inhibition. Front. Neural Circ. 7:193. doi: 10.3389/
fncir.2013.00193 Drasbek, K. R., and Jensen, K. (2006). THIP, a hypnotic and antinociceptive drug,
enhances an extrasynaptic GABAA receptor-mediated conductance in mouse neocortex. Cereb. Cortex 16, 1134–1141. doi: 10.1093/cercor/bhj055 Bryson, A., Hatch, R. J., Zandt, B.-J., Rossert, C., Berkovic, S. F., Reid, C. A., et al. Data availability statement All claims expressed in this article are solely those of the authors
and do not necessarily represent those of their affiliated organizations,
or those of the publisher, the editors and the reviewers. Any product
that may be evaluated in this article, or claim that may be made by its
manufacturer, is not guaranteed or endorsed by the publisher. The original contributions presented in the study are included in
the article/Supplementary material, further inquiries can be directed
to the corresponding author. Funding The author(s) declare financial support was received for the
research, authorship, and/or publication of this article. This work was
supported by the National Science Centre, Poland (2020/39/B/
NZ4/01462 to JU-C). Supplementary material The animal study was approved by Polish Ministry of
Environment. The study was conducted in accordance with the local
legislation and institutional requirements. The Supplementary material for this article can be found online
at: https://www.frontiersin.org/articles/10.3389/fncel.2023.1270219/
full#supplementary-material Conflict of interest Taken together, our data indicate that tonic GABAAR-mediated
inhibition modulates neocortical networks in an interneuron type-
specific manner. In overall, the differential sensitivity of specific
neurons to GABA modulation may fine-tune the balance of excitation
and inhibition in the cortical networks. Further studies are required
to fully understand the complex role of tonic inhibition on neuronal
network function under physiological and pathological conditions. The authors declare that the research was conducted in the
absence of any commercial or financial relationships that could
be construed as a potential conflict of interest. Discussion In the somatosensory
cortex, the majority of SST-INs show so called classical accommodating
(c-AC, Wang et al., 2004) spiking responses to current injection. This
expression might be analogous to other terms such as regular spiking
(RS) non-pyramidal (RSNP, Kawaguchi and Kubota, 1996; Kawaguchi,
1997) or low-threshold spiking in other studies (LTS, Gibson et al.,
1999; Goldberg et al., 2004). In general, LTS interneurons are
characterized by the relatively high input resistance, display
accommodating pattern in response to depolarized currents and also
generate rebound spike bursts following somatic hyperpolarization
(Kawaguchi and Kubota, 1996; Goldberg et al., 2004). It has been
revealed that not every SST-IN shows this phenomenon (Goldberg et al., 2004; Ma et al., 2006). In our experiments, SST-INs more often
displayed LTS firing in the internal solution with the low [Cl−]
concentration than in the high [Cl−] solution. As in other studies
(Kawaguchi and Kubota, 1996; Wang et al., 2004; Ma et al., 2006), a
small subgroup of SST-INs had a non-accommodating firing which
was analogous to FS responses characteristic for PV (parvalbumin)
interneurons. The same as for SST-INs, L2/3 VIP-INs might have
firing patterns with regular spiking (adapting firing) as well as bursting
adapting, bursting non-adapting or irregular spiking (Lee et al., 2010;
Miyoshi et al., 2010; Prönneke et al., 2015, 2019; Jiang et al., 2023). In
our experiments, a subset of VIP-INs exhibited high input resistance
and displayed the classical LTS pattern with the rebound spikes. Similarly to SST-INs, LTS firing was observed more frequently in the
internal solution with the low [Cl−] concentration. Taking into account that L2/3 SST- and VIP-INs fire with very
similar patterns, careful consideration should be given to studies using
the firing phenotype as the only category to determine an interneuron
type, since this population might include interneurons expressing
different molecular markers. Now, thanks to a variety of transgenic
mouse lines we can combine molecular and electrophysiological 10 frontiersin.org Bogaj et al. 10.3389/fncel.2023.1270219 Author contributions properties to study specific interneuron types. On top of that, recent
investigations using single cell-PCR and multimodal classification
methods differentiate several subgroups within VIP- and SST-INs
(Gouwens et al., 2020; Donato et al., 2023; Hostetler et al., 2023; Jiang
et al., 2023). Unfortunately, much of this diversity remains inaccessible
for in-depth study due to lack of genetic targeting tools. KB: Formal Analysis, Investigation, Writing – original draft,
Writing – review & editing. RK: Formal Analysis, Investigation,
Writing – review & editing. JU-C: Formal Analysis, Investigation,
Writing – review & editing, Conceptualization, Data curation,
Funding acquisition, Methodology, Project administration, Resources,
Supervision, Validation, Visualization, Writing – original draft. In conclusion, previous work has shown that ambient GABA was
not sufficient to regulate L2/3 SST-IN excitability through GABABRs
(Kanigowski et al., 2023). Here we demonstrate that GABAARs also
do not regulate SST-IN firing, indicating that these interneurons are
mainly immune to ambient GABA. In contrast, L2/3 VIP-INs are
modulated by tonic GABAAR inhibition, as we report for the first
time. Our results suggest that under the condition of ambient GABA,
the differential sensitivity of VIP- and SST-INs to tonic GABAAR
inhibition will favor SST-IN activity over VIP-INs. In this condition,
SST-INs can generate powerful GABAergic inhibition thanks to their
intrinsic excitability that is immune to both GABAA and GABABRs
(Kanigowski et al., 2023). Frontiers in Cellular Neuroscience References Neuron 56, 763–770. doi: 10.1016/j.neuron.2007.11.002 Oliva, A. A., Jiang, M., Lam, T., Smith, K. L., and Swann, J. W. (2000). Novel
hippocampal interneuronal subtypes identified using transgenic mice that express green
fluorescent protein in GABAergic interneurons. J. Neurosci. 20, 3354–3368. doi: 10.1523/
JNEUROSCI.20-09-03354.2000 Goldberg, J. H., Lacefield, C. O., and Yuste, R. (2004). Global dendritic calcium
spikes in mouse layer 5 low threshold spiking interneurones: implications for
control of pyramidal cell bursting. J. Physiol. 558, 465–478. doi: 10.1113/
jphysiol.2004.064519 Pavlov, I., Savtchenko, L. P., Kullmann, D. M., Semyanov, A., and Walker, M. C. (2009). Outwardly rectifying tonically active GABA A receptors in pyramidal cells modulate
neuronal offset, not gain. J. Neurosci. 29, 15341–15350. doi: 10.1523/
JNEUROSCI.2747-09.2009 Gouwens, N. W., Sorensen, S. A., Baftizadeh, F., Budzillo, A., Lee, B. R., Jarsky, T., et al. (2020). Integrated morphoelectric and transcriptomic classification of cortical
GABAergic cells. Cells 183, 935–953.e19. doi: 10.1016/j.cell.2020.09.057 Pavlov, I., Savtchenko, L. P., Song, I., Koo, J., Pimashkin, A., Rusakov, D. A., et al. (2014). Tonic GABA A conductance bidirectionally controls interneuron firing pattern
and synchronization in the CA3 hippocampal network. Proc. Natl. Acad. Sci. 111,
504–509. doi: 10.1073/pnas.1308388110 Hansen, S. L., Sperling, B. B., and Sánchez, C. (2004). Anticonvulsant and
antiepileptogenic effects of GABAA receptor ligands in pentylenetetrazole-kindled mice. Prog. Neuro Psychopharmacol. Biol. Psychiatry 28, 105–113. doi: 10.1016/j. pnpbp.2003.09.026 Petilla Interneuron Nomenclature Group (2008). Petilla terminology: nomenclature
of features of GABAergic interneurons of the cerebral cortex. Nat. Rev. Neurosci. 9,
557–568. doi: 10.1038/nrn2402 Hausselt, S. E., Euler, T., Detwiler, P. B., and Denk, W. (2007). A dendrite-autonomous
mechanism for direction selectivity in retinal starburst amacrine cells. PLoS Biol. 5:e185. doi: 10.1371/journal.pbio.0050185 Pfeffer, C. K., Xue, M., He, M., Huang, Z. J., and Scanziani, M. (2013). Inhibition of
inhibition in visual cortex: the logic of connections between molecularly distinct
interneurons. Nat. Neurosci. 16, 1068–1076. doi: 10.1038/nn.3446 Hostetler, R. E., Hu, H., and Agmon, A. (2023). Genetically defined subtypes of
somatostatin-containing cortical interneurons. eNeuro 10:ENEURO.0204-23.2023. doi:
10.1523/ENEURO.0204-23.2023 Prönneke, A., Scheuer, B., Wagener, R. J., Möck, M., Witte, M., and Staiger, J. F. (2015). Characterizing VIP neurons in the barrel cortex of VIPcre/tdTomato mice
reveals layer-specific differences. Cereb. Cortex 25, 4854–4868. doi: 10.1093/cercor/
bhv202 Huang, T.-H., Lin, Y.-S., Hsiao, C.-W., Wang, L.-Y., Ajibola, M. I.,
Abdulmajeed, W. I., et al. (2023). Differential expression of GABAA receptor
subunits δ and α6 mediates tonic inhibition in parvalbumin and somatostatin
interneurons in the mouse hippocampus. References Front. Cell. Neurosci. 17:1146278. doi:
10.3389/fncel.2023.1146278 Prönneke, A., Witte, M., Möck, M., and Staiger, J. F. (2019). Neuromodulation leads
to a burst-tonic switch in a subset of VIP neurons in mouse primary somatosensory
(barrel) cortex. Cereb. Cortex 30, 488–504. doi: 10.1093/cercor/bhz102 Jiang, S.-N., Cao, J.-W., Liu, L.-Y., Zhou, Y., Shan, G.-Y., Fu, Y.-H., et al. (2023). Sncg,
Mybpc1, and Parm1 Classify subpopulations of VIP-expressing interneurons in layers
2/3 of the somatosensory cortex. Cereb. Cortex 33, 4293–4304. doi: 10.1093/cercor/
bhac343 Reddy, D. S., and Kulkarni, S. K. (1999). Sex and estrous cycle-dependent changes in
neurosteroid and benzodiazepine effects on food consumption and plus-maze learning
behaviors in rats. Pharmacol. Biochem. Behav. 62, 53–60. doi: 10.1016/
S0091-3057(98)00126-9 Jiang, X., Shen, S., Cadwell, C. R., Berens, P., Sinz, F., Ecker, A. S., et al. (2015). Principles of connectivity among morphologically defined cell types in adult neocortex. Science 350:aac9462. doi: 10.1126/science.aac9462 Rudy, B., Fishell, G., Lee, S., and Hjerling-Leffler, J. (2011). Three groups of
interneurons account for nearly 100% of neocortical GABAergic neurons. Dev. Neurobiol. 71, 45–61. doi: 10.1002/dneu.20853 Kanigowski, D., Bogaj, K., Barth, A. L., and Urban-Ciecko, J. (2023). Somatostatin-
expressing interneurons modulate neocortical network through GABAb receptors in a
synapse-specific manner. Sci. Rep. 13:8780. doi: 10.1038/s41598-023-35890-2 Saxena, N., and Macdonald, R. (1994). Assembly of GABAA receptor
subunits: role of the delta subunit. J. Neurosci. 14, 7077–7086. doi: 10.1523/
JNEUROSCI.14-11-07077.1994 Kawaguchi, Y. (1997). GABAergic cell subtypes and their synaptic connections in rat
frontal cortex. Cereb. Cortex 7, 476–486. doi: 10.1093/cercor/7.6.476 Shen, H., Gong, Q. H., Yuan, M., and Smith, S. S. (2005). Short-term steroid treatment
increases δ GABAA receptor subunit expression in rat CA1 hippocampus:
pharmacological and behavioral effects. Neuropharmacology 49, 573–586. doi: 10.1016/j. neuropharm.2005.04.026 Kawaguchi, Y., and Kubota, Y. (1996). Physiological and morphological identification
of somatostatin- or vasoactive intestinal polypeptide-containing cells among GABAergic
cell subtypes in rat frontal cortex. J. Neurosci. 16, 2701–2715. doi: 10.1523/
JNEUROSCI.16-08-02701.1996 Silver, R. A. (2010). Neuronal arithmetic. Nat. Rev. Neurosci. 11, 474–489. doi:
10.1038/nrn2864 Khirug, S., Yamada, J., Afzalov, R., Voipio, J., Khiroug, L., and Kaila, K. (2008). GABAergic depolarization of the axon initial segment in cortical principal neurons is
caused by the Na–K–2Cl cotransporter NKCC1. J. Neurosci. 28, 4635–4639. doi:
10.1523/JNEUROSCI.0908-08.2008 Song, I., Savtchenko, L., and Semyanov, A. (2011). Tonic excitation or inhibition is set
by GABAA conductance in hippocampal interneurons. Nat. Commun. 2:376. doi:
10.1038/ncomms1377 Lee, S., Hjerling-Leffler, J., Zagha, E., Fishell, G., and Rudy, B. References (2020). GABA-mediated tonic inhibition differentially modulates gain in functional
subtypes of cortical interneurons. Proc. Natl. Acad. Sci. 117, 3192–3202. doi: 10.1073/
pnas.1906369117 Farrant, M., and Nusser, Z. (2005). Variations on an inhibitory theme: phasic and tonic
activation of GABAA receptors. Nat. Rev. Neurosci. 6, 215–229. doi: 10.1038/nrn1625 Caraiscos, V. B., Elliott, E. M., You-Ten, K. E., Cheng, V. Y., Belelli, D., Newell, J. G.,
et al. (2004). Tonic inhibition in mouse hippocampal CA1 pyramidal neurons is
mediated by α5 subunit-containing γ-aminobutyric acid type A receptors. Proc. Natl. Acad. Sci. 101, 3662–3667. doi: 10.1073/pnas.0307231101 Finnerty, G. T., Roberts, L. S., and Connors, B. W. (1999). Sensory experience modifies
the short-term dynamics of neocortical synapses. Nature 400, 367–371. doi:
10.1038/22553 Frontiers in Cellular Neuroscience 11 frontiersin.org Bogaj et al. 10.3389/fncel.2023.1270219 Gentet, L. J., Avermann, M., Matyas, F., Staiger, J. F., and Petersen, C. C. H. (2010). Membrane potential dynamics of GABAergic neurons in the barrel cortex of behaving
mice. Neuron 65, 422–435. doi: 10.1016/j.neuron.2010.01.006 Maguire, J. L., Stell, B. M., Rafizadeh, M., and Mody, I. (2005). Ovarian cycle–linked
changes in GABAA receptors mediating tonic inhibition alter seizure susceptibility and
anxiety. Nat. Neurosci. 8, 797–804. doi: 10.1038/nn1469 Gentet, L. J., Kremer, Y., Taniguchi, H., Huang, Z. J., Staiger, J. F., and Petersen, C. C. H. (2012). Unique functional properties of somatostatin-expressing GABAergic neurons
in mouse barrel cortex. Nat. Neurosci. 15, 607–612. doi: 10.1038/nn.3051 Mitchell, S. J., and Silver, R. A. (2003). Shunting inhibition modulates neuronal
gain during synaptic excitation. Neuron 38, 433–445. doi: 10.1016/
S0896-6273(03)00200-9 Gibson, J. R., Beierlein, M., and Connors, B. W. (1999). Two networks of
electrically coupled inhibitory neurons in neocortex. Nature 402, 75–79. doi:
10.1038/47035 Miyoshi, G., Hjerling-Leffler, J., Karayannis, T., Sousa, V. H., Butt, S. J. B., Battiste, J.,
et al. (2010). Genetic fate mapping reveals that the caudal ganglionic eminence produces
a large and diverse population of superficial cortical interneurons. J. Neurosci. 30,
1582–1594. doi: 10.1523/JNEUROSCI.4515-09.2010 Glasgow, S. D., McPhedrain, R., Madranges, J. F., Kennedy, T. E., and Ruthazer, E. S. (2019). Approaches and limitations in the investigation of synaptic transmission and
plasticity. Front. Synaptic Neurosci. 11:20. doi: 10.3389/fnsyn.2019.00020 Munguba, H., Nikouei, K., Hochgerner, H., Oberst, P., Kouznetsova, A., Ryge, J., et al. (2023). Transcriptional maintenance of cortical somatostatin interneuron subtype
identity during migration. Neuron. doi: 10.1016/j.neuron.2023.07.018 [In press]. Glykys, J., and Mody, I. (2007). Activation of GABAA receptors: views from outside
the synaptic cleft. Wang, Y., Toledo-Rodriguez, M., Gupta, A., Wu, C., Silberberg, G., Luo, J., et al.
(2004). Anatomical, physiological and molecular properties of martinotti cells in the
somatosensory cortex of the juvenile rat. J. Physiol. 561, 65–90. doi: 10.1113/
jphysiol.2004.073353 Wiltgen, B. J., Sanders, M. J., Ferguson, C., Homanics, G. E., and Fanselow, M. S.
(2005). Trace fear conditioning is enhanced in mice lacking the δ subunit of the GABA A
receptor. Learn. Mem. 12, 327–333. doi: 10.1101/lm.89705 Wyroślak, M., Dobrzański, G., and Mozrzymas, J. W. (2023). Bidirectional plasticity
of GABAergic tonic inhibition in hippocampal somatostatin- and parvalbumin-
containing interneurons. Front. Cell. Neurosci. 17:1193383. doi: 10.3389/
fncel.2023.1193383 References (2010). The largest group
of superficial neocortical GABAergic interneurons expresses ionotropic serotonin
receptors. J. Neurosci. 30, 16796–16808. doi: 10.1523/JNEUROSCI.1869-10.2010 Urban-Ciecko, J., and Barth, A. L. (2016). Somatostatin-expressing neurons in cortical
networks. Nat. Rev. Neurosci. 17, 401–409. doi: 10.1038/nrn.2016.53 Lee, S., Kruglikov, I., Huang, Z. J., Fishell, G., and Rudy, B. (2013). A disinhibitory
circuit mediates motor integration in the somatosensory cortex. Nat. Neurosci. 16,
1662–1670. doi: 10.1038/nn.3544 Urban-Ciecko, J., Fanselow, E. E., and Barth, A. L. (2015). Neocortical somatostatin
neurons reversibly silence excitatory transmission via GABAb receptors. Curr. Biol. 25,
722–731. doi: 10.1016/j.cub.2015.01.035 Urban-Ciecko, J., Jouhanneau, J.-S., Myal, S. E., Poulet, J. F. A., and Barth, A. L. (2018). Precisely timed nicotinic activation drives SST inhibition in neocortical circuits. Neuron
97, 611–625.e5. doi: 10.1016/j.neuron.2018.01.037 Lee, V., and Maguire, J. (2014). The impact of tonic GABAA receptor-mediated
inhibition on neuronal excitability varies across brain region and cell type. Front Neural
Circ 8:3. doi: 10.3389/fncir.2014.00003 Liguz-Lecznar, M., Urban-Ciecko, J., and Kossut, M. (2016). Somatostatin and
somatostatin-containing neurons in shaping neuronal activity and plasticity. Front
Neural Circ. 10:48. doi: 10.3389/fncir.2016.00048 Urban-Ciecko, J., Kossut, M., and Mozrzymas, J. W. (2010). Sensory learning
differentially affects GABAergic tonic currents in excitatory neurons and fast spiking
interneurons in layer 4 of mouse barrel cortex. J. Neurophysiol. 104, 746–754. doi:
10.1152/jn.00988.2009 Ma, Y., Hu, H., Berrebi, A. S., Mathers, P. H., and Agmon, A. (2006). Distinct subtypes
of somatostatin-containing neocortical interneurons revealed in transgenic mice. J. Neurosci. 26, 5069–5082. doi: 10.1523/JNEUROSCI.0661-06.2006 Urban-Ciecko, J., and Mozrzymas, J. W. (2011). Sex-specificity of associative learning-
induced changes in GABAergic tonic inhibition in layer 4 neurons of mouse barrel
cortex. Behav. Brain Res. 219, 373–377. doi: 10.1016/j.bbr.2011.01.013 Magnin, E., Francavilla, R., Amalyan, S., Gervais, E., David, L. S., Luo, X., et al. (2019). Input-specific synaptic location and function of the α5 GABA A receptor subunit in the
mouse CA1 hippocampal neurons. J. Neurosci. 39, 788–801. doi: 10.1523/
JNEUROSCI.0567-18.2018 Vardya, I., Drasbek, K. R., Dósa, Z., and Jensen, K. (2008). Cell type–specific GABAA
receptor–mediated tonic inhibition in mouse neocortex. J. Neurophysiol. 100, 526–532. doi: 10.1152/jn.01224.2007 Frontiers in Cellular Neuroscience 12 frontiersin.org Bogaj et al. 10.3389/fncel.2023.1270219 10.3389/fncel.2023.1270219 Woodruff, A. R., Monyer, H., and Sah, P. (2006). GABAergic excitation in the
basolateral
amygdala. J. Neurosci. 26,
11881–11887. doi:
10.1523/
JNEUROSCI.3389-06.2006 Wyroślak, M., Dobrzański, G., and Mozrzymas, J. W. (2023). Bidirectional plasticity
of GABAergic tonic inhibition in hippocampal somatostatin- and parvalbumin-
containing interneurons. Front. Cell. Neurosci. Woodruff, A. R., Monyer, H., and Sah, P. (2006). GABAergic excitation in the
basolateral
amygdala.
J.
Neurosci.
26,
11881–11887.
doi:
10.1523/
JNEUROSCI.3389-06.2006 References 17:1193383. doi: 10.3389/
fncel.2023.1193383 13 frontiersin.org Frontiers in Cellular Neuroscience
|
https://openalex.org/W2013973354
|
https://link.springer.com/content/pdf/10.1007/s10751-013-0939-x.pdf
|
English
| null |
New Hofmann-like spin crossover compound with 3,5-lutidine
|
Hyperfine interactions
| 2,013
|
cc-by
| 4,219
|
Hyperfine Interact (2014) 226:27–34
DOI 10.1007/s10751-013-0939-x Hyperfine Interact (2014) 226:27–34
DOI 10.1007/s10751-013-0939-x Proceedings of the 32nd International Conference on the Applications of the Mössbauer Effect
(ICAME 2013) held in Opatija, Croatia, 1–6 September 2013. T. Kitazawa
Research Centre for Materials with Integrated Properties,
Toho University, 2-2-1 Miyama, Funabashi, Chiba 274-8510, Japan Keywords
57Fe Mössbauer spectroscopy · Coordination polymer · Spin crossover T. Kitazawa (B) · M. Takahashi
Department of Chemistry, Faculty of Science, Toho University, 2-2-1 Miyama,
Funabashi, Chiba 274-8510, Japan
e-mail: kitazawa@chem.sci.toho-u.ac.jp 1 Introduction The spin crossover (SCO) phenomenon is found in first-row transition-metal com-
plexes of d4-d7 configuration, the largest number of examples being available for
octahedral iron(II). External stimuli, such as temperature, light, or pressure, can be
used to switch between these states. SCO research areas continue to develop with the
coming of new SCO materials, associated with theories and prospective applications
[1]. Coordination polymer frameworks built up by self-assembly constitute a most
useful and efficient process for building up nano-scale supramacromolecular ar-
chitectures with unique network topologies and potentially interesting magnetic
properties. Cyanometalates are useful building blocks for various dimensional co-
ordination polymeric networks as transition metal templates. Special attention is
currently paid to coordination polymer iron(II) SCO compounds acting in coopera-
tive behaviour since they can manifest sensory and memory functions. The Hofmann
pyridine coordination polymer Fe(py)2Ni(CN)4 1 shows iron(II) SCO behaviour, as
revealed by 57Fe Mössbauer spectroscopy and the SQUID technique [2]. Pressure
tuning Raman spectroscopy of 1 was reported [3] and an isotope effect of 1 was
found [4]. An emission Mössbauer spectroscopic study of 57Co-labelled analogous
57Co(py)2Ni(CN)4 demonstrated nuclear-decay-induced excited spin state trapping
(NIESST) [5]. The effect on the spin crossover of Cl and CH3 replacements located at different
positions on the pyridine ring was also studied [6, 7]. The related spin crossover
coordination compounds have been developed [8–18]. Some of them contain 3D
pillared Hofmann-type-organic frameworks [10–16]. We previously reported two kinds of 2D coordination polymer iron(II) spin
crossover complexes containing 3,5-lutidine with formula Fe(3,5-lutidine)2Ni(CN)4·
[n(H2O)m(3,5-lutidine)],whose host framework is similar to that of 1 [17]. The type I
material obtained from the pH 5.2 solution is Fe(3,5-lutidine)2Ni(CN)4·[0.8(H2O)]
2a, in which water molecules coordinate to iron(II) ions and/or are accommo-
dated with the host Fe(3,5-lutidine)2Ni(CN)4framework. The type II material ob-
tained from the pH 8.5 solution is Fe(3,5-lutidine)2Ni(CN)4·[0.5(H2O)(3,5-lutidine)]
2b, in which 3,5-lutidine molecules act both as ligands coordinating to octahe-
dral Fe(II) atoms and as guest molecules accommodated with the host Fe(3,5-
lutidine)2Ni(CN)4framework. Their SCO properties studied by temperature depen-
dent 57Fe Mössbauer spectroscopy indicate incomplete SCO behaviour [17]. Some-
times the SCO behaviour depends on the preparation methods and/or preparation
conditions. We
report
here
the
preparation
of
the
new
type
III
material
of
Hofmann-like
3,5-lutidine
spin
crossover
coordination
compound
with
formula Fe(3,5-lutidine)2Ni(CN)4·2[(H2O)(3,5-lutidine)] 2c. We also prepared
the
Hofmann-like
3,5-dichloropyridine
coordination
compound
Fe(3,5-
dichloropyridine)2Ni(CN)4·2[(3,5-dichloropyridine)(H2O)]
2d
to
compare
to
2c. New Hofmann-like spin crossover compound
with 3,5-lutidine Takafumi Kitazawa · Miwa Takahashi Published online: 7 November 2013
© Springer Science+Business Media Dordrecht 2013 Published online: 7 November 2013
© Springer Science+Business Media Dordrecht 2013 Abstract A new type III of 3,5-lutidine spin crossover coordination compound with
formula Fe(3,5-lutidine)2Ni(CN)4·2[(H2O)(3,5-lutidine)] 2c has been obtained. The
ratio of the high spin state (HS) iron (II) changing to the low spin state (LS)
iron (II) in 2c is higher than that of type I and type II 3,5-lutidine coordination
polymer 2a and 2b previously reported. 57Fe Mössbauer spectra of 2c show two
different doublets which correspond to HS1 (inner doublet lines) and HS2 (outer
doublet lines). The intensity of the HS1 doublet decreases on cooling to 80 K while
the intensity of another component, the LS singlet, increases. The 90 % of the
HS1 doublet change to the LS singlet is probably due to suitable environments of
octahedral iron (II) ions coordinated by four nitrogen atoms of cyano groups and
two nitrogen atoms of 3,5-lutidine ligands. We also prepared the Hofmann-like 3,5-
dichloropyridine coordination compound Fe(3,5-dichloropyridine)2Ni(CN)4·2[(3,5-
dichloropyridine)(H2O)] 2d to compare it with 2c. 57Fe Mössbauer spectra of 2d
show that 2d is not a spin crossover coordination compound. T. Kitazawa (B) · M. Takahashi
Department of Chemistry, Faculty of Science, Toho University, 2-2-1 Miyama,
Funabashi, Chiba 274-8510, Japan
e-mail: kitazawa@chem.sci.toho-u.ac.jp T. Kitazawa, M. Takahashi 28 2 Experimental Although we previously prepared 2a and 2b using direct contact methods with
the aqueous solution containing Mohr’s salt (Fe(NH4)2(SO4)2·6H2O) and potas-
sium tetracyanonickelate(II) to neat 3,5-lutidine [17], we prepared the new type
III Fe(3,5-lutidine)2Ni(CN)4·2[(H2O)(3,5-lutidine)] 2c using by vial-in-vial slow
diffusion methods with aqueous solutions and 3,5-lutidine vapors. 3.14 g (8.80 mmol)
of Mohr’s salt (Fe(NH4)2(SO4)2·6H2O) and 2.12 g (8.80 mmol) of potassium tetra-
cyanonickelate(II) (K2[Ni(CN)4]) were added into 120 ml of water, and then a
light blue precipitate formed immediately. The last one was dissolved by adjusting
the pH 5.2 of an aqueous solution, using 4.79 g of citric acid and 2.2 ml of 1,3-
diaminopropane. The aqueous solution was located in a small vial. The small vial
was put in a large vial with 5 ml of 3,5-lutidine. After standing for a few days at room
temperature (RT), yellow solid particles 2c were formed at the interface between
the organic and aqueous phases or/and at the bottom of the aqueous phase. Fe(3,5-
dichloropyridine)2Ni(CN)4· 2[(3,5-dichloropyridine)(H2O)] 2d was obtained by a
similar method for 2c. Unfortunately single crystals suitable for X-ray determination
have not yet been obtained. The materials were identified by 57Fe Mössbauer spec-
troscopy, elemental analysis, powder X-ray diffraction, and infrared spectroscopy. The elemental analysis for C, H, and N was carried out with a Perkin-Elmer Model
2400. 57Fe Mössbauer spectra were obtained using an Austin Science S-600 spectrom-
eter in connection with an EG & G Ortec Model 5500 multichannel analyzer. The
temperature dependence of the spectra in the range of 80–295 K were measured by
keeping the sample in a gas-flow type cryostat (Oxford Instrument CF1104) and the
source was kept at RT. The temperature of the sample was controlled by a DTC2
digital temperature controller from Oxford Instruments. A platinum resistor was
used to measure the temperature. The spectra were computer-fitted to Lorentzian
lines. The values of the isomer shift are given relative to an α-iron foil at RT. 1 Introduction 57Fe Mössbauer data indicate that 2c is spin crossover compound, while 2d does
not have SCO behaviour. New Hofmann-like spin crossover compound New Hofmann-like spin crossover compound 29 Table 1 Types of Fe(3,5-lutidine)2Ni(CN)4·[n (H2O) m(3,5-lutidine)]
Guest ratio
Abb. Preparation condition
SCO behaviour
Type I
n = 0.8, m = 0
2a
pH = 5.2 (direct method)
incomplete (36 %)
Type II
n = 0.5, m = 1
2b
pH = 8.5 (direct method)
incomplete (27 %)
Type III
n = 2, m = 2
2c
pH = 5.2 (vapor method)
Almost (90 %) complete
Type I, Type II ref. [17]; Type III [This work] 3 Results and discussion C, 56.24; H, 5.90; N,
16.40 %), in which 3,5-lutidine molecules act both as ligand coordinating to
octahedral Fe(II) atoms and as guest molecules accommodated with the ma-
jority of the host Fe(3,5-lutidine)2Ni(CN)4framework. The material 2d by using
the vial-in-vial slow diffusion method is Fe(3,5-dichloropyridine)2Ni(CN)4·2[(3,5-
dichloropyridine)(H2O)] (Found C, 33.19; H, 3.21; N, 13.15 %. Calcd. C, 34.02;
H, 1.89; N, 13.23 %), in which 3,5-dichloropyridine molecules act both as ligand
coordinating to octahedral Fe(II) atoms and as guest molecules accommodated with
the host Fe(3,5-dichloropyridine)2Ni(CN)4framework. Fe(NH4)2(SO4)2·6H2O and K2[Ni(CN)4], and preparation methods with or with-
out using the vial-in-vial slow diffusion method. Thematerial 2c obtained by us-
ing the vial-in-vial slow diffusion method is Fe(3,5-lutidine)2Ni(CN)4·2[(H2O)(3,5-
lutidine)] (Found C, 55.89; H, 5.49; N, 16.28 %. Calcd. C, 56.24; H, 5.90; N,
16.40 %), in which 3,5-lutidine molecules act both as ligand coordinating to
octahedral Fe(II) atoms and as guest molecules accommodated with the ma-
jority of the host Fe(3,5-lutidine)2Ni(CN)4framework. The material 2d by using
the vial-in-vial slow diffusion method is Fe(3,5-dichloropyridine)2Ni(CN)4·2[(3,5-
dichloropyridine)(H2O)] (Found C, 33.19; H, 3.21; N, 13.15 %. Calcd. C, 34.02;
H, 1.89; N, 13.23 %), in which 3,5-dichloropyridine molecules act both as ligand
coordinating to octahedral Fe(II) atoms and as guest molecules accommodated with
the host Fe(3,5-dichloropyridine)2Ni(CN)4framework. 57Fe Mössbauer spectra of material 2c and 2d performed at 80 K and RT are shown
in Figs. 1 and 2. 57Fe Mössbauer parameters for 2c and 2d are listed in Tables 2
and 3. Spectra of 2c indicate SCO behavior with 90 % inner HS sites changing to LS
sites, while the percentage of HS changing to LS (90 %) in 2c is higher than those
of the type I and the type II 3,5-lutidine coordination polymer 2a (36 %) and 2b
(27 %) previously reported [17]. Spectra of 2d do not show SCO behaviour. 57Fe
Mössbauer spectra parameters for 2d (δ = 1.11(2), EQ = 1.68(2) mm s−1 for RT
and δ = 1.22(2), EQ = 2.19(2) mm s−1 for 80 K) indicate that iron(II) sites at both
80 K and RT are high spin states. 57Fe Mössbauer spectra of material 2c and 2d performed at 80 K and RT are shown
in Figs. 1 and 2. 57Fe Mössbauer parameters for 2c and 2d are listed in Tables 2
and 3. 3 Results and discussion We prepared type III of 3,5-lutidine materials with the majority of two-
dimensional layered framework consisting of Fe(3,5-lutidine)2Ni(CN)4. The for-
mation of the three materials type I, II and III in Table 1 depends on
the pH of the mother aqueous solution containing equimolar amounts of 30
T. Kitazawa, M. Takahashi
Fig. 1
57Fe Mössbauer
spectra of spin crossover
coordination polymer
Fe(3,5-lutidine)2Ni(CN)4·
2[(H2O)(3,5-lutidine)] 2c
at RT and 80 K
100.0
99.5
99.0
98.5
98.0
97.5
Relative Transmission (%)
4
3
2
1
0
-1
-2
-3
Velocity (mm / sec.)
100
98
96
94
92
90
RT
80K
Fe(NH4)2(SO4)2·6H2O and K2[Ni(CN)4], and preparation methods with or with-
out using the vial-in-vial slow diffusion method. Thematerial 2c obtained by us-
ing the vial-in-vial slow diffusion method is Fe(3,5-lutidine)2Ni(CN)4·2[(H2O)(3,5-
lutidine)] (Found C, 55.89; H, 5.49; N, 16.28 %. Calcd. C, 56.24; H, 5.90; N,
16.40 %), in which 3,5-lutidine molecules act both as ligand coordinating to
octahedral Fe(II) atoms and as guest molecules accommodated with the ma-
jority of the host Fe(3,5-lutidine)2Ni(CN)4framework. The material 2d by using
the vial-in-vial slow diffusion method is Fe(3,5-dichloropyridine)2Ni(CN)4·2[(3,5-
dichloropyridine)(H2O)] (Found C, 33.19; H, 3.21; N, 13.15 %. Calcd. C, 34.02;
H, 1.89; N, 13.23 %), in which 3,5-dichloropyridine molecules act both as ligand
coordinating to octahedral Fe(II) atoms and as guest molecules accommodated with
the host Fe(3,5-dichloropyridine)2Ni(CN)4framework. 57F M
b
f
i l 2
d 2d
f
d
80 K
d RT
h 30 T. Kitazawa, M. Takahashi Fig. 1
57Fe Mössbauer
spectra of spin crossover
coordination polymer
Fe(3,5-lutidine)2Ni(CN)4·
2[(H2O)(3,5-lutidine)] 2c
at RT and 80 K
100.0
99.5
99.0
98.5
98.0
97.5
Relative Transmission (%)
4
3
2
1
0
-1
-2
-3
Velocity (mm / sec.)
100
98
96
94
92
90
RT
80K Fig. 1
57Fe Mössbauer
spectra of spin crossover
coordination polymer
Fe(3,5-lutidine)2Ni(CN)4·
2[(H2O)(3,5-lutidine)] 2c
at RT and 80 K
100.0
99.5
99.0
98.5
98.0
97.5
Relative Transmission (%)
4
3
2
1
0
-1
-2
-3
Velocity (mm / sec.)
100
98
96
94
92
90
RT
80K Fe(NH4)2(SO4)2·6H2O and K2[Ni(CN)4], and preparation methods with or with-
out using the vial-in-vial slow diffusion method. Thematerial 2c obtained by us-
ing the vial-in-vial slow diffusion method is Fe(3,5-lutidine)2Ni(CN)4·2[(H2O)(3,5-
lutidine)] (Found C, 55.89; H, 5.49; N, 16.28 %. Calcd. New Hofmann-like spin crossover compound New Hofmann-like spin crossover compound 31 New Hofmann-like spin crossover compound
31
Fig. 2
57Fe Mössbauer
spectra of Fe(3,5-
dichloropyridine)2Ni(CN)4·
2[(3,5-dichloropyridine)
(H2O)] 2d at RT and 80 K
100.0
99.5
99.0
98.5
98.0
97.5
97.0
Relative Transmission (%)
-4
-2
0
2
4
Velocity (mm / sec.)
100
99
98
97
96
RT
80K
Table 2
57Fe Mössbauer parameters of Fe(3,5-lutidine)2Ni(CN)4·2[(H2O)(3,5-lutidine)] 2c
T K
Site
δ (mm s−1)
EQ (mms−1)
exp (mm s−1)
A %
RT
HS1
1.02(2)
0.97(1)
0.34(2) 0.34(2)
67(2)
HS2
1.06(2)
1.98(2)
0.41(2) 0.26(2)
33(2)
80
HS1
1.24(2)
1.21(1)
0.27(2)
7 (2)
HS2
1.15(2)
2.63(2)
0.35(2) 0.52(3)
21(3)
LS
0.45(2)
0.00(1)
0.57(3)
72(3)
exp: The full experimental linewidth at half maximum height
As shown in Fig. 1, the 57Fe Mössbauer spectrum of material 2c at RT shows
two different doublets which correspond to the HS1(inner doublet lines: blue lines)
and HS2(outer doublet lines: green lines) states. The intensity of the HS1 doublet
decreases gradually on cooling to 80K while a new spectrum component, the LS
singlet(red lines), increases in intensity. As listed in Table 2, the ratio of HS1 to HS2
at RT is 67(2): 33(2), and that of HS1 and HS2 to LS at 80 K is 7(2): 21(3): 72(3). The recoil-free fraction of HS1 is different of that of HS2 due to different octahedral
iron(II) enviroments. Considering both the Mössbauer parameters of 2c (δ = 1.02(2),
EQ = 0.97(1) mm s−1 at RT and δ = 1.24(2), EQ = 1.21(1) mm s−1 at 80 K) and
the structural and Mössbauer data for Fe(py)2Ni(CN)4 [2], Fe(3-Cl-py)2Ni(CN)4 [6], Fig. 2
57Fe Mössbauer
spectra of Fe(3,5-
dichloropyridine)2Ni(CN)4·
2[(3,5-dichloropyridine)
(H2O)] 2d at RT and 80 K
100.0
99.5
99.0
98.5
98.0
97.5
97.0
Relative Transmission (%)
-4
-2
0
2
4
Velocity (mm / sec.)
100
99
98
97
96
RT
80K Fig. 3 Results and discussion Spectra of 2c indicate SCO behavior with 90 % inner HS sites changing to LS
sites, while the percentage of HS changing to LS (90 %) in 2c is higher than those
of the type I and the type II 3,5-lutidine coordination polymer 2a (36 %) and 2b
(27 %) previously reported [17]. Spectra of 2d do not show SCO behaviour. 57Fe
Mössbauer spectra parameters for 2d (δ = 1.11(2), EQ = 1.68(2) mm s−1 for RT
and δ = 1.22(2), EQ = 2.19(2) mm s−1 for 80 K) indicate that iron(II) sites at both
80 K and RT are high spin states. New Hofmann-like spin crossover compound New Hofmann-like spin crossover compound 2
57Fe Mössbauer
spectra of Fe(3,5-
dichloropyridine)2Ni(CN)4·
2[(3,5-dichloropyridine)
(H2O)] 2d at RT and 80 K
100.0
99.5
99.0
98.5
98.0
97.5
97.0
Relative Transmission (%)
-4
-2
0
2
4
Velocity (mm / sec.)
100
99
98
97
96
RT
80K Relative Transmission (%) Table 2
57Fe Mössbauer parameters of Fe(3,5-lutidine)2Ni(CN)4·2[(H2O)(3,5-lutidine)] 2c
T K
Site
δ (mm s−1)
EQ (mms−1)
exp (mm s−1)
A %
RT
HS1
1.02(2)
0.97(1)
0.34(2) 0.34(2)
67(2)
HS2
1.06(2)
1.98(2)
0.41(2) 0.26(2)
33(2)
80
HS1
1.24(2)
1.21(1)
0.27(2)
7 (2)
HS2
1.15(2)
2.63(2)
0.35(2) 0.52(3)
21(3)
LS
0.45(2)
0.00(1)
0.57(3)
72(3)
exp: The full experimental linewidth at half maximum height exp: The full experimental linewidth at half maximum height As shown in Fig. 1, the 57Fe Mössbauer spectrum of material 2c at RT shows
two different doublets which correspond to the HS1(inner doublet lines: blue lines)
and HS2(outer doublet lines: green lines) states. The intensity of the HS1 doublet
decreases gradually on cooling to 80K while a new spectrum component, the LS
singlet(red lines), increases in intensity. As listed in Table 2, the ratio of HS1 to HS2
at RT is 67(2): 33(2), and that of HS1 and HS2 to LS at 80 K is 7(2): 21(3): 72(3). The recoil-free fraction of HS1 is different of that of HS2 due to different octahedral
iron(II) enviroments. Considering both the Mössbauer parameters of 2c (δ = 1.02(2),
EQ = 0.97(1) mm s−1 at RT and δ = 1.24(2), EQ = 1.21(1) mm s−1 at 80 K) and
the structural and Mössbauer data for Fe(py)2Ni(CN)4 [2], Fe(3-Cl-py)2Ni(CN)4 [6], 32 Table
3
57Fe
Mössbauer
parameters
of
Fe(3,5-dichloropyridine)2Ni(CN)4·
2[(3,5-
dichloropyridine)(H2O)] 2d
T K
Site
δ (mm s−1)
EQ (mm s−1)
exp (mm s−1)
A %
RT
HS
1.11(2)
1.68 (2)
0.39(2) 0.35(2)
100(2)
80
HS
1.22 (2)
2.19 (2)
0.47(2) 0.44(2)
100(2)
exp: The full experimental linewidth at half maximum height Fe(3-Methyl-py)2Ni(CN)4 [7], and Fe(3-F-py)2Ni(CN)4 [8, 9], the iron(II) atoms in
HS1 of 2c have six coordinations with four nitrogen atoms of cyano groups and two
nitrogens of 3,5-lutidine. 90 % of HS1 sites change to the singlet LS state due to the
suitable FeN6 environment for SCO behaviour. The Mössbauer parameters of LS at
80 K is δ = 0.45(2), EQ = 0.00(1) mm s−1 for 2c. New Hofmann-like spin crossover compound ( )
Q
( )
The minor HS2 parameters (δ = 1.06(2), EQ = 1.98(2) mm s−1 at RT and δ =
1.15(2), EQ = 2.63(2) mm s−1 at 80 K) with a large EQ value is probably due
to the FeN5(OH2) or FeN4(OH2)2 environment. The FeN5O core consists of an
octahedral iron(II) atom coordinated by four nitrogen atoms of the cyano group,
one nitrogen atom of the 3,5-lutidine and one oxygen atom of the water ligand. The FeN4O2 core completes an octahedral iron(II) atom by coordinating two water
molecules at the axial position. Taking into account the particle sizes of 2c, the
HS2 doublet may be ascribed to the iron(II) units located at the nanocrystals edge
as they must have coordinative defects, that is, coordinatively unsaturated sites
or coordinated terminal water molecules and, consequently, cannot exhibit spin
crossover [9]. [ ]
In contrast to the HS1 site, the relative area of the HS2 site does not change over
the temperature range measured, suggesting that the HS2 site does not participate
in the SCO behaviour as would be expected from the suggested coordination envi-
ronment. For material 2c with guest 3,5-lutidine species, another explanation about
the outer high spin state sites may be possible such as π −π interactions between
the ligands of 3,5-lutidine coordinated to iron(II) atoms and the guest molecules
of 3,5-lutidine in 2D and 3D Hofmann-like coordination polymer compounds [10–
16]. While 2c has the 2D host framework, guest 3,5-lutidine molecules probably
have π −π interactions with ligand 3,5-lutidine species. At RT, the Mössbauer
spectrum is composed of two different doublets that can be attributed to iron(II)
in the HS state. The low 0.97(1) mm s−1 value of EQ in HS1 indicates that local
symmetry is lower than cubic and the ground orbital state is rather a doublet, which
corresponds to an axial elongation of the octahedral environment around the iron(II)
ion centre. Conversely, the large 1.98(2) mm s−1 value of EQ in HS2 indicates
a local symmetry lower than cubic, but with a rather well-isolated ground orbital
singlet, which corresponds to an axial compression of the octahedral structure. When
decreasing the temperature to 80 K, the doublet with smaller quadrupole splitting
HS1 was transformed into the LS state, while the second doublet HS2 was not
affected by the spin crossover behaviour. New Hofmann-like spin crossover compound The large amount of the accommodated guest 3,5-lutidine molecules in the
network involved in π −π stacking interactions with the coordinated 3,5-lutidine
molecules in the type III decreases the electron density of the ligand molecule and
thus explains the elongation of almost all the axial Fe(II)-N bonds, which represent
the SCO-active Fe(II) ion centers [15]. By contrast, only a small amount of guest 3,5- New Hofmann-like spin crossover compound 33 lutidine molecules in the type I and II are included within the network; a proportion
of iron(II) ion centers in which the coordinated 3,5-lutidine is not involved in π −π
stacking interactions conserves an axial compression agreeing with the inactive
iron(II) ion centers. Moreover, the important variation in the value of EQ of HS2
(1.98(2) −2.63(2) mm s−1) of the non-active HS doublet between RT and 80 K is due
to a strongly distorted equatorial environment associated with a small energy gap
between the dxy orbital and the thermally accessible dxz or dyz orbitals [15]. lutidine molecules in the type I and II are included within the network; a proportion
of iron(II) ion centers in which the coordinated 3,5-lutidine is not involved in π −π
stacking interactions conserves an axial compression agreeing with the inactive
iron(II) ion centers. Moreover, the important variation in the value of EQ of HS2
(1.98(2) −2.63(2) mm s−1) of the non-active HS doublet between RT and 80 K is due
to a strongly distorted equatorial environment associated with a small energy gap
between the dxy orbital and the thermally accessible dxz or dyz orbitals [15]. y
y
Water molecules can act both as ligands coordinating to iron(II) ions and as guest
molecules in the Fe(3,5-lutidine)2Ni(CN)4 host framework in 2c. Water molecules
accommodated with the Fe(3,5-lutidine)2Ni(CN)4 2D framework may be associated
with subtle coordination environments of iron(II) ions. The residual fractions of the
high spin HS1 molecules in the low temperature range may be related to the packing
mode of 3,5-lutidine in 2c. While a favorable π −π interaction between the 3,5-
lutidine ligands of the host frameworks and the guest 3,5-lutidine molecules in 2c may
be associated with a nature of spin transition which acts as 90 % HS1 transferring to
LS, subtle environments around Fe(II)N6 coordinated by two pyridine ligands and
four nitrogen atoms of cyano groups in 2c induce that 90 % of HS1 change to the LS
singlet. 1. Gütlich, P., Goodwin, H.A. (eds.): Spin crossover in transition metal compounds. Top. Curr.
Chem. 233, 234, 235. Springer Verlag, Berlin (2004)
2. Kitazawa, T., Gomi, Y., Takahashi, M., Takeda, M., Enomoto, M., Miyazaki, A., Enoki, T.:
J. Mater. Chem. 6, 119 (1996) Acknowledgements
This work was supported by MEXT(Ministry of Education, Culture, Sports,
Science and Technology, Japan)-Supported Program for the Strategic Research Foundation at
Private Universities 2012–2016. New Hofmann-like spin crossover compound We have obtained the new type III of 3,5-lutidine Hofmann spin crossover
coordination compound 2c. The spin crossover behaviour of type III is different
from that of type I and II. Contents of 3,5-lutidine and water molecules are linked to
differences of SCO behaviours in 2a, 2b and 2c. Chemical pressure of 3,5-lutidine and
water molecules are associated with different SCO rate of HS1 to LS in 2a, 2b and 2c. Guest water molecules in 2c are key to active SCO behaviour. Figures 1 and 2 also
indicate that using 3,5-lutidine molecules may induce water molecules coordinating
to iron(II) atoms. Probably water molecules in 2d may be guest molecules in the host
framework Fe(3,5-dichloropyridine)2Ni(CN)4. Both 3-methyl-pyridine Hofmann complex Fe(3-Methyl-py)2Ni(CN)4 and 3-
chloro-pyridine Hofmann complex Fe(3-Cl-py)2Ni(CN)4 act as incomplete spin
crossover behaviour [6, 7]. The position-3 substituent of the pyridine ring may
be associated with spin crossover behaviour in Fe(3-Cl-py)2Ni(CN)4, Fe(3-Methyl-
py)2Ni(CN)4. Although the shape and the size of 3,5-lutidine are almost the same as
those of 3,5-dichloropyridine, the 3,5-lutidine complex occurs in spin crossover while
the 3,5-dichloropyridine complex does not. The effects of position-3,5 substituent to
SCO behaviour are different from those of position-3. The existence of three kinds of 3,5-lutidine Hofmann-like spin crossover com-
pounds may promise a new way of Hofmann-like spin crossover coordination com-
pounds using linear [Au(CN)2]−ligands [16, 18, 19] and [Ag(CN)2]−ligands [20, 21]. References T. Kitazawa, M. Takahashi 34 Molnár, G., Kitazawa, T., Dubrovinsky, L., McGarvey, J.J., Bousseksou, A.: J. Phys.: Condens. Matter 16, S1129 (2004) (
)
4. Hosoya, K., Kitazawa, T., Takahashi, M., Takeda, M., Meunier, J-F., Molnár, G., Bousseksou,
A.: Phys. Chem. Chem. Phys. 5, 1682 (2003) y
y
,
(
)
5. Sato, T., Ambe, F., Kitazawa, T., Sano, H., Takeda, M.: Chem. Lett. 1287 (1997) 6. Kitazawa, T., Takahashi, M., Takahashi, M., Enomoto, M., Miyazaki, A., Enoki, T., Takeda, M.:
J. Radio. Nucl. Chem. 239, 285 (1999) 7. Molnár, G., Guillon, T., Moussa, N.O., Rechignat, L., Kitazawa, T., Nardone, M., Bousseks
A.: Chem. Phys. Lett. 423, 152 (2006) y
(
)
8. Martínez, V., Gaspar, A.B., Muñoz, M.C., Bukin, G.V., Levchenko, G., Real, J.A.: Chem. Eur. J. 15, 10960 (2009) (
)
9. Martínez, V., Boldog, I., Gaspar, A.B., Ksenofontov, V., Bhattacharjee, A., Gütlich, P., Real,
J.A.: Chem. Mater. 22, 4271 (2010) 10. Sciortino, N.F., Scherl-Gruenwald, K.R., Chastanet, G., Halder, G.J., Chapman, K.W., Létard,
J-F., Kepert, C.J.: Angew. Chem. Int. Ed. 51, 10154 (2012) 11. Ohba, M., Yoneda, K., Agustí, G., Muñoz, M.C., Gaspar, A.B., Real, J.A., Yamasaki, M., Ando,
H., Nakao, Y., Sakaki, S., Kitagawa, S.: Angew. Chem. Int. Ed. 48, 4767 (2009) 12. Southon, P.D., Liu, L., Fellows, E.A., Price, D.J., Halder, G.J., Chapman, K.W., Moubaraki,
Murray, K.S., Létard, J-F., Kepert, C.J.: J. Am. Chem. Soc. 131, 10998 (2009) 13. Muñoz-Lara, F.J., Gaspar, A.B., Aravena, D., Ruiz, E., Muñoz, M.C., Ohba, M., Ohtani,
Kitagawa, S., Real, J.A.: Chem. Commun. 48, 4686 (2012) g
(
)
14. Muñoz-Lara, F.J., Gaspar, A.B., Muñoz, M.C., Arai, M., Kitagawa, S., Ohba, M., Real, J.A.:
Chem. Eur. J. 18, 8013 (2012) (
)
15. Bartual-Murgui, C., Salmon, L., Akou, A., Ortega-Villar, N.A., Shepherd, H.J., Muñoz, M. C.,
Molnár, G., Real, J.A., Bousseksou, A.: Chem. Eur. J. 18, 507 (2012) 16. Yoshida, K., Akaboshi, D., Kawasaki, T., Saito, T., Kitazawa, T.: Polyhedron (2013). doi:
10.1016/j.poly.2013.05.003 j p
y
17. Kitazawa, T., Takahashi, M., Kawasaki, T.: Hyperfine Interact. 218, 133 (2013) 18. Yoshida, K., Kosone, T., Kanadani, C., Saito, T., Kitazawa, T.: Polyhedron 30, 3066 (20 K., Kosone, T., Kanadani, C., Saito, T., Kitazawa 19. Kosone, T., Tomori, I., Kanadani, C., Saito, T., Mochida, T., Kitazawa, T.: Dalton Trans. 39, 1719
(2010) 20. Rodríguez-Velamazán, J.A., Carbonera, C., Castro, M., Palacios, E., Kitazawa, T., Letard, J-
Burriel R.: Chem. Eur. J. 16, 8785 (2010) 21. References Rodríguez-Velamazán, J.A., Castro, M., Palacios, E., Burriel R., Kitazawa, T., Kawasaki, T.:
J. Phys. Chem. B 111, 1256 (2007)
|
https://openalex.org/W2117037636
|
https://eprints.gla.ac.uk/152109/1/152109.pdf
|
English
| null |
Characterizing the Diverse Mutational Pathways Associated with R5-Tropic Maraviroc Resistance: HIV-1 That Uses the Drug-Bound CCR5 Coreceptor
|
Journal of virology
| 2,015
|
cc-by
| 17,727
|
ABSTRACT Entry inhibitors represent a potent class of antiretroviral drugs that target a host cell protein, CCR5, an HIV-1 entry coreceptor, and
not viral protein. Lack of sensitivity can occur due to preexisting virus that uses the CXCR4 coreceptor, while true resistance occurs
through viral adaptation to use a drug-bound CCR5 coreceptor. To understand this R5 resistance pathway, we analyzed >500 envelope
protein sequences and phenotypes from viruses of 20 patients from the clinical trials MOTIVATE 1 and 2, in which treatment-experi-
enced patients received maraviroc plus optimized background therapy. The resistant viral population was phylogenetically distinct and
associated with a genetic bottleneck in each patient, consistent with de novo emergence of resistance. Recombination analysis showed
that the C2-V3-C3 region tends to genotypically correspond to the recombinant’s phenotype, indicating its primary importance in con-
ferring resistance. Between patients, there was a notable lack of commonality in the specific sites conferring resistance, confirming the
unusual nature of R5-tropic resistance. We used coevolutionary and positive-selection analyses to characterize the genotypic determi-
nants of resistance and found that (i) there are complicated covariation networks, indicating frequent coevolutionary/compensatory
changes in the context of protein structure; (ii) covarying sites under positive selection are enriched in resistant viruses; (iii) CD4 bind-
ing sites form part of a unique covariation network independent of the V3 loop; and (iv) the covariation network formed between the
V3 loop and other regions of gp120 and gp41 intersects sites involved in glycosylation and protein secretion. These results demonstrate
that while envelope sequence mutations are the key to conferring maraviroc resistance, the specific changes involved are context de-
pendent and thus inherently unpredictable. on November 24, 2017 by SWETS SUBSCRIPTION SERVIC
p://jvi.asm.org/ vember 24, 2017 by SWETS SUBSCRIPTION SERVICE Characterizing the Diverse Mutational Pathways Associated with R5-
Tropic Maraviroc Resistance: HIV-1 That Uses the Drug-Bound CCR5
Coreceptor on November 24, 2017 b
http://jvi.asm.org/
Downloaded from on November 24, 2017 by SWETS SUBSCRIPTION SERVICE
http://jvi.asm.org/
Downloaded from ertag,a,c Conor J. Meehan,d,e Grace P. McCormack,d Simon A. Travers,d,f Charles Craig,g,h Mike Westby,h
R b
t
a Xiaowei Jiang,a,b Felix Feyertag,a,c Conor J. Meehan,d,e Grace P. McCormack,d Simon A. Travers,d,f Charles Craig,g,h Mike Westby,h
Marilyn Lewis,g,h David L. Robertsona Computational and Evolutionary Biology, Faculty of Life Sciences, University of Manchester, Manchester, United Kingdoma; Wellcome Trust Centre for Human Genetics,
University of Oxford, Oxford, United Kingdomb; Department of Biology, University of Nevada, Reno, Nevada, USAc; School of Natural Sciences, National University of
Ireland Galway, Galway, Irelandd; Department of Biomedical Sciences, Institute of Tropical Medicine, Antwerp, Belgiume; South African National Bioinformatics Institute,
South African MRC Bioinformatics Unit, University of the Western Cape, Bellville, South Africaf; The Research Network, Sandwich, United Kingdomg; Pfizer R&D, Sandwich,
United Kingdomh November 2015
Volume 89
Number 22 IMPORTANCE 7 by SWETS SUBSCRIPTION SERVICE The entry inhibitor drug maraviroc makes the cell coreceptor CCR5 unavailable for use by HIV-1 and is now used in combination an-
tiretroviral therapy. Treatment failure with drug-resistant virus is particularly interesting because it tends to be rare, with lack of sensi-
tivity usually associated with the presence of CXCR4-using virus (CXCR4 is the main alternative coreceptor HIV-1 uses, in addition to
CD4). We analyzed envelope sequences from HIV-1, obtained from 20 patients who enrolled in maraviroc clinical trials and experi-
enced treatment failure, without detection of CXCR4-using virus. Evolutionary analysis was employed to identify molecular changes
that confer maraviroc resistance. We found that in these individuals, resistant viruses form a distinct population that evolved once and
was successful as a result of drug pressure. Further evolutionary analysis placed the complex network of interdependent mutational
changes into functional groups that help explain the impediments to the emergence of maraviroc-associated R5 drug resistance. H
uman immunodeficiency virus type 1 (HIV-1), the caus-
ative agent of human AIDS, uses two main immune cell
surface proteins, CD4 and a chemokine coreceptor, to enter
cells. Pairs of viral envelope proteins (the heavily asparagine
[N]-glycosylated gp120-gp41 heterodimers) form trimeric
complexes anchored on the virus surface through gp41, and
these facilitate entry into cells (1). CD4 receptor binding initi-
ates virus-cell membrane interaction, and the coreceptors
CCR5 (C-C chemokine receptor type 5) and CXCR4 (C-X-C
chemokine receptor type 4) further facilitate viral entry into
cells. HIV-1 that exclusively uses CCR5 is termed R5 tropic,
whereas HIV-1 that exclusively uses CXCR4 is termed X4
tropic; viruses that use both coreceptors are termed dual or
mixed tropic (R5X4) (2). Members of the CCR5 antagonist
drug class, also known as HIV-1 entry inhibitors, such as mara- H Received 1 June 2015 Accepted 28 August 2015
Accepted manuscript posted online 2 September 2015
Citation Jiang X, Feyertag F, Meehan C, McCormack G, Travers SA, Craig C, Westby
M, Lewis M, Robertson DL. 2015. Characterizing the diverse mutational pathways
associated with R5-tropic maraviroc resistance: HIV-1 that uses the drug-bound
CCR5 coreceptor. J Virol 89:11457–11472. doi:10.1128/JVI.01384-15. Editor: F. Kirchhoff
Address correspondence to David L. Robertson,
david.robertson@manchester.ac.uk. Supplemental material for this article may be found at http://dx.doi.org/10.1128
/JVI.01384-15. Copyright © 2015, Jiang et al. This is an open-access article distributed under the
terms of the Creative Commons Attribution 3.0 Unported license. IMPORTANCE Received 1 June 2015 Accepted 28 August 2015
Accepted manuscript posted online 2 September 2015
Citation Jiang X, Feyertag F, Meehan C, McCormack G, Travers SA, Craig C, Westby
M, Lewis M, Robertson DL. 2015. Characterizing the diverse mutational pathways
associated with R5-tropic maraviroc resistance: HIV-1 that uses the drug-bound
CCR5 coreceptor. J Virol 89:11457–11472. doi:10.1128/JVI.01384-15. Editor: F. Kirchhoff
Address correspondence to David L. Robertson,
david.robertson@manchester.ac.uk. Supplemental material for this article may be found at http://dx.doi.org/10.1128
/JVI.01384-15. Copyright © 2015, Jiang et al. This is an open-access article distributed under the
terms of the Creative Commons Attribution 3.0 Unported license. November 2015
Volume 89
Number 22 Journal of Virology jvi.asm.org
11457 jvi.asm.org Jiang et al. viroc, are negative allosteric modulators and prevent HIV-1
from entering the host cell (3). screening who had received three classes of drugs and/or were infected
with virus resistant to two drug classes. A number of these patients sub-
sequently experienced therapy failure with an R5-tropic viral population. Virus from these patients was assessed using the PhenoSense Entry Assay. The HIV-1 envelope coding sequence was amplified from virus samples
by PCR and ligated into a pCXAS expression vector to create an envelope
expression vector library. Virus particles were produced by transfecting
HEK293 cells with the purified envelope expression vector library and an
HIV-1 genomic vector lacking the envelope-encoding region and con-
taining a firefly luciferase gene. The ability of the pseudoviruses to infect
U87 CD4 cells overexpressing CCR5 in the presence or absence of vari-
ous concentrations of inhibitor was assessed by measuring luciferase-gen-
erated relative light units (RLU). If increasing concentrations of maravi-
roc failed to give 100% inhibition and a plateau was observed, then the
maximal percentages of inhibition (MPI) were estimated visually from the
inhibition curve (7). MPI values of less than 95% were considered resis-
tant (7). Resistant samples were further analyzed by clonal analysis. One
hundred to 200 individual env clones from each sample were prescreened
for viability and tropism in single-well cultures of CCR5- or CXCR4-
expressing cells. A number of viable clones from 20 patients were selected
for further phenotypic and genotypic analysis. For most drugs, a defined set of point mutations in viral genes
are associated with resistance to a specific drug (4). Lack of sensi-
tivity to maraviroc can arise in two ways. IMPORTANCE In the first mode, sup-
pression of maraviroc-sensitive R5 viruses revealed preexisting
CXCR4-using variants (5, 6). As maraviroc has no direct impact
on strains using the CXCR4 coreceptor, patients are routinely
screened for the presence of CXCR4-using viruses prior to treat-
ment (tropism testing). The aim is to distinguish a viral popula-
tion that is R5 from a viral population harboring either X4 or
R5X4 variants. In the second mode, true resistance arises, where
R5-tropic viruses adapt to use the maraviroc-bound CCR5 core-
ceptor (7, 8). Previous studies have documented that R5-tropic
resistance to maraviroc is associated with point mutations in vari-
able region 3 (the V3 loop) of gp120 (9, 10). However, no shared
(and therefore predictable) set of sites of amino acid changes that
conferred resistance in different patients have been reported. In
addition, recent evidence indicated that R5 populations, as a con-
sequence of mutations outside the V3 loop either in gp120 or in
gp41, can also develop resistance (11, 12). Given the structural
heterogeneity and the highly N-glycosylated nature of HIV-1’s
envelope,
such
that
specific
compensatory/coevolutionary
changes are required to maintain protein stability and full func-
tionality under drug selective pressure (13–18), it is not surprising
that maraviroc-associated resistance is more diverse than that to
other drug classes. on November 24, 2017 b
http://jvi.asm.org/
Downloaded from on November 24, 2017 by SWETS SUBSCRIPTION SERVICE
http://jvi.asm.org/
Downloaded from on November 24, 2017 by SWETS SUBSCRIPTION SER
http://jvi.asm.org/ Full-length clonal envelope sequences were obtained before treatment
and at one or more on-treatment time points from patients with viral
loads of 500 copies/ml. An average of 15 sensitive and 12 resistant clonal
sequences were obtained per patient. In addition to optimized back-
ground treatment, 17 patients (1 to 17) were given maraviroc, and 3 pa-
tients (18 to 20) were from the placebo-treated arm. All samples were
confirmed R5 tropic using the original Monogram Trofile assay. RLU
values for CCR5 entry efficiency were retrieved from the assay for each
clone. vember 24, 2017 by SWETS SUBSCRIPTION SERVICE In this study, we investigated the emergence of resistance to
maraviroc associated with use of the drug-bound CCR5 receptor
by R5-tropic viruses. IMPORTANCE We analyzed full envelope sequences cloned
from viruses obtained from 20 patients (17 maraviroc treated and
3 treated with placebo) enrolled in the MOTIVATE 1 and 2 clin-
ical trials (19), a sample of those who failed without evidence of a
CXCR4-using virus population out of a total of 1,049 patients. Experimental phenotypic characterization using the Monogram
PhenoSense Entry assay was performed on these sequences to es-
tablish whether they were associated with a sensitive or resistant
phenotype. This determined whether they were or were not able to
enter the cell when maraviroc was bound to the CCR5 receptor,
i.e., were susceptible or resistant, respectively. Analyzing these
data, we confirmed the unusual nature of R5-tropic maraviroc
resistance, and by performing evolutionary and structural analy-
ses, we found complicated coevolutionary dynamics in maravi-
roc-sensitive and -resistant viruses. Specifically, we observed
that there were strong coevolutionary changes between sites
involved in CD4 binding, V3, sites in the potential N-linked
glycosylation motifs (PNGMs) (N-X-S/T-X, where X repre-
sents any amino acid except proline [20]), and the signal pep-
tide. These changes were associated with the important physi-
cochemical
properties
of
the
covarying
amino
acids:
hydrophobicity, molecular weight, and structure and/or func-
tion of the envelope protein. Collectively, our results explain
the unpredictable nature of the evolutionary changes associ-
ated with the emergence of resistance to maraviroc in HIV-1’s
envelope protein. An initial examination of the relationship between gp160 sequence
identity and RLU scores, regardless of drug susceptibility, revealed that
identical sequences varied in their CCR5 RLU values by up to 500,000
RLU. In addition, V3 loops that were identical between clones were asso-
ciated with RLU values that differed by up to 3 million RLU. This suggests
that the individual amino acid sequence of the V3 loop or the full gp160
does not have a direct correlation with the efficiency value for CCR5 usage
(represented by the RLU). Despite this discrepancy, all the sequences in
this study represent clones from CCR5-using viruses (see Fig. S1 in the
supplemental material). by SWETS SUBSCRIPTION SERVICE The MPI score was not directly related to the individual amino acid
sequence of either the full gp160 or the V3 loop, with identical sequences
exhibiting different MPI scores (data not shown). IMPORTANCE To account for poten-
tial conflicts in sequence analysis resulting from these ambiguities, we
used the pooled MPI scores (calculated by averaging the MPI scores for all
the clones sampled from a patient) to group sensitive and resistant se-
quences, as they clustered together in all cases in the phylogenetic analysis. Due to a lack of scores of pooled resistant MPI, patient 17 was excluded
from the coevolutionary analysis, because an imbalance of sequence num-
bers might hamper this type of analysis when comparing the results be-
tween sensitive and resistant viruses (21). For the between-patient analy-
sis, this resulted in 182 and 181 sequences for sensitive and resistant
viruses, respectively, in the group of patients receiving maraviroc, while in
the placebo arm, it resulted in 34 sequences for the two time points (before
and after treatment). Sequence alignment. Amino acid sequences were aligned using
MUSCLE (22), and this alignment was used as a template for aligning
nucleotide sequences with respect to the reading frame. Alignments were
checked manually using Jalview (23), and Jalview was used to calculate the
consensus sequences for between-patient and within-patient alignments
(23). Due to alignment ambiguity, portions of the gp160 sequence align-
ments were removed. These positions corresponded to (HXB2 amino acid
numbering) 132 to 149, 151 to 153, 186 to 190, 352 to 355, 396 to 413, and
460 to 465. Sequence alignments are available upon request. MATERIALS AND METHODS Data. In the clinical studies MOTIVATE 1 and 2, 1,049 patients were
enrolled and screened for R5-tropic virus. They were treatment-experi-
enced patients with an HIV-1 RNA level of at least 5,000 copies/ml at November 2015
Volume 89
Number 22 Journal of Virology 11458
jvi.asm.org R5-Tropic Maraviroc Resistance motifs (N-X-S/T-X). In the between-patient coevolutionary analysis,
consensus sequences of sensitive and resistant viruses were used for the
prediction. In the within-patient analysis, consensus sequences from in-
dividual patients were used for the prediction. To understand the signif-
icance of observed glycosylation sites in covariation networks, we used 2
tests with the following equations: motifs (N-X-S/T-X). In the between-patient coevolutionary analysis,
consensus sequences of sensitive and resistant viruses were used for the
prediction. In the within-patient analysis, consensus sequences from in-
dividual patients were used for the prediction. To understand the signif-
icance of observed glycosylation sites in covariation networks, we used 2
tests with the following equations: Recombination analysis. Recombination plays an important role in
HIV evolution, which can also lead to obscure results in phylogenetic and
downstream analyses (24). To account for this, we performed recombi-
nation analysis using Recco software, which employs an implementation
of a dynamic programming algorithm for detecting likely parental se-
quences and breakpoints from within an alignment by finding a path that
minimizes costs based on mutations and putative recombination (25). For each patient, sequences were pooled, and 1,000-replicate permuta-
tions were performed to assess the reliability of recombination between
individual strains within a patient. This provides P value support for re-
combination for an alignment, as well as for individual breakpoints. The
nucleotide sequence alignment for each patient was analyzed individually,
and sequences that were identified as being likely recombinants (P
0.05), were further investigated. Of particular interest were recombinant
sequences that had resistant and sensitive parental sequences (see Re-
sults). RESULTS Inference of evolutionary history and recombination analysis. We inferred evolutionary relationships from the clonal sequence
data sampled before and after treatment (depicted for patient 4 in
Fig. 1; see Fig. S2A and B in the supplemental material for all
patients’ viral phylogenies). In all 17 maraviroc-treated patients,
the overwhelming majority of resistant viruses (second and sub-
sequent time points) form a monophyletic cluster emerging from
the sensitive population (the first time point). Acquisition of R5-
tropic maraviroc resistance is thus clearly associated with the
emergence of resistant variants from the existing susceptible pop-
ulation as opposed to the presence of preexisting (divergent) vari-
ants, as is the case with the emergence of CXCR4-using viruses (5,
6). This de novo emergence of resistant virus was confirmed by
Bayesian skyline analysis, which detected a distinct drop, by up to
a factor of 10, in the genetic diversity, indicating a bottleneck in
the size of the viral population between the time points, confirmed
by reduced HIV-1 RNA concentrations (Fig. 1 shows an example;
see Fig. S2A and B in the supplemental material for all maraviroc-
treated patients’ analyses). Interestingly, a rebound in the genetic
diversity to preresistance levels (again confirmed by viral loads)
was observed in patients 1, 3, 4, 5, 6, 8, 9, 10, 11, and 13 after
resistance developed (see Fig. S2A and B in the supplemental
material). In the three patients from the placebo arm of the
MOTIVATE trials, we found no significant shift of viral genetic
diversity between time points, except for patient 20, who had a
very low CD4 cell count at the starting time point (see Fig. S2C in
the supplemental material). As no maraviroc was present, this g
p
q
Coevolutionary analysis. To understand the nonindependent evolu-
tion of amino acid sites in the envelope protein with and without drug
selection, we used the coevolutionary method, CAPS, to detect sites un-
dergoing coevolutionary changes using protein sequences (29–31). This
method uses a strategy to identify structurally and/or functionally impor-
tant covarying sites (inferred to be coevolving) that can be explained by
compensatory physicochemical changes (with negative or positive corre-
lations) (29–31). First, the method normalizes sequences by Poisson dis-
tance in the alignment to minimize the effects of phylogenetic coevolu-
tion. MATERIALS AND METHODS fe n
N
(1)
Ei feNi
(2)
X2 (Oi Ei)
Ei
(3) fe n
N
(1)
Ei feNi
(2)
X2 (Oi Ei)
Ei
(3) (1) on November 24, 2017 b
http://jvi.asm.org/
Downloaded from on November 24, 2017 by SWETS SUBSCRIPTION SERVICE
http://jvi.asm.org/
Downloaded from (2) (3) In equation 1, fe represents the expected frequency of the number of
N-linked glycosylation sites/motifs, n denotes the predicted number of
N-linked glycosylation sites/motifs in the envelope proteins, and N de-
notes the total number of sites in the alignment/consensus sequence. In
equation 2, Ei represents the expected number of N-linked glycosylation
sites/motifs in a given number of covarying sites (Ni), and Oi denotes the
observed number of N-linked glycosylation sites/motifs predicted in a
given covariation network. For a given network i, the 2 test was per-
formed with equation 3 and 1 degree of freedom (at a 95% significance
level). Due to the small number of observed glycosylation sites present in
some cases, we also used Fisher exact tests. These recombinant sequences involving sensitive and resistant viruses
were removed from the phylogenetic and positive-selection analyses. A
resistant virus from patient 10 (sequence number 18) that clustered with
sensitive viruses in the initial phylogenetic analysis (not shown) was ana-
lyzed with RDP (26) and found to exhibit evidence of recombination and
so was also removed. on November 24, 2017 by SWETS SUBSCRIPTION SERV
http://jvi.asm.org/ Molecular phylogenetic analysis. BEAST v1.8.1 was used to construct
dated trees and to infer the variance of the effective population size over
time using Bayesian skyline plots (27, 28). Separate trees were constructed
for each patient from nucleotide sequence alignments (excluding the re-
combinant sequences detected as described above), using an HKY model
of nucleotide substitution with gamma-distributed rate heterogeneity, a
proportion of invariant sites, an uncorrelated lognormal relaxed molecu-
lar clock, and a Bayesian skyline coalescent tree prior with tip heights set to
the number of days since the trial began. BEAST XML files were created
using BEAUTi v1.8.1, and chains were run for 108 states and inspected
using Tracer v1.6. Stepwise maximum clade credibility phylogenetic trees
were created from the BEAST MCMC tree log file with a burn-in of 10%
using TreeAnnotator v1.8.1, and stepwise Bayesian skyline plots were gen-
erated using Tracer v1.6. The BEAST XML files are available upon request. Positive-selection analysis. MATERIALS AND METHODS We used HyPhy to detect positively se-
lected sites (with posterior probability P 0.95) in sensitive and resistant
viruses by comparing four models: M1 (neutral), M2 (selection), M7
(beta), and M8 (beta and ) (35, 36). HyPhy used the aligned codon
sequences and the corresponding maximum-likelihood (ML) phyloge-
netic tree. RAxML MPI was used to construct the ML tree with 100 boot-
straps (37). We used ProtTest (with PhyML as its key component) to select
the best-fit amino acid substitution model for the alignment (38, 39). ovember 24, 2017 by SWETS SUBSCRIPTION SERVICE Nucleotide sequence accession numbers. Sequences were deposited
in GenBank under accession numbers KT452084 to KT452622. November 2015
Volume 89
Number 22 RESULTS (A) Bayesian skyline plot showing a sharp drop (blue line) in genetic diversity
as therapy starts, with a rebound occurring as drug resistance develops, which is consistent with the viral-load plot of the patient (red line). The light-blue lines
represent the 95% highest posterior density (HPD) confidence intervals. (B) Phylogenetic tree for patient 4 created with BEAST using a Bayesian skyline
coalescent. The tree tips are calibrated by days into therapy, with the R5-sensitive strains sampled at day 1 in green and the R5-resistant strains sampled at day 57
in red. Patient and sequence numbers are shown at the tip nodes, as well as sampling day and pooled MPI, with the sequence MPI shown in parentheses. The
internal nodes show the ancestral time points in days. on November 24, 2017 by SWETS SUBSCRIPTION SERVICE
http://jvi.asm.org/
Downloaded from A
p
j
g A on November 24, 2017 by SWETS SUBSCRIPTION SERVICE
http://jvi.asm.org/
Downloaded from 20.0
Patient 4-20 (57/77/68)
Patient 4-13 (57/7775)
Patient 4-12 (1/100/100)
Patient 4-16 (57/77/76)
Patient 4-7 (1/100/100)
Patient 4-18 (57/77/81)
Patient 4-2 (1/100/100)
Patient 4-23 (57/77/85)
Patient 4-10 (1/100/100)
Patient 4-17 (57/77/82)
Patient 4-21 (57/77/87)
Patient 4-14 (57/77/70)
Patient 4-11 (1/100/100)
Patient 4-6 (1/100/100)
Patient 4-3 (1/100/100)
Patient 4-4 (1/100/100)
Patient 4-9 (1/100/100)
Patient 4-24 (57/77/81)
Patient 4-19 (57/77/72)
Patient 4-15 (57/77/67)
Patient 4-1 (1/100/100)
Patient 4-8 (1/100/100)
Patient 4-22 (57/77/96)
Patient 4-5 (1/100/100)
56.43
18.36
17.31
25.95
57.52
106.98
117.09
22.97
21.38
23.96
15.73
109.33
136.5
132.69
139.22
162.25
119.57
146.32
29.9
110.58
20.44
20.69
57.72
B
Day 57
Resistant
Cluster
Day 1
Sensitive
Cluster
FIG 1 Evolutionary analysis. Patient 4 is presented as a representative example. Phylogenetic trees and Bayesian skyline plots for patients 1 to 16 and placebo arm
patients 18 to 20 are presented in Fig. S2A, B, and C in the supplemental material. (A) Bayesian skyline plot showing a sharp drop (blue line) in genetic diversity
as therapy starts, with a rebound occurring as drug resistance develops, which is consistent with the viral-load plot of the patient (red line). The light-blue lines
represent the 95% highest posterior density (HPD) confidence intervals. (B) Phylogenetic tree for patient 4 created with BEAST using a Bayesian skyline
coalescent. The tree tips are calibrated by days into therapy, with the R5-sensitive strains sampled at day 1 in green and the R5-resistant strains sampled at day 57
in red. RESULTS Second, it identifies statistically significant pairs of covarying sites by
comparing a calculated BLOSUM62 score correlation coefficient to a ran-
domly generated distribution (30, 31), where we use a high correlation
coefficient cutoff ( 0.9) for initial filtering, a small alpha value (0.001),
and 1 million random samples for the statistical test to minimize false
positives. Third, it continues to look for covarying pairs by two important
physicochemical properties in the results: hydrophobicity and molecular
weight. The degree of connectivity in the resulting networks was measured
by calculating the connection coefficient as 2e/(n [n 1]), where e and
n correspond to the number of edges and nodes in the network, respec-
tively. Finally, we visualized and analyzed the covariation networks with
all the information associated with nodes and edges in Cytoscape (version
2.8.3) (32, 33). The reference HIV-1 variant HXB2 was used for domain
mapping (http://www.uniprot.org/uniprot/P04578). DOG (version 2.0)
was used to illustrate HXB2 domain structures for covarying sites in the
figures (34). WETS SUBSCRIPTION SERVICE Prediction of potential N-linked glycosylation sites. The NetNGlyc
1.0 server was used to predict potential N-linked glycosylation sites and
motifs (http://www.cbs.dtu.dk/services/NetNGlyc/). The default cutoff
value 0.5 was used for considering potential N-linked glycosylation sites/ jvi.asm.org
11459 November 2015
Volume 89
Number 22 Journal of Virology 11459 jvi.asm.org Jiang et al. 20.0
Patient 4-20 (57/77/68)
Patient 4-13 (57/7775)
Patient 4-12 (1/100/100)
Patient 4-16 (57/77/76)
Patient 4-7 (1/100/100)
Patient 4-18 (57/77/81)
Patient 4-2 (1/100/100)
Patient 4-23 (57/77/85)
Patient 4-10 (1/100/100)
Patient 4-17 (57/77/82)
Patient 4-21 (57/77/87)
Patient 4-14 (57/77/70)
Patient 4-11 (1/100/100)
Patient 4-6 (1/100/100)
Patient 4-3 (1/100/100)
Patient 4-4 (1/100/100)
Patient 4-9 (1/100/100)
Patient 4-24 (57/77/81)
Patient 4-19 (57/77/72)
Patient 4-15 (57/77/67)
Patient 4-1 (1/100/100)
Patient 4-8 (1/100/100)
Patient 4-22 (57/77/96)
Patient 4-5 (1/100/100)
56.43
18.36
17.31
25.95
57.52
106.98
117.09
22.97
21.38
23.96
15.73
109.33
136.5
132.69
139.22
162.25
119.57
146.32
29.9
110.58
20.44
20.69
57.72
A
B
Day 57
Resistant
Cluster
Day 1
Sensitive
Cluster
FIG 1 Evolutionary analysis. Patient 4 is presented as a representative example. Phylogenetic trees and Bayesian skyline plots for patients 1 to 16 and placebo arm
patients 18 to 20 are presented in Fig. S2A, B, and C in the supplemental material. RESULTS Patient and sequence numbers are shown at the tip nodes, as well as sampling day and pooled MPI, with the sequence MPI shown in parentheses. The
internal nodes show the ancestral time points in days. 11460
jvi.asm.org
November 2015
Volume 89
Number 22
Journal of Virology B B 20.0
Patient 4-20 (57/77/68)
Patient 4-13 (57/7775)
Patient 4-12 (1/100/100)
Patient 4-16 (57/77/76)
Patient 4-7 (1/100/100)
Patient 4-18 (57/77/81)
Patient 4-2 (1/100/100)
Patient 4-23 (57/77/85)
Patient 4-10 (1/100/100)
Patient 4-17 (57/77/82)
Patient 4-21 (57/77/87)
Patient 4-14 (57/77/70)
Patient 4-11 (1/100/100)
Patient 4-6 (1/100/100)
Patient 4-3 (1/100/100)
Patient 4-4 (1/100/100)
Patient 4-9 (1/100/100)
Patient 4-24 (57/77/81)
Patient 4-19 (57/77/72)
Patient 4-15 (57/77/67)
Patient 4-1 (1/100/100)
Patient 4-8 (1/100/100)
Patient 4-22 (57/77/96)
Patient 4-5 (1/100/100)
56.43
18.36
17.31
25.95
57.52
106.98
117.09
22.97
21.38
23.96
15.73
109.33
136.5
132.69
139.22
162.25
119.57
146.32
29.9
110.58
20.44
20.69
57.72
B
Day 57
Resistant
Cluster
Day 1
Sensitive
Cluster
November 24, 2017 by SWETS SUBSCRIPTION SERVICE Day 57
Resistant
Cluster FIG 1 Evolutionary analysis. Patient 4 is presented as a representative example. Phylogenetic trees and Bayesian skyline plots for patients 1 to 16 and placebo arm
patients 18 to 20 are presented in Fig. S2A, B, and C in the supplemental material. (A) Bayesian skyline plot showing a sharp drop (blue line) in genetic diversity
as therapy starts, with a rebound occurring as drug resistance develops, which is consistent with the viral-load plot of the patient (red line). The light-blue lines
represent the 95% highest posterior density (HPD) confidence intervals. (B) Phylogenetic tree for patient 4 created with BEAST using a Bayesian skyline
coalescent. The tree tips are calibrated by days into therapy, with the R5-sensitive strains sampled at day 1 in green and the R5-resistant strains sampled at day 57
in red. Patient and sequence numbers are shown at the tip nodes, as well as sampling day and pooled MPI, with the sequence MPI shown in parentheses. The
internal nodes show the ancestral time points in days. FIG 1 Evolutionary analysis. Patient 4 is presented as a representative example. Phylogenetic trees and Bayesian skyline plots for patients 1 to 16 and placebo arm
patients 18 to 20 are presented in Fig. S2A, B, and C in the supplemental material. November 2015
Volume 89
Number 22 11460
jvi.asm.org RESULTS (A) Bayesian skyline plot showing a sharp drop (blue line) in genetic diversity
as therapy starts, with a rebound occurring as drug resistance develops, which is consistent with the viral-load plot of the patient (red line). The light-blue lines
represent the 95% highest posterior density (HPD) confidence intervals. (B) Phylogenetic tree for patient 4 created with BEAST using a Bayesian skyline
coalescent. The tree tips are calibrated by days into therapy, with the R5-sensitive strains sampled at day 1 in green and the R5-resistant strains sampled at day 57
in red. Patient and sequence numbers are shown at the tip nodes, as well as sampling day and pooled MPI, with the sequence MPI shown in parentheses. The
internal nodes show the ancestral time points in days. 11460
jvi.asm.org
Journal of Virology November 2015
Volume 89
Number 22 Journal of Virology Journal of Virology 11460
jvi.asm.org 11460
jvi.asm.org R5-Tropic Maraviroc Resistance material). In one patient (patient 1), the signal peptide was in-
volved in within-patient coevolution (see Fig. S3 in the supple-
mental material). Analysis of the sensitive and resistant viruses of
individual patients indicated that there was no statistically signif-
icant difference between the sensitive and resistant viruses in
terms of numbers of N-linked glycosylation sites (paired t test,
df
15, Pr(|T| |t|)
0.81). However, the location and number
of glycosylation sites between sensitive and resistant viruses
changed within some patients (patients 2, 5, 9, 11, 13, and 16). All
the patients had their own unique covariation networks, indicat-
ing a patient-dependent coevolutionary profile of the viral popu-
lation. In the placebo arm (patients 18, 19, and 20), there were no
covarying sites involved in the V3 loop (see Fig. S3 in the supple-
mental material). drop in genetic diversity in patient 20 was presumably associated
with the efficacy of the background treatment. Collectively, this
indicates that the resistance to CCR5 antagonist maraviroc in the
R5 viral population evolves de novo, and unlike CXCR4-using
virus, the associated resistance is not due to an already present
minority population of resistant virus that becomes dominant
under drug selective pressure. Note that, while we cannot discount
a resistant variant being present by chance prior to treatment, our
results are consistent, unlike CXCR4-associated resistance, with
no preexisting resistant population of any significance. RESULTS This suggests that the resistance mutations that enable the virus to
use maraviroc-bound CCR5 are not independent and are con-
strained by the need to maintain the structure/function of the
envelope protein. To identify between-patient patterns of coevolution, we next
combined sensitive and resistant sequences from all 16 patients
identified by their population dynamics (Fig. 2; see Fig. S2A and B
in the supplemental material). The general pattern observed in
individual patients was consistent with the global pattern seen
between patients. Interestingly, considering covarying sites asso-
ciated with hydrophobicity and molecular weight covariation, we
found that both (sensitive and resistant) covariation networks
were enriched with the same number of sites associated with po-
tential PNGMs (15 sites in the sensitive network [2
51.80, P
0.001; Fisher exact test, P 0.001] and 15 sites in the resistant
network [2
55.81, P 0.001; Fisher exact test, P 0.001]). vember 24, 2017 by SWETS SUBSCRIPTION SERVICE by SWETS SUBSCRIPTION SERVICE In the sensitive R5 viruses, we identified a covariation network
consisting of 130 amino acid sites forming 1,413 covarying pairs
by BLOSUM score covariation (Table 1). This covariation net-
work can be further refined by hydrophobicity and molecular
weight covariation. One hundred three sites forming 295 covary-
ing pairs (with a connection coefficient of 0.056) can be associated
with hydrophobicity covariation, whereas 108 sites forming 319
covarying pairs (connection coefficient, 0.055) can be associated
with molecular weight covariation (Table 1 and Fig. 3A). There
were 81 sites forming 131 covarying pairs (connection coefficient,
0.040) that can be associated with both hydrophobicity and mo-
lecular weight covariation (Table 1 and Fig. 3A). Furthermore,
there were 120 sites forming 483 covarying pairs (connection co-
efficient, 0.067) associated with hydrophobicity and/or molecular
weight (Table 1 and Fig. 3A). Coevolution networks within and between patients. To in-
vestigate potential coevolutionary/compensatory changes in Env,
we identified structurally and/or functionally important covary-
ing sites in both gp120 and gp41, which form complicated cova-
riation networks in both sensitive and resistant R5 viruses. In the
coevolution analysis, we focused on covarying sites that could be
associated with hydrophobicity and/or molecular weight covaria-
tion, as these two factors are among the most important for ex-
plaining amino acid contributions to protein structural stability
(46). We first analyzed data from individual patients and looked for
common patterns that might be shared between patient data sets. RESULTS on November 24, 2017 by SWETS SUBSCRIPTION SERVICE
http://jvi.asm.org/
Downloaded from on November 24, 2017
http://jvi.asm.org/
Downloaded from Recco identified 31 and 13 recombinant viruses that were as-
sociated with phenotypically sensitive or resistant viruses, respec-
tively (Fig. 2A). Comparing these, we delimited the regions of the
envelope that confer the respective phenotype by identifying the
regions that showed the highest conservation in either the sensi-
tive or resistant recombinants: V1 to C3 in sensitive and C2 to C3
in resistant sequences (Fig. 2B). This indicates that the Env C2 to
C3 regions, including in particular the V3 loop region, have an
influence on resistance, i.e., the relevant amino acids must be pres-
ent in these regions of the recombinant to confer the respective
phenotype. This recombination analysis result, coupled with the
high number of mutations observed in V2 and V3 and in the C3 N
terminus, indicates that structural shifts in these areas are most
likely involved in HIV-1’s use of drug-bound CCR5. To further understand the evolution of maraviroc resistance in
individual patients, we analyzed the sensitive and resistant se-
quences separately. Although we detected covarying sites in only
two patients (patients 10 and 13), the results revealed two striking
observations: the identified covarying sites were all in the vicinity
of PNGMs, and the changes in hydrophobicity of these covarying
pairs were negatively correlated in the sensitive viruses, while in
the resistant viruses, they were positively correlated. Note that
molecular weight changes were negatively correlated in both
groups (see Table S7 in the supplemental material). on November 24, 2017 by SWETS SUBSCRIPTION SERVIC
p://jvi.asm.org/ Mutations in both V2 and V3 have been previously implicated
in coreceptor binding (40–45). As the C3 region is structurally
proximal to the V3 loop, interactions between these domains may
be important for coreceptor recognition or binding. However,
unlike other cases of HIV-1 drug resistance, the sequence posi-
tions in Env associated with R5-tropic resistance differed consid-
erably between patients. Indeed, no identifiable shared sites (or
specific residue changes) were found to be consistently involved in
resistance emergence across all patients. Though sites within V3
were found to be divergent based upon drug susceptibility in most
patients, few of these sites overlapped across multiple patients. November 2015
Volume 89
Number 22 jvi.asm.org RESULTS To do this, we identified covarying sites within each of the patient
data sets, combining sequences from the two time points: before
treatment (sensitive) and after treatment (resistant). Eighteen pa-
tients had detectable covariation networks (see Fig. S3 in the sup-
plemental material); the exceptions were patients 4 and 8. In the
18 covariation networks, there were covarying sites in both gp120
and gp41, except for three patients (5, 9, and 10). We observed
seven patients (1, 2, 5, 9, 15, 16, and 17) with V3 loop involvement
in their covariation networks (see Fig. S3 in the supplemental In the resistant R5 viruses, we identified a covariation network
with 125 amino acid sites forming 1,400 covarying pairs in terms
of BLOSUM score covariation (Table 1). After considering hydro-
phobicity and molecular weight, we found 99 sites forming 305
covarying pairs (connection coefficient, 0.063) with hydrophobic-
ity covariation, and for molecular weight covariation, we found
106 sites forming 326 covarying pairs (connection coefficient,
0.058) (Table 1 and Fig. 3B). RESULTS Combining both hydrophobicity and
molecular weight, we identified 77 sites forming 147 covarying Journal of Virology 11461 jvi.asm.org Patient 1, Sequence 1 (Day 0, Sensitive)
Patient 1, Sequence 26 (Day 252, Resistant)
Patient 2, Sequence 2 (Day 1, Sensitive)
Patient 2, Sequence 6 (Day 1, Sensitive)
Patient 3, Sequence 11 (Day 1, Sensitive)
Patient 3, Sequence 12 (Day 1, Sensitive)
Patient 3, Sequence 21 (Day 172, Resistant)
Patient 4, Sequence 3 (Day 1, Sensitive)
Patient 4, Sequence 4 (Day 1, Sensitive)
Patient 5, Sequence 4 (Day 1, Resistant)
Patient 5, Sequence 9 (Day 1, Resistant)
Patient 10, Sequence 3 (Day 1, Sensitive)
Patient 11, Sequence 8 (Day 1, Sensitive)
Patient 12, Sequence 22 (Day 86, Resistant)
Patient 12, Sequence 23 (Day 86, Resistant)
Patient 12, Sequence 26 (Day 114, Resistant)
Patient 12, Sequence 27 (Day 114, Sensitive*)
Patient 12, Sequence 30 (Day 114, Resistant)
Patient 12, Sequence 34 (Day 114, Sensitive*)
Patient 12, Sequence 36 (Day 114, Resistant)
Patient 13, Sequence 2 (Day 1, Sensitive)
Patient 13, Sequence 3 (Day 1, Sensitive)
Patient 13, Sequence 5 (Day 1, Sensitive)
Patient 13, Sequence 8 (Day 1, Sensitive)
Patient 13, Sequence 9 (Day 1, Sensitive)
Patient 13, Sequence 20 (Day 113, Resistant)
Patient 13, Sequence 21 (Day 113, Resistant)
Patient 14, Sequence 1 (Day 1, Sensitive)
Patient 14, Sequence 11 (Day 1, Sensitive)
Patient 15, Sequence 4 (Day 1, Sensitive)
Patient 15, Sequence 7 (Day 1, Sensitive)
Patient 16, Sequence 1 (Day 1, Sensitive)
Patient 16, Sequence 14 (Day 87, Sensitive)
Patient 16, Sequence 18 (Day 87, Sensitive)
Patient 16, Sequence 19 (Day 87, Sensitive)
Patient 16, Sequence 24 (Day 87, Sensitive)
Patient 16, Sequence 33 (Day 353, Resistant)
Patient 16, Sequence 34 (Day 353, Resistant)
Patient 17, Sequence 7 (Day 1, Sensitive)
Patient 17, Sequence 8 (Day 1, Sensitive)
Patient 17, Sequence 9 (Day 1, Sensitive)
Patient 17, Sequence 12 (Day 1, Sensitive)
Patient 17, Sequence 24 (Day 41, Sensitive)
Patient 17, Sequence 26 (Day 117, Sensitive)
1
2568
1
96
Signal peptide
96
390
C1
468
V1
588
V2
885
C2
990
V3
1152
C3
1254
V4
1380
C4
1413
V5
1533
C5
1596
FP
1725
1776
ImSup
1896
2001
Coil
2133
2145
EC sig
2562
DL rep
0.3
0.4
0.5
0.6
0.7
0.8
0
1000
2000
Envelope nucleotide position
Conservation
Sensitive
Resistant
Signal
Peptide
C1
V1
V2
C2
V3
C3
V4
C4
V5
C5
gp41
A
B
ng of recombination breakpoints for sensitive-resistant recombinants. RESULTS (B) Plot indicating the conservation of sensitive (green) and resistant (red) regions
m org
November 2015
Volume
Journal of Virology 1
2568
1
96
gnal peptide
96
390
C1
468
V1
588
V2
885
C2
990
V3
1152
C3
1254
V4
1380
C4
1413
V5
1533
C5
1596
FP
1725
1776
ImSup
1896
2001
Coil
2133
2145
EC sig
2562
DL rep Patient 1, Sequence 1 (Day 0, Sensitive)
Patient 1, Sequence 26 (Day 252, Resistant)
Patient 2, Sequence 2 (Day 1, Sensitive)
Patient 2, Sequence 6 (Day 1, Sensitive)
Patient 3, Sequence 11 (Day 1, Sensitive)
Patient 3, Sequence 12 (Day 1, Sensitive)
Patient 3, Sequence 21 (Day 172, Resistant)
Patient 4, Sequence 3 (Day 1, Sensitive)
Patient 4, Sequence 4 (Day 1, Sensitive)
Patient 5, Sequence 4 (Day 1, Resistant)
Patient 5, Sequence 9 (Day 1, Resistant)
Patient 10, Sequence 3 (Day 1, Sensitive)
Patient 11, Sequence 8 (Day 1, Sensitive)
Patient 12, Sequence 22 (Day 86, Resistant)
Patient 12, Sequence 23 (Day 86, Resistant)
Patient 12, Sequence 26 (Day 114, Resistant)
Patient 12, Sequence 27 (Day 114, Sensitive*)
Patient 12, Sequence 30 (Day 114, Resistant)
Patient 12, Sequence 34 (Day 114, Sensitive*)
Patient 12, Sequence 36 (Day 114, Resistant)
Patient 13, Sequence 2 (Day 1, Sensitive)
Patient 13, Sequence 3 (Day 1, Sensitive)
Patient 13, Sequence 5 (Day 1, Sensitive)
Patient 13, Sequence 8 (Day 1, Sensitive)
Patient 13, Sequence 9 (Day 1, Sensitive)
Patient 13, Sequence 20 (Day 113, Resistant)
Patient 13, Sequence 21 (Day 113, Resistant)
Patient 14, Sequence 1 (Day 1, Sensitive)
Patient 14, Sequence 11 (Day 1, Sensitive)
Patient 15, Sequence 4 (Day 1, Sensitive)
Patient 15, Sequence 7 (Day 1, Sensitive)
Patient 16, Sequence 1 (Day 1, Sensitive)
Patient 16, Sequence 14 (Day 87, Sensitive)
Patient 16, Sequence 18 (Day 87, Sensitive)
Patient 16, Sequence 19 (Day 87, Sensitive)
Patient 16, Sequence 24 (Day 87, Sensitive)
Patient 16, Sequence 33 (Day 353, Resistant)
Patient 16, Sequence 34 (Day 353, Resistant)
Patient 17, Sequence 7 (Day 1, Sensitive)
Patient 17, Sequence 8 (Day 1, Sensitive)
Patient 17, Sequence 9 (Day 1, Sensitive)
Patient 17, Sequence 12 (Day 1, Sensitive)
Patient 17, Sequence 24 (Day 41, Sensitive)
Patient 17, Sequence 26 (Day 117, Sensitive)
A A on November 24, 2017 by SWETS SUBSCRIPTION SERVICE
http://jvi.asm.org/
Downloaded from on November 24, 2017 by SWETS SUBSCRIPTION SERVICE
http://jvi.asm.org/
Downloaded from 1
2568
1
96
96
390
588
885 990
11521254 1380
1533
1725
ImSup
1896
Coil
2145
EC sig
DL rep
0.3
0.4
0.5
0.6
0.7
0.8
0
1000
2000
Envelope nucleotide position
Conservation
Sensitive
Resistant
Signal
Peptide
C1
V1
V2
C2
V3
C3
V4
C4
V5
C5
gp41
B
FIG 2 Mapping of recombination breakpoints for sensitive-resistant recombinants. RESULTS (A) Intrapatient recombination between sensitive and resi
using Recco. The sequenced regions are mapped out relative to the HXB2 reference sequence, with a domain map showing the relat
e listed, the patient name and sequence number are indicated, as well as the day in therapy and R5 resistance, shown in parenth
arental sequence, with red indicating R5-resistant sequences and green indicating R5-sensitive sequences, separated by probable brea
k. *, sensitive according to unpooled MPI score. Journal of Virology RESULTS The molecular weight covariation was also positively corre-
lated (Spearman’s
0.86, P 0.0001). Moreover, in the placebo
arm (patients 18, 19, and 20), both hydrophobicity and molecular
weight covariation were positively correlated between the two
time points (Spearman’s
0.82, P 0.0001, and Spearman’s
0.88, P 0.0001, respectively). on November 24, 2017 by SWETS SUBSCRIPTION SERVICE
http://jvi.asm.org/
Downloaded from This finding of similar numbers of sites covarying in the sensi-
tive and resistant viral data sets indicates that compensatory, i.e.,
structurally linked, changes that maintain various functionalities
are a normal part of envelope evolution. Envelope-mediated drug
resistance is thus a specific evolutionary path among possible evo-
lutionary trajectories. To confirm the importance of the identified
covarying sites, we performed positive-selection analysis (after re-
moving the detected recombinants mentioned above). In the sen-
sitive R5 viruses, we identified 45 sites under positive selection,
and 33 of these sites exhibited detectable coevolution (2
102.08, P 0.00001), i.e., 17 sites in gp120 and 16 sites in gp41
(see Tables S1 and S2 in the supplemental material). Conversely,
in the resistant R5 viruses, we identified 69 sites under positive a The numbers of covarying sites and pairs for sensitive and resistant networks are
summarized. Four types of networks were compared: covariation by BLOSUM62 score
covariation, covariation by hydrophobicity and/or molecular weight covariation. pairs (connection coefficient, 0.050) (Table 1 and Fig. 3B). There
were 114 sites forming 484 covarying pairs associated with hydro-
phobicity and/or molecular weight covariation (connection coef-
ficient, 0.075). RESULTS (A) Intrapatient recombination between sensitive and resistant sequences
was detected using Recco. The sequenced regions are mapped out relative to the HXB2 reference sequence, with a domain map showing the relative regions. For
each sequence listed, the patient name and sequence number are indicated, as well as the day in therapy and R5 resistance, shown in parentheses. The colors
indicate the parental sequence, with red indicating R5-resistant sequences and green indicating R5-sensitive sequences, separated by probable breakpoint regions,
shown in black. *, sensitive according to unpooled MPI score. (B) Plot indicating the conservation of sensitive (green) and resistant (red) regions in recombinant
sequences. 0.3
0.4
0.5
0.6
0.7
0.8
0
1000
2000
Envelope nucleotide position
Conservation
Sensitive
Resistant
Signal
Peptide
C1
V1
V2
C2
V3
C3
V4
C4
V5
C5
gp41
B B Conservation Envelope nucleotide position FIG 2 Mapping of recombination breakpoints for sensitive-resistant recombinants. (A) Intrapatient recombination between sensitive and resistant sequences
was detected using Recco. The sequenced regions are mapped out relative to the HXB2 reference sequence, with a domain map showing the relative regions. For
each sequence listed, the patient name and sequence number are indicated, as well as the day in therapy and R5 resistance, shown in parentheses. The colors
indicate the parental sequence, with red indicating R5-resistant sequences and green indicating R5-sensitive sequences, separated by probable breakpoint regions,
shown in black. *, sensitive according to unpooled MPI score. (B) Plot indicating the conservation of sensitive (green) and resistant (red) regions in recombinant
sequences. 11462
jvi.asm.org
Journal of Virology November 2015
Volume 89
Number 22 Journal of Virology Journal of Virology 11462
jvi.asm.org R5-Tropic Maraviroc Resistance TABLE 1 Summary of the sensitive and resistant covariation networksa
Type
Covarying sites
(nodes)
Covarying pairs
(edges)
Sensitive
Resistant
Sensitive
Resistant
BLOSUM62
130
125
1,413
1,400
Hydrophobicity
103
99
295
305
Molecular wt
108
106
319
326
Hydrophobicity and molecular
wt
81
77
131
147
Hydrophobicity/molecular
wt/hydrophobicity and
molecular wt
120
114
483
484
a The numbers of covarying sites and pairs for sensitive and resistant networks are
summarized. Four types of networks were compared: covariation by BLOSUM62 score
covariation, covariation by hydrophobicity and/or molecular weight covariation. TABLE 1 Summary of the sensitive and resistant covariation networksa 0.0001) in the shared covariation network between sensitive and
resistant sequences from all 20 patients (between-patient analy-
sis). RESULTS Moreover, we found that there was positive corre-
lation of hydrophobicity covariation (Spearman’s
0.71, P A
B
gp41_c
V2
gp41_d
V3
V4
Signal peptide
Immunosuppressive
region
V1
C3
gp41_b
gp41_a
Coiled coil
C5
C4
CD4 binding
C1
V5
C2
Fusion peptide
C1
gp41_a
V2
V2
CD4 binding
C5
C4
C3
C2
C1
V5
V4
V3
V2
V1
Signal peptide
Immunosuppressive
region
gp41_c
gp41_a
gp41_b
Fusion peptide
Coiled coil
Signal peptide
Signal peptide
gp41_d
Coevolution by both hydrophobicity and molecular weight
p<0.001
Coevolution by molecular weight
p<0.001
Coevolution by hydrophobicity
p<0.001
gp120
gp41
gp41 positively selected site
p<0.05
gp120 positively selected site
p<0.05
Maraviroc Sensitive R5 (p<0.001)
Maraviroc Resistant R5 (p<0.001)
C
1
Signal peptide
32
C1
130
V1
156
V2
196
C2
295
V3
330
384
V4
418
C4
460
471
511
C5
gp120
gp41
511
532
Fusion peptide
575
a
575
592
632
b
667
711
c
715
d
854
856
Di-leucine repeat
Endocytosis signal
V5
Immunosuppressive region
Coiled coil
364
374
C3
CD4 binding
FIG 3 Covariation networks of gp120 and gp41 in sensitive and resistant R5 viruses. (A and B) Covariation networks of HIV-1 envelope protein associated with
hydrophobicity and/or molecular weight covariation for maraviroc-sensitive (A) and -resistant (B) CCR5 viruses. (C) Covarying amino acid sites are organized
and labeled by protein domains in gp120 (orange circles) and gp41 (blue circles). The circle sizes indicate the relative numbers of interactions in the covariation
networks. Covarying sites are linked by colored lines, which indicate the physicochemical properties of covariation (see the key below and Table 1 for a summary). Sites under positive selection are shown as hexagons. Information regarding positive selection, protein domain, and glycosylation can be found in Tables S1 and
S3 in the supplemental material for covarying sites in sensitive and resistant viruses, respectively. RESULTS The other
15 sites from gp41 were located in the coiled-coil region (636N;
644S, under positive selection; 658Q; 662E; and 659E), the fusion
peptide (514G), gp41_b (620E, under positive selection, and
621Q, under positive selection), and gp41_d (734E; 746I; 750N;
754A; 792A, under positive selection; 804S, under positive selec-
tion; and 817A) (Fig. 4). Interestingly, we found that in the sensi-
tive R5 viruses, two (364S and 365S) of the three CD4 binding sites
and one site (363Q) from C3 were located in the same potential
N-linked glycosylation motif (N-X-S/T-X) (Table 2) (2
2.51,
P 0.05; Fisher exact test, P 0.05). Moreover, there were two
sites (365S in the CD4 binding region and 817A in the gp41_d
region) from the resistant R5 viruses located in different PNGMs
(Table 3) (2
1.79, P 0.05; Fisher exact test, P 0.05). Only
the two CD4 binding sites (365S and 373T) from the resistant
viruses were under positive selection, and the covariation network
from the resistant viruses was more highly connected than the
network from the sensitive viruses (Fig. 4A), which indicates an
important role of CD4 binding in the evolution of maraviroc re-
sistance. In summary, we have identified three (2
8, P
0.00468) (Table 2) and 10 (2
37.06, P 0.00001) (Table 3)
sites under positive selection in sensitive and resistant covariation
networks, respectively. selection, and 51 of these sites exhibited detectable coevolution
(2
264.57, P 0.00001), with 27 sites in gp120 and 24 sites in
gp41 (see Tables S3 and S4 in the supplemental material). Inter-
estingly, we observed that positively selected sites were enriched
for PNGM motifs in both sensitive (6 sites; 2
22.75, P 0.001;
Fisher exact test, P 0.001) and resistant (8 sites; 2
24.69, P
0.001; Fisher exact test, P 0.001) viruses. To further validate our observations, we analyzed viruses from
the three placebo-treated patients (18, 19, and 20) by combining
their sequences from the first and second time points. We ob-
served similar numbers of covarying sites before and after treat-
ment—45 and 52 sites, respectively—which formed 256 and 795
covarying pairs and had connection coefficients of 0.259 and
0.599, respectively. RESULTS First, we compared three
covariation networks between sensitive and resistant R5 viruses in
the group of patients who received maraviroc, which centered on
CD4 binding, CCR5 binding (V3 loop), and the secretory pathway
(signal peptide dependent, which plays an important role in con-
trolling the expression level of envelope protein on the virion). Second, we analyzed the results from the placebo arm to further
validate our results. by SWETS SUBSCRIPTION SERVICE In the resistant R5 viruses, we observed 9 covarying sites from
the V3 loop, which coevolved with 20 sites from gp120 and 16 sites
from gp41; this network had a connection coefficient of 0.048 (Fig. 5B and Table 5). Among the 20 covarying sites from gp120, we
identified 14 in the conserved regions of gp120 (specifically C2,
C3, and C4) and sites in V2, V4, and V5. Among the 16 covarying
sites in gp41, there were 5 sites in the coiled-coil region (Fig. 5B
and Table 5). Of the 44 total covarying sites among the resistant R5
viruses, we identified 20 sites under positive selection (P 0.05)
(Fig. 5B and Table 5). Interestingly, there were two positively se-
lected sites in the V3 loop, which were located on opposite sides in
the tip of the V3 loop (Fig. 5C and Table 5). Coevolution between CD4 binding sites and other regions of
gp120 and gp41 reveals novel mutational pathways leading to
maraviroc resistance. CD4 binding allows HIV-1 gp120 to bind
to CCR5/CXCR4 and enter the host cell, which is a critical step in
initiating the whole HIV infectious life cycle. In the sensitive R5
viruses, we found that 3 sites (364S, 365S, and 373T) in the CD4
binding region coevolved with 9 (5 in gp120 and 4 in gp41) sites
forming a network with a connection coefficient of 0.288, while in
the resistant viruses, we found that 2 sites (365S and 373T, with
both under positive selection) from the CD4 binding region co-
evolved with 19 (4 in gp120 and 15 in gp41) sites forming a net-
work with a connection coefficient of 0.409 (Fig. 4). In the sensi-
tive R5 viruses, the five sites from gp120 were located in C2 (238P),
C3 (363Q, under positive selection), C4 (442Q, under positive
selection), C5 (502K), and V2 (173Y) (Fig. 4A). RESULTS on November 24, 2017 by SWETS SUBSCRIPTION SERVICE
g/ A
gp41_c
V2
gp41_d
V3
V4
Signal peptide
Immunosuppressive
region
V1
C3
gp41_b
gp41_a
Coiled coil
C5
C4
CD4 binding
C1
V5
C2
Fusion peptide
Maraviroc Sensitive R5 (p<0.001)
C
120
41 B
C1
gp41_a
V2
V2
CD4 binding
C5
C4
C3
C2
C1
V5
V4
V3
V2
V1
Signal peptide
Immunosuppressive
region
gp41_c
gp41_a
gp41_b
Fusion peptide
Coiled coil
Signal peptide
Signal peptide
gp41_d
Maraviroc Resistant R5 (p<0.001) A B A
Maraviroc Sensitive R5 (p<0.001) Maraviroc Resistant R5 (p<0.001) Maraviroc Resistant R5 (p<0.001) on November 24, 2017 by SWETS SUBSCRIPTION SERVICE Coevolution b
p<0.001
Coevolution b
p<0.001
Coevolution b
p<0.001
1
Signal peptide
32
C1
130
V1
156
V2
196
C2
295
V3
330
384
V4
418
C4
460
471
511
C5
511
532
Fusion peptide
575
a
575
592
632
b
667
711
c
715
d
854
856
Di-leucine repeat
Endocytosis signal
V5
Immunosuppressive region
Coiled coil
364
374
C3
CD4 binding Di-leucine repeat FIG 3 Covariation networks of gp120 and gp41 in sensitive and resistant R5 viruses. (A and B) Covariation networks of HIV-1 envelope protein associated with
hydrophobicity and/or molecular weight covariation for maraviroc-sensitive (A) and -resistant (B) CCR5 viruses. (C) Covarying amino acid sites are organized
and labeled by protein domains in gp120 (orange circles) and gp41 (blue circles). The circle sizes indicate the relative numbers of interactions in the covariation
networks. Covarying sites are linked by colored lines, which indicate the physicochemical properties of covariation (see the key below and Table 1 for a summary). Sites under positive selection are shown as hexagons. Information regarding positive selection, protein domain, and glycosylation can be found in Tables S1 and
S3 in the supplemental material for covarying sites in sensitive and resistant viruses, respectively. November 2015
Volume 89
Number 22
Journal of Virology Journal of Virology Journal of Virology jvi.asm.org
11463 November 2015
Volume 89
Number 22 jvi.asm.org
1 Jiang et al. under positive selection) (Fig. 4A). In the resistant R5 viruses, the
four sites from gp120 were located in C1 (99D), C4 (444R, under
positive selection), V4 (415T), and V5 (471G) (Fig. 4B). RESULTS This increase of covarying pairs was in contrast
to the group of patients receiving maraviroc because, interest-
ingly, the trend of change for the number of covarying pairs was
higher in the placebo arm (Table 1), indicating stronger structural
and/or functional constraints acting on the maraviroc-resistant
populations and consistent with a genetic bottleneck in the emer-
gence of R5-tropic resistance. After considering hydrophobicity
and/or molecular weight, in addition to covarying sites identified
by BLOSUM62 score covariation, we still observed similar num-
bers of covarying sites (45 and 50 sites), which formed 238 (see Fig. S4 and Table S5 in the supplemental material) and 702 (see Fig. S5
and Table S6 in the supplemental material) covarying pairs having
connection coefficients of 0.240 and 0.573, respectively. Intrigu-
ingly, we observed only a few PNGMs (three and six PNGMs
before and after treatment [placebo arm], 2
3.13, P 0.05;
Fisher exact test, P 0.05 and 2
16.99, P 0.001; Fisher exact
test, P
0.002, respectively) involved in the two covariation net-
works (see Tables S5 and S6 in the supplemental material), which
suggests a potential role of N-linked glycosylation in the evolution
of R5 maraviroc resistance. on November 24, 2017 b
http://jvi.asm.org/
Downloaded from on November 24, 2017 by SWETS SUBSCRIPTION SERVICE
http://jvi.asm.org/
Downloaded from on November 24, 2017 by SWETS SUBSCRIPTION SERV
http://jvi.asm.org/ Coevolution between the V3 loop and other regions of gp120
and gp41 is enriched with sites in the N-linked glycosylation
motifs. Among the sensitive R5 viruses, we identified 7 covarying
sites in the V3 loop that coevolved with 19 sites in gp120 and 16
sites in gp41; this network had a connection coefficient of 0.051
(Fig. 5A and Table 4). Among the 19 covarying sites in gp120, sites
were identified in C1 to C5 and V2, with sites in C3, C4, and V2
detected to be under positive selection (P 0.05) (Fig. 5A and
Table 4). Among the 16 covarying sites in gp41, there were 6 sites
from the coiled-coil region (1 positively selected site) and 10 sites
from the rest of gp41, with 3 positively selected sites identified
(Fig. 5A and Table 4). ovember 24, 2017 by SWETS SUBSCRIPTION SERVICE Next, to understand the mutational pathways that may lead to
the evolution of maraviroc resistance, we focused on the key steps
that HIV-1 requires to enter host cells. November 2015
Volume 89
Number 22 RESULTS Information regarding positive selection, protein domain, and glycosylation can be found in Tables 2 and 3
for covarying sites in sensitive and resistant viruses, respectively. on November 24, 2017 by SWETS
http://jvi.asm.org/
Downloaded from CD4 binding on November 24, 2017 by SWETS SUBSCRIPTION SERVICE
http://jvi.asm.org/
Downloaded from on November 24, 2017 by SWETS SUBSCRIPTION SERVICE
http://jvi.asm.org/
Downloaded from CD4 binding 442Q
520L
364S
363Q
502K
CD4 binding on November 24, 2017 by SWETS SUBSCRIPTION SERVIC
tp://jvi.asm.org/ November 24, 2017 by SWETS SUBSCRIPTION SERVICE 1
Signal peptide
32
C1
130
V1
156
V2
196
C2
295
V3
330
384
V4
418
C4
460
471
511
C5
gp120
gp41
511
532
Fusion peptide
575
a
575
592
632
b
667
711
c
715
d
854
856
Di-leucine repeat
Endocytosis signal
V5
Immunosuppressive region
Coiled coil
CD4 binding
C3 FIG 4 Covariation networks of CD4 binding sites. (A and B) Shown are covariation networks of the CD4 binding sites associated with hydrophobicity and/or
molecular weight for sensitive (A) and resistant (B) R5 viruses. Covarying sites are mapped to the gp120 protein crystal structure. Sites under positive selection
are shown as hexagons. Covarying sites are linked by colored lines indicating the nature of their covariation. The sizes of the circles indicate the relative numbers
of interactions in the covariation networks (Fig. 3). Information regarding positive selection, protein domain, and glycosylation can be found in Tables 2 and 3
for covarying sites in sensitive and resistant viruses, respectively. by SWETS SUBSCRIPTION SERVICE (Fig. 5B and Table 5). This indicates that all except two covarying
sites in the conserved region of gp120 were associated with
PNGMs (site 290T was predicted to be in a PNGM with a score,
0.49, below the threshold of 0.5) that coevolved with sites in the V3
loop. Similarly, in the V3 loop, we observed four sites (300N,
305K, 308R, and 309I) located in the vicinity of the PNGM. We
found that covarying sites (357K and 335R) located in the PNGM
also coevolved with site 12R in the signal peptide (Fig. 6B). In
summary, we have identified 14 (2
57.41, P 0.00001) (Table
4) and 20 (2
66.97, P 0.00001) (Table 5) positively selected
sites in sensitive and resistant covariation networks, respectively. pensatory changes between the V3 loop and other protein re-
gions are also important for developing maraviroc R5 drug
resistance. RESULTS The other four
sites from gp41 were located in the coiled-coil region (662E and
658Q), the fusion peptide (520L), and the gp41_b region (620E, To further understand the evolution of drug resistance, we
compared the numbers of covarying pairs established by the
same sites in the V3 loop between sensitive and resistant viruses
and found that two sites (315R and 319T) had dramatic changes in
the number of linked changes between sensitive and resistant
viruses. The interactions changed from 13 to 3 for 315R (Fig. 5A and Table 2) and 2 to 13 for 319T (Fig. 5B and Table 5) in
sensitive and resistant networks, respectively. This suggests
319T may be important for R5 resistance. However, among the
13 interactions 319T established, 11 were under positive selec-
tion (Fig. 5B and Table 5), which indicates that linked/com- 11464
jvi.asm.org Journal of Virology November 2015
Volume 89
Number 22 R5-Tropic Maraviroc Resistance A B Maraviroc Resistant R5 (p<0.001) Maraviroc Sensitive R5 (p<0.001) Maraviroc Sensitive R5 (p<0.001) 373T
365S
662E
620E
173Y
238P
658Q
442Q
520L
364S
363Q
502K
471G
621Q
804S
514G
415T
373T
365S
734E
750N
662E
754A
620E
746I
792A
636N
659E
644S
658Q
817A
444R
99D
Maraviroc Sensitive R5 (p<0.001)
A
Maraviroc Resistant R5 (p<0.001)
B
Coevolution by both hydrophobicity
and molecular weight
p<0.001
Coevolution by molecular weight
p<0.001
Coevolution by hydrophobicity
p<0.001
gp120
gp41
gp41 positively selected site
p<0.05
gp120 positively selected site
p<0.05
CD4 binding
CD4 binding
CD4 binding
CD4 binding
CD4 binding
1
Signal peptide
32
C1
130
V1
156
V2
196
C2
295
V3
330
384
V4
418
C4
460
471
511
C5
gp120
gp41
511
532
Fusion peptide
575
a
575
592
632
b
667
711
c
715
d
854
856
Di-leucine repeat
Endocytosis signal
V5
Immunosuppressive region
Coiled coil
CD4 binding
C3
FIG 4 Covariation networks of CD4 binding sites. (A and B) Shown are covariation networks of the CD4 binding sites associated with hydrophobicity and/or
molecular weight for sensitive (A) and resistant (B) R5 viruses. Covarying sites are mapped to the gp120 protein crystal structure. Sites under positive selection
are shown as hexagons. Covarying sites are linked by colored lines indicating the nature of their covariation. The sizes of the circles indicate the relative numbers
of interactions in the covariation networks (Fig. 3). RESULTS In the resistant R5 viruses, we observed that covarying sites
located in the PNGM from the V3 loop covariation network were
enriched (Table 5 and Fig. 5B) (10 sites; 2
74.64, P 0.001). However, the covarying sites from the sensitive virus were also
enriched (Table 4 and Fig. 5A) (6 sites; 2
25.09, P 0.001;
Fisher exact test, P 0.001). Further inspection of these covarying
sites in the resistant viruses located in the PNGM indicated that 7
of the 10 sites were located in gp120 (Table 5). Moreover, four sites
were located in a conserved region of gp120 (C3), and three of
these were detected to be under positive selection. There were
three sites located in variable regions (1 in V3 and two in V4). Covarying sites located in the PNGM were also enriched in the
conserved region (Table 5) (2
40.45, P 0.001; Fisher exact
test, P 0.001). Besides the four sites located in the PNGM, we
found there were seven covarying sites located in the vicinity of the
PNGM (within five sites upstream or downstream of the N-X-S/
T-X motif), with the exception of site 440S in C4 and 490K in C5 Coevolution between the signal peptide and other regions of
the envelope protein is enriched with sites in the N-linked gly-
cosylation motifs in the resistant viruses. Site 12R in the resistant
viruses, but not in the sensitive viruses, was also under positive
selection, suggesting the signal peptide plays a role in maraviroc
resistance. Recently, mutational effects at position 12 in the signal
peptide have been experimentally studied and shown to modulate
the expression level of the envelope protein on the virion and viral
infectivity (47). Some early studies also found that the signal pep- November 2015
Volume 89
Number 22 Journal of Virology jvi.asm.org
11465 11465 jvi.asm.org Jiang et al. on November 24, 2017 by SWETS SUBSCRIPTION SERVICE
http://jvi.asm.org/
Downloaded from on November 24, 2017 by SWETS SUBSCRIPTION SERVIC
p://jvi.asm.org/ f The sites are in the same N-X-S/T-X motif. vember 24, 2017 by SWETS SUBSCRIPTION SERVICE tide can control glycosylation and HIV-1’s use of the secretory
pathway (48, 49). To understand the association between the signal peptide and
maraviroc resistance, we analyzed the subnetwork formed be-
tween the signal peptide and other regions of the envelope protein. There were 3 and 12 covarying sites in the sensitive and resistant
viruses, respectively; these networks had connection coefficients
of 0.667 and 0.136 for sensitive and resistant networks, respec-
tively (Fig. 6 and Tables 6 and 7). We found that the covariation
network of the signal peptide in resistant viruses was enriched
with sites in a PNGM (Table 7) (2
10.32, P 0.01; Fisher exact
test, P
0.036). Interestingly, site 12R was involved only in the
covariation network of resistant viruses (Tables 6 and 7), which
was also positively selected (P 0.01). Strikingly, as reported
above, in the resistant viruses, 12R coevolved with sites 357K and
335R, which were located in the PNGM (Fig. 6B and Table 7). Moreover, all other sites that were not in the signal peptide also
coevolved with sites from the V3 loop (Fig. 5B and 6B). Among
these sites, 85V, 275V, 360I, and 444R in conserved regions of
gp120 and site 644S from the coiled-coil region of gp41 were lo-
cated in the vicinity of the PNGM (Table 7). We found that sites
85V, 335R, 360I, 444R, 644S, and 792A were also under positive
selection (Table 7) (P 0.05). These results from combining the
resistance data indicate that the signal peptide indeed plays a role
in HIV-1 N-linked glycosylation and the structure and/or func-
tion of the V3 loop, which can in turn have a role in the evolution
of maraviroc resistance. by SWETS SUBSCRIPTION SERVICE P 0.05) and the signal peptide (2
1.56, P 0.05; Fisher exact
test, P 0.05) covariation networks before placebo treatment. After placebo treatment, we observed five and four PNGMs in the
V3 loop (2
20.26, P 0.001; Fisher exact test, P
0.002) and
the signal peptide (2
9.39, P 0.01; Fisher exact test, P
0.019) networks (see Tables S5 and S6 in the supplemental mate-
rial). 11466
jvi.asm.org November 2015
Volume 89
Number 22 RESULTS TABLE 2 Covarying sites in the CD4 binding network for sensitive R5
viruses viruses
HXB2a
Degreeb
Selectionc
Sited
Domain
Protein
N-Gly
motife
173Y
13
Null
151
V2
gp120
238P
15
Null
211
C2
gp120
3
363Q
17
0.998267
331
C3
gp120
N-X-S/T-Xf
364S
4
Null
332
CD4 binding
gp120
N-X-S/T-Xf
365S
4
Null
333
CD4 binding
gp120
N-X-S/T-Xf
373T
1
Null
341
CD4 binding
gp120
442Q
21
0.999411
392
C4
gp120
2
502K
7
Null
446
C5
gp120
520L
4
Null
464
Fusion peptide
gp41
620E
24
1
564
gp41_b
gp41
658Q
5
Null
602
Coiled coil
gp41
662E
22
Null
606
Coiled coil
gp41
a HXB2 numbering is used as a reference. b Degree, number of covarying pairs with the site in the BLOSUM62 covariation
network. c Selection indicates the results of positive-selection analysis (at 95% posterior
probability); null indicates no positive selection. d Site indicates the position of the covarying site in the alignment. e N-Gly motif, the position of the covarying site in the N-linked glycosylation motif
N-X-S/T-X. The position is highlighted in boldface and underlined, and
positive/negative numbers indicate the position of the covarying site relative to its
closest N-X-S/T-X motif in the sequence. Negative () means the covarying site is
located on the left side of the motif, while positive () means the site is located on the
right side of the motif. f The sites are in the same N-X-S/T-X motif. on November 24, 2017 by SWETS SUBSCRIPTION SERVICE
http://jvi.asm.org/
Downloaded from on November 24, 2017 by SWETS SUBSCRIPTION SERVICE
http://jvi.asm.org/
Downloaded from Nevertheless, we observed two
PNGMs in both the V3 loop (2
4.55, P 0.05; Fisher exact test, Journal of Virology 11466
jvi.asm.org November 2015
Volume 89
Number 22 R5-Tropic Maraviroc Resistance Maraviroc Sensitive R5 (p<0.001)
V3 loop
V3 loop
V3 loop
V3 loop
V3 loop
Maraviroc Resistant R5 (p<0.001)
V3 loop
V3 loop
V3 loop
V3 loop
V3 loop
V3 loop
V3 loop
Coevolution by both hydrophobicity and molecular weight
p<0.001
Coevolution by molecular weight
p<0.001
Coevolution by hydrophobicity
p<0.001
gp120
gp41
gp41 positively selected site
p<0.05
gp120 positively selected site
p<0.05
A
B
362K
319T
347S
80N
322K
34L
620E
333I
644S
444R
360I
343K
746I
467I
316A
336A
836A
779T
750N
651N
315R
170Q
340N
648E
636N
659E
734E
297T
300N
165I
238P
195S
490K
804S
754A
440S
346A
668S
640S
619L
309I
350R
315R
347S
195S
818T
173Y
636N
316A
351E
340N
658Q
394T
754A
183P
321G
290T
297T
275V
300N
700A
651N
335R
440S
471G
621Q
309I
360I
389Q
336A
734E
305K
308R
706N
357K
618S
350R
746I
612A
319T
641L
640S
554N
337K
362K
620E
490K
V3 loop
V3 loop
V3 loop
C
1
Signal peptide
32
C1
130
V1
156
V2
196
C2
295
V3
330
384
V4
418
C4
460
471
511
C5
gp120
gp41
511
532
Fusion peptide
575
a
575
592
632
b
667
711
c
715
d
854
856
Di-leucine repeat
Endocytosis signal
V5
Immunosuppressive region
Coiled coil
364
374
C3
CD4 binding
Tip
Stem
Base
297T
300N
305K
308R
309I
315R
316A
319T
gp120 V3 Loop
321G
322K
FIG 5 C
i ti
t
k
f th V3 l
(A
d B) C
i ti
t
k
f th HIV 1
l
t i
V3 l
i t d
ith h d
h bi it
d/
on November 24, 20
http://jvi.asm.org/
Downloaded from Maraviroc Sensitive R5 (p<0.001)
V3 loop
V3 loop
V3 loop
V3 loop
V3 loop
Maraviroc Resistant R5 (p<0.001)
V3 loop
V3 loop
V3 loop
V3 loop
V3 loop
V3 loop
V3 loop
Coevolution by both hydrophobicity and molecular weight
p<0.001
Coevolution by molecular weight
p<0.001
Coevolution by hydrophobicity
p<0.001
gp120
gp41
gp41 positively selected site
p<0.05
gp120 positively selected site
p<0.05
A
B
362K
319T
347S
80N
322K
34L
620E
333I
644S
444R
360I
343K
746I
467I
316A
336A
836A
779T
750N
651N
315R
170Q
340N
648E
636N
659E
734E
297T
300N
165I
238P
195S
490K
804S
754A
440S
346A
668S
640S
619L
309I
350R
315R
347S
195S
818T
173Y
636N
316A
351E
340N
658Q
394T
754A
183P
321G
290T
297T
275V
300N
700A
651N
335R
440S
471G
621Q
309I
360I
389Q
336A
734E
305K
308R
706N
357K
618S
350R
746I
612A
319T
641L
640S
554N
337K
362K
620E
490K
V3 loop
V3 loop
V3 loop
C
1
Signal peptide
32
C1
130
V1
156
V2
196
C2
295
V3
330
384
V4
418
C4
460
471
511
C5
gp120
gp41
511
532
Fusion peptide
575
a
575
592
632
b
667
711
c
715
d
854
856
Di-leucine repeat
Endocytosis signal
V5
Immunosuppressive region
Coiled coil
364
374
C3
CD4 binding
Tip
Stem
Base
297T
300N
305K
308R
309I
315R
316A
319T
gp120 V3 Loop
321G
322K
FIG 5 Covariation networks of the V3 loop. on November 24, 2017 by SWETS SUBSCRIPTION SERVICE
http://jvi.asm.org/
Downloaded from (A and B) Covariation networks of the HIV-1 envelope protein V3 loop associated with hydrophobicity and/or
molecular weight for sensitive (A) and resistant (B) R5 viruses. (C) Covarying sites in the V3 loop mapped to the gp120 protein crystal structure. Sites under
positive selection are shown as hexagons. Covarying sites are linked by colored lines indicating the nature of their covariation. The sizes of the circles indicate the
relative numbers of interactions in the covariation networks (Fig. 3). Information regarding positive selection, protein domain, and glycosylation can be found
in Tables 2 and 3 for covarying sites in sensitive and resistant viruses, respectively. A Maraviroc Sensitive R5 (p<0.001) Maraviroc Sensitive R5 (p<0.001) Maraviroc Resistant R5 (p<0.001)
B on November 24, 2017 by SWETS SUBSCRIPTION SERVICE
http://jvi.asm.org/
Downloaded from November 24, 2017 by SWETS SUBSCRIPTION SERVICE FIG 5 Covariation networks of the V3 loop. (A and B) Covariation networks of the HIV-1 envelope protein V3 loop associated with hydrophobicity and/or
molecular weight for sensitive (A) and resistant (B) R5 viruses. (C) Covarying sites in the V3 loop mapped to the gp120 protein crystal structure. Sites under
positive selection are shown as hexagons. Covarying sites are linked by colored lines indicating the nature of their covariation. The sizes of the circles indicate the
relative numbers of interactions in the covariation networks (Fig. 3). Information regarding positive selection, protein domain, and glycosylation can be found
in Tables 2 and 3 for covarying sites in sensitive and resistant viruses, respectively. by SWETS SUBSCRIPTION SERVICE works and in individual patients, in particular, the covariation
networks of CD4 binding, the V3 loop, and the signal peptide (not
observed in the sensitive viruses), indicating its importance in R5
resistance evolution (53). Interestingly, we identified three sites
(514, 515, and 520) located in the gp41 fusion peptide that may
contribute to resistance, which are very close to three sites (516,
518, and 519) identified previously in another CCR5 antagonist,
vicriviroc (54). Intriguingly, site 514 covaries with sites in the CD4
binding region in the resistant virus, but none of the three sites we
identified covaries with any site in the V3 loop and signal peptide. This suggests the fusion peptide can contribute to developing
CCR5 antagonist resistance in general, which is V3 independent. on November 24, 2017 by SWETS SUBSCRIPTION SERVICE
http://jvi.asm.org/
Downloaded from Moreover, there was a unique CD4 binding covariation network
independent of the V3 loop but dependent on the gp41 fusion
peptide contributing to the evolution of R5 maraviroc resistance,
which is consistent with a previous report that there might be
unique CD4 binding-dependent mutational pathways leading to
the emergence of maraviroc resistance without the requirement
for V3 loop mutations (12), possibly by binding more strongly to
the CD4 coreceptor through coevolutionary changes in non-V3
regions and the fusion peptide. This suggests a potential treatment and 365S, also positively selected covarying sites) visualized in Fig. S7 in the supplemental material. Intriguingly, when we mapped
the sites to the complex, all the sites (excluding one, 92N), con-
tributed to functionality: CD4 binding (350R, 279N, 467I, 471G,
365S, and 373T), N-linked glycosylation (279N and 365S), and
CCR5 binding (316A) (see Fig. S7 in the supplemental material). DISCUSSION November 2015
Volume 89
Number 22 on November 24, 2017 by SWETS SUBSCRIPTION SERVICE
http://jvi.asm.org/
Downloaded from This evidence supports the view that N-linked glycosylation
is important for V3 loop function (50) and that the signal peptide
is crucial for both normal evolution of HIV-1 and entry inhibitor
resistance (47, 51). In summary, we found no sites under positive
selection in the sensitive covariation network (Table 6), whereas
there were seven positively selected sites in the resistant covaria-
tion network (Table 7). Finally, to understand how positively selected sites unique to
maraviroc-resistant virus can contribute to resistance evolution,
we constructed a covarying network of positively selected sites
unique to resistant virus (see Fig. S6 and Table S8 in the supple-
mental material). Interestingly, key sites unique to resistant virus,
as reported above (including CD4 binding, V3 loop, and signal
peptide regions; N-linked glycans; the gp41 fusion peptide; and
other gp41 regions) were found in this network (see Table S8 in
the supplemental material). To understand the functional impli-
cations of these unique sites, we mapped them into a hypothetical
structural complex, CD4-GP120-CCR5, with two PNGMs (279D To validate the patterns observed from the V3 loop and the
signal peptide covariation networks, we compared the results with
those from the placebo arm. We found that these patterns were
not observed in the placebo arm. DISCUSSION In this study, we detected significant patterns of genetic change in
the HIV-1 envelope that confer R5-tropic maraviroc resistance. We found that resistant sequences formed a new and distinct clus-
ter, which was associated with a bottleneck occurring after therapy
started, consistent with the resistant population most likely
emerging de novo, i.e., as a result of the selective pressure provided
by the drug, which leads to significantly more amino acid sites
under positive selection and higher connection coefficients of the
resistant virus covariation networks. Note that while we cannot
discount a preexisting variant being resistant by chance and
emerging under drug pressure, as reported in another CCR5 an-
tagonist, aplaviroc (APL) (52), our results support the absence of
any preexisting virus population of any significance. We found that gp41 was involved in all the covariation net- jvi.asm.org
11467 Journal of Virology November 2015
Volume 89
Number 22 11467 jvi.asm.org Jiang et al. strategy that uses both entry and fusion inhibitors (such as enfu-
virtide [55]) to minimize the chance for emergence of V3-inde-
tance. DISCUSSION Collectively, these results demonstrate that while envelope
TABLE 4 Covarying sites in the V3 loop network for sensitive R5
viruses
HXB2
sitea
Degreeb
Selectionc
Domaind
Protein
Site
N-Gly
motife
34L
12
Null
C1
gp120
33
80N
5
Null
C1
gp120
79
238P
15
Null
C2
gp120
211
3
333I
2
Null
C3
gp120
305
N-X-S/T-X
336A
4
0.999804
C3
gp120
308
1
340N
1
0.988433
C3
gp120
312
N-X-S/T-X
343K
5
0.981324
C3
gp120
315
1
346A
4
Null
C3
gp120
318
4
347S
2
1
C3
gp120
319
5
350R
1
Null
C3
gp120
322
2
360I
5
0.999305
C3
gp120
328
1
362K
17
0.997297
C3
gp120
330
N-X-S/T-X
440S
13
0.997212
C4
gp120
390
444R
15
0.999696
C4
gp120
394
4
490K
14
Null
C5
gp120
434
165I
4
Null
V2
gp120
143
2
170Q
14
0.962951
V2
gp120
148
195S
9
Null
V2
gp120
168
2
297T
3
Null
V3
gp120
270
N-X-S/T-X
300N
2
Null
V3
gp120
273
2
309I
15
Null
V3
gp120
282
4
315R
13
Null
V3
gp120
286
316A
9
Null
V3
gp120
287
319T
2
Null
V3
gp120
290
322K
1
Null
V3
gp120
293
467I
3
Null
V5
gp120
411
636N
24
Null
Coiled coil
gp41
580
1
640S
12
Null
Coiled coil
gp41
584
N-X-S/T-X
644S
18
0.997303
Coiled coil
gp41
588
4
648E
26
Null
Coiled coil
gp41
592
651N
19
Null
Coiled coil
gp41
595
659E
19
Null
Coiled coil
gp41
603
619L
6
0.999707
gp41_b
gp41
563
N-X-S/T-X
620E
24
1
gp41_b
gp41
564
1
668S
9
Null
gp41_c
gp41
612
734E
19
Null
gp41_d
gp41
678
746I
30
Null
gp41_d
gp41
690
750N
9
Null
gp41_d
gp41
694
754A
20
Null
gp41_d
gp41
698
779T
19
Null
gp41_d
gp41
723
804S
18
0.999353
gp41_d
gp41
748
836A
13
1
gp41_d
gp41
780
a HXB2 numbering is used as a reference. b Degree, number of covarying pairs with the site in the BLOSUM62 covariation
network. c Selection indicates the results of positive-selection analysis (at 95% posterior
probability); null indicates no positive selection. d Site indicates the position of the covarying site in the alignment. e N-Gly motif, the position of the covarying site in the N-linked glycosylation motif
N-X-S/T-X. DISCUSSION The position is highlighted in boldface and underlined, and
positive/negative numbers indicate the position of the covarying site relative to its
closest N-X-S/T-X motif in the sequence. Negative () means the covarying site is
located on the left side of the motif, while positive () means the site is located on the
right side of the motif. TABLE 5 Covarying sites in the V3 loop network for resistant R5 viruses
HXB2
sitea
Degreeb
Selectionc
Domaind
Protein
Site
N-Gly
motife
275V
10
Null
C2
gp120
248
1
290T
15
Null
C2
gp120
263
335R
5
0.98715
C3
gp120
307
N-X-S/T-X
336A
13
0.999229
C3
gp120
308
1
337K
1
0.99455
C3
gp120
309
2
340N
2
0.99799
C3
gp120
312
N-X-S/T-X
347S
3
1
C3
gp120
319
5
350R
3
0.974134
C3
gp120
322
2
351E
16
Null
C3
gp120
323
1
357K
25
Null
C3
gp120
325
N-X-S/T-X
360I
6
0.999998
C3
gp120
328
1
362K
4
0.988469
C3
gp120
330
N-X-S/T-X
440S
9
0.974215
C4
gp120
390
490K
6
Null
C5
gp120
434
173Y
7
Null
V2
gp120
151
183P
10
0.963713
V2
gp120
161
195S
6
Null
V2
gp120
168
297T
2
Null
V3
gp120
270
N-X-S/T-X
300N
1
Null
V3
gp120
273
2
305K
2
Null
V3
gp120
278
1
308R
7
0.999995
V3
gp120
281
4
309I
17
Null
V3
gp120
282
5
315R
3
Null
V3
gp120
286
316A
3
0.954869
V3
gp120
287
319T
13
Null
V3
gp120
290
321G
1
Null
V3
gp120
292
389Q
16
Null
V4
gp120
357
N-X-S/T-X
394T
5
Null
V4
gp120
362
N-X-S/T-X
471G
14
0.972233
V5
gp120
415
636N
22
0.971159
Coiled coil
gp41
580
1
640S
15
0.999965
Coiled coil
gp41
584
N-X-S/T-X
641L
3
0.994541
Coiled coil
gp41
585
1
651N
10
0.964727
Coiled coil
gp41
595
658Q
10
Null
Coiled coil
gp41
602
554N
12
Null
gp41_a
gp41
498
612A
19
1
gp41_b
gp41
556
618S
19
Null
gp41_b
gp41
562
N-X-S/T-X
620E
16
0.999999
gp41_b
gp41
564
1
621Q
23
0.999999
gp41_b
gp41
565
2
700A
18
Null
gp41_c
gp41
644
706N
15
Null
gp41_c
gp41
650
734E
26
Null
gp41_d
gp41
678
746I
24
Null
gp41_d
gp41
690
754A
27
Null
gp41_d
gp41
698
818T
18
Null
gp41_d
gp41
762
N-X-S/T-X
a HXB2 numbering is used as a reference. 11468
jvi.asm.org DISCUSSION b Degree, number of covarying pairs with the site in the BLOSUM62 covariation network. c Selection indicates the results of positive-selection analysis (at 95% posterior
probability); null indicates no positive selection. d Site indicates the position of the covarying site in the alignment. e N-Gly motif, the position of the covarying site in the N-linked glycosylation motif
N-X-S/T-X. The position is highlighted in boldface and underlined, and
positive/negative numbers indicate the position of the covarying site relative to its
closest N-X-S/T-X motif in the sequence. Negative () means the covarying site is
located on the left side of the motif, while positive () means the site is located on the
right side of the motif. on November 24, 2017 by SWETS SUBSCRIPTION SERVICE
http://jvi.asm.org/
Downloaded from TABLE 4 Covarying sites in the V3 loop network for sensitive R5
viruses TABLE 5 Covarying sites in the V3 loop network for resistant R5 viruses on November 24, 2017 by SWETS SUBSCRIPTION SERVICE
http://jvi.asm.org/
Downloaded from Maraviroc Resistant R5 (p<0.001)
Signal Peptide
Signal Peptide
Signal Peptide
792A
29S
24M
444R
360I
31T
85V
644S
12R
357K
335R
275V
Coevolution by both hydrophobicity and molecular weight
p<0.001
Coevolution by molecular weight
p<0.001
Coevolution by hydrophobicity
p<0.001
gp120
gp41
gp41 positively selected site
p<0.05
gp120 positively selected site
p<0.05
B
peat B Maraviroc Resistant R5 (p<0.001) Maraviroc Sensitive R5 (p<0.001)
A 24M on November 24, 2017 by SWETS SUBSCRIPTION SERVICE
http://jvi.asm.org/
Downloaded from on November 24, 2017 by SWETS SUBSCRIPTION SERVIC
tp://jvi.asm.org/ FIG 6 Covariation networks of the signal peptide. (A and B) Shown are covariation networks of the HIV-1 envelope protein signal peptide associated with
hydrophobicity and/or molecular weight for sensitive (A) and resistant (B) R5 viruses. Sites under positive selection are shown as hexagons. Covarying sites are
linked by colored lines indicating the nature of their covariation. The sizes of the circles indicate the relative numbers of interactions in the covariation networks
(Fig. 3). Information regarding positive selection, protein domain, and glycosylation can be found in Tables 4 and 5 for covarying sites in sensitive and resistant
viruses, respectively. November 24, 2017 by SWETS SUBSCRIPTION SERVICE three-dimensional conformation, which stabilizes the protein and
is vital for cell entry by the virus (17, 50, 57–60). It also acts as a
“glycan shield” to protect the virion from neutralizing antibodies
(56, 61). Moreover, our novel results suggest that coevolutionary
changes between the signal peptide, N-linked glycosylation, and
other functional domains of gp120/gp41 (especially the V3 loop) individual infection and thus are difficult to predict. This is a
consequence of the malleable nature of HIV-1’s envelope, which
results in distinct constraints, so that different mutations are re-
quired to confer resistance in different infections. Therefore, ap-
propriate coevolutionary/compensatory changes of important
amino acid residues are vital for the maintenance of functional
viral proteins. HIV-1’s envelope, as a consequence, presents itself
as a good drug target (in terms of a low propensity to evolve
resistance) accounting for the uncommon observation of maravi-
roc resistance in R5-tropic virus on failure in clinical trials. on November 24, 2017 by SWETS SUBSCRIPTION SERVICE
http://jvi.asm.org/
Downloaded from 2017 by SWETS SUBSCRIPTION SERVICE TABLE 7 Covarying sites in the signal peptide network for resistant R5
i TABLE 7 Covarying sites in the signal peptide network for resistant R5
viruses
HXB2
sitea
Degreeb
Selectionc
Domaind
Protein
Site
N-Gly
motife
85V
1
0.997736
C1
gp120
84
3
275V
10
Null
C2
gp120
248
1
335R
5
0.98715
C3
gp120
307
N-X-S/T-X
357K
25
Null
C3
gp120
325
N-X-S/T-X
360I
6
0.999998
C3
gp120
328
1
444R
15
0.999052
C4
gp120
394
4
12R
2
0.995959
Signal peptide
gp120
12
24 M
6
Null
Signal peptide
gp120
23
29S
1
Null
Signal peptide
gp120
28
31T
1
Null
Signal peptide
gp120
30
644S
10
0.999716
Coiled coil
gp41
588
4
792A
18
0.999976
gp41_d
gp41
736
a HXB2 numbering is used as a reference. b Degree, number of covarying pairs with the site in the BLOSUM62 covariation
network. c Selection indicates the results of positive-selection analysis (at 95% posterior
probability); null indicates no positive selection. d Site indicates the position of the covarying site in the alignment. e N-Gly motif, the position of the covarying site in the N-linked glycosylation motif
N-X-S/T-X. The position is highlighted in boldface and underlined, and
positive/negative numbers indicate the position of the covarying site relative to its
closest N-X-S/T-X motif in the sequence. Negative () means the covarying site is
located on the left side of the motif, while positive () means the site is located on the
right side of the motif. What is crucial to appreciate is that HIV-1 envelope glycosyla-
tion and protein folding are not independent, and this subjects
Env to additional structural constraints that impact potential drug
resistance pathways. The heavy glycosylation of gp120 (about 55%
of its molecular mass is contributed by N-linked glycans [56])
facilitates folding of the Env polypeptide chain into its correct TABLE 6 Covarying sites in the signal peptide network for sensitive R5
viruses
HXB2
sitea
Degreeb
Selectionc
Domaind
Protein
Site
N-Gly
motife
16R
2
Null
Signal peptide
gp120
15
194T
7
Null
V2
gp120
167
3
161I
2
Null
V2
gp120
139
a HXB2 numbering is used as a reference. b Degree, number of covarying pairs with the site in the BLOSUM62 covariation
network. c Selection indicates the results of positive-selection analysis (at 95% posterior
probability); null indicates no positive selection. d Site indicates the position of the covarying site in the alignment. on November 24, 2017 by SWETS SUBSCRIPTION SERVICE
http://jvi.asm.org/
Downloaded from November 24, 2017 by SWETS SUBSCRIPTION SERVICE strategy that uses both entry and fusion inhibitors (such as enfu-
virtide [55]) to minimize the chance for emergence of V3-inde-
pendent CCR5 antagonist resistance. tance. Collectively, these results demonstrate that while envelope
sequence mutations do confer R5-tropic maraviroc resistance, the
specific changes involved are largely context dependent, i.e., they
are dependent on the genetic variation present in the patient’s tance. Collectively, these results demonstrate that while envelope
sequence mutations do confer R5-tropic maraviroc resistance, the
specific changes involved are largely context dependent, i.e., they
are dependent on the genetic variation present in the patient’s N-linked glycosylation and signal peptide involvement further
constrained the emergence of envelope-associated drug resis- November 2015
Volume 89
Number 22 11468
jvi.asm.org 11468
jvi.asm.org Journal of Virology R5-Tropic Maraviroc Resistance Maraviroc Sensitive R5 (p<0.001)
Maraviroc Resistant R5 (p<0.001)
Signal Peptide
Signal Peptide
Signal Peptide
792A
29S
24M
444R
360I
31T
85V
644S
12R
357K
335R
275V
Signal Peptide
194T
16R
161I
Coevolution by both hydrophobicity and molecular weight
p<0.001
Coevolution by molecular weight
p<0.001
Coevolution by hydrophobicity
p<0.001
gp120
gp41
gp41 positively selected site
p<0.05
gp120 positively selected site
p<0.05
A
B
1
Signal peptide
32
C1
130
V1
156
V2
196
C2
295
V3
330
384
V4
418
C4
460
471
511
C5
gp120
gp41
511
532
Fusion peptide
575
a
575
592
632
b
667
711
c
715
d
854
856
Di-leucine repeat
Endocytosis signal
V5
Immunosuppressive region
Coiled coil
364
374
C3
CD4 binding
FIG 6 Covariation networks of the signal peptide. (A and B) Shown are covariation networks of the HIV-1 envelope protein signal peptide associated with
hydrophobicity and/or molecular weight for sensitive (A) and resistant (B) R5 viruses. Sites under positive selection are shown as hexagons. Covarying sites are
linked by colored lines indicating the nature of their covariation. The sizes of the circles indicate the relative numbers of interactions in the covariation networks
(Fig. 3). Information regarding positive selection, protein domain, and glycosylation can be found in Tables 4 and 5 for covarying sites in sensitive and resistant
viruses, respectively. November 2015
Volume 89
Number 22 REFERENCES First, in order to be secreted
through the host Sec pathway, the viral signal peptide has to pres-
ent a configuration similar to that of a typical host secreted protein
(66). Therefore, the viral signal peptide does not deviate from the
basic configuration of a eukaryotic signal peptide (67). What is
unique to HIV-1 is a higher negative charge in the N-terminal
region of the signal peptide, which is suggested to play a role in
gp120 secretion efficiency (48). Second, virus-specific changes in
the signal peptide are required throughout its life cycle (47). Third, the HIV signal peptide also determines gp120 glycosyla-
tion, which is critical for envelope structure and/or function. 4. Clavel F, Hance AJ. 2004. HIV drug resistance. N Engl J Med 350:1023–
1035. http://dx.doi.org/10.1056/NEJMra025195. on November 24, 2017 by SWETS SUBSCRIPTION SERVIC
tp://jvi.asm.org/ p
g
5. Westby M, Lewis M, Whitcomb J, Youle M, Pozniak AL, James IT, Jenkins
TM, Perros M, van der Ryst E. 2006. Emergence of CXCR4-using human
immunodeficiency virus type 1 (HIV-1) variants in a minority of HIV-1-
infected patients following treatment with the CCR5 antagonist maraviroc is
from a pretreatment CXCR4-using virus reservoir. J Virol 80:4909–4920. http://dx.doi.org/10.1128/JVI.80.10.4909-4920.2006. p
g
6. Archer J, Rambaut A, Taillon BE, Harrigan PR, Lewis M, Robertson DL. 2010. The evolutionary analysis of emerging low frequency HIV-1 CXCR4
using variants through time—an ultra-deep approach. PLoS Comput Biol
6:e1001022. http://dx.doi.org/10.1371/journal.pcbi.1001022. 7. Westby M, Smith-Burchnell C, Mori J, Lewis M, Mosley M, Stockdale
M, Dorr P, Ciaramella G, Perros M. 2007. Reduced maximal inhibition
in phenotypic susceptibility assays indicates that viral strains resistant to
the CCR5 antagonist maraviroc utilize inhibitor-bound receptor for en-
try. J Virol 81:2359–2371. http://dx.doi.org/10.1128/JVI.02006-06. ovember 24, 2017 by SWETS SUBSCRIPTION SERVICE 8. Tilton JC, Wilen CB, Didigu CA, Sinha R, Harrison JE, Agrawal-Gamse
C, Henning EA, Bushman FD, Martin JN, Deeks SG, Doms RW. 2010. A maraviroc-resistant HIV-1 with narrow cross-resistance to other CCR5
antagonists depends on both N-terminal and extracellular loop domains
of drug-bound CCR5. J Virol 84:10863–10876. http://dx.doi.org/10.1128
/JVI.01109-10. 7 by SWETS SUBSCRIPTION SERVICE 9. Seclen E, Gonzalez MDM, Lapaz M, Rodriguez C, del Romero J,
Aguilera A, de Mendoza C, Soriano V, Poveda E. 2010. Primary resis-
tance to maraviroc in a large set of R5-V3 viral sequences from HIV-1-
infected patients. J Antimicrob Chemother 65:2502–2504. http://dx.doi
.org/10.1093/jac/dkq381. 10. REFERENCES 1. Liu J, Bartesaghi A, Borgnia MJ, Sapiro G, Subramaniam S. 2008. Molecular architecture of native HIV-1 gp120 trimers. Nature 455:109–
113. http://dx.doi.org/10.1038/nature07159. 1. Liu J, Bartesaghi A, Borgnia MJ, Sapiro G, Subramaniam S. 2008. Molecular architecture of native HIV-1 gp120 trimers. Nature 455:109–
113. http://dx.doi.org/10.1038/nature07159. 2. Fernandez EJ, Lolis E. 2002. Structure, function, and inhibition of
chemokines. Annu Rev Pharmacol Toxicol 42:469–499. http://dx.doi.org
/10.1146/annurev.pharmtox.42.091901.115838. 2. Fernandez EJ, Lolis E. 2002. Structure, function, and inhibition of
chemokines. Annu Rev Pharmacol Toxicol 42:469–499. http://dx.doi.org
/10.1146/annurev.pharmtox.42.091901.115838. on November 24, 2017 b
http://jvi.asm.org/
Downloaded from on November 24, 2017 by SWETS SUBSCRIPTION SERVICE
http://jvi.asm.org/
Downloaded from 3. Dorr P, Westby M, Dobbs S, Griffin P, Irvine B, Macartney M, Mori J,
Rickett G, Smith-Burchnell C, Napier C, Webster R, Armour D, Price
D, Stammen B, Wood A, Perros M. 2005. Maraviroc (UK-427,857), a
potent, orally bioavailable, and selective small-molecule inhibitor of
chemokine receptor CCR5 with broad-spectrum anti-human immunode-
ficiency virus type 1 activity. Antimicrob Agents Chemother 49:4721–
4732. http://dx.doi.org/10.1128/AAC.49.11.4721-4732.2005. The signal peptide of the HIV-1 envelope protein has been
shown to determine the expression level of the glycosylated Env
on the virion (47) and potentially determines vaccine efficacy
(63). As the expression levels of the host coreceptors CCR5 and/or
CXCR4 also fluctuate between cell lines (64), dynamic Env expres-
sion on the virion surface regulated by the signal peptide may
confer great selective advantage on HIV populations (53). This
can also be true for using the maraviroc-bound CCR5 for cell
entry of R5-tropic viruses (65). The signal peptide plays a vital role
in protein subcellular localization and function. The mutational
effects of key amino acid substitutions in both the general secre-
tion (Sec) pathway and the signal peptide have been extensively
studied in bacteria. These studies found that mutations in both the
secretion system and the signal peptide can affect protein secre-
tion (62). More specifically, changes of charged residues in the
signal peptide of the N-terminal end can increase or decrease the
secretion rates of the underlying proteins (49). HIV envelope pro-
tein is secreted through the host Sec pathway and N-glycosylated
cotranslationally (57). Moreover, the viral envelope signal peptide
has to satisfy several constraints of the Sec pathway and the viral
life cycle, which is only possible through extensive coevolutionary
changes or compensatory mutations. on November 24, 2017 by SWETS SUBSCRIPTION SERVICE
http://jvi.asm.org/
Downloaded from e N-Gly motif, the position of the covarying site in the N-linked glycosylation motif
N-X-S/T-X. The negative number indicates the position of the covarying site relative to
its closest N-X-S/T-X motif in the sequence. Negative () means the covarying site is
located on the left side of the motif. TABLE 6 Covarying sites in the signal peptide network for sensitive R5
i jvi.asm.org
11469 Journal of Virology November 2015
Volume 89
Number 22 Journal of Virology jvi.asm.org Jiang et al. modulate envelope protein expression efficiency and glycosyla-
tion patterns. Note that expression differences associated with
variants can also change without signal peptide involvement. These changes help the virus adapt to the host environment under
“normal” immune pressure and during the emergence of drug
resistance, such as we have investigated here. Although it is not
clear how the signal peptide affects N-linked glycosylation, previ-
ous research has shown that oligosaccharides (glycans) are added
to the translocating peptide cotranslationally, suggesting the sig-
nal peptide may control the glycosylation process by interacting
with amino acids flanking the N-linked glycosylation sites/motifs
in the envelope protein (57, 62). X.J. was supported by Medical Research Council (G1001806/1) and
Wellcome Trust (097820/Z/11/A) funding and F.F. by a Biotechnology
and Biological Sciences Research Council studentship to D.L.R. REFERENCES Putcharoen O, Lee SH, Henrich TJ, Hu Z, Vanichanan J, Coakley E,
Greaves W, Gulick RM, Kuritzkes DR, Tsibris AM. 2012. HIV-1 clinical
isolates resistant to CCR5 antagonists exhibit delayed entry kinetics that
are corrected in the presence of drug. J Virol 86:1119–1128. http://dx.doi
.org/10.1128/JVI.06421-11. 11. Berro R, Sanders RW, Lu M, Klasse PJ, Moore JP. 2009. Two HIV-1
variants resistant to small molecule CCR5 inhibitors differ in how they use
CCR5 for entry. PLoS Pathog 5:e1000548. http://dx.doi.org/10.1371/journal
.ppat.1000548. In conclusion, R5 maraviroc resistance, mediated via CD4
binding/V3 loop mutations in the context of complex conforma-
tional changes, requires additional linked changes in gp120 and
gp41 in order to maintain essential functionalities, while changes
in glycosylation patterns are tied to conformational changes and
are intrinsically linked to protein stability. In addition, mainte-
nance of optimal gp120 expression and efficiency is important, as
exemplified here by the finding of signal peptide involvement in
the facilitation of maraviroc resistance. HIV-1’s envelope protein
thus presents itself as a drug target with an inherent impediment
to resistance evolution accounting for the low rate of occurrence
of R5-tropic maraviroc-resistant virus observed. 12. Ratcliff AN, Shi W, Arts EJ. 2013. HIV-1 resistance to maraviroc con-
ferred by a CD4 binding site mutation in the envelope glycoprotein gp120. J Virol 87:923–934. http://dx.doi.org/10.1128/JVI.01863-12. 13. Travers SA, Tully DC, McCormack GP, Fares MA. 2007. A study of the
coevolutionary patterns operating within the env gene of the HIV-1 group M
subtypes. Mol Biol Evol 24:2787–2801. http://dx.doi.org/10.1093/molbev
/msm213. 14. Poon AF, Lewis FI, Pond SL, Frost SD. 2007. Evolutionary interactions
between N-linked glycosylation sites in the HIV-1 envelope. PLoS Com-
put Biol 3:e11. http://dx.doi.org/10.1371/journal.pcbi.0030011. 15. Tokuriki N, Oldfield CJ, Uversky VN, Berezovsky IN, Tawfik DS. 2009. Do viral proteins possess unique biophysical features? Trends Biochem Sci
34:53–59. http://dx.doi.org/10.1016/j.tibs.2008.10.009. 16. Culyba EK, Price JL, Hanson SR, Dhar A, Wong CH, Gruebele M,
Powers ET, Kelly JW. 2011. Protein native-state stabilization by placing
aromatic side chains in N-glycosylated reverse turns. Science 331:571–
575. http://dx.doi.org/10.1126/science.1198461. ACKNOWLEDGMENTS 1994. Control of expression, glyco-
sylation, and secretion of HIV-1 gp120 by homologous and heterologous
signal sequences. Virology 204:266–278. http://dx.doi.org/10.1006/viro
.1994.1531. p
g
29. Fares MA, McNally D. 2006. CAPS: coevolution analysis using protein se-
quences.Bioinformatics22:2821–2822.http://dx.doi.org/10.1093/bioinformatics
/btl493. 49. Inouye S, Soberon X, Franceschini T, Nakamura K, Itakura K, Inouye
M. 1982. Role of positive charge on the amino-terminal region of the
signal peptide in protein secretion across the membrane. Proc Natl Acad
Sci U S A 79:3438–3441. http://dx.doi.org/10.1073/pnas.79.11.3438. WETS SUBSCRIPTION SERVICE 30. Fares MA, Travers SA. 2006. A novel method for detecting intramolec-
ular coevolution: adding a further dimension to selective constraints anal-
yses. Genetics 173:9–23. http://dx.doi.org/10.1534/genetics.105.053249. ci U S A 79:3438–3441. http://dx.doi.org/10.1073/pnas.79.11. 50. Wood NT, Fadda E, Davis R, Grant OC, Martin JC, Woods RJ, Travers
SA. 2013. The influence of N-linked glycans on the molecular dynamics of
the HIV-1 gp120 V3 loop. PLoS One 8:e80301. http://dx.doi.org/10.1371
/journal.pone.0080301. y
p
g
g
31. Jiang X, Fares MA. 2010. Identifying coevolutionary patterns in human
leukocyte antigen (HLA) molecules. Evolution 64:1429–1445. http://dx
.doi.org/10.1111/j.1558-5646.2009.00903.x. g
j
32. Smoot ME, Ono K, Ruscheinski J, Wang PL, Ideker T. 2011. Cytoscape
2.8: new features for data integration and network visualization. Bioinfor-
matics 27:431–432. http://dx.doi.org/10.1093/bioinformatics/btq675. 51. Gnanakaran S, Bhattacharya T, Daniels M, Keele BF, Hraber PT,
Lapedes AS, Shen T, Gaschen B, Krishnamoorthy M, Li H, Decker JM,
Salazar-Gonzalez JF, Wang S, Jiang C, Gao F, Swanstrom R, Anderson
JA, Ping LH, Cohen MS, Markowitz M, Goepfert PA, Saag MS, Eron JJ,
Hicks CB, Blattner WA, Tomaras GD, Asmal M, Letvin NL, Gilbert PB,
Decamp AC, Magaret CA, Schief WR, Ban YE, Zhang M, Soderberg KA,
Sodroski JG, Haynes BF, Shaw GM, Hahn BH, Korber B. 2011. Recur-
rent signature patterns in HIV-1 B clade envelope glycoproteins associated
with either early or chronic infections. PLoS Pathog 7:e1002209. http://dx
.doi.org/10.1371/journal.ppat.1002209. 33. Shannon P, Markiel A, Ozier O, Baliga NS, Wang JT, Ramage D, Amin
N, Schwikowski B, Ideker T. 2003. Cytoscape: a software environment for
integrated models of biomolecular interaction networks. Genome Res 13:
2498–2504. http://dx.doi.org/10.1101/gr.1239303. p
g
g
34. Ren J, Wen L, Gao X, Jin C, Xue Y, Yao X. 2009. DOG 1.0: illustrator of
protein domain structures. Cell Res 19:271–273. http://dx.doi.org/10
.1038/cr.2009.6. 35. PondSL,FrostSD,MuseSV.2005.HyPhy:hypothesistestingusingphylogenies. Bioinformatics 21:676–679. http://dx.doi.org/10.1093/bioinformatics/bti079. g
j
pp
52. Tilton JC, Amrine-Madsen H, Miamidian JL, Kitrinos KM, Pfaff J,
Demarest JF, Ray N, Jeffrey JL, Labranche CC, Doms RW. 2010. ACKNOWLEDGMENTS Genome Biol Evol
5:504–513. http://dx.doi.org/10.1093/gbe/evt026. g
j
43. Cardozo T, Kimura T, Philpott S, Weiser B, Burger H, Zolla-Pazner S. 2007. Structural basis for coreceptor selectivity by the HIV type 1 V3 loop. AIDS Res Hum Retroviruses 23:415–426. http://dx.doi.org/10.1089/aid
.2006.0130. p
g
g
22. Edgar RC. 2004. MUSCLE: multiple sequence alignment with high accu-
racy and high throughput. Nucleic Acids Res 32:1792–1797. http://dx.doi
.org/10.1093/nar/gkh340. on November 24, 2017 by SWETS SUBSCRIPTION SERVIC
tp://jvi.asm.org/ 44. Jensen MA, Li FS, van’t Wout AB, Nickle DC, Shriner D, He HX,
McLaughlin S, Shankarappa R, Margolick JB, Mullins JI. 2003. Im-
proved coreceptor usage prediction and genotypic monitoring of R5-
to-X4 transition by motif analysis of human immunodeficiency virus type
1 env V3 loop sequences. J Virol 77:13376–13388. http://dx.doi.org/10
.1128/JVI.77.24.13376-13388.2003. g
g
23. Waterhouse AM, Procter JB, Martin DM, Clamp M, Barton GJ. 2009. Jalview version 2—a multiple sequence alignment editor and
analysis workbench. Bioinformatics 25:1189–1191. http://dx.doi.org
/10.1093/bioinformatics/btp033. 24. Posada D, Crandall KA. 2002. The effect of recombination on the accu-
racy of phylogeny estimation. J Mol Evol 54:396–402. http://dx.doi.org
/10.1007/s00239-001-0034-9. 45. Resch W, Hoffman N, Swanstrom R. 2001. Improved success of pheno-
type prediction of the human immunodeficiency virus type 1 from enve-
lope variable loop 3 sequence using neural networks. Virology 288:51–62. http://dx.doi.org/10.1006/viro.2001.1087. 25. Maydt J, Lengauer T. 2006. Recco: recombination analysis using cost
optimization. Bioinformatics 22:1064–1071. http://dx.doi.org/10.1093
/bioinformatics/btl057. 46. Atchley WR, Zhao J, Fernandes AD, Druke T. 2005. Solving the protein
sequence metric problem. Proc Natl Acad Sci U S A 102:6395–6400. http:
//dx.doi.org/10.1073/pnas.0408677102. ovember 24, 2017 by SWETS SUBSCRIPTION SERVICE 26. Martin DP, Murrell B, Golden M, Khoosal A, Muhire B. 2015. RDP4:
detection and analysis of recombination patterns in virus genomes. Virus
Evol 1:vev003. http://dx.doi.org/10.1093/ve/vev003. 47. Asmal M, Hellmann I, Liu W, Keele BF, Perelson AS, Bhattacharya T,
Gnanakaran S, Daniels M, Haynes BF, Korber BT, Hahn BH, Shaw GM,
Letvin NL. 2011. A signature in HIV-1 envelope leader peptide associated
with transition from acute to chronic infection impacts envelope process-
ing and infectivity. PLoS One 6:e23673. http://dx.doi.org/10.1371/journal
.pone.0023673. 27. Drummond AJ, Rambaut A, Shapiro B, Pybus OG. 2005. Bayesian
coalescent inference of past population dynamics from molecular se-
quences. Mol Biol Evol 22:1185–1192. http://dx.doi.org/10.1093/molbev
/msi103. 28. Drummond AJ, Suchard MA, Xie D, Rambaut A. 2012. Bayesian phy-
logenetics with BEAUti and the BEAST 1.7. Mol Biol Evol 29:1969–1973. http://dx.doi.org/10.1093/molbev/mss075. 48. Li Y, Luo L, Thomas DY, Kang CY. ACKNOWLEDGMENTS We thank the participants in the MOTIVATE trials and Paul Simpson,
Simon Lovell, and Matteo Negroni for helpful comments and discussion. November 2015
Volume 89
Number 22 Journal of Virology 11470
jvi.asm.org R5-Tropic Maraviroc Resistance 17. Shental-Bechor D, Levy Y. 2008. Effect of glycosylation on protein fold-
ing: a close look at thermodynamic stabilization. Proc Natl Acad Sci U S A
105:8256–8261. http://dx.doi.org/10.1073/pnas.0801340105. 39. Guindon S, Gascuel O. 2003. A simple, fast, and accurate algorithm to
estimate large phylogenies by maximum likelihood. Syst Biol 52:696–704. http://dx.doi.org/10.1080/10635150390235520. 40. Gorry PR, Dunfee RL, Mefford ME, Kunstman K, Morgan T, Moore JP,
Mascola JR, Agopian K, Holm GH, Mehle A, Taylor J, Farzan M, Wang
H, Ellery P, Willey SJ, Clapham PR, Wolinsky SM, Crowe SM, Gabuzda
D. 2007. Changes in the V3 region of gp120 contribute to unusually broad
coreceptor usage of an HIV-1 isolate from a CCR5 Delta32 heterozygote. Virology 362:163–178. http://dx.doi.org/10.1016/j.virol.2006.11.025. 18. Hanson SR, Culyba EK, Hsu TL, Wong CH, Kelly JW, Powers ET. 2009. The core trisaccharide of an N-linked glycoprotein intrinsically accelerates
folding and enhances stability. Proc Natl Acad Sci U S A 106:3131–3136. http://dx.doi.org/10.1073/pnas.0810318105. p
g
p
19. Gulick RM, Lalezari J, Goodrich J, Clumeck N, DeJesus E, Horban A,
Nadler J, Clotet B, Karlsson A, Wohlfeiler M, Montana JB, McHale M,
Sullivan J, Ridgway C, Felstead S, Dunne MW, van der Ryst E, Mayer
H, MOTIVATE Study Teams. 2008. Maraviroc for previously treated
patients with R5 HIV-1 infection. N Engl J Med 359:1429–1441. http://dx
.doi.org/10.1056/NEJMoa0803152. p
g
ology 362:163–178. http://dx.doi.org/10.1016/j.virol.2006.11.0 41. Labrosse B, Treboute C, Brelot A, Alizon M. 2001. Cooperation of the
V1/V2 and V3 domains of human immunodeficiency virus type 1 gp120
for interaction with the CXCR4 receptor. J Virol 75:5457–5464. http://dx
.doi.org/10.1128/JVI.75.12.5457-5464.2001. on November 24, 2017 b
http://jvi.asm.org/
Downloaded from on November 24, 2017 by SWETS SUBSCRIPTION SERVICE
http://jvi.asm.org/
Downloaded from g
20. Schwarz F, Aebi M. 2011. Mechanisms and principles of N-linked protein
glycosylation. Curr Opin Struct Biol 21:576–582. http://dx.doi.org/10
.1016/j.sbi.2011.08.005. g
42. Pollakis G, Kang S, Kliphuis A, Chalaby MI, Goudsmit J, Paxton WA. 2001. N-linked glycosylation of the HIV type-1 gp120 envelope glycoprotein
as a major determinant of CCR5 and CXCR4 coreceptor utilization. J Biol
Chem 276:13433–13441. http://dx.doi.org/10.1074/jbc.M009779200. j
21. Ortiz JF, MacDonald ML, Masterson P, Uversky VN, Siltberg-Liberles
J. 2013. Rapid evolutionary dynamics of structural disorder as a potential
driving force for biological divergence in flaviviruses. ACKNOWLEDGMENTS HIV
type 1 from a patient with baseline resistance to CCR5 antagonists uses
drug-bound receptor for entry. AIDS Res Hum Retroviruses 26:13–24. http://dx.doi.org/10.1089/aid.2009.0132. p
g
36. Yang Z, Nielsen R, Goldman N, Pedersen AM. 2000. Codon-
substitution models for heterogeneous selection pressure at amino acid
sites. Genetics 155:431–449. 37. Stamatakis A. 2006. RAxML-VI-HPC: maximum likelihood-based phy-
logenetic analyses with thousands of taxa and mixed models. Bioinformat-
ics 22:2688–2690. http://dx.doi.org/10.1093/bioinformatics/btl446. p
g
53. Taylor BM, Foulke JS, Flinko R, Heredia A, DeVico A, Reitz M. 2008. An alteration of human immunodeficiency virus gp41 leads to reduced
CCR5 dependence and CD4 independence. J Virol 82:5460–5471. http:
//dx.doi.org/10.1128/JVI.01049-07. p
g
38. Darriba D, Taboada GL, Doallo R, Posada D. 2011. ProtTest 3: fast
selection of best-fit models of protein evolution. Bioinformatics 27:1164–
1165. http://dx.doi.org/10.1093/bioinformatics/btr088. g
54. Anastassopoulou CG, Ketas TJ, Klasse PJ, Moore JP. 2009. Resistance to
CCR5 inhibitors caused by sequence changes in the fusion peptide of November 2015
Volume 89
Number 22 Journal of Virology jvi.asm.org Jiang et al. HIV-1 gp41. Proc Natl Acad Sci U S A 106:5318–5323. http://dx.doi.org
/10.1073/pnas.0811713106. BH, Kwong PD, Shaw GM. 2003. Antibody neutralization and escape by
HIV-1. Nature 422:307–312. http://dx.doi.org/10.1038/nature01470. HIV-1 gp41. Proc Natl Acad Sci U S A 106:5318–5323. http://dx.doi.org
/10.1073/pnas.0811713106. p
g
62. Van den Berg B, Clemons WM, Jr, Collinson I, Modis Y, Hartmann E,
Harrison SC, Rapoport TA. 2004. X-ray structure of a protein-conducting
channel. Nature 427:36–44. http://dx.doi.org/10.1038/nature02218. 55. Lalezari JP, Henry K, O’Hearn M, Montaner JS, Piliero PJ, Trottier B,
Walmsley S, Cohen C, Kuritzkes DR, Eron JJ, Jr, Chung J, DeMasi R,
Donatacci L, Drobnes C, Delehanty J, Salgo M, TORO 1 Study Group. 2003. Enfuvirtide, an HIV-1 fusion inhibitor, for drug-resistant HIV in-
fection in North and South America. N Engl J Med 348:2175–2185. http:
//dx.doi.org/10.1056/NEJMoa035026. 63. Scanlan CN, Offer J, Zitzmann N, Dwek RA. 2007. Exploiting the
defensive sugars of HIV-1 for drug and vaccine design. Nature 446:1038–
1045. http://dx.doi.org/10.1038/nature05818. 64. Lee B, Sharron M, Montaner LJ, Weissman D, Doms RW. 1999. Quantification of CD4, CCR5, and CXCR4 levels on lymphocyte subsets,
dendritic cells, and differentially conditioned monocyte-derived macro-
phages. Proc Natl Acad Sci U S A 96:5215–5220. http://dx.doi.org/10.1073
/pnas.96.9.5215. 56. Botarelli P, Houlden BA, Haigwood NL, Servis C, Montagna D, Abri-
gnani S. 1991. N-glycosylation of HIV-gp120 may constrain recognition
by T lymphocytes. J Immunol 147:3128–3132. November 2015
Volume 89
Number 22 ACKNOWLEDGMENTS on November 24, 2017 by SWETS SUBSCRIPTION SERVICE
http://jvi.asm.org/
Downloaded from on November 24, 2017 b
http://jvi.asm.org/
Downloaded from y
y
y
57. Land A, Braakman I. 2001. Folding of the human immunodeficiency virus
type 1 envelope glycoprotein in the endoplasmic reticulum. Biochimie 83:
783–790. http://dx.doi.org/10.1016/S0300-9084(01)01314-1. 65. Roche M, Jakobsen MR, Sterjovski J, Ellett A, Posta F, Lee B, Jubb B,
Westby M, Lewin SR, Ramsland PA, Churchill MJ, Gorry PR. 2011. HIV-1 escape from the CCR5 antagonist maraviroc associated with an
altered and less-efficient mechanism of gp120-CCR5 engagement that at-
tenuates macrophage tropism. J Virol 85:4330–4342. http://dx.doi.org/10
.1128/JVI.00106-11. 58. Parodi AJ. 2000. Protein glucosylation and its role in protein folding. Annu
RevBiochem69:69–93.http://dx.doi.org/10.1146/annurev.biochem.69.1.69. 59. Yue P, Li Z, Moult J. 2005. Loss of protein structure stability as a major
causative factor in monogenic disease. J Mol Biol 353:459–473. http://dx
.doi.org/10.1016/j.jmb.2005.08.020. 66. von Heijne G. 1990. The signal peptide. J Membr Biol 115:195–201. http:
//dx.doi.org/10.1007/BF01868635. g
j j
60. Tokuriki N, Stricher F, Schymkowitz J, Serrano L, Tawfik DS. 2007. The
stability effects of protein mutations appear to be universally distributed. J
Mol Biol 369:1318–1332. http://dx.doi.org/10.1016/j.jmb.2007.03.069. on November 24, 2017 by SWETS SUBSCRIPTION SERVIC
p://jvi.asm.org/ 67. Ellerbrok H, D’Auriol L, Vaquero C, Sitbon M. 1992. Functional toler-
ance of the human immunodeficiency virus type 1 envelope signal peptide
to mutations in the amino-terminal and hydrophobic regions. J Virol
66:5114–5118. 61. Wei X, Decker JM, Wang S, Hui H, Kappes JC, Wu X, Salazar-Gonzalez
JF, Salazar MG, Kilby JM, Saag MS, Komarova NL, Nowak MA, Hahn ovember 24, 2017 by SWETS SUBSCRIPTION SERVICE 11472
jvi.asm.org November 2015
Volume 89
Number 22 Journal of Virology
|
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.